master-thesis/Evaluation/Evaluation.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Survey Evaluation"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%%bash\n",
"jq -s . results/*.json > all_results.json"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['figure.figsize'] = (15,15)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"with open(\"all_results.json\",\"rb\") as f:\n",
" results = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# extract questions\n",
"o = results[0][list(results[0].keys())[0]]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"questions = list(o.keys())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"bin_questions = []\n",
"range_questions = []\n",
"\n",
"for q in questions:\n",
" if len(o[q]) == 1:\n",
" range_questions.append(q)\n",
" else:\n",
" bin_questions.append(q)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Is this a valid recipe?', 'Does it seem eatable?']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bin_questions"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Are the instructions understandable? (0: totally confusing, 3: very clear)',\n",
" 'How tasty is it probably? (0: not at all, 3: very tasty)',\n",
" 'Would you cook it? (0: not at all, 3: immediately!)',\n",
" 'How creative is this recipe? (0: not at all, 3: very creative!)',\n",
" 'Is this a good combination of ingredients? (0: not at all, 3: very good!)',\n",
" 'Are the used cooking actions suitable for the ingredients? (0: not at all, 3: totally!)']"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"range_questions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## answers for each recipe:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"recipes = {}\n",
"for res in results:\n",
" for r in res:\n",
" if r in recipes:\n",
" recipes[r] += 1\n",
" else:\n",
" recipes[r] = 1\n",
"sorted_recipe_names = sorted(recipes.keys())\n",
"sorted_values = [recipes[r] for r in sorted_recipe_names]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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Xj+7Tbya1vs9aM3H/WUrpypTSt1NK/06+pO/tpdfGLNl4Q3Xrt5TSrSmln6SU/iultDO5xc67yY2tLNEg0xB6rhfL72vz8m/7enEB+d5CmPryNi7T/Z1cVF5XjYhNZiBPN/22VTDxG7y5497u6X43qVpW2KSpad1TtmWfYZq+JG5Y+/fp97zyuhj4bdv7p5IbnYD+rQ2Oyq/K654RsVaf4Z5fXs9LKY20hbxy/9o3yr+dO/et5WbtiFi92/ilFbZBdoRWIp/R66U1T/8y6jIY0MLy2q/S2T7cZMO2WrXcNCKeNIU8v2r7e5DfStPaG5SZ0d9eyo5k4ox7r+W0qfXboPO+p3LmrVVG06lE95vXT2fiHuYHWvItZyNbZ/RePsmBk9pM93fyi7a/D5yBPN1sFRFdK20R8TAmWuw8o6P3dL+bVC0rbNLUtFp3e365JO5BImJP4IWjjTSp10fEFp1vlg3ja8u/P0opXdfqV45efrn8e1BEHNBvAhGxasP3xLSyLAf8d48Mr2LibOAXZzpARKwUERtOMljrxvwbO95vLTdBflZa52cvQ37g7KCO6LH8vYKJ1s++MsTnjVKrbCY7U9Nehv2G/Rr5AcsAX5rkLFmrYvyAlNJZTDRWc2hELHEZYkTsBfT9DcyU8riNVlPv74yIzhbxHiQiHtF+ECAiNunTKiGlfFqXtfVaTp/a7fdc1hn/PslX6Kc1vbXLMt8t31oRsWavD4iIpZg4sNGZfxhPiIiXdvn8lYAjyr83MNEyYUtr/bMF8LF+LcVGxNIRsWmv/iM23d/J38mtZwK8o989hL3m7YA+XuZxp3cCrWWyc902re8m1cwKmzQ1R5fX9YGTIuIJEbF6RGweEYeQd7QWjC1dd9cD8yPiFRHxyIhYt+zYn0I+inwf8I4u4/0n8Dfy+uI7EfHl0pT9Om3f+YCI+BJwBW3NX8+0lNI5TFTCXh4Rx0fEEyNijYjYKiKOYOKZcucAX2ggxtrkBg++FxH/HBHblJ3LdSJil4j4CvCsMuw32kcsz7FrHRU+IiJeHxHrl/GfSn723t4M1irg1eRLQ+dHxFMiYs2I2DQiDgO+VIa5kInyqM3Z5fVREfG6UuFYpnTt26aLyA/xBjgkIraIiOVbw7YGKs/N+mfyWeItgHMi4i0R8ZiynK4TETtFxGsj4pfkh4F3enN5XR/4VUQ8NyLWjoiNIuIN5AdZL5ixEpjcq8k7oCsAp0TEx8ryvlaZ34+OiJdGxDfIl+y1VwoOBC6PiE9GxLMiYl5ErFZeX0Be1pYil9e3O6b7VXIjHysCP4mIJ5cynBcRryW30ngdU9ea98sB742I9SLiYWWets5WPRa4IiKOi4iXlN/3GmXYvcmPXtimDPsNpm4B8JWI+K/y+1mz/BbnM/FcvkNSSve2j5RS+g4TzyF8I7l5//0jYoOIeHhZZp4WER8iP/7izVRghn4nryU3jb88ebl8X0Q8rsyfdSNi74g4kh6PrBnAAvLZzZMiYtfyuVtHxCfID12HvAw+6BEbM/TdpDqN4uncdnY1deRnxyTys7z6DbegDHd4j/5fKP27daeTd9pb/8/rGHdeW7+9+mSYX4Y5ps8wB7U+q18/cquGt/TIey9wQJ9prEu+ZKzX923vnjNovinOv+XIO5j9MpwLrD9seQ04/XmTTLvV/RxYqcv4jyGfEeg2zj3Ai/rN9/bll7xDv6jHZ10FbDmVZbsMc3gZZsGAZbHEctzW76Au/VYg78h2y35Mx7Af7FXOXT73OeSdycnmz409vtMbyTt83ca5glyhnvS326fMHph/Aw6/FfkxFpN9n8XAdl3mX7/ufuC1Pab7zj7j/YX8vMZ+877vMka+xLDbZ88v/fcaIH8C/hdYehq/4f2B8/p8/sf6fM6ywOcHzPmxPhmGXo6m8pue4d/J48j3xvYb95wh1wnzS79jyA/I7vW55wPrNPXd7Oxq7DzDJk3dq8lNZp9JfojxHeQHKr+ZvFN35/iiLSnlVtR2JF9WeDn5jNq1wHHADiml4/uMew25Rbb9ge+U8e8pn3EN+SzdIcDmKaXvN/g1SCndm1J6IbAf8L3yHRYCN5Gf0fR64PEppUGfXTWsy8lnEd9NPktxMXle3wdcST4L8yLgaSkf8e3Mfz75csWvkCtVC8lleBywc0rpW4MGSSl9nvyw2B+Sz8TcW/L8N7BNymf0qpRSupu8TH2efBat38N+DyXP19+S77ta3GvAsvw9ilzhOI18Odv95Hl0IfmsyEuYeO5a5/ifBPYgz8cbmCjTTwA7AJcO9g1nRsqXRm5LPmP2A/KZ1ftKrivIl6e9Adgw5ZZLWz5BftTE54GzyngLyeVwPvnM67Yppc/1mO6HyPfrzSef4byb/Pyrw8ktNPZ7Vt0gngl8lFz569YU/RnkZftD5ANgC0qGe8vf3wKenlJ6eer/PMLJ3EyufL6f/P3uIh/Y+gXw7JTSW3uNmFK6L6X0avJ69Qtl/NvJy9tN5DM4R5Jb53zbNDLOuBn4nZxDPpjw5jL+jeTl62ryJbXvL+NPNd87yZcfn1w++x5y+b6bvH7veYZ3ut9NqlGklMadQZIkaSQiYh4TFe+9U0rzxxZGD4iI+cCewFdTSgeNN41UF8+wSZIkSVKlrLBJkiRJUqWssEmSJElSpaywSZIkSVKlrLBJkiRJUqVG3krkWmutlebNmzfSaUqSJElSLc4+++wbUkprDzLsMk2H6TRv3jzOOuusUU9WkiRJkqoQEZcNOqyXREqSJElSpaywSZIkSVKlrLBJkiRJUqWssEmSJElSpaywSZIkSVKlrLBJkiRJUqWssEmSJElSpaywSZIkSVKlrLBJkiRJUqWssEmSJElSpaywSZIkSVKllhl3AEnSzJp3yEljm/aCI541tmlLkvRQ5Bk2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSarU0BW2iFghIv4jIn4fEbdExF0RcWlEfCcidmsipCRJkiTNRcsMM3BEbAL8DNgM+AdwKnAvMA/YDzgX+PXMRpQkSZKkuWngCltErAT8HNgUeB/wvpTSwrb+awJrznhCSZIkSZqjhjnDdii5snZsSumwzp4ppRuBG2cqmCRJkiTNdQPdwxYRywL/Vv49ork4kiRJkqSWQc+w7Ui+3PGKlNJfI2JXYN/y3rXAT1JKv2kooyRJkiTNSYNW2LYprxdGxDHAgR39D4uI44GXp5TunqlwkiRJkjSXDdqs/xrldQ/gFcCR5JYiVye3DnkVcADw2ZkOKEmSJElz1aBn2FoVu2WAL6WU3t7W7/sRcTVwJnBgRLw/pXRJ+8gRcTBwMMBGG200zciSJGnc5h1y0limu+CIZ41lutJsMK7fJfjbbNKgZ9hub/v7i509U0pnAWeXz9urS/+jUko7pZR2WnvttaeSU5IkSZLmnEErbAva/r60xzCt9x855TSSJEmSpAcMWmH7Q9vfvR6OvVZ5vWPqcSRJkiRJLQNV2FJKVwG/K//u09k/IlYHdij/njUz0SRJkiRpbhv0DBvAB8rrYRHxuNabEbE88D/Aw8n3sfk8NkmSJEmaAYO2EklK6QcRcSTwNuB3EfE74EZgZ2A9ctP+L0kppUaSSpIkSdIcM8wZNkpz/s8Dfk1+mPYzgbuA/wa2TyldOOMJJUmSJGmOGvgMW0tK6QTghAaySJIkSZLaDHWGTZIkSZI0OlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUsuMO4A0l8w75KSxTXvBEc8a27QlSfVy2yTVzTNskiRJklQpK2ySJEmSVCkrbJIkSZJUKStskiRJklQpK2ySJEmSVCkrbJIkSZJUKStskiRJklQpK2ySJEmSVCkrbJIkSZJUKStskiRJklQpK2ySJEmSVCkrbJIkSZJUKStskiRJklQpK2ySJEmSVCkrbJIkSZJUKStskiRJklQpK2ySJEmSVCkrbJIkSZJUKStskiRJklQpK2ySJEmSVCkrbJIkSZJUKStskiRJklQpK2ySJEmSVCkrbJIkSZJUKStskiRJklQpK2ySJEmSVCkrbJIkSZJUKStskiRJklSpKVfYIuKDEZFK97aZDCVJkiRJmmKFLSIeD/wHkGY2jiRJkiSpZegKW0QsBxwDXAd8b6YDSZIkSZKyqZxhey+wNfBq4NaZjSNJkiRJahmqwhYRTwDeChyXUvpBM5EkSZIkSTBEhS0ilge+CtwEvLGxRJIkSZIkAJYZYtgPAFsCL04p3dBQHkmSJElSMdAZtojYFXgTcGJK6VvNRpIkSZIkwQBn2CJiBeArwG3Aa6cykYg4GDgYYKONNprKR6hC8w45aWzTXnDEs8Y27Yeqcc1P56UkqRv3M6RskDNsHwS2AN6SUrpmKhNJKR2VUtoppbTT2muvPZWPkCRJkqQ5Z5B72PYHFgMHRsSBHf22Kq+viYh9gYtSSv86kwElSZIkaa4atNGRpYA9+/R/VOlWm3YiSZIkSRIwwCWRKaV5KaXo1pGb+Qd4e3nvcc3GlSRJkqS5Y6gHZ0uSJEmSRscKmyRJkiRVygqbJEmSJFVq0EZHukopHQQcNCNJJEmSJEkP4hk2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSaqUFTZJkiRJqpQVNkmSJEmqlBU2SZIkSarUMuMOIEmz0bxDThrbtBcc8ayxTXs6LDNJDxXjWp+5LpubPMMmSZIkSZWywiZJkiRJlbLCJkmSJEmVssImSZIkSZWywiZJkiRJlbLCJkmSJEmVssImSZIkSZWywiZJkiRJlbLCJkmSJEmVssImSZIkSZWywiZJkiRJlbLCJkmSJEmVssImSZIkSZWywiZJkiRJlbLCJkmSJEmVssImSZIkSZWywiZJkiRJlbLCJkmSJEmVssImSZIkSZWywiZJkiRJlbLCJkmSJEmVssImSZIkSZWywiZJkiRJlbLCJkmSJEmVssImSZIkSZWywiZJkiRJlbLCJkmSJEmVssImSZIkSZUaqMIWEQ+LiH0i4mMR8duIuCYi7ouIqyLiuxGxV8M5JUmSJGnOWWbA4fYEfl7+vhY4G7gT2Bo4ADggIt6XUjps5iNKkiRJ0tw06CWRi4HjgT1SSuumlPZNKb0opbQN8GJgEfBfEbF3U0ElSZIkaa4ZqMKWUjo5pfT8lNLpXfp9Czim/PtPM5hNkiRJkua0mWp05I/ldYMZ+jxJkiRJmvNmqsK2eXm9ZoY+T5IkSZLmvGlX2CLikcBB5d/jp/t5kiRJkqRsWhW2iFgG+BrwcOCXKaUfzEgqSZIkSdLAzfr38nlgH+AK+jQ4EhEHAwcDbLTRRtOcZDPmHXLS2Ka94Ihn9e1fc7ZajavMZmt51czlX6NQ6zrD5X94tZZZrbmkUalNXqohAAAgAElEQVR1PTsbTPkMW0R8Engl+bls+6SUru01bErpqJTSTimlndZee+2pTlKSJEmS5pQpVdgi4mPAG4DryZW1C2c0lSRJkiRp+ApbRHwEeAtwI/DUlNJfZjyVJEmSJGm4CltEHAG8HbiZXFk7t5FUkiRJkqTBK2wR8T7gHcAt5MraHycZRZIkSZI0DQO1EhkRzwEOLf9eBPx7RHQb9IKU0hEzlE2SJEmS5rRBm/Vfo+3vnUrXzamAFTZJkiRJmgEDVdhSSscAxzSaRJIkSZL0IFN+DpskSZIkqVlW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSVtgkSZIkqVJW2CRJkiSpUlbYJEmSJKlSQ1fYIuKlEXF6RNwaEXdExFkR8bqIsPInSZIkSTNoqEpWRHwW+DqwE3A68HNgC+AzwHcjYukZTyhJkiRJc9TAFbaIOAB4LXAtsG1Kad+U0v7A5sBfgf2B1zeSUpIkSZLmoGHOsL2zvL4jpXRh682U0nXAa8q/h3hppCRJkiTNjIEqVxGxAbAjcB/wnc7+KaVTgauARwJPnMmAkiRJkjRXDXo2bPvyen5K6e4ew/y+Y1hJkiRJ0jQMWmHbpLxe1meYyzuGlSRJkiRNw6AVtpXL6519hrmjvK4y9TiSJEmSpJZIKU0+UMS7gPcDX0spvbzHMB8A/hM4KqX0qo5+BwMHl3+3BP42ndCVWgu4Ydwhuqg1F9SbzVzDqzVbrbmg3my15oJ6s5lreLVmqzUX1Jut1lxQbzZzDa/mbFO1cUpp7UEGXGbAD7y9vK7cZ5hWv9s7e6SUjgKOGnBas1JEnJVS2mncOTrVmgvqzWau4dWardZcUG+2WnNBvdnMNbxas9WaC+rNVmsuqDebuYZXc7ZRGPSSyAXldeM+w2zYMawkSZIkaRoGrbD9sbw+JiJW6DHM4zuGlSRJkiRNw0AVtpTSFcAfgGWBF3T2j4g9gQ2Aa4HfzGTAWaTWSz5rzQX1ZjPX8GrNVmsuqDdbrbmg3mzmGl6t2WrNBfVmqzUX1JvNXMOrOVvjBmp0BCAink9+aPa1wJNSSheV9x8BnAJsDbwppfTJhrJKkiRJ0pwycIUNICI+B7wGuAf4BbAQ2AdYFTgReH5KaVEDOSVJkiRpzhmqwgYQES8FXgdsAywNXAAcDfxPSmnxjCeUJEmSpDlq6AqbJEmSJGk0Bm0lUpIkSZI0YlbYJEmSJKlSy4w7QO0iYqPpjJ9SunymskiSRisiXjGd8VNKx85UlnYRscd0xk8pnTZTWdrVmgvq3Z5bZsOrNRfUOz/NNbt5D9skImIxMNVCSimlxirFETGdFjkby1ZrLoCIuGQao6eU0qYzFqZNrWVWa3lBvdlqnZdQb7Zac8G0tgFBzrb0DEfKH17ptqnWXFBvtlpzQb3Zas0F9WYz1+w2J77kNF1O9wVp47a/by2vD29777LGEk2IMY3b5Gc3mQtgXo/3U59pt/o1eXSj1jKb1+P9cZcX1Jut1nk53c+fq+uMY1lyeVkdeE55/0/AgvL+PGDb8vf3gZsbzHVal1zLAruUv29hYju0MbBaGf63wH1zMBfUuz23zIZXay6od36aazZLKdkN0ZEfZfBd4Drg9cDD2/qtSn7kwTVlmKXGkO9jwB3AkcB25BXVquXvjwK3A0fO1VzkH3tn9zHg/jLP9iuZtit/f6f0OxLYeK6VWc3lVXO2GuflbMtWca41gAuBXwHbdOn/WPIOyIXAGiPMtQJwBvlRO/t26f8s4C9lmBXmeq4y7Sq355bZQydXzfPTXLOrG3uA2dYBbwfuBh7dZ5hHkx8u/o4RZ3sl+WHmT+ozzO5lmH+b67nKdJ8LLAJe0GeY55dh9p/rZVZredWcrdZ5WXO2WnOV6X4WuAFYtc8wDy/DfG6EuT4I3Aas22eY9cgV3Q/N9VxlulVuzy2zh06umuenuWZX5z1sQ4qI84HLU0rPmGS4H5OP4m89mmQQEWcDt6aUnjzJcCcDq6WUdpjLuco0fwUsnVLaZZLhziBfK73biHJVWWa1lleZZpXZap2XZZpVZqs1V5nm5cDvUkovmGS47wBPSClNq3GEIXJdDJyXUtpvkuG+Bzw2NXh/6WzIVaZZ5fbcMnvo5CrTrHJ+mmt2sVn/4W3CYPcl3ELve2yasiX5lP9krgG2aDhLu1pzQb7f5OIBhruUfKnTqNRaZrWWF9SbrdZ5CfVmqzUXwCPIl19NZmlg7YaztFuffPZgMveSj06PSq25oN7tuWU2vFpzQb3z01yziBW24d0G7BoRPRtsKf12KcOO0r3A9gMMt30ZdlRqzQX5xtWtBhhuy6aDdKi1zGotL6g3W63zEurNVmsugCuBvSNizV4DRMRawJOBq0eWCq4H9oyIlXoNEBErAnuSL9cclVpzQb3bc8tseLXmgnrnp7lmEStsw/sZsCHwxYhYpbNnRKwMfKEM89MRZzsN2DIi3hcRS7ScFtl7yTu1o3xuRa25AM4Eto+If+s1QET8K7AD8LuRpaq3zGotL6g3W63zsuZsteYC+Bb5HrVfRMSTumTbnbzuXwX45ghzfY989u/4iJjXJdc84HhgrTLsXM8F9W7PLbOHTi6od36aaxbxHrYhRX5Y49nklsJuBX5IvsQK8mn2Z5M35jcBO6WURtGEbCvbY8k7osuTLw37Zke2FwObkU81PzGl9Oe5nKtkexJwCrlp8PnA1zuyvQzYG1gM7JNG9IDGWsus1vKqOVut87LmbLXmKtlWJC9fO5HP6l7VkW0D8jJ4NrBnSumuEeVak3zQYhNya6i/7ci1C/lRPpcCO6eUbpzLuUq2KrfnltlDJ1fJVuX8NNcsM+5WT2ZjB2xNXjEsLt2i0rX+/wPwmDFl25N8yU57rvZ8VwF7m+tB2V5MvkSiV7bbgZdZZnWXV83Zap2XNWerNVfJtiL5sQOtZa29ux34OLDSGHKtQz7yvKhLrkXACfRpeW2u5SrZqtyeW2YPnVw1z09zzZ7OM2zTUC592ZN8RBXyDsSpKaXTx5cKImJ5cvPlS2QDvptSuttcS2RbF/hXYI8u2b6cUhrlvSjtuaoss1rLq+Zstc7LmrPVmqul5NuRB2c7u4JcG7Lk8n9aSuny8aWqNxdUvT23zIZUay6od36aq35W2CRJkiSpUjY6IkmSJEmV6tn8qSYXERuQnwGxfK9h0ggbXWgXEUsDa9I/28hPKdeaq2aW2UNHzfOy1mwV59qQfNlVv21ASim9b3SpHrhMcycm3zYdO7JQ1JurpcbtuWU2NRXnqnJ+mmt28JLIKYiIlwDvASZ7unpKKY20Ulyu3X43sDuwbJ9BR5qt1lwAEbEZ8A5yC4LrAcv1GNQyo97ygnqz1Tovod5sFedaBvgM+T7J1iMHOh89kMp7KaU0yEO2ZyrbIcAh5EcK9GWurNbtuWU2vFpzQb3z01yzh2fYhhQRLwOOJW+MbyI3K3rHWEMVEfE0clO2rfl6IxVkqzUXQETsBJwMrMSSO11LDN58ojKhSsus1vKCerPVOi+h3my15ioOBw4mNzf9I+BCKsgWEW8GPlj+/RPmmlSt23PLbHi15oJ656e5ZplxN1M52zrywrMIeA2w9LjzdGT7HbnJ048Aq487T+25SraTS7ZvAI9jDE1xz6Yyq7W8as5W67ysOVutuUq2y8hN92877iwduf4O3As8Y9xZZkOukq3K7bll9tDJVfP8NNfs6rwkckgRcTdwZkppz3Fn6RQRdwHnp5QeP+4s7WrNBRARdwILUkqPGXeWdrWWWa3lBfVmq3VeQr3Zas0FD2wDfplS2nfcWdpFxD3A6Smlp447S7tac0G923PLbHi15oJ656e5ZhdbiRzejeTnQNToNvKp49rUmgvgbuDccYfootYyq7W8oN5stc5LqDdbrbkALicf/a3NNeRLwWpTay6od3tumQ2v1lxQ7/w01yxihW14PwV2joiR3p8zoNOAx447RBe15gI4E3jUuEN0UWuZ1VpeUG+2Wucl1Jut1lwA3wT2jIiVxx2kw/eA3SOiXwMt41BrLqh3e26ZDa/WXFDv/DTXLGKFbXjvJjdqcGRpLawm7wHmRcSbxh2kQ625AD4AbB8Rzxt3kA61llmt5QX1Zqt1XkK92WrNBflm+L8BJ0XEFuMO0+Zw4E7g2IhYY8xZ2h1Onbmg3u354Vhmw6o1F9Q7Pw/HXLOG97BNQUQ8CvgBsAK5oYMryTfId0pp9M/geSK50YWrgJ/0yUYa4bMras0FEBH7A18Efkw+Stcv28ie3VJrmdVaXlBvtlrnJdSbrdZcABGxEvAb4NHkRkj6bQP2GWGu1YFTgY2AsybJ9cq5nqtkq3J7bpk9dHKVbFXOT3PNHlbYhhQRSwGfBl5F7zOUY3kGD0BEvB34L/KRpr5Gma3WXAAR8SLgo8D6kwya0mifKVNlmdVaXlBvtlrnJdSbreJcawE/B7Zl8sdDjGwbEBErAN8Fno65BlLr9twye+jkKtmqnJ/mml1qO208G7yT3GzsQvKRnIuo5PkQEfEq4MPl33OpJFutuQAi4gDg6+QV/I3AAirIVmuZ1VpeUG+2Wucl1Jut1lzFEcB25MsiP0892d4PPIO87H8Ncw2i1u25ZTa8WnNBvfPTXLOIZ9iGFBEXA48Adksp/WncedpFxF+ATYH9Uko/GXeellpzAUTE2eRndr0OOCql1PWSq1GrtcxqLS+oN1ut8xLqzVZrLoCIuIZ8ac7WKaVbx52nJSKuAFYkPx+umtbyas0F9W7PLbPh1ZoL6p2f5ppdbHRkeOsCp9W2QijmkbNVtYNDvbkAtgJ+nVL6fC07+MU86iyzWssL6s02jzrnJdSbbR515gJYBTijpspasSa5zGrbwak1F9S7PbfMhldrLqh3fpprFrHCNryryM97qtH15FPItak1F8Ct5JtZa1NrmdVaXlBvtlrnJdSbrdZcAH8lV9pqcwlQ470cteaCerfnltnwas0F9c5Pc80iVtiG901grwqfwQP1Prui1lwAPwMeX+GzW2ots1rLC+rNVuu8hHqz1ZoL4LPkbUBNTfoDHE3Otc64g3SoNRfUuz23zIZXay6od36aaxbxHrYhRcRy5BbCFgMHp5T+PuZID4iI1chNTZ8LvDalVMWT4mvNBRAR6wNnkxureEdK6f4xRwLqLbNaywvqzVbrvIR6s9WaqyUijgBeQW7F8qcppbGf2S0HKo4jN4jy78ApNVwaXGsuqHd7bpkNr9ZcUO/8NNfsYoVtSBFxMrAssCuwiLqewXM0sBqwH3A7lTy7otZcJdth5PtlDiTPyyqe3VJrmdVaXjVnq3Ve1pyt1lwl26IhBh/Z4yMi4pLy58bldSFwLb3LbNO5nAvq3Z5bZg+dXCVblfPTXLOLFbYhRcQwtfxRP+tjMRPPGZnMKJ+pUWUuGDjbOJ4pU2WZ1VpeUG+2Wucl1Jut1lww9DaAlNJIbj2oddtUay6oN1utuaDebLXmgnqzmWt28Tlsw9t73AH6+OdxB+ih1lwA7yXvGNam1jKrtbyg3my1zkuoN1utuUZWAZuCTcYdoIdac0G923PLbHi15oJ656e5ZhHPsEmSJElSpWo9UihJkiRJc54VNkmSJEmqlPewNSAi9gMeDpBSOnbMcR4kInYCVgRIKZ025jgPqDUXQESsCzwMIKV0+ZjjPKDWMqu1vKDebLXOS6g3W625ACLiA8C6jLgFy8lExGuBtQBSSu8dc5wH1JoL6t2eW2bDqzUX1Ds/zVUP72FrQET8FdiCETbpPKhas9WaC+rNZq7h1Zqt1lxQb7Zac8ED2bakshbM2soMcw2m1uXMMhterbmg3vlprnpUtcA+hFwNLD/uED1EW1eTWnNBvdnMNbxas9WaC+rNVmsugBPIZ9hq83vy84xqU2suqHd7bpkNr9ZcUO/8NFclPMMmTSIi1mPiMrrLxhynejWXV83ZJEmSurHCJkmSJEmVspVISZIkSaqU97BNQUSsBGwMrFLeuh24LKV05/hSaS6IiOcBG6SUPjXuLLNBRDwMWBO4I6V0x7jzzBYRsSy5NbUb0pgvw4iI5YDFKaWF48zRUloafRywCQ/eBiwA/phSumZM0fQQFxHvA7ZOKR0w7iy1i4gVgCcAjwTuAM5KKc2pe56mIiJWBR4PrAFcCpw9jm1ARDySvI5dFVgM3AT8JaV096iz1MJLIgdUFp43Ac8FNqP7je4XAf8HfLLmFUNEHAps0nRz0xGxFLALsAFwDXBGSun+PsPvCmw2iuZ2S6V7F+Ae8grp7rZ++wIHAI8ALgSOTin9qelMg4iIU4A9amkVKSJ2AJ4JrE/eKP4eOGEUO9cRsSKwGnBTSumejn57AO8GdmfiwNSFwKdSSp9rONcvgJOBr6aUrmpyWlNRKmOvIS//N5CX7z+UftsCnySX21Lkefpt4B0ppZtGkC2A55F/fzuQN9it+XcX8GfgZ8CXUkpXNp2nI9uzgXeRd2b6ORP4QErph82nGl5E/B+wXUpp04ansxnwIibW/yeklP7cZ/hXArullP6lyVxlWnsCTyWv/09KKf2xvL8S8B4evP7/Qkrpf5rONIgK1/8rkNcl7duAM4HPpJT+2vC0tyKvI07rXBeUfZy3Ayt3jHY88Oqm12URcT95G/Bl8nJ/X5PTG0b5XX6UifX/Ua0DwBFxIPBxyqMPiguBf0opnTWCbBuR59sBwDpdBlkEnAF8OqV0fNN5qpNSspukIy88t5MXlsWluwW4snS3tL2/uAx7wLhz9/k+vwEWNTyN7ck/9EVt3ZXAS/uM85Wmc5XpvAC4tS3XFcATS78Pd8znxcB9wEENZ1pjwO5XJd/q7e83mOs/gGd0eX854Ni2Mlzc9vdFwGNGMB8/Vaa3Tcf7BwILO+bh4raMX284V2s6C4EfAvsDyzRdHgNme1jbMtQqk4XkHa5NyRvwbmV2LrB8w9m2IlfIOn9/3fLcBbx1hOX2ibZc9wJ/AE4Evla6E4GzS79Wxo+Pe373+C6jWP+/klwZal833A8cBazQY5xRrf8/2bHeuh94FfkAxS96LG//03Cm5w3YnVfy7N/+fsPZfgS8ucv7GwB/7fF7vRd4ccO5ji3rrkd2vP/ptkz/AH4HXFzm8yLgT8CKDWdr3x7eWJa57ZpetgfItTb54En7PFsEHALs2VZGl5R13F1MnN3aoOFsLyrT67Y83Qfc3JH5B03Px9q6sQeovSMfTV1YFuSjgX2AVboMt0rp95Uy7H3AjuPO3+M7NbrBJh8Zae343Uo+4vaPth/a5ylndzvGa3yDDTy2zJvF5IrFBeXvq4A9yt+/B94CvBw4pszPu8ln/5rK1b6CH7a7v+FcR3d5/6i2FenxwAfKfL2yvH858PCG5+UfgQu7LHt3lnn2KWBrYAVgQ+BfynxeRD5i2GSZtXbcW/P1OvJRza2bLJMBsr2xbf68s3SXl9/CUSX3O4GNyJeiPB34e/kOb28w1zpt64iLyEemPwx8p8zPe4E3Ay8kr4fvKJmOGEGZvbjkugZ4BT0qHGXYFcgHDFo7RS8a5/zukbHp9f/jmDhg8nPgI+THHNxXyuQsYK0u441i/b8vEwdVv1TWWTeX9fu/ln6fIp+52RA4CLi+5N6zwVzTWf83XWa9tgGnt/1e/518xvLFZV4vJu98N7nN/Dv56pj29x7DRCXpeR39NgNOKf0PHUGZXVZytM/b3wOvpuFtY59cHy15fkQ+w7YL8OOS82dlvbVr2/Crtc3P/24w145M7Gd/lbzv9QzgdeSDhYuAt5HPer+ivLcY+Pk4ynFc3dgD1N6RL3FcBDx7iHH2K+McP+78PfI1vcH+SPkxfZ2ycwMsXVZUt5WyOQ5YqmO8UWywjy7Z3tj23ivLexeXFfrDOsZ5a+l/ZIO5Wiv1fmcWenYN5zq6473NS9ZbgO07+i1fNgCLgEManpc3AT/seO91JfN7e4zzWPKOxPymy4x8sOcLTBwZbG20zyjL3MpNlk+PbL8h75xu1PbexuSzIQuBw7qMs1np/9sGc326lNHH6TgbST6S/xfyjvOa5b15wPmlPHdruMxOK8vMpkOMs3kZ59QGc+0wxe5PTa5nyTtci4E3dby/DfkM6uLy2nlmZBTr/++XZeZJbe/tWN67nXx5WOc4zyqZj2kwV+tM3+nkbVCv7uaS9UHvN1xm3bYBuzNRWVu1yzitfYBPNJjrduA7He+9kz4H5MhXplwPnDuKMgOWBV5CPnBxPxPbgTuB/wX2bjJHl1znkQ+MrdD23opMHJR4WZdxViUfgD+/wVzfLtN/QZd+UX639wFblPeWJh/M65r5odqNPUDtHfnI+GlTGO804LqGs902xe7+hjfYfyY/0HCJ09Vlo72g/NCOp23njNFssC8GLu7y/gUl0xIr0LLSvQ74Q4O5LmTirFDP0/xlA934ZUNt0+u2sX5Tef9tPcbZkLyzekbD2e4Gjut4r3U5zEZ9xjsZuGVUZUauxL6ciaO7rY327eQzSY1WODqy3QL8rMv7Py+Z5vUYb37DZXZJ+W0ucea99H9yKbfXtb23FbmSeVxTudrK7AdTGO/7I1jOpnJGZnHD6/9Lgb/16LcS+YDO4rLOXa+t3yjW/1eTG5/ofP83pWy6XrZGrph0/U4zlOu4UiZn98pQhhvp+r9tOevcBvxXKa8X9hhnBXIl4M8N5rqNJSts/1Ny9bxNoPwu7xxDmW1Ivq/6Eh589cXFwH8C649gXt4JfL9HmSwC1ukx3o+aLDPymb0lfpdt/bcp5fWutvdWI29D58xZNpv1n9yq5MuohnVVGbdJK0+xa3q+bwL8PqV0V2ePlG863528AXwucHxpyW9U1iNXKDudV16XaFwk5RuG/ww8qsFc2wKfI58h+nNE7NPgtKZrUyAB3+vWM6V0Bflyxa0aznFNl2ksLq+39hnvNnIlfCRSSveklP43pbQ3+WzVB8nrh5XIl1ydFhEXRMTbIqLbjdYzaUXy0dJOrfd6NZZ0bRm3KeuRW1hMPfqfWV63br2RUrqAfH/KHg3mgnw0994pjLewjNu0y4fsmm4AYV3yJUtLSLkl5WeTL7PaAjg1IjZoOE+7tcg7yJ0WlNcLe4z3N3KjGo1IKb2UfK/8+sCZEfHeEW8Xh7VeeT2jW8+UG/E6h3wmvCmXAjt1vHd7eV2hz3grkH+bI5VSuiKl9J6U0qPIl49+k7xe2QR4H7AgIn5YWoJuytLkqyU6tdZvS+yzFXfT7LpsdXJFtpfWb3bD1hsppVuAXwPbNZirKlbYJncF8ITS4uFAImJp4Ill3CbdSN5xbjUxPWh3TsO5FpOP5HSVcotOe5I3gvsCJ5aW60ZhEd1XWLeXbDf2GO9a+m8EpiWldHdK6Q3kMwkAP4uIL5YmdmvTWnFf1meYy8kVkib9EtiutC7acjb5Eoq9u41QWpZ8AhM7aCOVUro0pXQo+TLEZ5DPMi8k77x+mFxuTbqRvA7o1Hpvsx7jbUY+09SUO5jYCexm3fLauaN1GXknvEkXAPtExMDTiYi1yfc0X9BYqolleLeU0iaDduSDKU26jT6PDEq5peAXki9p2pRcadu44Uwtd5Ib3ul0T8nWa4f1JhqufKeUTiDfg3UicCjwx4jYuclpTkNrB//6PsPcSPeyninfBzaKiIPb3vslef3/4m4jRMQ88r7ZXxrMNamU0i9LJX1d4PXkfbKlyY0/fbvBSV9N9wpO670dOnuUlnu3I19K2ZTryct+L61+nQdib6T5EyPVsMI2uRPJR4mOLU3+9lWGOZZ80/4JzUaj1czqmimlywbtmNrR4mFcBmzZb4CUH3uwJ7mVqaeTV77LN5wL8pmEdbu837pEoZeVaXaHFYCU0qnk0/+fJzeScX55zEBNLiqvj+gzzFrkHbcmHUm+jPT40ow/5I3dJcDnImKX9oHLDvex5NxNbhQnlbKfppReSK6ovJl8Frfpo+pnATtHROvAABHxFGBn8gb5kM4RytneHehx1mQGcz2+bT52ejv54FRnhtWZOKrelGPIzVyfHBG7TTZwROxOvux2FfJlfk35fXndscFpTMVl5IOIPaWUFpHv7fkm+WDBfPJBjKZdT/cDA+eT51kva9H9zPSMSindmFJ6EblC+wjg1xFxZESMYtvYzyMjYo9W1/Z+v7Oj65Eruk35GHmefCYiDouIVVNKPyU3nvGBiDikdZAlIpaLiGeQL+1bEfhig7kGllK6NaX0uZTSjuRK0afJ9yk2ZT6wWUS8KyYcSj4gdxbw0S4Hid9Bvrrotw3mOgXYKiLe3NmjPDri4+T1/687ej+SXGmbG8Z9TWbtHbn2fjH5zMzN5BuqX0++rOPJ5CP5zy7vfZWJBgYupMvNuDOc7b0lV9d7ifqM13SjI98gHwlfd4Bh12KiKe9G760r0/sF8I8pjHch+SJVeQ8AABO/SURBVJKtUS57TyZf9rGI3IDLmoznHrZe98I8c5Lyauz+hbbp/EtbnjOAw0vXapHuPHLzv2eQd+wXk3fOGmsOmB6tqg047g4Nl9fTS757yDsvPyp/31OWt0XkRxG8jHz2+/3ksxKLaPDRFuQjy4vJlfzDgN3IB32eQb70ttXy26od410K/K7hMouSofVbuAz4LnmH8b3k53Z9rLx3GRP3iZ3YcK63l+m8Z8jxftvw+v9zpQy2HWDYpcq67YH1TMNldkJZnh82xDhLke9hPr3JbF2mu1ZZphaTW0Tca9Tr/5Kj3zbgoD7jXTOC3+aOZb2wiHw53ynkxjzua8t4OxPN1S8GvjGiMpvqNmDgZXMKn70V+fLGVrm0Hld1NfnExG3ky/W/SD4g+qu2ctyzwVxbM9Gk/ynk512+inzVSatl5z/T1lAd+Sz+jcyhe9jGHmA2dOQmp3/Ag28U7XUz9+IybNebN2c41zPJFcQvDjneocBXGsx1IB03iE4y/JpMNNPa9Aa71XrVNkOMs2MZ5/NjWPZWIp9tW1x2Gq4c5Qa7bZnu1h3bY5zNS///HVHGZ5AvJez8bXbL/F1KS4MNl9mUNtYjKq/DO8rnHsqOF/leim7l+MMR5Ppgj/Vrq4nwp3cMv3Pp95ERZFuK3FrsdR3LU7dl7doy7FINZ9qeXAEZ6nELZbtxYIO5Wk3nD7RdIleIWy1LNr3+/68ynScNMc6zyziNP0Kix/RfTD4zeD/lcRYjnv58erda2fVgAROPyPnsCPKtSz5I3HpcT691/1XkA+tdGzaa4UzVbgPIB+2uaCuXv1AeQUVuV+DujnJcBPznCHI9h4mDqp3r/78Bj+oY/nFlGfzncZfpqLooX1wDiIjHkBfo7cmXcaxM3tjcTr6f4A/A91JK5/X6jLmg3L/x38CNKaU3DTjO6uQW81ZPuXGGprKtTz7K9KeUUr/r79vHeR3wfODDKaWfNJVtkgxPIZfPhuQr6kbRmMGURMRLyQ8nPyal1LVhkgamuQx5hf808iWla5B3slu/zbOBE1JuqKLpLF8hH40/uulpTVVEbEm+JPlecrPgl7f1exn5oMtG5COv3yU3d37/CHI9C3gDuTGBlcmXaZ5M/u2N9b4TgHIv8y703wb8JqXU7/Lqh7RyCdNLgYUppWMHHCfIz/JaPaX0nobzLZ3yJZmDDv9s8iXB300pnd9csr4ZHkF+RMh+VL7+B/j/7d1tjGZnXcfx779PW4mAbSW1tGnZPrCARpulUBRLoQkiL2h8oQZNjalIisZECYIvNCZoDCoBVAxSG6vBFEUUQRNTA1ba+NQl1QqmtQ2FPmypVFraotKm7P59cc5mh2FnZ860c+7ffe/3m1zpzNxXcz69m27PNec+16mqSxlOqG/s7p2+Z/7QMU9n+MTTRn/+/0vPdMJbVT8OfLa713+EL6Lxv7cLgCd6uE1m7Wu7GT6ufOjP/4/MdU47/ju8kuGROGv//P9gd+/0rTzxuWAzW5Kq6psZ71fp4V43M1uiqupUhufv7fTmMpPSNb1UW6oLcm2pLsi16Zo/Nx2Zsap6Z1UdaUvhhZdqS3XB/Lbu/p/uvnGzxVrqe5bqglxbqgtybamusXdx9O2rF5Wu6aXaUl2Qa0t1Qa5N18y5YJu3b2Vnn0vyVEq1pbog16Zreqm2VBfk2lJdh6pFAzZI1/RSbakuyLWluiDXpmvGXLCZmZmZmZmF5oLNzMzMzMwsNBdsZmZmZmZmoblgMzMzMzMzC80Fm5mZmZmZWWgu2MzMzMzMzEJzwWZmZmZmZhaaCzYzMzMzM7PQXLCZmZnNU+oDXXVNL9WW6oJcW6oLcm26Zu6ERQOOsT4K3L1oxAal2lJdkGvTNb1UW6oLcm2pLoB3AH+4aMQR0jW9VFuqC3JtqS7ItemaueruRRuWsqo6Dngt8N3Ac4Cbu/va8bXnAKcAd3X3AW3ZrmSbrtWxpbqSbamu8fjnA1etsX2su982vvYy4DuBP+vuR3TlupJtqa5kW6or2aZrSepux8QB7AXuBA4AB8e/Xrvm9TeMP3udtmxXsk3X6thSXcm2VNeaYz8+uo5ke934syt15bqSbamuZFuqK9mma3mG97BNrKrOAT4OnA/8DfA2vvEzs38BPAn8gLZcV7JN1+rYUl3JtlTXaHs5cDXDycRbgYuPYLseeAy4XFemK9mW6kq2pbqSbbqWK+9hm94vMnwM52e6+30AVfWbayd09yNVdTvwEm3RrmSbrtWxpbqSbakuGBaPDby2u/95tH3dhO5+sqruAF6oK9aVbEt1JdtSXck2XUuUV9im9xrg9kMnEUfpPuCMGTxrS7WluiDXpmt6qbZUF+TaUl0w3E+x79CJxFGa26Zreqm2VBfk2lJdkGvTtUS5YJve6cB/bGHe48Azd9iyvlRbqgtybbqml2pLdUGuLdUF8Gxg/xbmncS8n2LRNb1UW6oLcm2pLsi16VqiXLBN7ysMJxObtRv40g5b1pdqS3VBrk3X9FJtqS7ItaW6AB4cj7tZe4D7d9iyNl3TS7WluiDXluqCXJuuJcoF2/T+Dbioqja8DFtVe4ALgX2zqYZSbakuyLXpml6qLdUFubZUF8A/Anur6qKNJlTVq4HnA5+cC4Wu7ZRqS3VBri3VBbk2XUuUC7bpXQs8A7iuqk5b/2JVPQv4fYb39lpt0a5km67VsaW6km2pLoD3MOxY9pGq+r4anhW31vaK0fQ14L26Yl3JtlRXsi3VlWzTtUwt+rkCyzgYtpM+CDwK/NX49W3Ah4CHxu//RFu+K9mma3Vsqa5kW6prtL2Fw88G+vL414eBL3L4uXE/pyvblWxLdSXbUl3JNl3LMxYOWMbBcJPjrwP/y+GH+h0aTwDvBk7Qlu9KtulaHVuqK9mW6lrj+37g5jUnD4fGvwOX61oOV7It1ZVsS3Ul23Qtx6jxTbFtVFWnAK8CzgWOZ9hi9BPd/eBCYeTaUl2Qa9M1vVRbqgtybamuQ40f2dzNaOvuLyyYBOjaTqm2VBfk2lJdkGvTlZ0LNjMzMzMzs9DcdMTMzGyLVdWuqjq7qjZ8/ltVPXOcc5KuTFeyLdWVbEt1Jdt0LVfHzAPntltVnf1U/v7uvvfpsqwv1Zbqglybruml2lJdkGtLdW3QzwLvAC4Dbtxgzl7gBuCtDPfa6cpzQa4t1QW5tlQX5Np0LVF+JHKTquogsN03qbt7xxbFqbZUF+TadE0v1ZbqglxbqutIVdU/AGd19/M2mXcPcHd3X6orzzUeM9KW6hqPGWlLdY3HjLTpWq68wrZ597L9E4mdLtWW6oJcm67ppdpSXZBrS3UdqfOAW7cw7zbgu3bYsjZd00u1pbog15bqglybriXKBdsmbbbCX2SptlQX5Np0TS/VluqCXFuqa4NOZXge0GY9PM6dK13TS7WluiDXluqCXJuuJcpNR8zMzLbel4DztzDvfOCRHbasTdf0Um2pLsi1pbog16ZriXLBZmZmtvVuBi6qqpdsNGF87SJg32wqXdsp1ZbqglxbqgtybbqWKBdsZmZmW+9qoICPVtWr1784/uwvx2/fryvWBbm2VBfk2lJdkGvTtUS5S+QmVdWBp/C37/SOb5G2VBfk2nRNL9WW6oJcW6pro6rq94CrGDZK2Q/cMb60BziL4WTjmu6+SleuK9mW6kq2pbqSbbqWqO52HGUAB5/KOBZtqa5km67VsaW6km2prk3MbwYePILnQeDNizDpWi1bqivZlupKtulajuEVtm1UVe9iWPm/H/hj4G6G3wLsBq4A3gRc3d0/ry3blWzTtTq2VFeyLdW1zng8w30U54w/uge4pbu/tigT6NpOqbZUF+TaUl2Qa9O1BC16xbhsA3gD8CRwyVHmfO84543acl3JNl2rY0t1JdtSXQ6Hw+FwLGJ4hW1iVXUL8Gh3X7bJvBuAb+nuvfPIcm2prvGYkTZd00u1pbrGY0baUl1mZmaLyAdnT28P8LEtzHsAeOkOW9aXakt1Qa5N1/RSbakuyLXFuKrqFeOX+7r78TXfb6nuvmkHWLq2Uaot1QW5tlQX5Np0LXdeYZtYVT0EfLG7X7TJvNuA07v7tHlkubZU13jMSJuu6aXaUl3jMSNtSa6qOshw79wLu/vONd9vpe6d21lT14rYUl3JtlRXsk3XcndM/EM+zd0EXF5Vvwr8cq9b8VZVAW8HXsDWfkN8LNhSXck2XatjS3Ul25JcNzGcPPzfuu8Xna7ppdpSXZBrS3VBrk3XEucVtolV1XcwPIX9ZOAu4E+Bz48vPw94PXA+8Djwsu7+zLFuS3Ul23Stji3VlWxLdZmZmS0iF2zbqKouBa4Dnss3/hagGO6ruKK7/15btivZpmt1bKmuZFuw61kMH8P5ypzH3Sxd00u1pbog15bqglybruXKBds2q6qTgR8ELmV46jrA/cCNwJ9391e1LYcr2aZrdWyprmRbomu8v+JT3X3x3Mc+Wrqml2pLdUGuLdUFuTZdy5ULNjMzsy1WVY8Cf93dVyzasjZd00u1pbog15bqglybruXquEUDzMzMlqjbOXy1Lyld00u1pbog15bqglybriXKXSK3WVWdyPBRnVcCZ44/vh/4JMNHdZ5cjCzXluqCXJuu6aXaUl2Qawt1XQNcXVUv7u5bFnD8jdI1vVRbqgtybakuyLXpWqa62zFxAC8GPgccAA6uGwcYdjXbqy3flWzTtTq2VFeyLdU12n4HeBj4BeD5wK5FOHStri3VlWxLdSXbdC3P8B62iVXVWcCtwKnAfQy7mN3FsGvZbuBHgXOAh4ALu/v+Y92W6kq26VodW6or2ZbqGm0HJkzvnumhrrqml2pLdUGuLdUFuTZdS9aiV4zLNoDfZfgN728BJx7h9ROA94xz3qst15Vs07U6tlRXsi3VNR57/dW+ow5dma5kW6or2ZbqSrbpWq7hFbaJVdVnxy8v6A3evKo6DriTYRfO8451W6or2aZrdWyprmRbqsvMzGwRuUvk9M4E9m10EgHQ3QeBfQwPfJ2zVFuqC3JtuqaXakt1Qa4t1WVmZjZ7Ltim91WG+yo265Rx7pyl2lJdkGvTNb1UW6oLcm2pLjMzs9lzwTa9TwOvrKoXbDShqvYArxrnzlmqLdUFuTZd00u1pbog15bqMjMzmz0XbNP7A+Ak4Iaq+omqOunQC1V1YlVdCfwdcCLDsyS05bqSbbpWx5bqSraluszMzGbPTUe2UVVdB/wI0Ay71Dwwfv1chkVwAR/s7iu0ZbuSbbpWx5bqSraluszMzObOBds2q6qfBt7C8EygtX0OeHd3v29+1VCqLdUFuTZd00u1pbog15bqMjMzmzMXbE+xqjqTYUezAvb3jA9w3axUW6oLcm26ppdqS3VBri3VZWZmNkcu2MzMzMzMzEI7YdGAZa+qzmD4zS/A/d39wCI9a0u1pbog16Zreqm2VBfk2lJdZmZmc+Qukdusqt5YVXcA+4Gbx7G/qv6zqn5S2/K4km26VseW6kq2pbrMzMzmzI9EbqOq+iPgxxjup2jgC+PXZ6z52Qe6+0pt2a5km67VsaW6km2pLjMzs9nrbseEwbDN9EHgv4A3AbvWvLYLuIph++kDwOu15bqSbbpWx5bqSraluhwOh8PhWMTwCtvEquoG4HuAvd192wZzXgT8K/BP3X3ZsW5LdSXbdK2OLdWVbEt1mZmZLSIXbBOrqoeBT3X3azaZdz3w0u4+dR5Zri3VNR4z0qZreqm2VNd4zEhbqsvMzGwRuenI9J4BPLSFeQ8D37TDlvWl2lJdkGvTNb1UW6oLcm2pLjMzs9nzCtvEquouhpvdL+gN3ryqKuBO4LjuPu9Yt6W6km26VseW6kq2pbrMzMwWkVfYpve3wG7gnVV1/PoXq+o44DeAc4HrtUW7km26VseW6kq2pbrMzMxmzytsE6uqs4FbgWcD9wDXAZ9n+G3wuQy7m+0GHgEu7O77jnVbqivZpmt1bKmuZFuqy8zMbBG5YNtGVXUx8GHgLIYTiK97GbgP+OHuvllbtivZpmt1bKmuZFuqy8zMbO5csG2zqtoF/BBwKXAmwwnEfuBG4MPd/YS25XAl23Stji3VlWxLdZmZmc2ZCzYzMzMzM7PQ3HTEzMzMzMwstBMWDVjmxt3LTgNO3mhOd987n+hwqbZUF+TadE0v1ZbqglxbqsvMzGyuXLBto/Fm+F8BLgF2HWVqM/N7nGpLdUGuTdf0Um2pLsi1pbrMzMzmzv/JTayqXg58gsMnEF8GHluc6HCptlQX5Np0TS/VluqCXFuqy8zMbBG5YJve2xlOIq4Bfqm7/3vBnrWl2lJdkGvTNb1UW6oLcm2pLjMzs9lzl8iJVdVjwH3d/e2Ltqwv1Zbqglybruml2lJdkGtLdZmZmS0id4mcXgGfXjRig1JtqS7ItemaXqot1QW5tlSXmZnZ7Llgm95ngG9bNGKDUm2pLsi16Zpeqi3VBbm2VJeZmdnsuWCb3m8Dl1TVhYuGHKFUW6oLcm26ppdqS3VBri3VZWZmNnsu2CbW3R8Cfg34eFX9VFWdvWjToVJtqS7ItemaXqot1QW5tlSXmZnZInLTkYlV1YEJ07u753xuUaQt1QW5Nl3TS7WluiDXluoyMzNbRP5Pbnq1Q3OfjlJtqa6px/M9y3VNPZ7v2fTj+Z6ZmZktIK+wmZmZmZmZheY9bGZmZmZmZqG5YDMzMzMzMwvNBZuZmZmZmVloLtjMzMzMzMxCc8FmZmZmZmYW2v8D2j9/mkFrqOsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams['figure.figsize'] = (15,5)\n",
"plt.rcParams.update({'font.size': 22})\n",
"plt.bar(x = sorted_recipe_names, height=sorted_values)\n",
"plt.xticks(rotation=90)\n",
"plt.title(\"number of submitted results per recipe\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def get_bin_answer(q):\n",
" yes = {}\n",
" no = {}\n",
" \n",
" for r in sorted_recipe_names:\n",
" yes[r] = 0\n",
" no[r] = 0\n",
" \n",
" for res in results:\n",
" for r in res:\n",
" if res[r][q] == \"Yes\":\n",
" yes[r] += 1\n",
" else:\n",
" no[r] += 1\n",
" \n",
" return sorted_recipe_names, [yes[r] for r in sorted_recipe_names], [no[r] for r in sorted_recipe_names]\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def get_range_answer(q, ranges=4):\n",
" answers = {}\n",
" \n",
" for r in sorted_recipe_names:\n",
" answers[r] = [0] * ranges\n",
" \n",
" for res in results:\n",
" for r in res:\n",
" answers[r][int(res[r][q])] += 1\n",
" \n",
" l = []\n",
" for i in range(ranges):\n",
" l.append([answers[r][i] for r in sorted_recipe_names])\n",
" \n",
" return sorted_recipe_names, l"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for q in bin_questions:\n",
" answer = get_bin_answer(q)\n",
" \n",
" x = np.arange(len(sorted_recipe_names)) \n",
"\n",
" width = 0.35 # the width of the bars\n",
"\n",
" plt.rcParams['figure.figsize'] = (15,5)\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.bar(x = x-width/2, height=answer[1], width=width, label=\"Yes\", color='g')\n",
" plt.bar(x = x+width/2, height=answer[2], width=width, label=\"No\", color='r')\n",
" plt.xticks(x, labels=sorted_recipe_names, rotation=90)\n",
" plt.title(q)\n",
" plt.legend()\n",
" plt.savefig(\"bin_\"+q+\".pdf\")\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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NX3JlphfMj+xq8kVtzLtX54a5VzvzuxfPxGYtHD/iMYqSfcPd/1b/o7v/U+HMqhTOqncim8Z/DiSwbrj7/ypcxVlb4Yxpp7J7y3/j7lc3GP4Lkk5s1rOFxi32i/+e7+53NhjGM7lhjFO4SpD3ofj9R3e/oEH/LulY1Z7d+FBdkWnx+0WFg9VGjleo3Lp1mMLZS0n6iLs/0ayguy+t+2mg05d3hbs3ekZrhkKSLYXp/EyD8SyRlD2/8dqCcUghCb63wTD+pvDOLkl6i7V4TrFAP7bDbN5fFv/dt8vYCll4pnha/PdaDy1A1sexWNJ/xn9Hqrg1vb7MC4WduhSuKh3XqP519/MUrlhJxevdYHhezV/bc3H8HqEVW0yWwhX47DnvTzbZz5ytcDdJO77r7v9X0P3Y+P0zd7+sUQF3f0ThdlMp3DqWNy1+96u+eq/CGfXlCgdAy5uU+6/4vYOZ1c/TTLfLpF3ZvvNfcZvpipntoFC3raFwoLuXu8/tcnD5Z4VnF5TLnnlu9RzhC7m/V3rPsrtPdXfz3rTg/SN3v7nBOJ5TuHtAalyX9HIfNRi+H7/7Usd3KKVYOuWSvqdwN0XT4/Ns/fTuW+zPGkfb2cy2re9ooaGeN9eVzbq9XLVjxuPc/V9NxvFdhe11hGqvhWvkc+7+bEH37FVD7zCzDRp031/hCrBUqwPbYmabqLaefN3dH6gv4+73KzyC2cx+CvW7JJ3QaFrc/U+Svh3/fbuZjc3F0Itj9mnx+3eN9oGxvmmaN9RZUPddJF8ft3xmV+pNw05/it9vNrOPm9lKlfgg+9+Cbn+P3w0b5imQTeMZZjalVeMJnTKzzSw0JHSbhYaEluQbKlC4XUMKt1R2MtzRClfWpHCmq5lfKdwq3cjuqq0nVzYpI4UzcdnOfM9cDBuodtBwVbOePTSQke2c96zrnD1EPtPd5zXp/ynVGtjoxj7x+yF3v7Hdnno0fXkNG0eIO6B/xH9vd/f5TfrPKoFW6/g1Bd2yRHg1hVvVujGg7dDMDjCzH8VGCJ6r2x6yJLuj7aEDOyrcZiYVrPNxR5LN76Jl2o86SVpxu2i245dq6+UOZrZ+F+Ppldu9eQvIf8/9XT8vdo/f98QDgJW4+zJJP2szjqblzGwt1U4W/trM1m72kZS9TuVVZjYiN5h+11dviN93SnquIL55CidApXB1uJFul0m7sn3n9hYacBpTWLq5byu8q/UZSW/w0EJxt7L96eJ4MNZMtp9vdXJ+MF+F1HFd0od9VE+Y2d5m9r3YgNICM1ueq+OzbXQTM1tnKMUyAJ9R7R3fmys8ona7wsnWO81s/z6O+zqFW1ulxid0D1ZIPperdhI6s4/CNrRc0m0F9dko1U7INqvPsrtTilyqcAJxpEK7AvU+EL9/2+jkcwu7qlYfFB1zX1fQLdt/PC/p5wXlsmOTYartI6XeHrMXHSf+IsbYSpaENztmfYm7L1DtRFrLhquk3iSxlyg8p7aawjOcWauYXzSzN9bt3AfDIwXdshm+VkGZRj6tcLVjS4Vbgx6NB9gfa6eFryJm9g6FWwY+q3DwNFrN39+7XpPfm5mQ+/vvzQrFM/mNXh9QP4x7mpTJrgJmw8j3M161jbpp/1F2UDih7veJ8btVhfLXFt2LvCJ+F12haaQX05dXtP5mFc6jbZRZs0UsRfMyPx+LYi3S1XYYWxD8hUIifbDCKzSaba+dbg/tamudjwa6TLutk/LjbDdGU1hfy9J0Prh7fmdYPy8mxu+mdVjU7gFHUQL0coXb8qXwqMyCgk92Z8tqCvV2fbz9qq+ykzeTWsS3QLWEbawa63aZtMXD+26vjf+eIOlxM7vdzM42s7dbGy36m9mmqh2kneXurdaDVrJ50fAEQ87C+N2qLl2jQT/90k1d0ut91IBYaEn8YoW7i96nsD6vreYnA/pVzycVy0C5+2J3Xxg/c939xwoJ0bUK68TlZrZln8b9gmonvw9tcKEnS2xvjHex5GX12WoKdzsW1WfvjGWb1WdPFpzgz2J9WrXk7AP5bmb2MtWupOZfTdSuibm/i+qpon1Dtu3d2+Cuv7z8O6knNPm7m2P2Caqt/03jjCeOm+UNeW0nsVFWLzdbxisYcBIbZ/LeCi30PapwdmOKwq1Mv1TYaX1+EJPZZW2U6ejMqbv/XqE112sUktmNFQ6wvy7prtjk9b93GqiFVydcrlBpzlE4YzZZ4QHw9VQ7q5bdNtUsuW0mf4BQdMZZar7zXaeNMpnsdoF8PwPtX6rdotWq/4EcQKxbF0O7ejF9ee2sv+2UaaUo1ny3bs88d7sdnqPQeIsUboN6m2oNCmTbw1Gxe1uvEupCGcu0m6s52TjbjTHfTxnaXW/r50VWj3Vbh9UrOnvc7UFqPpHpd33VTYxrNPm922XSiXcp3D79D4Vt9rWSPqlwNeIJC6/yWbeg//yJl1kDiKNT2eMbGxWWWrF7t6/8aVc3dX+v67OB+pRqtyter3DFcFutWMfnX/fT6XFPVWPpuXiB4uPx35GqPYLSDz+I3xMVGpWSJFl4pczr6srk9bI+a+fKoFS7pXgXW/FVZO9TyIueV2gUq1PtHnMXbYcD3a8PdHvP303bi31Yp0lsR3qyQbr7Qkknm9nnFO5j3k0hkX2rwgPEn1NodfSAXoyvDPG+8nfG281eq3BmeF+Fy/A7Sfq5mR3o7kWX3+t9UGFjnC9p13g7z0pa7OCL5DeiVme8m90GvqCuTNGzBtkw8v3U999ODPWJ5EKFiq7d/rvR7c67F9NXhqJlmZ+OQYs1blvT4r9nunvDZy7MrNkOrFeqskwXKNSvnWwXKax7ncrqsW7rsE7kd8pvc/d2b1GuH0Y/66ssxqvcvejZsCTEM/5nSzo7XgnaTdLrFU5QjVNoJXpXM9utyZWH/Pbe9XO1Odkt1qMLS4UrKW+QtKmZjXT3Zs8wb1HXT2pSq8+Ojt9XuHuj2zllZiP7OP5UY+kLd59jZk8onGx5VR9HNVPhgstmCldefxN/P1ThJFj+am1eVp896e5tXX3rgRkKb2jYQuFq7PHx92nx+6p4a2un6o+5myVuRdvhgjbK1HcvOubu9Jh9YYPu7cTQkLt3+mhC9jxy0SNSL+nF7cQv8eAud/+Oux+m0Ppm9gzG/tbgZfJV4+7Pu/uN7v6l+BD8qxRmtkk6pcPBZfPj1wUJ7HjVrhJ26sHc31s3K2ThpdPNbjOZk/t7uyZlZGbDc+PI95O9j7Gw/yi7NXtO3e/Z/ys1GFBnIC8lz56167QBk15MXxmK5mV+Pj7YtFTvbavaAesPC8rt2Oc45uT+TnmZZuNsN0ZXWF+rJlsHm9ZhUS+ekZ6j8GyWFG7X7XYYUv/qq+x26G7jK4273+/uP3D3Dys8t/f12GmyVm5cpF+yg6PVW7ThcUf8Hqbmz+BJtXYDHozPOqcmmX1UbKdj8/hvmXV8UrEMguyCVd8aX41XfbPnXQ/O3X2ZNXx3XZPEMKvPNjSzzfoVX15sYyRrtOmweFv561Tbx3RzK7HU5jG3ivdVc7L+43F1M/lHGec0+bubY/bs1WlSwT7MQgOYWxXE17H4zHn2OM/gJ7H14jM1p+d+6nSnnT3g26/bBgfM3e9WrQLsdPqyM3xF0/cfHQcVxXv/s3va315QdB81P6PyW9UO6g4sGMZbVXt2KDsDp9iwSXbvftP+LbSo9vr6/uv+n2qNW5PLdkhTCuJrJWsldoKZTW23px5NXxmK7orInjtZrtAwxGDJn/FuuE3Eg86iBiqW5P7utt64S7Wzl0XLdCfVTv6UsUyzcU4xs6JGEA6K33cVNOKTsqy17u3N7BWNCsQd6lsbdetEbAny9/Hf/4jD7VS/66v/F79fYWZ9b4CnwID2z/Gq66m5nxruP919Zq711JndjKtO/lmyhutT9DPV9n0Nr3jX1etFDbmUpof7qOwq+UCOx9qp41dTaJG8SEqxJC2225LddVDUGncvZLcLj1Zo7HWSaonUJY17eenYS6p7RrXPLlbYvsdJ+vfcuGer1sBZp36rWgJYdMz9joJu2ba3VoyrmWy/viyONx/DQI/Zs2dpi44T/11dtpVQIF8f3920VM6Ak1gza3X2Ox9Up2cps/JjW5yR6BszG2Vmm7colk1jp9OXnYF6XaNWGy28VqDdZqybySqVPRu1ThdvzTyjWc8eXjVzffz3qBhT/TDWU3gZtSQ9ptDqWV72/MFrzKzZMxlfVWi9TpIurOs2PX6vkRtPvbO14k6pU5eptvy+Zbkmy+s1WBcHOn1lOMbMVjpTaKF5/OyZ0583u0OgT/LN0a9UycfGIr6u2u0mjcxTbSeyaTdBxAYLpsd/32lmb6gvY2arq3YV6UU1ftan37L1bqRCo3orMbOPqHbHx3cGI6g+uEy1ZwHPbtBoiCR9Qr1rtCqbl1tLOqfJ+CS91DBMfSI0PX73q766RFL2CrALrcVrsNrYR3crqy+bbmdmtlVMBJoZyPFBt25XLQFv+iqyuO/L7iT7cJMTKKcpXDlYrtorL1LUi31Uy+XdhidUu12x2YH859T6roqUYimNNXidTV33kVrxdS6NbuftGXe/S7UWhA9T7Srsv9T8zQt/U60V3pPMbPdG5TJmtlGzk4MdxjpXtROCR6t2omp60euIWgzzUYW3fUjSf8Z2b1Zg4ZVCHysYzE9Vq9/PtAYtYscT6EfGf6/Lv52gR8fs0+P3a81spZM4sUG+LxdMQ7ey+nixpN+11Ye39/Leaaq9gHZqXbeZClcuPqtwZnlThYPMbRQWVHZQ+U9Ja7Qzvtywd8mN9/Q47NUVbo0Ylis3NVduYsHwTo1l5hRNY93vExV2eNcpnKnZUeGh/40Vnu25ODfuczqcvnzcsxSesd1I4T79YxVeuPyoQoXtKnipfME41lbt9oDnJZ2k0ALnGIUGuW5VaG58rpq8tFjhloGFsfu/JH1E4TacsQq3gOVfevyuBv2PlPTn2H2JQtK8rcLZul0VGszK+j+vyXRckivzfYVb6UZL2lmhyfTsFTQNl2+b8+qA3DgeUqgktlR47nCiwhXASyT9dy+nTyu+zH5qQXwzmy2jVutxg+34AYWWLt+ncCZyk/j3o7H7IknbdbgNTc0Nv9vtMJvGxQq3528T19XXq/ZC9bubTWMcRtb99wq3h6+lUGcMb3d+xnE+ErsvVGihPNtu9lI4U5tN66f7MS/aXGcvyI3n6ri+Za/W+rLCFQtXeNXJiAb9N11fOowji2FaN+ttG8M4J9f9urrpPEshyZ1dsO63tTxy5X+YK3+jQt2wmcKzruMlvVFhO5+j8M7l+v4HVF+1ilfSW1R7ifyjCkn89gr73o0Vbn89SuHZr/l9Wibnxm5PxfmxnuJ2JslimekKdc0ZCvu3zRXq01co7E+zW10XStqkSQxTi+Locn29NQ7vwhbltlR4rs0V9qMHKOyjt5X0rVxcDfdbdfO6q21M7e8fphWs/73YB/8sdr9f4dhn7frl3eb0TM+N62uSdlCoV3fJdbtbxet/SrEUbSPZMGa2Mf6W9VKD/h9QuJJ5hMLJyo0Utq9tFN71m4/98ja284ZxdhjTp+KwXlDteOLrLfrZXNLjqh17nBPXyw3j8nilwhXxH8bhTq7r/1R1sR9VuFLpuc8ySZsPcPonqbbffSjGPS5+DlU41p6t4vXmkFz3OxWOs8cq7IM+otDonCs8y/qKBv0P9Jh9TYWWh7PlcbJCnT1GoR7/g8Ix2j/V+pjUW5XJlb0olr217fnd5kKZlgtkal23mXUrQaPPk5J263KFuLXJMGfmykzN/d60Iiha0VWcxLaaPleoSEZ1MX3nFgzzaYUm0ufE/0/tch5mz+02GscySR9WeGdh0526woH7MwWxLpV0bEEMmyuc7Ciah5epwYF27H+UVkwc6j+XFC3fDubVYQqVZFGcX+3l9KmcJPbfCpbnIkkHdrENTc0No9vtcFvVKuhGn8sVGkRrOI1xGEcU9D8xV65wfiqcsJpbMCxXuKK20kFTL+ZFm+vrSEk/ahHjnZJe1un60mEc2bimdbPetjGMEQpnl5tN469yy31pt8ujbnzfKhhf/rPSyUsNsL5qJ16F29XmtRHfU31aJjso1BWNxjktlpneRnzUH3BoAAAgAElEQVTPS9q/IIapRXF0ub5+PA7vIbVIehQS9GcL4r9O0uoF/WfzuqttTD1IYmP3ge6D31TQX9O4GgxnY9VO4DT63CTpzUXrf2KxFG0j2fo/s8n4pxcNu43457SxfbnCM54Nl2vdNDSMs8OYNlXtBFv2+bc2+ttW4TbWVtOyXNJOdf2eqiZ1aYtxrq5w1TMb9i8HOv1xuO9TLZGt/zytFS/QHdZkGJ9qMB/rh/P6ghgGesy+jWon8us/yxQS45lqsR/J9dO0TCxnqp3U/Hi787oXz8S+XyEJulwhu38yTuAzCpeDT5G0jbv/tukQir1F4Uz7PWq/+exeekihefBTFM5qz1ZogWyxwgHuTyS9W9IbvfjF6Q25+9EKO5/b43BfUDi7+A1Jk9x9wM/aufufFc7Sf12h0lussOH+RNJe7v4dtWiV0N1vVLi97gyFM7oLFW6j/IfC2ZNXu/vXCmJ4WOEqxMck3aKwAS5ROFN3raT93P0Qd2/Y+mSct3tLOk7hqtLzCgcWv5V0uIeGxAbM3S9ROPv+3woH//MVpnOOwvL/TzW4/Xqg0zfYPLw26jUKy+4hhXXiMYWDmJ3d/eqC3vsZ199iXBcqnOVbonAC5teS/sNDC5LLmw9BcvcLFM5kzlRYDoXlC4bzF4UzwP+lcObxWYX59LDCGeE93P1THmvgMrj7Ind/l8LtcNcpLMMlCtN9s0LLr7u4+z/LirEX4nbzDoV9ze8U6p8FCnXBJxSez8luzx1wy6oe3rn4UYV18dsK73RdoLDjf1phfThboZX6TzXov+/1lbv/ROHugJMUlvWTMb7nFM6iXy7pvVrx3YU94+HWwdcr3KL4iFZ8Hj1zgkK7DtMV3sH9eIwxW3ZnSdrW3a9t0G8/fU+hXt9ctedAG3L3/6dwR8c3Ffb/Lypcfb5R0vvc/R0eWmBOWg/2wb9U2M7+V+H4oegdlkVxPK5wEP8/ClcSs/rqtzG2vVV733mzYSQTywBlj6rNUfE7gJs5QGEb+7mkexWOu7M6apbCMd9r3P2Dg3Xs4eE9sDNyP90bjzda9fc3hQsu71c4YfmIwv52kcI+9xcKx1+be3hbSC9iXaIVHwXqtkGn+uF+X2G9ulJh/VyscJz1HYV9Sv79q82Ouc9WuKr7XYV180WF/d6fFe5M3drdmz6724Nj9r8rnMj/Suwnyxuul7S3u/f68YkpCtvDIoX6uS3ZLT8YwuIzX/MUbgf7lLufU3JIANARM/uawkHOXe6+KrQoij4ysx8o3HnzHXc/oux4MLSY2ZoKx10jJR3q7pe16AV9YGZfVDhRPU/hkYZmr9Lq5TgnSfpj/Heyu99RVH4oMLPvKNwCf5m7H9qqfKavrROjMvZU7YXTQ35jAlAt8URc1joxdRjacYbCXWPvbdG6N9APUxQS2DtU/Iof9ElsdO598d9LByOBjfaL34sUbvEf0mL9+x6F+rhpQ7ONkMQOAfF1Ds26raVaa5yPKtxmBADJMLMRLd7p+WnVWrr90SCEhIpz93sUGmZcWw1uCQf6bN/4/ekyH0kZ4t6p2i3dF/RqoC2OubeS9Mn4708GMXFO2fEK9fDF8TGVtnE78RBgZicqnPm5UKGhrCckravwrO9nFBrokKSPxOcJASAZZjZO4Rn1bys8/3W/QkMQ20g6XKFdASnUb693966eg8bQYmabqNYK5xbu/mTJIQHoo/ju79UVnlm9TKHF31+4+5t7OI6fKTzr+kOF24YXKLRO/GaFY+4NFZ4xnRzb3hiy4lXYBxT251t5eE1R+/2TxK76YhLb6hL9V93944MRDwB0IiaxrXZud0t6U9UbsQIA9IeZzZE0IffT8wrJ5F97OI5fKLSg3cwihUbhuGtogIaXHQAGxeUKt46/QeEdtBvF/x9TuHLxbXfnNmIAqXpK4WrrmxTeh7ixwt0kzyi0in+1wuvBuDULANDKPIUWnD/TywQ2OlVhvzRF0ssUrrwuUmiheIbCRaMHejzOIWmVvRK74YYb+sSJE8sOAwAAAABKcccddzzp7mPLjqPXVtkrsRMnTtSsWbPKDgMAAAAASmFmD5YdQz/QOjEAAAAAoDJIYgEAAAAAlUESCwAAAACojOSTWDM73cw8fnghOQAAAAAMYUknsWa2i6RPK7yIHAAAAAAwxCWbxJrZSEnTJT0u6bpyowEAAAAApCDZJFbSFyRtJ+mjkp4tORYAAAAAQAKSTGLN7LWSPinpMne/vux4AAAAAABpSC6JNbM1JH1P0tOSji05HAAAAABAQoaXHUADX5K0jaT3uPuTgzXS5cuXa968eVq4cKFefPFFLV++fLBGPWQMGzZM66yzjkaPHq2RI0eWHQ4AAACACkoqiTWz3SUdJ+lad79isMa7dOlSPfzwwxo+fLhGjx6ttdZaS6uttprMbLBCWOW5u5YsWaL58+froYce0vjx40lkAQAAAHQsmSTWzNaUdLGk+ZKO6nIYR0g6QpLGjx/fdn9PP/20Ro4cqU022YTEtU/MTCNGjNCGG24oKczzTTbZpOSoAAyEfb55femn8GY0AADQHyk9E3u6pK0lfcLdH+1mAO5+gbtPdvfJY8eObbu/Z599VmPGjCGBHSTrrruuFixYUHYYAAAAACoomSuxkg6QtFzS+83s/XXdto3fR5rZ2yTd7+4f6tWIly5dqhEjRvRqcGhh9dVX17Jly8oOAwAAAEAFpZTESuHK8JSC7i+Pn/V7PWKuwg4e5jUAAACAbiVzO7G7T3R3a/RReOWOJB0ff3t1mbECAAAAAMqRTBILAAAAAEArJLEAAAAAgMpI7ZnYZBW9SiJFvX69xTe+8Q3dcsst+stf/qInnnhC8+fP1/rrr6+ddtpJ06ZN06GHHsqzrgAAAAD6rhJJrLtPkzSt5DCGtDPPPFNPPPGEdthhB+2+++4aNWqUHnzwQf3617/WjBkzdNVVV+nHP/6xVluNi/sAAAAA+qcSSSzKd/nll2vSpEkaNWrUCr/ffffd2meffXTdddfpe9/7nj7wgQ+UFCEAAACAoYDLZmjLHnvssVICK0nbb7+9jj76aEnSDTfcMNhhAQAAABhiSGIxYMOHhwv6a6yxRsmRAAAAAFjVkcRiQB544AF961vfkiTtt99+JUcDAAAAYFXHM7HoyMUXX6ybbrpJS5Ys0dy5c3Xbbbdp+fLlOumkk3TAAQeUHR4AAACAVRxJLDpy66236nvf+95L/w8fPlynnXaaPvGJT5QYFQAAAIChgtuJ0ZELL7xQ7q7nn39ed999t4477jideuqp2nXXXfXII4+UHR4AAACAVRxJLLqy5pprarvtttNZZ52lM844Q3feeaeOOeaYssMCAAAAsIojicWAZe+Gvf7667VkyZKSowEAAACwKiOJxYCtv/76Gj58uJYuXaqnn3667HAAAAAArMJIYjFgN998s5YuXar1119fG264YdnhAAAAAFiFkcSipVtuuUWXXnqpFi1atFK3W2+9VYcffrgk6fDDD9ewYcMGOzwAAAAAQwiv2EFLs2fP1gc+8AEdc8wx2nnnnTVu3DgtWLBAs2fP1j333CNJeutb36rTTjut5EgBAAAArOpIYtHSlClTdPLJJ+uWW27Rvffeq9tuu03urnHjxunAAw/UYYcdpv3337/sMAEAAAAMASSxbfJTvOwQSrPFFlvoC1/4QtlhAAAAAADPxAIAAAAAqoMkFgAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlUESCwAAAACoDJJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJUxvOwAqmLmTCs7hI5Mneo9G9aSJUt088036+c//7luvfVWPfjgg3rqqac0duxY7bbbbjrmmGM0derUno0PAAAAAJohiUVLN910k/bdd19J0rhx4/Sa17xGo0aN0j333KOrr75aV199tU4++WR94QtfKDlSAAAAAKs6bidGS6uttpoOPPBA3XzzzXr00Uf105/+VFdccYX+8pe/6PLLL9ewYcN02mmn6cYbbyw7VAAAAACrOJJYtLT33nvrqquu0p577rlSt3e/+92aNm2aJOmSSy4Z5MgAAAAADDUksRiwSZMmSZLmzp1bciQAAAAAVnUksRiw++67T5K0ySablBwJAAAAgFUdSSwG5LHHHtP06dMlSQceeGC5wQAAAABY5ZHEomtLly7VYYcdpmeffVb77LOP9ttvv7JDAgAAALCKI4lF1z760Y9qxowZ2nzzzWnUCQAAAMCgIIlFV4499lhddNFFGjdunGbMmKFx48aVHRIAAACAIYAkFh375Cc/qa9//esaO3asZsyYoa222qrskAAAAAAMESSx6MinP/1pfeUrX9GYMWN0ww03aLvttis7JAAAAABDCEks2nbiiSfqrLPO0gYbbKAbbrhBO+20U9khAQAAABhiSGLRlpNPPllnnnmm1l9/fd1www2aNGlS2SEBAAAAGIKGlx0A0veTn/xEX/ziFyVJW265pb7xjW80LLftttvqxBNPHMzQAAAAAAwxJLFo6emnn37p71mzZmnWrFkNy02ZMoUkFgAAAEBfkcS2aepULzuE0kybNk3Tpk0rOwwAAAAA4JlYAAAAAEB1kMQCAAAAACojuSTWzD5mZj8ys7+a2VNmtsTM/mVmvzKzw8zMyo4RAAAAAFCOFJ+JPUHSRpLuknSbpOckTZC0t6R9JB1kZu909+XlhQgAAAAAKEOKSex7JP3J3Z/L/2hm20uaIekdkt4v6eISYgMAAAAAlCi524nd/Tf1CWz8/W5J58Z/9x3cqAAAAAAAKUguiW1hafx+sdQoAAAAAAClqEwSa2ZbSPpo/Pf6MmMBAAAAAJQjxWdiJUlm9gFJUyStLmkzSbsrJN1nuPs1ZcYGAAAAAChHskmspNcpNOCUWSrpZElfKSccAAAAAEDZkk1i3f1Dkj5kZmtK2kLSBySdKuldZvYWd3+kvh8zO0LSEZI0fvz4QYwWZZo5s/mrg6dO9UGMBK3Y54tf8+ynsLxWFUXbpcS2ifZQZwwdZdYZrGedY56hbMk/E+vuL7j7Pe5+vKSTJO0k6ZtNyl7g7pPdffLYsWMHNU4AAAAAQP8ln8TWyd4Nu5+ZrV5qJAAAAACAQVe1JPYZhWdjh0saXXIsAAAAAIBBluwzsU28XiHmZyQ9Oahjvqz43v/kHNLbZxH+/ve/6xe/+IX+8Ic/aNasWbr33nvl7rryyit10EEH9XRcAAAAANBMUkmsme0pabykq9x9UV2310m6KP57kbsvG+z4hrLzzz9fX/va18oOAwAAAMAQl9rtxK+QdImkx8xshpldamY/MbO7Jf1G0ssl/UzhVTsYRDvssIOOP/54XXHFFbr//vs1ZcqUskMCAAAAMAQldSVW0k2STpO0p6StJe0uySQ9JulqSZe4+7XlhTd0fehDHyo7BAAAAABIK4l19wckfa7sOAAAAAAAaUrtdmIAAAAAAJoiiQUAAAAAVAZJLAAAAACgMkhiAQAAAACVQRILAAAAAKgMklgAAAAAQGWQxAIAAAAAKoMkFgAAAABQGSSxAAAAAIDKGF52AKiGP/7xjzrqqKNe+v+ee+6RJH3mM5/R2Wef/dLvt99++6DHBgAAAGDoIIlFW+bPn6/f/e53K/1+3333lRANAAAAgKGKJLZdh3jZEZRq6tSpch/a8wAAAABA+XgmFgAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlUESCwAAAACoDJJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJVBEgsAAAAAqAyS2HaZVevTJ5dddpn23HNPrbfeelp77bU1efJknXvuuVq+fHnfxgkAAAAAGZJYtO3oo4/WoYceqlmzZmnPPffUvvvuq3vvvVfHHHOMDjroIC1btqzsEAEAAACs4khi0Zarr75a5513nsaNG6c///nP+ulPf6prrrlG9913n175ylfqmmuu0Te/+c2ywwQAAACwiiOJRVvOOOMMSdKZZ56prbba6qXfN954Y51//vmSpC9/+cvcVgwAAACgr0hi0dLcuXN1xx13aMSIETr44INX6j5lyhS97GUv02OPPabbb7+9hAgBAAAADBUksWjpT3/6kyRp++2315prrtmwzC677LJCWQAAAADoB5JYtPTAAw9IkiZMmNC0zPjx41coCwAAAAD9QBKLlhYuXChJGjVqVNMya6+9tiRpwYIFgxITAAAAgKGJJBYtubskyfr4/lkAAAAAaAdJLFpaZ511JNWuyDaSdcvKAgAAAEA/kMSipYkTJ0qSHnzwwaZlHn744RXKAgAAAEA/kMSipUmTJkmS7r77br3wwgsNy/zhD39YoSwAAAAA9ANJLFrafPPNtfPOO2vx4sW68sorV+p+0003ae7cuRo3bpx22223EiIEAAAAMFSQxKItJ510kiTphBNO0P333//S70888YSOOuooSdKJJ56o1VZjlQIAAADQP8PLDgDVcNBBB+nII4/U+eefrx133FFveMMbtPrqq2vGjBmaP3++9t9/fx1zzDFlhwkAAABgFUcSi7add9552mOPPXTuuefqpptu0rJly7Ttttvqgx/8oI488kiuwgIAAADoO5LYdsV3pQ51hxxyiA455JCywwAAAAAwRHHpDAAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlZFUEmtmq5vZPmZ2jpndbmaPmtliM/unmV1lZlPLjhEAAAAAUJ7UXrEzRdIN8e/HJN0h6TlJ20k6UNKBZnaau3+upPgAAAAAACVK6kqspOWSrpb0enffxN3f5u7vdvcdJb1H0jJJJ5vZXr0esfMe2EHDvAYAAADQraSSWHf/tbsf5O63NOh2haTp8d/Dejne4cOHa/Hixb0cJAosWbJEw4YNKzsMAAAAABWUVBLbhj/F7816OdD11ltPTz31FFcIB8n8+fO1zjrrlB0GAAAAgAqqWhK7Vfx+tJcDHT16tBYtWqS5c+dqwYIFWrZsGQltj7m7Fi9erCeffFLz5s3T6NGjyw4JAAAAQAWl1rBTU2Y2TtK0+O/VvRz28OHDNWHCBM2bN0/z5s3TI488ouXLl/dyFJA0bNgwrbPOOho/frxGjhxZdjgAAAAAKqgSSayZDZd0iaT1JM1w9+ublDtC0hGSNH78+I7Gsdpqq2nMmDEaM2bMAKMFymeft8LufkrBnQaXFferQ7hLISUzZxYvr6lTh97yGtD6j86lXGcUxUZdhsStsnVZiXUG+8xVR1VuJ/6WpH0kPayCRp3c/QJ3n+zuk8eOHTtowQEAAAAABkfySayZfU3S4Qrvjd3H3R8rOSQAAAAAQEmSTmLN7BxJ/ynpXwoJ7H0lhwQAAAAAKFGySayZ/bekT0h6StK+7n5PySEBAAAAAEqWZBJrZl+WdLykeQoJ7J0lhwQAAAAASEBySayZnSbpBEnPKCSwfyo5JAAAAABAIpJ6xY6ZvV3SZ+O/90v6mFnDprD/5u5fHrTAAAAAAABJSCqJlTQ69/fk+GnkJkkksQAAAAAwxCSVxLr7dEnTSw4DAAAAAJCo5J6JBQAAAACgGZJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJVBEgsAAAAAqAySWAAAAABAZZDEAgAAAAAqgyQWAAAAAFAZJLEAAAAAgMogiQUAAAAAVAZJLAAAAACgMkhiAQAAAACVQRILAAAAAKgMklgAAAAAQGWQxAIAAAAAKoMkFgAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlUESCwAAAACoDJJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJVBEgsAAAAAqAySWAAAAABAZZDEAgAAAAAqgyQWAAAAAFAZJLEAAAAAgMogiQUAAAAAVAZJLAAAAACgMkhiAQAAAACVQRILAAAAAKgMklgAAAAAQGWQxAIAAAAAKoMkFgAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDKSS2LNbBszO9bMLjGzv5nZcjNzMzuo7NgAAAAAAOUaXnYADRwp6diygwAAAAAApCe5K7GS7pJ0lqR3S9pS0k3lhgMAAAAASEVyV2Ld/cL8/2ZWVigAAAAAgMSkeCUWAAAAAICGSGIBAAAAAJVBEgsAAAAAqAySWAAAAABAZSTXsNNAmNkRko6QpPHjx5ccTWP2+eKGqvwUH8DAWzSC5d0Pe+bM4mFPfaTFAA4ZwHQNxGUt5klZcUmtYzu0oNsAlqVUvDynDmjIA9NyPZvav+VVtG3eOKW4337GNWBF61mZ63+JCtf/ktYxqY36P+X6rCQt64w+jjvVOqPVepZqbK3iaj3wgunu5z6zxPq/zH1mK6keZ2DVsUpdiXX3C9x9srtPHjt2bNnhAAAAAAB6bJVKYgEAAAAAqzaSWAAAAABAZZDEAgAAAAAqgyQWAAAAAFAZybVObGY7Szov99N28ft0M/tU9qO77zqogQEAAAAASpdcEitpXUmvbfD7VoMdCAAAAAAgLcklse4+U1KLl+EBAAAAAIYinokFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlUESCwAAAACoDJJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJVBEgsAAAAAqAySWAAAAABAZZDEAgAAAAAqgyQWAAAAAFAZJLEAAAAAgMogiQUAAAAAVAZJLAAAAACgMkhiAQAAAACVQRILAAAAAKgMklgAAAAAQGWQxAIAAAAAKoMkFgAAAABQGSSxAAAAAIDKIIkFAAAAAFQGSSwAAAAAoDJIYgEAAAAAlUESCwAAAACoDJJYAAAAAEBlkMQCAAAAACqDJBYAAAAAUBkksQAAAACAyiCJBQAAAABUBkksAAAAAKAySGIBAAAAAJVBEgsAAAAAqAySWAAAAABAZZDEAgAAAAAqgyQWAAAAAFAZJLEAAAAAgMogiQUAAAAAVAZJLAAAAACgMkhiAQAAAACVQRILAAAAAKgMklgAAAAAQGWQxAIAAAAAKoMkFgAAAABQGSSxAAAAAIDKSDaJNbNDzOwWM3vWzBaa2SwzO9rMko0ZAAAAANBfSSaEZnaupEslTZZ0i6QbJG0t6ZuSrjKzYSWGBwAAAAAoSXJJrJkdKOkoSY9JepW7v83dD5C0laS/SjpA0jElhggAAAAAKElySaykk+L3Ce5+X/ajuz8u6cj474ncVgwAAAAAQ09SiaCZbSbpNZIWS7qyvru73yTpn5LGSdp1cKMDAAAAAJQtqSRW0qT4fbe7v9CkzB/qygIAAAAAhojUktgt4veDBWUeqisLAAAAABgiUkti147fzxWUWRi/1+lzLAAAAACAxJi7lx3DS8zsvyR9UdIl7v4fTcp8SdJnJF3g7h+p63aEpCPiv9tI+nsfwy3LhpKeLDuIBoirc6nGlmpcUrqxpRqXlG5sxNW5VGNLNS4p3dhSjUtKNzbi6lyqsaUal5R2bN2a4O5jyw6i14aXHUCdBfF77YIyWbcF9R3c/QJJF/Q6qJSY2Sx3n1x2HPWIq3OpxpZqXFK6saUal5RubMTVuVRjSzUuKd3YUo1LSjc24upcqrGlGpeUdmxYUWq3E8+J3xMKymxeVxYAAAAAMESklsT+KX5vb2ZrNimzS11ZAAAAAMAQkVQS6+4PS/qjpBGSDq7vbmZTJG0m6TFJvx3c6JKR6u3SxNW5VGNLNS4p3dhSjUtKNzbi6lyqsaUal5RubKnGJaUbG3F1LtXYUo1LSjs25CTVsJMkmdlBkq5USFT3dPf74+8bSbpR0naSjnP3r5UXJQAAAACgDMklsZJkZudJOlLSi5J+JWmJpH0krSvpWkkHufuy8iIEAAAAAJQhySRWkszsEElHS9pR0jBJf5P0XUnnu/vyMmMDAAAAAJQj2SQWAAAAAIB6STXsBAAAAABAEZJYAAAAAEBlDC87AARmNn4g/bv7Q72KBQAweMzsfQPp392/36tY6pnZ6wfSv7vf3KtY8lKNS0p3f84861zCcaW8LJOMLdW40D2eiU2EmS2X1O3CcHfvywkJMxtIK9B9i0tKNzYz+8cAend3f0XPgqnDPOtcqrElvCyTjEtKN7YB1P+mENewHodUG0G6+6Yk45LSjS3VuKR0YyOuzqUaW6pxoXsskHQ8pMYb14Tc38/G7/Vyvz3Yt4gCK6nffg+/n7FNbPK7F4w369bvs0rMs85NbDH+om79jC3VZZlqXAMdfj9j+75WXlc2kPT2+PufJc2Jv0+U9Kr4908kzetjXJJ0c4PYRkjaLf79jGr7oQmS1o/lb5e0eAjGJaW7P2eedS7VuFJelqnGlmpc6Ja780nwo/BaoaskPS7pGEnr5bqtq/D6oUdjmdUGObZzJC2UdLaknRQq7nXj32dJWiDp7JLmW+mxKVR+9Z9zJC2Ny+sdMZ6d4t9Xxm5nS5rAPEtrnqUcW4rLskpxpRqbpNGS7pP0G0k7Nui+g8IB2X2SRg9ybGtKuk3htXdva9D9rZLuiWXWHOpxxXEnuT9nnq1ScaW8LJOMLdW4+HSwDMsOgE+TBSMdL+kFSa8sKPNKSS9KOmEQ4zpc0hJJexaU2SOW+fAgz7MkY5O0v6Rlkg4uKHNQLHMA8yz5eZZkbAkvyyTjSjk2SedKelLSugVl1otlzhvkeXa6pPmSNikos6lC8n/GUI8rjjfV/TnzbNWJK+VlmWRsqcbFp8BzAOsAACAASURBVP0Pz8QmyszulvSQu7+5Rbn/Vbjas90gxXWHpGfdfe8W5X4taX1333kw4orjTDI2M/uNpGHuvluLcrcpPHfxusGIK46TedahVGNLeFkmGVccZ5KxmdlDkn7n7ge3KHelpNe6+4Aan+mEmc2WdJe7v6NFuesk7eB9fF69CnHFcaa6P2eerTpxpbwsk4wt1bjQPl6xk64t1N6zTs+o+TN7/bCNwq0yrTwqaes+x1Iv1dheJWl2G+UeULhNcDAxzzqXamypLstU45LSjW0jhdsWWxkmaWyfY6n3MoWrTK0sUriKMVhSjUtKd3/OPOtcqnGlvCxTjS3VuNAmkth0zZe0u5k1bXwrdtstlh0siyRNaqPcpFh2MKUam0vato1y2/Q7kAaYZ51LNbZUl2WqcUnpxjZX0l5mNqZZATPbUNLekh4ZtKiCf0maYmajmhUws7UkTVG43XmwpBqXlO7+nHnWuVTjSnlZphpbqnGhTSSx6fp/kjaX9B0zW6e+o5mtLenbscwvBzGumyVtY2anmdlKrXVa8AWFg/zBfqdWqrH9XtIkM/twswJm9iFJO0v63aBFFTDPOpdqbKkuy1TjSjm2KxSeef2Vme3ZIK49FOr9dSRdPohxSdJ1CleKrzazifUd429XS9owlh3qcUnp7s+ZZ6tOXCkvy1RjSzUutIlnYhNl4QXbdyi0UvmspJ8q3J4ohVtU9lM4yHla0mR373dz7llcOygcmK+hcEvl5XVxvUfSlgq3aOzq7n8ZjLhSji0ehN6o8IqOmZIurYvrUEl7SVouaR8fxBdqM89WndgSXpZJxpVybPHs/0xJkxWu/P+zLq7NFNa/OyRNcffnByOuGNsYhRM5Wyi0wn17XWy7Kby+7wFJ/+buTw3luGJsqe7PmWerTlwpL8skY0s1LnSg7Jal+DT/SNpOobJcHj/L4if7/4+Sti8hrikKt7vlY8rH9k9Je5U0z5KMTeFgeH5BXAskHco8q8w8SzK2hJdlknGlHJuktRRe/5OtZ/nPAkn/I2lUSfNsY4UrFMsaxLZM0jUqaPFzqMUVY0t1f848W3XiSnlZJhlbqnHxae/DldgKiLeOTVE4+y6Fg6qb3P2WEmNaQ+E1IivFJekqd3+B2FaKaxNJH5L0+gZxXeTug/1sWz425tkqElvCyzLJuCoS22vq4rqjzJgyZra5Vl7/b3b3h8qLKt24pDT35xLzrBsJx5XyskwytlTjQjGSWAAAAABAZdCwEwAAAACgMpo2EY50mNlmCu+oWqNZGR/Ehm0yZjZM0hgVx1XKrRgpx5Yq5tmqI9VlmWpcUpqxxVvcpqi4/nd3P23wogribc6T1Xrf9P1BC0rpxpVJcX/OPOtOinGlvCxTjS3VuNAatxMnzMzeK+nzkl7Roqi7+6CdkIjPgZwiaQ9JIwqKDmpcUrqxmdmWkk5QaLV2U0kjU4hLYp51I9XYEl6WScYlpRmbhfdMflPhmevs1T/1rwDy+Ju7+7DBiCtjZidKOlHhFT+FBjO2VOOSkt6fM886lHBcKS/LJGNLNS60hyuxiTKzQyV9X+Eg5WmFJr4XlhqUJDN7o0KT8tm685QSiEtKNzYzmyzp15JGaeUD0ZWK9z+i3MiYZx1LNbaEl2WScUlJx3aqpCMUXvvwc0n3KY24ZGYfl3R6/PfPSiS2VOOSkt6fM886lHBcKS/LJGNLNS50oOzmkfk0/ihsUMskHSlpWNnx5OL6nULT4/8taYOy46lCbAoJz3JJP5T0apX0Wgzm2aodW8LLMsm4Uo5N0oMKr9F5VdmxNIjtXkmLJL257FiqEFeMLdX9OfNs1Ykr5WWZZGypxsWn/Q+3EyfKzF6Q9Ht3n1J2LHlm9ryku919l7JjqZdqbGb2nKQ57r592bHUY551LtXYEl6WScYlpRtbrP9nuPvbyo6lnpm9KOkWd9+37FjyUo1LSnp/zjzrUMJxpbwsk4wt1bjQPlonTtdTCu+pSs18hVsuUpRqbC9IurPsIJpgnnUu1dhSXZapxiWlG9tDClcIUvSowm2UqUk1Lind/TnzrHOpxpXyskw1tlTjQptIYtP1S0n/ZmaD+rxfG26WtEPZQTSRamy/l/TysoNognnWuVRjS3VZphqXlG5sl0uaYmZrlx1IA9dJ2sPMihrBKkOqcUnp7s+ZZ51LNa6Ul2WqsaUaF9pEEpuuUxQajjk7tlSZis9Lmmhmx5UdSAOpxvYlSZPM7J1lB9IA86xzqcaW6rJMNS4p3dhOl/R3ST8zs63LDub/t3fm4bIV5b1+v8OMgEyKDDIeBXFAQUFFQTQmYMQxKnEekmDURL2KQ0QvYkycUTGIkKBiQKMgOFzjyKSigDiAAsp4GETBgwwiw2Hv7/5R1ew+fbr37rVhdf9279/7PPX0PmvVYr1UddeqaVX1cAhwK3BsRGw8ZpduDkHTC3Sf54fgNGuKqtch6OblIWi6HYKmlxkSvxMrTERsD3wNWIeymMzVlEVIeskc4T6BEfFYyqI21wDfnMWLHP1+X5JuEfFs4Gjgfyk9ubN5jXpfOadZQ1TdhPNS0gt03SLiPsCPgIdQFnqarfx/yqi8qttGwOnA1sBP5nB71WL3qm6qz3On2eR4KeelpJuqlxkON2JFiYglwOHAgQweMR/LPoERcRDwTkpv5KyM0gt03SLiBcAHgS3niJo5+n0ynWYNUXUTzktJL9B0i4hNge8Aj2DubZpGXf6vA5wA7IuQm6oX6D7PnWYT5aWcl5Juql5meJSmQpiVeTtlCfcVlB6/SxDYvyoiDgTeX//5C0S8QNctIp4LHEd54C0HrkDAC5xm80HVTTgvJb1A2u19wC6UKcVHouMF8K/AfpTv/n+j46bqBaLPc5xm80HVSzkvVd1UvcyQeCRWlIi4FLg/sGdmnjdunw4RcQGwA/DMzPzmuH26UXWLiHMp+4m+FjgqM/tOVRwHTrPmqLoJ56WkF+i6RcS1lCltO2fmTeP26SYirgLWpexhK7NKq6oXSD/PnWYNEfZSzktJN1UvMzxe2EmXzYEzlArJyrYUL5kKXxfboum2E/DDzDxSpcHTxbY4zZqi6rYtmnm5LZpeoOu2PnCmWgO2sgklzdQqfapeoPs8d5o1R9VLOS9V3VS9zJC4EavLNZT9KNW4njL1QhFVt5soiwUo4jRrjqqbal6qeoGu24WUhqwilwGK74apeoHu89xp1hxVL+W8VHVT9TJD4kasLl8AniS4T6Dyvlqqbt8GHiO4rxw4zeaDqptqXqp6ga7bf1DKf7XtdQCOobhtNm6RHlS9QPd57jRrjqqXcl6quql6mSHxO7GiRMRalNUpp4F/yMzfjFkJgIjYkLLtwy+A12TmDWNWuhtVt4jYEjiXshjQWzPzrjEr3Y3TrDmqbsJ5KekF8m7vA15KWTn5W5kpMfpfO2+Opyw89U/AqQrT6lW9QPp57jRriLCXcl5Kuql6meFxI1aUiDgFWBN4PDCFyD6BEXEMsCHwTOAWhPbVUnWLiHdR3r17GSUflfaVc5pNiJtwXkp6KbtFxFSD6KPexumy+uc29XMF8DsGp9kOi9kLpJ/nTrPJ8VLOS0k3VS8zPG7EihIRTXqDRrmv1jQze6DNxaj3IpN0G9JrXHv+Os0aouq2wPOyg2Jedhh1mg1NZo7s1SDxZ9OwjON7NixOM3Td7NUcVTdVLzM83idWl33GLTCAV4xbYBZU3Q6lVJQVcZo1R9VNNS9VvUDUbZSN0nmw3bgFBqDqBbrPc6dZc1S9lPNS1U3VywyJR2KNMcYYY4wxxiwYlHt7jTHGGGOMMcaYlXAj1hhjjDHGGGPMgsHvxC5gIuKZwH0BMvPYMevcTUQ8GlgXIDPPGLPOSqi6RcTmwBoAmXnlmHVWwmnWHFU34byU9AJdt4h4L7A5I17ReRgi4jXApgCZeeiYde5G1Qukn+dOs4YIeynnpaSbqpcp+J3YBUxEXAg8mBFvsTAXql6g66bqBbpuql6g62av5qi6Va8dEVw1syvNUHJT9QL575nTrAELwEs5L6XcVL1MQebHZebFb4G1xy3Rh+gKaqi6qXqBrpuqF+i62as5qm4nUUZiFTmHst+iGqpeoPs8d5o1R9VLOS9V3VS9DB6JNUaCiNiCmemny8assyBQTjNlN2OMMcaYhY4bscYYY4wxxhhjFgxendgYY4wxxhhjzILB78QKExH3AbYB1q+HbgGWZeat47Myi4GIeA6wVWZ+fNwuC4GIWAPYBPhTZv5p3D4LgYhYk7KC5x9SYEpQRKwFTGfmCgGXzYFHAtuxcvl/BfCzzLx2TGpmERAR7wF2zsznjttFnYhYB9gDeADwJ+Anmel3KOcgIjYAHgNsDFwOnDuO50BEPIBSzm4ATAM3ABdk5m2jdjHN8XRiMeoP6g3As4Cl9F9M5BLgy8DHVAvLiDgY2G4UWz9ExBLgccBWwLXAmZl51yzxHw8sbXvp+9oJ8TjgdkoBfVvXuacDzwXuD1wMHJOZ57Xp04SIOBXYS2U1vojYFXgasCWlonAOcNIoGhwRsS6wIXBDZt7ec24v4P8CT2CmU/Bi4OOZeUTLXt8FTgE+m5nXtHmvptQG6j9Svv9/oHy/f1rPPQL4GCXNllDy84vAWzPzhhH5BfAcym9wV0olppN/fwbOB74N/GdmXj0Kp+q1P/AOSuVuNs4G3puZX2/fan5ExJeBXTJzh5bvsxR4ATPl/0mZef4s8V8F7JmZr2zTq95rb+CplGfA/8vMn9Xj9wHezcrPgE9l5ifbdhoGwfJ/HUp50v0MOBv4RGZe2PK9d6KUEWf0lgW1nnMQsF7PZScCr26zPIuIuyjl/39RvvN3tnWv+VB/lx9k5hlwVKdTPCJeBhxG3YaocjHw4sz8yQjctqbk23OBzfpEmQLOBA7PzBPb9jH3gMx0EAmUH9QtlB/QdA03AlfXcGPX8eka97nj9h7w//IjYGoE93kUpfCb6gpXAy+c5ZpPt+0GPA+4qcvpKuCx9dz7e/J4GrgTePkI0mvjIcMPquNG3cdb9HoLsF+f42sBx3al43TX35cADx1Bmn283u/hPcdfBqzoycfpLsfjWvbq3GcF8HXg2cDqbafHEF5rdH1/OumxglIB3YFSoemXXr8A1h6B306URmrvb7Cf05+BN40o3T7a5XQH8FPgZOC/azgZOLee6/gdNu78nuX/p/VnAPAqSgOxu2y4CzgKWGfANa2X//U+H+spt+4CDqR03Hx3wPftky07PWfI8Mvq8+zu4y27fQN4Y5/jWwEXDvi93gEc0LLXsbX8ekDP8cO7nK4DzgIurfk8BZwHrNuiV/ezcHn9vu3S9vd6SLf7UTqUuvNsCngbsHdXGl1Wy7k/MzMKulXLbi+o9+v3fboT+GOP89fazEeHe5if4xZwqBlRet5X1B/3McBTgPX7xFu/nvt0jXsnsNu4/ft4jqICsxkzFeKbKD2z13UVPkdSZxv0XNdqJQZ4WM2XaUpD66L69zXAXvXvc4D/A7wE+EzNy9soI8Rtpln3g69puKtlr2P6HD+q6+FyIvDemq9X1+NXAvdtOc1+Blzc57t3a823jwM7A+sADwReWfN6itKz3GaadRo0nXz9PaX3e+c202QOr9d35c3ba7iy/haOqs5vB7amTOHaF/hN9T+oZbfNusqISyijGO8HvlTz8w7gjcDzKeXwn6rX+1r2OqA6XQu8lAENsBp3HUoHSqeS+IJx5fUc/0+tPgMo0607nUjfAT5A2XbozpouPwE27XPdKDoxn85MR/N/1jLrj7WM/7t67uOUEb4HAi8Hrq/ee7fodU/K/7bTbNAz4Ptdv9d/ooxsH1DzeprSIGntuVnLpnN7jj2Umcbjc3rOLQVOrecPbjm9llWH7nw9B3g1LT8X53D7YHX6BmUk9nHA/1bXb9ey6/Fd8Tfsys+PtOi1GzP17M9S6l/7Aa+ldKJOAW+mzI54aT02DXxnXGnpMEeejlvAoWZEmR48Bezf4Jpn1mtOHLd/H7dRNGI/UAuY46iVPmC1WoDfXNPmeGBJz3VtN2KPqV6v7zr2qnrs0vqAW6PnmjfV8x9qOc06D7vZRqAGhpa9juk59qDqeiPwqJ5za9eH4hTwtpbT7Abg6z3HXludDx1wzcMolavT2k4zSgfYp5jpQe5UZs6s37v12kyfPl4/olTWt+46tg1lxGwF8K4+1yyt53/cstvhNY0Oo2fUmjLicwGlMbFJPbYt8Kuannu26HVG/b7s0OCaB9VrTm85zXadZziv5XL2szUv39Bz/OGUkfbp+tk7gjaKRuxX63fmiV3HdqvHbqFMrey95q+r82da9OqMCH+f8hwaFP5YXVc63nKa9XsGPIGZBuwGfa7p1AE+2qLXLcCXeo69nVk6KSkzmK4HftF2egFrAn9L6ci5i5lnwK3A54B92sy3AW6/pHQWrtN1bF1mOmpe1OeaDSiDEr9q0euL9f7P63Mu6u/2TuDB9dhqlA7Ovs4O4w9jF3CoGVFGUM6Yx3VnAL9v0evmeYa7RlBROJ+yCfUqUz1qReaKWvicSFeFlfYbsZcCl/Y5flH1WeWhUh9Evwd+2nKaXczM6OHAKTK10tL6lLuu+/WrwLyhHn/zgGseSKnEn9my223A8T3HOlPJtp7lulOAG0eVZpSG/UuYGQXoVGZuoYw4ttYI6/G6Efh2n+PfqT7bDrjutDbTq97jsvr7XGWGRj3/5Jpur+06thOl8X18i143Al+bx3VfHUGazXf0brrlcvZy4NcDzt2H0sk1XcvdLbrOjaIR+1vKAj+9x39U06bvtE9KY63v/9O95HV8TZNzBznUeCMt/7u+Z73PgHfW9Hr+gGvWoTSMzm/R62ZWbcR+snoNfMWm/jZvHXF6PZCyRsNlrDxD51LgX4AtR5SXtwJfHZAmU8BmA677Rstpdm2/32XX+YfXNHtH17ENKc9Qj8YKBm+xo8MGlCmITbmmXtsW680zjOK7tR1wTmb+ufdEloU9nkCpFDwLOLGuIDsKtqA0sHv5Zf1cZQGnLIsynA9s36IXwCOAIygjiedHxFNavt89YQcgga/0O5mZV1Gm+u7Usse1fe4xXT9vmuW6mymdEyMhM2/PzM9l5j6Ukc1/o5QP96FMVzwjIi6KiDdHRL/FLO4t1qX0qPfSOTZoMbrf1WvbZAvK6r454PzZ9XPnzoHMvIjyvtteLXqtRpnK3JQV9dpRcGXD0PZCM5tTpvutQpYV/PenTFF8MHB6RGzVsk83m1IaDr1cUT8vHnDdrykLF7VCZr6QsvbGlsDZEXHoCJ+L82GL+nlmv5NZFkv8OWXGRFtcDjy659gt9XOdWa5bh/L7HBmZeVVmvjszt6dMu/4CpVzZDngPcEVEfL3uPtAmq1Fm1vTSKeNWqbNVbqPd8mwjSgN/EJ3f7AM7BzLzRuCHwC4tepl54kasDlcBe9SVdociIlYDHluvbYvllIZEZ7uHYcPPW3TqME3p8etLlpUE96ZUDJ4OnFxXTW2bKfoX4LdUr+UDrvsdsz8U7zGZeVtm/jNlxAng2xFxdF3uXo3Ow2zZLHGupDTS2uR7wC51VesO51KmH+3T74K6ovEezFRaR0pmXp6ZB1Om8e5HmY2wglKhfz8l3dpiOaUM6KVzbOmA65ZSRiTb5E/MVIz7sXn97K18LqM0TNriIuApETH0PSLifpT1ES5qzapwRf3cMzO3GzZQOpja5GZm2SYwywr1z6dMB9yB0pDdpmWnDrdSFjjr5fbqNqgSfwMtd0pk5kmUdzpPBg4GfhYRu7d5z3tAp9Fz/SxxltM/re8tvgpsHRH/0HXse5Ty/4B+F0TEtpS62QUtes1KZn6vdlpsDryOUidbjbLA3hdbvv1v6d/o6xzbtfdEXTF+F8o05La4nvLdH0TnXG/n9HLaHSwy88SNWB1OpvQmHluX35+VGudYyuIoJ7Xo1VnufJPMXDZsYH6jCk1ZBuw4W4QsWxDtTVndcF/KA2ntlr3+wExluJvO9J5BrEf7lXgAMvN0ytSZIykLEf2qbvujxCX18/6zxNmUUpltkw9RpmCfWLfUgVIJuAw4IiIe1x25NkSOpXi3XVmYlSx8KzOfT2m8vZEy4t9mpe8nwO4R0ekoISL+AtidUkF5W+8FdUbArgwYWbuX3R7TlY+9HETptOv12IiZ0Zc2+Axlu4lTImLPuSJHxBMo09XXp0yPbZNz6uduLd+nKcsonasDycwpyvuCX6B0opxG6dhpm+vp31nyK0q+DWJT+s9iuFfJzOWZ+QJKI//+wA8j4kMR0fazcS4eEBF7dULX8dlG0begNP7b4sOUPPlERLwrIjbIzG9RFih6b0S8rdP5FBFrRcR+lGmx6wJHt+g1FJl5U2YekZm7URqJh1PeeW6T04ClEfGOmOFgSkflT4AP9uk4fytlJtqPW/Q6FdgpIt7Ye6Ju43QYpfz/Yc/pB1AaskaNcc9ndiiB0stzKWUU74+URSteR5kS9WTKiM/+9dhnmVnE5WL6LHhwL3odWp36vpc4y3WjWNjp85QRk82HiLspM9tqtPq+LmX7hOvmcd3FlKmOo/7uPZkyZWqKskjWJoznndhB79Y9bY40a+19qK77vLLL50zgkBo6K6H+krIU/5mUxs40pcLa9hYLq6zmOeS1u7botW91u51SmftG/fv2+l2bomwJ9CLKDIl/pYxcTdHyNlOUUYhpSsfHu4A9KR1h+1GmrXdWHN2g57rLgbNa9Ip6/87vYBlwAqUCfShlT9EP12PLmHnn9OQ206u6HVTv9e6G1/245XL2iJoOjxgi7pJatt1dzrScZifV7/QaDa5ZQlkX4ftt52nPfTet36tpykq8Txp1+V89ZnsGvHyW665t87dZ77FbLRemKFNhT6UsmnRnl+MtzGwdMw18fgTpNd/yf+jv5Tz/+ztRpgZ30qWzdeRvKYM1N1NedTma0kn8g6503LtFr52Z2V7nVMqe3AdSZid1dhQ4n67FQCmzPZbjd2Ilw9gFHLoyo2z/8DVWfiF/0IIZ0zVu3xfk70Wnp1EazEc3vO5g4NMtu72Mnpfw54i/CTNLprdZueqsmPjwBtfsVq85ckzfvftQRmWna0Xq6lFWYrq+0/3CsQOueVA9/7kROe5HmYbb+9vs53wCdYXbltNsXpWYEaTVIT1pczu1Ikp5N6tfGn59RG7/NqB87WzXsW9P/N3ruQ+07LWEskr573u+S/2+Z7+rcZe06VS9HkVplDXa/qg+O17WoldnG5uhnk2UjoLOisZtN2LfWe/zxAbX7F+vaXU7p1nufwBlBPku6tZSI77/aQxeLblvBwozW9b9xwj8Nqd0nHe2zxtU9l9DGWzou3jcvegjW/5Xv30pr7p10uUC6naQlHVKbutJxyngX0bg9QxmOpp7y/9fA9v3xH9k/Q6+Ytxp6rBqiJpJRoiIeCjlR/4oyhSo9SgP4Fso7yf9FPhKZv5y0H9jMVDfCfsIsDwz3zDkNRtRVmrdKMsCOG14bUnpiTwvM2d7l6f7mtcCfwO8PzO/2YbXkB5/QUmfB1Jmo45q0ZjGRMQLgedRtqTou/hTC/dcnfIQ/EvKdOyNKY2Pzm/zXOCkLIsBte3yacqozTFt32s+RMSOlKn8d1C257iy69yLKJ1QW1N650+gbDty14jc/hr4Z8qCLetRpjmfQvn9je09tuq2hLKv4mzl/48yc7ZXEyaeOv3vhcCKzDx2yGuCstfoRpn57pb9VssynXnY+PtTptSfkJm/as9sVof7U7breibi5T9AROxNaWScnpmjWIeDuijePgwu/3+cI6hYR8TLgEsys3fqqwz19/Yg4I4sr5l1n9uOMtW/8wz48qjqtDUPX0HZnq67/D8+M0fxKpy5l3Aj1hizEhGxHvX9tyzvzhpjFggRsTFlb+A2F++aF6puql6g66bqBbpu9mqOqpuq12LDCztNIBHxwYjot7z/WFH1Al23cXhl5p8y8/S5GrBOs+aoutmrOcJuH2b2bSTGiaqbqhfouql6ga6bvZqj6qbqtahwI3Yy2ZR2902bL6peoOum6gW6bqpeoOtmr+You8W4BWZB1U3VC3TdVL1A181ezVF1U/VaNLgRa4wxxhhjjDFmweBGrDHGGGOMMcaYBYMbscYYY4wxxhhjFgxuxBpjjDHGGGOMWTC4EWuMMcYYY4wxZsHgRqwxxhhjjDHGmAWDG7HGGGOMMcYYYxYMbsQaY4wxxhhjjFkwuBFrjDHGTA4xboFZUHVT9QJdN1Uv0HWzV3NU3VS9FhWrj1vAtMLJwBXjluiDqhfouql6ga6bqhfoutmrOapu/w58etwSA1B1U/UCXTdVL9B1s1dzVN1UvRYVkZnjdjCzEBFLgP2AxwH3A87KzGPqufsBGwGXZuaUvbTdVL2U3VS9lN3sNTluEbEUOLDL6yuZ+ZZ67rHAI4AvZuaNo/RSdlP1UnZT9VJ2s9fkuKl6mSHITAfRAOwK/AaYAqbr5zFd519Vj+1vL203VS9lN1UvZTd7TY5bve/t1amf1/712CvGkGaSbqpeym6qXspu9pocN1Uvh+GC34kVJSK2Ab4DLAW+AbyFVefgnwisAJ612L2U3VS9lN1UvZTd7DU5bhGxJ/ApSuXqIGCPPl7fBG4GnjEqL2U3VS9lN1UvZTd7TY6bqpcZHr8Tq8s7KFPYXpeZRwBExAe6I2TmjRFxIfAYe0m7qXopu6l6KbvZa3Lc3gIksF9m/qh6rRQhM1dExK+Bh4zQS9lN1UvZTdVL2c1ek+Om6mWGxCOxuvwVcGGnYjULVwGbj8Cng6oX6LqpeoGum6oX6LrZqzmqbo8Dzu5UrGZhHGmm6qbqBbpuql6g62av5qi6qXqZIXEjVpfNgF8OEe92YP2WXbpR9QJdN1Uv0HVT9QJdN3s1R9XtvsDVQ8Rbk9HPqFJ1U/UCXTdVL9B1s1dzVN1UvcyQ8fjqLAAADW5JREFUuBGryy2UCtZcbAf8oWWXblS9QNdN1Qt03VS9QNfNXs1Rdbuu3nMudgSuadmlF1U3VS/QdVP1Al03ezVH1U3VywyJG7G6/Ax4dEQMnMIQETsCjwTOHpmVrhfouql6ga6bqhfoutmrOapuPwR2jYhHD4oQEU8FHgycNiqpiqqbqhfouql6ga6bvZqj6qbqZYbEjVhdjgHWBY6LiE16T0bEBsBRlDw8xl7Sbqpeym6qXspu9poct8Moq2R+OSL+Mso+tt1ee1Wfu4DDR+il7Kbqpeym6qXsZq/JcVP1MsMy7j1+HAYHytYO08BNwFfr3xcA/wMsr//+vL303VS9lN1UvZTd7DU5bsCbmNm38I/18wbg98zsafuGMaWZpJuql7Kbqpeym70mx03Vy2HI/Bu3gMMsmVNeJH8fcCszGzF3wh3AR4DV7aXvpuql7Kbqpexmr4lz2xc4q6sy1Qm/AJ4xDid1N1UvZTdVL2U3e02Om6qXw9whagYaYSJiI2AfYHtgNcpy39/NzOvs1R9VN1Uv0HVT9QJdN3s1R9xtE8oCJKsBV2Xmb8esdDeqbqpeoOum6gW6bvZqjqqbqpcZjBuxxhhjjDHGGGMWDF7YyRhjjBEiItaKiK0jYuDetBGxfo2zpt10vZTdVL2U3ew1OW6qXmZ4vHmvCBGx9T25PjOvvLdculH1Al03VS/QdVP1Al03ezVH2a2H1wP/DjwZOH1AnF2BU4CDKO/tjgpVN1Uv0HVT9QJdN3s1R9VN1csMiacTixAR08B8MyMzs5UOCVUv0HVT9QJdN1Uv0HWzV3OU3bqJiB8AW2XmtnPEWwZckZl7j8Kr3lPSTdWr3lPSTdWr3lPSzV7NUXVT9TLD45FYHa5k/pWrNlH1Al03VS/QdVP1Al03ezVH2a2bHYCfDxHvAmCXll16UXVT9QJdN1Uv0HWzV3NU3VS9zJC4ESvCXD1B40LVC3TdVL1A103VC3Td7NUcZbceNqbsVTgXN9S4o0TVTdULdN1UvUDXzV7NUXVT9TJD4oWdjDHGGC3+ACwdIt5S4MaWXXpRdVP1Al03VS/QdbNXc1TdVL3MkLgRa4wxxmhxFvDoiHjMoAj13KOBs0dmVVB1U/UCXTdVL9B1s1dzVN1UvcyQuBFrjDHGaPEpIICTI+KpvSfrsZPqP48cpRi6bqpeoOum6gW6bvZqjqqbqpcZEq9OLEJETN2Dy9tcaVTSC3TdVL1A103VC3Td7NUcZbdeIuKTwIGUhaiuBn5dT+0IbEWpfB2dmQeOykndTdVL2U3VS9nNXpPjpuplhiQzHQQCMH1PwmLzUnZT9VJ2U/VSdrPXZLkN8H0jcF0fl+uAN47aZyG4qXopu6l6KbvZa3LcVL0c5g4eiRUmIj5M6SE6EvgccAWlt2g74MXAq4FPZeab7aXtpuql7Kbqpexmr8lyq36rUd7J2qYeWgacm5l3jcOnG1U3VS/QdVP1Al03ezVH1U3Vy8zBuFvRDv0D8CpgBfDEWeI8ocb5+8Xupeym6qXspuql7GavyXJzcHBwcHBwGBw8EitKRJwL3JSZT54j3inAhpm562L2qveUdFP1qveUdFP1qveUdLNXc5TdjDHGGDOYkS1SYRqzI/CVIeJdC+zesks3ql6g66bqBbpuql6g62av5ki4RcRe9c+zM/P2rn8PRWae0YIWoOum6gW6bqpeoOtmr+aouql6mfnjkVhRImI58PvM3HmOeBcAm2XmJovZq95T0k3Vq95T0k3Vq95T0s1ezVFxi4hpynu4D8nM33T9exgy213RWdJN1UvZTdVL2c1ek+Om6mXmjzNElzOAZ0TEe4B3ZU9vQ0QE8G5gJ4YbSZh0L2U3VS9lN1UvZTd7LVy3MyiVqT/3/FsBVTdVL9B1U/UCXTd7NUfVTdXLzBOPxIoSEQ8DzgLWBi4FvgBcXk9vCxwALAVuBx6bmecvZi9lN1UvZTdVL2U3e02WmzHGGGMG40asMBGxN3AcsAWr9hYF5T2tF2fmqfbSdlP1UnZT9VJ2s9dkuEXEBpTpa7eM6p7Douqm6gW6bqpeoOtmr+aouql6meFxI1aciFgb+Btgb2Crevga4HTghMy8zV4Lw03VS9lN1UvZzV4L362+q3VOZu4xyvsOg6qbqhfouql6ga6bvZqj6qbqZYbHjVhjjDFGiIi4CfhaZr543C69qLqpeoGum6oX6LrZqzmqbqpeZniWjFvAGGOMMStxITMjwmqouql6ga6bqhfoutmrOapuql5mSLw6sTgRsQZlmtuTgC3r4WuA0yjT3FbYa2VU3VS9QNdN1Qt03ezVHEG3o4FPRcRumXnuiO89F6puql6g66bqBbpu9mqOqpuqlxmWzHQQDcBuwGXAFDDdE6Yoq2nuai99N1UvZTdVL2U3e02OG/Bx4AbgrcCDgbXGkT4LyU3VS9lN1UvZzV6T46bq5TBc8DuxokTEVsDPgY2BqyirZ15KWS1zO+CFwDbAcuCRmXnNYvZSdlP1UnZT9VJ2s9fkuEXEVIPomZkjm1Wl6qbqBbpuql6g62av5qi6qXqZBoy7Fe3QPwCfoIwEfBRYo8/51YHDapzDF7uXspuql7Kbqpeym70mx41VR4RnDSNOM0k3VS9lN1UvZTd7TY6bqpfD8MEjsaJExCX1zwflgEyKiCXAbyirTO+wmL2U3VS9lN1UvZTd7DVZbsYYY4wZjFcn1mVL4OxBFSuAzJwGzga2GJmVrhfouql6ga6bqhfoutmrOcpuxhhjjBmAG7G63EZ5T2suNqpxR4WqF+i6qXqBrpuqF+i62as5ym7GGGOMGYAbsbqcBzwpInYaFCEidgT2qXFHhaoX6LqpeoGum6oX6LrZqznKbsYYY4wZgBuxuvwXsCZwSkS8MiLW7JyIiDUi4hXA94A1KHtdLXYvZTdVL2U3VS9lN3tNlpsxxhhjBuCFnYSJiOOAvwWSsjratfXvLSgdEAEcn5kvtpe2m6qXspuql7KbvSbLzRhjjDH9cSNWnIh4DfAmyp6F3VwGfCQzjxi9la4X6LqpeoGum6oX6LrZqznKbsYYY4xZFTdiFwgRsSVlJc0Ars7Ma8asBOh6ga6bqhfouql6ga6bvZqj7GaMMcaYGdyINcYYY4wxxhizYFh93AJmOCJic8oIAcA1mXntOH06qHqBrpuqF+i6qXqBrpu9mqPsZowxxpgZvDqxOBHx9xHxa+Bq4Kwaro6IiyLi7+y1cNxUvZTdVL2U3ew1WW7GGGOMWRVPJxYmIj4DvITyflYCv61/b9517NjMfIW9tN1UvZTdVL2U3ew1WW7GGGOMGUBmOggGypYP08DvgFcDa3WdWws4kLIVxBRwwGL3UnZT9VJ2U/VSdrPXZLk5ODg4ODg4DA4eiRUlIk4BHg/smpkXDIizM/BT4MzMfPJi9lJ2U/VSdlP1Unaz12S5GWOMMWYwbsSKEhE3AOdk5l/NEe+bwO6ZufFi9qr3lHRT9ar3lHRT9ar3lHSzV3OU3YwxxhgzGC/spMu6wPIh4t0ArNOySzeqXqDrpuoFum6qXqDrZq/mKLsZY4wxZgAeiRUlIi6lLCjyoByQSRERwG+AJZm5w2L2UnZT9VJ2U/VSdrPXZLkZY4wxZjAeidXlW8B2wAcjYrXekxGxBHg/sD3wTXtJu6l6Kbupeim72Wuy3IwxxhgzAI/EihIRWwM/B+4LLAOOAy6njBpsT1lVczvgRuCRmXnVYvZSdlP1UnZT9VJ2s9dkuRljjDFmMG7EChMRewBfAraiVKpWOg1cBTw/M8+yl7abqpeym6qXspu9JsvNGGOMMf1xI1aciFgLeB6wN7AlpVJ1NXA68KXMvMNeC8NN1UvZTdVL2c1ek+VmjDHGmFVxI9YYY4wxxhhjzILBCzsZY4wxxhhjjFkwrD5uATM3ddXMTYC1B8XJzCtHZ1RQ9QJdN1Uv0HVT9QJdN3s1R9nNGGOMMSvjRqwwdcGRQ4EnAmvNEjUZYV6qeoGum6oX6LqpeoGum72ao+xmjDHGmP74gSxKROwJfJeZStUfgZvHZ1RQ9QJdN1Uv0HVT9QJdN3s1R9nNGGOMMYNxI1aXd1MqVkcDB2fm9WP26aDqBbpuql6g66bqBbpu9mqOspsxxhhjBuDViUWJiJuBqzLzoeN26UbVC3TdVL1A103VC3Td7NUcZTdjjDHGDMarE+sSwHnjluiDqhfouql6ga6bqhfoutmrOcpuxhhjjBmAG7G6nA88YNwSfVD1Al03VS/QdVP1Al03ezVH2c0YY4wxA3AjVpePAU+MiEeOW6QHVS/QdVP1Al03VS/QdbNXc5TdjDHGGDMAN2JFycz/Ad4LfCci/jEith63E+h6ga6bqhfouql6ga6bvZqj7GaMMcaYwXhhJ1EiYqpB9MzMkaw0reoFum6qXqDrpuoFum72ao6ymzHGGGMG4weyLtFS3HuKqlfT+znNmt/Padb8fk4zXa+m9xu1mzHGGGMG4JFYY4wxxhhjjDELBr8Ta4wxxhhjjDFmweBGrDHGGGOMMcaYBYMbscYYY4wxxhhjFgxuxBpjjDHGGGOMWTC4EWuMMcYYY4wxZsHw/wE5Jr48S33hoQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for q in range_questions:\n",
" answer = get_range_answer(q)\n",
" \n",
" x = np.arange(len(sorted_recipe_names)) \n",
"\n",
" width = 0.2 # the width of the bars\n",
"\n",
" plt.rcParams['figure.figsize'] = (15,5)\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.bar(x = x-1.5*width, height=answer[1][3], width=width, label=\"3\", color='g')\n",
" plt.bar(x = x-width/2, height=answer[1][2], width=width, label=\"2\", color='y')\n",
" plt.bar(x = x+width/2, height=answer[1][1], width=width, label=\"1\", color = 'orange')\n",
" plt.bar(x = x+1.5*width, height=answer[1][0], width=width, label=\"0\", color='r')\n",
" plt.xticks(x, labels=sorted_recipe_names, rotation=90)\n",
" plt.title(q)\n",
" plt.legend()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## answers for each group:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def get_bin_group_answer(answers):\n",
" yes = {}\n",
" no = {}\n",
" \n",
" for r in sorted_recipe_names:\n",
" grp = r.split('_')[0]\n",
" if grp not in yes:\n",
" yes[grp] = 0\n",
" no[grp] = 0\n",
" \n",
" for res in results:\n",
" for r in res:\n",
" grp = r.split('_')[0]\n",
" if res[r][q] == \"Yes\":\n",
" yes[grp] += 1\n",
" else:\n",
" no[grp] += 1\n",
" \n",
" keys= list(yes.keys())\n",
" \n",
" return keys, [yes[r] for r in keys], [no[r] for r in keys]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def get_range_group_answer(q, ranges=4):\n",
" answers = {}\n",
" \n",
" for r in sorted_recipe_names:\n",
" grp = r.split('_')[0]\n",
" if grp not in answers:\n",
" answers[grp] = [0] * ranges\n",
" \n",
" for res in results:\n",
" for r in res:\n",
" grp = r.split('_')[0]\n",
" answers[grp][int(res[r][q])] += 1\n",
" \n",
" \n",
" keys= list(answers.keys())\n",
" l = []\n",
" for i in range(ranges):\n",
" l.append([answers[r][i] for r in keys])\n",
" \n",
" \n",
" \n",
" return keys, l"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Is this a valid recipe?\n",
"(['noodle', 'rice'], [31, 28], [3, 6])\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Does it seem eatable?\n",
"(['noodle', 'rice'], [31, 30], [3, 4])\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for q in bin_questions:\n",
" print(q)\n",
" answer = get_bin_group_answer(q)\n",
" print(answer) \n",
" x = np.arange(len(answer[0])) \n",
"\n",
" width = 0.35 # the width of the bars\n",
"\n",
" plt.rcParams['figure.figsize'] = (15,5)\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.bar(x = x-width/2, height=answer[1], width=width, label=\"Yes\", color='limegreen', hatch=\"/\")\n",
" plt.bar(x = x+width/2, height=answer[2], width=width, label=\"No\", color='salmon', hatch=\"\\\\\")\n",
" plt.xticks(x, labels=answer[0], rotation=0)\n",
" #plt.title(q)\n",
" plt.legend()\n",
" plt.savefig(\"bin_\"+q.split('(')[0].replace(\" \",\"_\").replace(\"?\",\"\")+\".svg\")\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Are the instructions understandable? (0: totally confusing, 3: very clear)\n",
"(['noodle', 'rice'], [[1, 0], [2, 2], [8, 10], [23, 22]])\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"How tasty is it probably? (0: not at all, 3: very tasty)\n",
"(['noodle', 'rice'], [[1, 1], [10, 9], [15, 15], [8, 9]])\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Would you cook it? (0: not at all, 3: immediately!)\n",
"(['noodle', 'rice'], [[7, 5], [12, 9], [7, 13], [8, 7]])\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"How creative is this recipe? (0: not at all, 3: very creative!)\n",
"(['noodle', 'rice'], [[1, 0], [10, 10], [15, 19], [8, 5]])\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Is this a good combination of ingredients? (0: not at all, 3: very good!)\n",
"(['noodle', 'rice'], [[2, 1], [6, 7], [13, 11], [13, 15]])\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Are the used cooking actions suitable for the ingredients? (0: not at all, 3: totally!)\n",
"(['noodle', 'rice'], [[2, 5], [12, 6], [13, 15], [7, 8]])\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for q in range_questions:\n",
" print(q)\n",
" answer = get_range_group_answer(q)\n",
" print (answer)\n",
" \n",
" x = np.arange(len(answer[0])) \n",
"\n",
" width = 0.2 # the width of the bars\n",
"\n",
" plt.rcParams['figure.figsize'] = (15,5)\n",
" plt.rcParams.update({'font.size': 22})\n",
" plt.bar(x = x-1.5*width, height=answer[1][3], width=width, label=\"3\", color='limegreen', hatch=\"/\")\n",
" plt.bar(x = x-width/2, height=answer[1][2], width=width, label=\"2\", color='yellowgreen', hatch=\"-\")\n",
" plt.bar(x = x+width/2, height=answer[1][1], width=width, label=\"1\", color='orange', hatch=\"|\")\n",
" plt.bar(x = x+1.5*width, height=answer[1][0], width=width, label=\"0\", color='salmon', hatch=\"\\\\\")\n",
" plt.xticks(x, labels=answer[0], rotation=0)\n",
" #plt.title(q)\n",
" plt.legend()\n",
" plt.savefig(\"range_\"+q.split('(')[0].replace(\" \",\"_\").replace(\"?\",\"\")+\".svg\")\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"all_results = {}\n",
"\n",
"for q in bin_questions:\n",
" all_results[q] = {}\n",
" bin_res = {}\n",
" for res in results:\n",
" for r in res:\n",
" if r not in all_results[q]:\n",
" all_results[q][r] = int(res[r][q] == \"Yes\")\n",
" else:\n",
" all_results[q][r] += int(res[r][q] == \"Yes\")\n",
" for r in recipes:\n",
" all_results[q][r] /= recipes[r]\n",
" \n",
"for q in range_questions:\n",
" all_results[q] = {}\n",
" for res in results:\n",
" for r in res:\n",
" if r not in all_results[q]:\n",
" all_results[q][r] = int(res[r][q])\n",
" else:\n",
" all_results[q][r] += int(res[r][q])\n",
" for r in recipes:\n",
" all_results[q][r] /= recipes[r]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"with open(\"question_results.json\",\"w\") as f:\n",
" json.dump(all_results,f)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'noodle_8.md': 7, 'noodle_3.md': 2, 'rice_8.md': 6, 'rice_2.md': 6, 'rice_0.md': 2, 'noodle_5.md': 4, 'rice_9.md': 2, 'rice_6.md': 4, 'rice_5.md': 5, 'noodle_4.md': 5, 'rice_3.md': 2, 'rice_4.md': 2, 'rice_7.md': 3, 'noodle_2.md': 4, 'noodle_1.md': 2, 'noodle_7.md': 3, 'noodle_6.md': 2, 'noodle_9.md': 3, 'rice_1.md': 2, 'noodle_0.md': 2}\n"
]
}
],
"source": [
"print(recipes)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['noodle_0.md',\n",
" 'noodle_1.md',\n",
" 'noodle_2.md',\n",
" 'noodle_3.md',\n",
" 'noodle_4.md',\n",
" 'noodle_5.md',\n",
" 'noodle_6.md',\n",
" 'noodle_7.md',\n",
" 'noodle_8.md',\n",
" 'noodle_9.md',\n",
" 'rice_0.md',\n",
" 'rice_1.md',\n",
" 'rice_2.md',\n",
" 'rice_3.md',\n",
" 'rice_4.md',\n",
" 'rice_5.md',\n",
" 'rice_6.md',\n",
" 'rice_7.md',\n",
" 'rice_8.md',\n",
" 'rice_9.md']"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[r for r in sorted(recipes.keys())]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}