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-rw-r--r--src/notebooks/04a-look-at-iam-lines.ipynb381
1 files changed, 104 insertions, 277 deletions
diff --git a/src/notebooks/04a-look-at-iam-lines.ipynb b/src/notebooks/04a-look-at-iam-lines.ipynb
index 592e16a..036604d 100644
--- a/src/notebooks/04a-look-at-iam-lines.ipynb
+++ b/src/notebooks/04a-look-at-iam-lines.ipynb
@@ -33,19 +33,19 @@
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"transform = [{\"type\": \"ToTensor\", \"args\": None}, \n",
- " {\"type\": \"ApplyContrast\", \"args\": {\"low\": 0.0, \"high\": 0.2}},\n",
- " {\"type\": \"RandomAffine\", \"args\": {\"degrees\": [-1.2, 1.2], \"scale\": [0.9, 1.0]}}\n",
+ " {\"type\": \"ApplyContrast\", \"args\": {\"low\": 0.0, \"high\": 0.15}},\n",
+ " #{\"type\": \"RandomAffine\", \"args\": {\"degrees\": [-0.25, 0.25], \"scale\": [0.98, 1.0]}}\n",
" ]"
]
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
@@ -53,8 +53,8 @@
"output_type": "stream",
"text": [
"IAM Lines Dataset\n",
- "Number classes: 80\n",
- "Mapping: {0: '0', 1: '1', 2: '2', 3: '3', 4: '4', 5: '5', 6: '6', 7: '7', 8: '8', 9: '9', 10: 'A', 11: 'B', 12: 'C', 13: 'D', 14: 'E', 15: 'F', 16: 'G', 17: 'H', 18: 'I', 19: 'J', 20: 'K', 21: 'L', 22: 'M', 23: 'N', 24: 'O', 25: 'P', 26: 'Q', 27: 'R', 28: 'S', 29: 'T', 30: 'U', 31: 'V', 32: 'W', 33: 'X', 34: 'Y', 35: 'Z', 36: 'a', 37: 'b', 38: 'c', 39: 'd', 40: 'e', 41: 'f', 42: 'g', 43: 'h', 44: 'i', 45: 'j', 46: 'k', 47: 'l', 48: 'm', 49: 'n', 50: 'o', 51: 'p', 52: 'q', 53: 'r', 54: 's', 55: 't', 56: 'u', 57: 'v', 58: 'w', 59: 'x', 60: 'y', 61: 'z', 62: ' ', 63: '!', 64: '\"', 65: '#', 66: '&', 67: \"'\", 68: '(', 69: ')', 70: '*', 71: '+', 72: ',', 73: '-', 74: '.', 75: '/', 76: ':', 77: ';', 78: '?', 79: '_'}\n",
+ "Number classes: 54\n",
+ "Mapping: {0: '0', 1: '1', 2: '2', 3: '3', 4: '4', 5: '5', 6: '6', 7: '7', 8: '8', 9: '9', 10: 'a', 11: 'b', 12: 'c', 13: 'd', 14: 'e', 15: 'f', 16: 'g', 17: 'h', 18: 'i', 19: 'j', 20: 'k', 21: 'l', 22: 'm', 23: 'n', 24: 'o', 25: 'p', 26: 'q', 27: 'r', 28: 's', 29: 't', 30: 'u', 31: 'v', 32: 'w', 33: 'x', 34: 'y', 35: 'z', 36: ' ', 37: '!', 38: '\"', 39: '#', 40: '&', 41: \"'\", 42: '(', 43: ')', 44: '*', 45: '+', 46: ',', 47: '-', 48: '.', 49: '/', 50: ':', 51: ';', 52: '?', 53: '_'}\n",
"Data: (1861, 28, 952)\n",
"Targets: (1861, 97)\n",
"\n"
@@ -62,15 +62,17 @@
}
],
"source": [
- "dataset = IamLinesDataset(train=False, pad_token=\"_\", transform=transform)\n",
+ "dataset = IamLinesDataset(train=False, pad_token=\"_\", transform=transform, lower=True)\n",
"dataset.load_or_generate_data()\n",
"print(dataset)"
]
},
{
"cell_type": "code",
- "execution_count": 51,
- "metadata": {},
+ "execution_count": 5,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"data": {
@@ -78,7 +80,7 @@
"(28, 952)"
]
},
- "execution_count": 51,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -89,16 +91,16 @@
},
{
"cell_type": "code",
- "execution_count": 52,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "(97, 80)"
+ "(97, 54)"
]
},
- "execution_count": 52,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -109,51 +111,40 @@
},
{
"cell_type": "code",
- "execution_count": 53,
+ "execution_count": 7,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'He rose from his breakfast-nook bench____________________________________________________________'"
- ]
- },
- "execution_count": 53,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"def convert_y_label_to_string(y, dataset=dataset):\n",
" return ''.join([dataset.mapper(int(i)) for i in y])\n",
"\n",
- "convert_y_label_to_string(dataset.targets[0])"
+ "# convert_y_label_to_string(dataset.targets[0])"
]
},
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "drawing-in great breaths that____________________________________________________________________\n",
- "became great sighs of ecstacy.___________________________________________________________________\n",
- "\"They have come!\" he said reverently, gripping his_______________________________________________\n",
- "hands together between his knees and leaning_____________________________________________________\n",
- "forward. \"Isn't it a glorious thing! Long awaited________________________________________________\n",
- "transcendent event, the exalted desire of all____________________________________________________\n",
- "mankind through all ages! The Kingdom of the_____________________________________________________\n",
- "Mind is at hand!\" He turned beaming eyes_________________________________________________________\n",
- "upward and shook his head slowly from____________________________________________________________\n",
- "A superfluous precaution for there was no other car______________________________________________\n"
+ "but since starting salaries would depend on grade a______________________________________________\n",
+ "or b in the finals next may, and since mating____________________________________________________\n",
+ "prospects would depend upon salaries, scholarship for____________________________________________\n",
+ "these fine young people was closely geared to____________________________________________________\n",
+ "economic and biological ends which, essentially,_________________________________________________\n",
+ "were really means. so, seeing them revolve in____________________________________________________\n",
+ "circles, harry had the feeling that moke (or what________________________________________________\n",
+ "moke consciously or unconsciously symbolised, any-_______________________________________________\n",
+ "way in harry's mind) had these splendid young____________________________________________________\n",
+ "people by the short hairs, and was diverting them ...____________________________________________\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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/+hPHjh1j3bp1+Pv7j7msqKgoUlNTCQ4O5sSJEx6spbj33ntZsGABdrvdY2XeddddBAUFkZub67EyhRBCCCGEEEKIzxuPBm22bNnC7Nmz8fX1BWBgYIAPP/yQ+Ph49/LgYxEaGkpoaCgNDQ2eqqpwSU5Opq+vz2Ntu2nTJqxWK+Xl5VRXV3ukTCGEEEIIIYQQ4vPIY0GbyMhIli9fTkREBEopABwOB3V1dXR2dt5UIuKIiAiCgoIoLCz0VHVH5efnR0BAwLifZyJYuHAhFovlppNED4mLiyM9PZ3jx49z5swZYmNj+cd//Efmzp3rkfKFEEIIIYQQQojPkzHltBlJQEAAXl5e9Pb2uleUMhgMhIaGUlhYSG9v75jKDQkJITAwkN7eXgoKCjxV3VH5+flhNBo/F7lz5s2bR2NjIx0dHTddllKKjIwMSktLqaqqoqurC6UURqNxzLmMPk1iYmIIDw+nu7ub8+fP3+7qCCGEEEIIIYT4DPDYSBtfX1/a29tpb2+nv78fo9FIUFAQUVFR5ObmjjloExERgc1mo6mp6ZasGuXt7Y23t/e4n+d28/b2JiUlherqatra2m6qLKPRSEREBAkJCZw8edK9YlRPTw9VVVXU1tZ6oMYTV0BAAKmpqcyYMYPQ0FCPlDl58mSSkpI8mmtI3DoGgwE/P7/bXQ0hbojFYsFoNN7uagghhBBCiGE8FrTx8/OjsbHRPcrGZrMxffp0LBYLeXl57u03KjIyEofDQWVlJc3NzZ6q7qiUUhgM45afeUIwGAxERUURFRVFVVXVTQdtvLy8WLhwIe3t7RQWFtLZ2QlAb28vtbW1t+R9u52mT5/OjBkzUErR2NjokTJXrVrFihUriI+P90h5n0VGo5GAgIAJ97yaTCZCQkKYPXv27a6KmKCUUlgsFgICAjCbzbe7OoBzJcGkpCRCQ0MxmTw2CFcIIYQQQtwkj/V2AgMDaW5upqenB6UUISEh3H333WRmZlJSUkJ/f/+Yyo2JiaGrq4sLFy54pJ5DU3ZMJhMmk+mqbxV7eno+89N5TCYTCxYsoLa2loqKCrq6ujAYDO52MZvNN9QR9vX1Zd26dRw7doy+vj73dofDcdnvn0VKKTZu3EhLSwuHDx/m3LlzHikzPj6e3t7ez3zAa6yUUoSGhrJt2zYCAwM/cd+hPFu3QlRUFPfeey8/+MEPbtk5b8ZIn4NifHl5eTFlyhS2bdvGpEmTJkTgJiEhgR/+8Ids2rSJqKio210dIYQQQgjh4rGv08LDw3E4HGitmTVrFuvXrycqKoo333xzzGVGRkaSnJxMeXm5x1Y3WrZsGRkZGUyaNImuri6Kior4/e9/7369srLSI+eZyMxmM0uWLOHEiRN0d3cTGhrKvHnzyMjIwMfHh+joaP793/+dzMzMT8x3ExYWRkZGBr6+vmRmZqK1dr/W2trKqVOnxvtybhuDwcCyZctYvnw5f/3rXykqKvJIuYmJifT19XHu3DkuXrzokTI/a8xmM2vXrmXKlCnExsbS09NDV1fXiPsmJycTFBREdXU15eXl4163qVOnsmrVKo4ePTru57pZJpOJn//857S1tfHHP/6RioqK212lz7yhqanf+c538PLy4uDBg7c0qDiab3zjG5jNZoqKim7JcyKEEEIIIa6PR4I2SinuuecesrKyePjhhwkLC2NwcJBnn332qn2Dg4Ox2+2fOHJm0qRJPPnkk6xZs4aBgQE2bNhAUVGRuyNbWFhIbW3tDeXKWbp0KY899hjZ2dns2LGDhoYGvLy8bvh6rxQYGEh/f797WtCVIiIimDt3LmvXrqW7u5snn3ySgYGBmz7vjYqOjiYlJYX4+HhmzpzJjh073KNkYmNjKSoqIjs7m7lz57J9+3b6+/s5deoUvb29BAYGYrVa3XmFoqKi8PX1JTk5mSVLlrBr167LAjafB0ajka1bt/Lmm296dDn6WbNmkZOTQ319/XXtbzKZ+PrXv46vry+HDx8mNzf3Mz1Cx2QyERYWxty5c3n++ee5cOHCqKPjJk+ezObNm7FYLLz44ovjXrcVK1awcuVKWltbeemll8b9fDfDz8+Pe+65h/nz5/PDH/6QS5cu3e4qfS7ExcVx55134uPjw7PPPktJScltHZFosVh45JFHyMjI4Fe/+hVnz569bXURQgghhBBXu+mgjdFoZMqUKQQHBzNv3jwMBgOlpaXs37//qqkiKSkpLF68mMTERI4cOcI777wzYpkGg4E5c+ZgsVjIycmhoKCA3Nxc2tra6Ovro6+vb0wBgsWLF3PhwgWOHDnCuXPn6OvrG/O0AKUUW7duJTExkYGBAdrb2ykuLuZvf/vbVdecmprKtGnTCA0NxeFwjPu3qgEBAcycOZMpU6YQERFBW1sbSilMJhP+/v5MmTKFkJAQFi9ejNaaxMREqqqqOHv2LJMmTWLhwoVkZmbS19eHn58fcXFx7mW7a2pqKCoqIioqiilTpjBz5kwmT55MQ0MD9913H3V1dTQ3N1NXV/epWIErICCA9PR0UlNTCQoKwmw2k5WVxalTp6iurh71OJPJRGRkJKGhoezYscOdfNkTmpqaKCoquq78OP7+/tx1110kJSVx8uRJ91SLkpKSW5K4+3bw8fFhzpw5REdHU1paOmq+rJCQEB555BECAwPJysqirq5uXOuVlJTEypUr8fHx4e23377m/XO72e12Fi5cyJYtW3jvvfc4f/78qCOVhOekpKSwZs0aZs2axeuvv05WVtZtDdjYbDZmzZrF3//933Pq1ClOnDhBU1PTbauPEEIIIYS4mkeCNvHx8eTn51NYWEhwcLA7oWFFRQUnTpxw75uUlERCQgJ9fX309vaSlpZGUlISx48fv2rUTEhICP39/Rw7doxjx45x4cIFBgcH3QkS29rabni0SmRkJIWFhTQ0NFw17ScyMpLGxkZ37h2r1UpKSgonT568qhybzcbatWtZunQpFy9epLm5mYCAACZNmnRZ/ePj47nnnnuYPHkyg4OD1NfXc/78eRwOxw3V+0ZMnTqV9PR0oqOjuXTpErW1tTgcDmbOnElbWxtVVVXExsaSnZ1NbW0tycnJhIaGYjabaWtrIyoqiri4OEpLS1FKkZSUxMyZM0lNTWXv3r3U1tbS0dFBdXU1M2bMwMfHh6KiIkpLS3E4HJhMJiZPnoy/vz8lJSW0tLQQHx9PcXHxVXVVShEUFIRSipaWFgYHB8etXUYSFxfH/PnzmT17NvX19VRUVJCYmEhqair9/f3u1dBGYrVamTFjBjU1Ne7AweTJk4mPj8dsNlNZWTnm/DZFRUXU19df1/1ts9lYuHAhtbW1nDp1CpPJREREBBEREeMWtPHx8WHKlCkUFBTclvxPvr6+zJ49m8LCQrq6ukYM4Pr4+LBmzRpSUlLIycm5qWTo1yM4OJj169cTHBxMbm4up06dmrD5nEJCQpg3bx533303ZrOZXbt20dLSMq6fS8L5ebNq1SoSExMpKChg//79Hg323iir1UpiYiLbtm3Dbrfz7LPPUltbO+b8c0IIIYQQYnzcdNDGYDAQEhLCmTNn2LNnD6GhocyfP5+UlBSCgoIoLCx0j7gIDw93rybV1tbGmjVrWLRoEQMDA2RmZlJfX49SCpvNhsViob+/n5ycHM6dO+eR6SdtbW0EBQURGhpKbW0tnZ2dKKWw2+2kpKRw7Ngx+vv78fX1JT4+nnnz5rk75N3d3TgcDsxmM1FRUXzpS1+isLCQffv20dTUREJCAr6+vu5zTZo0iblz57JkyRICAwMpKCggPz+fzMxMQkNDMRqNGAwGlFIMDAxw6dKlm+4AWywW0tLSWL16NaWlpZw4cYLq6mpsNhv+/v40NjZSWFjItGnTOH/+PEePHkVrjd1ux9fXl+joaHeen97eXjo6OoiLiyMsLIze3l6ys7PdeVvMZjOtra3U1NRw4MABioqKMBqN7mCG1WqlpaWFwMBAZs6cycWLFy/rXBuNRgIDA0lLS0MpRUFBAfX19WNeGv5GTZo0iXnz5jF37lz6+/vJzMykrKyM9PR0li1bxsKFCzEYDJSUlJCfn3/V8VarlZkzZ5KdnU1bWxuRkZHMmzfPvYpUV1cXhYWFV12PwWAgMDAQb29vHA4Hzc3N9Pb2opRyJyOtrq4mMDAQHx8fzGYzRqOR/v5+amtrrwoEDK2gVFhYSFFREX19fQwODnpk2t9IjEYj06dPZ+XKlVRVVXk8aGM2m3E4HKMG8CwWC3a7ncmTJ/PnP/+ZwcFBAgIC8PLyore3l9bWVgwGA9OnT2ft2rX09fWRn5/vsQCWxWLBz88Po9FIT0+Pe+W1hQsXkpGRwalTpzh8+PANjerx9vbG398fX19fjEYjTU1Nl4128PPzIzg4GKvVSmNj43WPhLDZbAQHB2OxWGhvb6exsZHAwEBmzZrF0qVLSUxM5MCBAx5Jnj0Sq9UKwMDAwG2ZDuppFotlTIE4i8VCWFgYq1evZubMmdTU1LBnz57bOhLObDYTGxvL8uXLWbNmDWfPniUzM3PUKb5CCCGEEOL28UhOG4PBQFNTE9XV1RQUFHDx4kXuuusuvvWtb7Fnzx4OHTrkDniYzWZ8fHxYtmwZM2fOxGw2M3fuXOrr6+no6GBwcJDw8HD8/f3dq0Z5ImBjNps5efIkjz76KFpruru7ycnJwWg0smrVKsLCwjh79ixdXV0kJyezYcMGWltbueOOO6irq3MHmoZGGcTFxfGv//qv7hER58+fp7+/H5PJxMDAAIGBgXR3d3Px4kX8/PwoLy+nurqaxMREZs6ciZeXl3vUUGtrK8eOHaOsrOymrjEwMJDg4GD6+vr46KOPyM7Odr+2e/dud0DKbrdz+vRpKisr6erqorKyEm9vb2pqaigoKCAhIYH29nYuXbpES0uLO8A1PNFuUFAQfX19nD9/ng8//NC9PS0tjeDgYMrLyxkYGGDTpk0MDg7i6+tLR0eHO3Dj6+vLvHnzWLduHQaDgSNHjnDw4MFblgj6nnvuISkpicLCQl5//XV3Dpjq6mq6urqYN28eS5cuJS8vj+9973tXBV+sVivx8fG88847GAwGNm7cSEREBE1NTbS3t7N9+3b+8z//k/LycvcIJIvFgo+PD4sWLSIkJIT29nZ3B9/Hx4fw8HA6OjpoaWlh/vz5xMbGunMJDQ4O8vLLL1NdXX1Z8Kuvr4+LFy+SkpKC2Wx2vyfjxWq1cv/99xMZGenulN8Is9mMl5eXe3WygYEB97QcHx8fAgMD6erqGjW/SkhICMnJyVitVj788ENsNhvp6enu5euPHj2Kt7c3W7ZsITAwkIMHD3Lu3DmPjGiw2WxERUW5R5hVV1eTlZWF1Wrlq1/9KoODgxw8eJCcnBwsFgve3t4A15wm6OXlRXJyMqmpqSQlJeHr68vRo0d5/fXXAWeHPyUlhWXLlhETE8O+fft46623PnF66FC5S5cuxdfXl4sXL7J7927mz5/PmjVrmDRpEllZWTz//PM33S4jndtqtRIXF8fg4CDNzc00NDR8KgM3JpMJLy8vbDYbISEh7tX2rmz/odUIHQ7HZX+GgvybNm3i3nvv5dChQ7z99tuXjeC0Wq1YrVaUUvT399PT0zOubWUwGIiIiGDlypX83d/9HVarlR07dlBVVXXLRzsKIYQQQohPdtNBm6EpTP39/e5v3aurq9m/fz+zZ89m7ty5ZGZm4nA4OH36NIGBgdxxxx3U1NTw5JNPkpKSwte//nWmTZvGvn372LlzJz09PcTHx1NUVOSRKQ0mk4nZs2cTExNDW1sbycnJVFRUkJOTg8lkYtu2bbz00kv09PQwbdo0d96drq4uVq1aRWBgID/96U85cuQILS0tnDx5ksrKSp566ikGBwfx9vamoqKCrKws9u3bx7lz5zhw4AAAH3zwAenp6SxZsoQtW7bQ3NxMUVERxcXFlJWVUV1d7bEh8vX19WRlZWGz2di4cSOHDh1yv1ZUVER4eDizZ892B6yAq77VBy5bsai0tHTEb4RtNhvZ2dlXdUgff/xxampquHTpEv7+/syZM4fKykqeeOIJfve737n3t9vtrFu3jqKiIqZOneru5NwqMTExdHZ2cuDAgcuS9m7duhWLxcJbb71FTU0NGRkZ3HXXXezevdvdobHZbERERODr60t+fj5Lly5l/vz5HDlyhJKSErZs2cLkyZNZvnw5r7zyivu+WrZsGfPmzcPHx4ff/e53ZGVl0dvbi91uZ9GiRWzdupXvf//7ZGRkcO+993L48GFycnKYMmUK27dv5/z589TW1l7WsWptbeWdd97hL3/5CxEREZSXl4/b9AaLxUJcXBx33XUXv/zlL92jTG5Eeno6a9euJS4ujv7+fvLy8nj66acB2L59O11dXRw5cmTUoE1cXBypqanu0U9f//rXCQ0NJSYmhsbGRmJjY5k0aRI+Pj6UlJTw6quvemQlHKUU//AP/0Bqaio9PT0EBgZiNpsJDw9n8+bNpKens337drKzswkMDCQ9PZ2vfOUrGI1GHn300VFHJK1fv57Vq1fT0NBATU0NNpuN73//+7zxxhtorVm2bBlz5swhNjaWuLg4vva1r/Hee+994nu8Zs0ali1bhtlsZs+ePXz1q1/F29ubuXPnkpycTEFBAa+88sp15U26ERaLhdWrV/PAAw8QGBjI4OAgJ0+e5K233uLMmTMePddohnKGeSIxekpKCnfffTfr1q3Dx8eH119/nd/85jeXjUgxm83MmDGD5ORkWlpaaGhooKqqivb2dmJjY9m2bRv3338/O3fu5K9//etVI/fuvfde7r//fnx9fTl+/DivvPLKuI1+Audn74MPPsiWLVsIDw/n5Zdf5tSpUzI9TgghhBBighpz0GbBggUkJyfz8ccfc+HChav+g9zX10dVVRWVlZXu144cOUJWVhZKKbTWDA4OUlFRwdmzZzEYDLS1tdHS0oLJZKKpqYnjx4+PqWM4XFBQECtXrmTbtm0cPXqUZ599luLiYlpbW/H29mbmzJk4HA4+/PBDOjs7ufPOO0lNTcVgMLBr1y52797NN77xDaKjo4mOjiY3N5f6+nq2bNlCSkoKWms6Oztpbm6mpaXlqnaoq6tjz549fPDBB+7rHvoDnulYDHf69GkMBgPf/e53WbJkCUeOHHGfo66ujo8//piqqqqbPs9oQ/u7urr46KOPyM3NJSQkhJycHKqrq/Hz8yMyMpK+vj66u7upr6/n1Vdf5a677iIyMpLFixdTUFBwy5K3njhxguXLl/Poo4/yq1/9isbGRubOncv06dN58803OXz4MH5+fjQ0NLBhwwb27t3rDpZYLBYsFos7uLVy5Ur6+vpIS0tj+vTpgDOA1tLSwsKFC5k6dSorVqwgLCyMd955h9/+9rcMDg6635fk5GRWrFiBv78/tbW13H333SQmJhIaGkpYWBjz58/HaDSSnp5OYWEhPT09NDY20tHR4R5p093djd1up6amZtyCNgEBASxbtoySkpLLplIEBgaSnJzM9OnT2bFjB+AMRsyePZvm5mZ2795NeXk5mzdvZt26dezbt4/8/HxSUlK444472L17NxaLhYaGBj766COamppITk5mypQpZGdnu+9Xf39/EhISCA4O5s9//jMPP/wwixcv5plnnsHhcLBkyRK2bt1KcXExCQkJvP322zedXNfX15e0tDS+/e1vU1ZWxtNPP01paSmJiYls3LiRp556CqPRyDPPPMOxY8fw9fVl8eLFLF26lIKCAjZv3szUqVPJz8+/LABtMBjYtm0b3/nOd9ixYwd79uxhcHCQjRs3ugM8q1evZvXq1URGRhIUFERCQgKFhYXs2bOHnTt3UlBQQExMDOnp6QDk5eXx+9//nrlz57J161Y6Ojp47rnnGBwcRCnFihUr8PX1pbS0lMzMzE9cwe9GDX3Wfu1rX+OXv/wlx48fJzExkWXLlrF58+ZxD9osXLiQ1atXM3v2bFpaWnjzzTd5//33rwpGKKWIiIhg2bJlGAwGjh8/flXOrfj4eB5//HGSkpKorq7m+eefZ86cOSQlJbmT1/v4+DB16lTWr19PQkICmZmZREdH4+/vT3l5OS0tLaxfvx6LxUJ2djZvv/32ZQFEi8XC1772NWJiYnj//feZMWMG/v7+TJ48edyCNtHR0Xzve99j1apVGI1G/va3v/HnP/+ZmpqacTmfEEIIIYS4eWMO2litVqZOnUpycjLHjh3jzJkzdHV1ERAQQFJSEjNmzCAgIIBjx465/9M8FKgZTmvt/g/jUCd2YGDA/W3mzeY4aW1t5f333yczM5Pu7m66u7vp7+/H4XDQ09PDmTNn+Na3vuXu3B09epTCwkIcDgcVFRUMDAywY8cO95SqIf39/eTm5l52XaN9UznSdXvSUEJncHYyp0yZ4s4pc2VQqL29fVy/xf3Zz35GR0eHOw/QCy+8wMDAAAaDwd32AB0dHZw8eZL8/HwSEhJ4/PHHiY+Pp6SkZFxXnYqKiqKuro4PP/wQLy8vVqxYwfr163nxxRcJDAyko6ODjo4OzGYzcXFxLF68mKlTpzJ9+nTq6+u5dOmS+5v8oWTWp06dIiEhgbq6Ovbv309tbS3x8fFMmzaNd955h87OTvd7sXfv3qumPvT09JCfn8++ffvQWlNYWEhLSws2m43W1lYOHz6Ml5cX6enp+Pn50d3djc1mo729nYsXL9LT04PVanVPLxwvXl5eREdHk5mZSV1dHQMDA4SFhbFy5UoefPBBAgICyMrK4rHHHsNqtZKZmcmRI0eorKzEaDTy2GOPsXPnTpqamoiLi6O7u5sXX3wRu93Otm3byMvLIzExkZUrV5KRkUFERATvvvsuv//975kzZ447D1JPTw8XLlzgm9/8Jvv37+fChQvuYI7FYiErK4vZs2dz+PDhURNJX4/w8HAWLFjAfffdR3Z2Ns899xzNzc0EBQUxffp0Jk+eTFFREd3d3ezduxej0ci9997LkiVLCAgIICAggBdeeOGq3EYWi4Vp06bxox/9iFdffZWTJ09itVpJTU0lLS2NF154gcTERDZt2sSSJUvw9vamtbWVkpISysvLWbBgARs2bGD16tU0NjZSXl5OTU0NGzZsYN++fURFRbk/44bKrKmpYe/evTz44IOcP3+eY8eOeTRg7O/vT3p6Og8++CD/8R//wdGjR+nq6iI3NxcvLy9Wr17NT37yE/7whz9QUVHh8WD1unXrWLhwIT09PbzxxhuYTCYWLVrE3r17L/tc9vLyIikpiSeeeIKBgQH8/f2JjY2ltraWgIAAfHx8aGhoYNasWUyfPp0DBw5w6NAhvL29MRqNHDp0yP0ZNmXKFNasWcPMmTP5zW9+Q05ODklJSWRkZJCWlsbg4CDnzp1j0aJF7Nq1i5KSEve/IT4+PsybN49HHnmEl156iaioKHx8fCguLr5sWqunDOVu++Y3v0laWhpWq5WzZ8+ya9euEZPECyGEEEKIiWPMQZv8/HyUUqSlpbkTt1ZXVzM4OOgeNTO0QtEn/Qd9pI6mp5YddTgc7o74lbTW9PT0XPYtY1NTE62trTgcDnfSydGmL02k1WEiIyPx8vJyj146ceLEiPlhtNbjmux3eP6hoQTLIxlq+56eHiwWC1arFX9/f6xW67gEbYZWqtq0aROVlZVUVlailKKnp4cpU6YAuLetXbuWefPmuZMvz549m9TUVI4ePUpLSwudnZ3U1dW5V185ffo0TU1NdHR0UFNTQ1dXFz/72c9oamqioqICg8FAVVUVDodjxHuppKSE5uZm9z2al5fHb37zGywWi7vDaTKZUErR3d3NwMAASUlJxMbGMm3aNAICAtzBovFc+cVkMrmTeA8MDLiTXs+ePZuAgACioqL45je/iY+PD2+88QanT592B3fMZjMmk4m0tDQSEhKorKwkKyuLs2fPYjQaiY6OJjw8nJSUFBobG8nLy6OpqYmUlBRWr17N4OAgFosFo9FIdXU1fX19hIeH09TUxJw5c5g6dSrd3d288cYb7sDk0H5jYbfbWbBgAbNmzSIrK4uDBw9SW1uL3W5n9erVTJs2jcbGRhoaGigrK6OsrIw777yTtWvXEhsbS15eHgcOHHCP9vHz8yMgIIDg4GBiY2P5whe+QF9fH/39/SxcuBCr1YrFYuHkyZPs3bsXm83GmTNnaGlpobu7m/LyckpLSzGbzSQkJFBaWkpubi7FxcXU1NTQ29tLeHg4drudiooKzp8/T1hYGHa7ncLCQk6ePElycjJ5eXmcPXuW2tpaj94bwcHBREdH09HRwcGDB92jsPr6+qioqKC4uJgvf/nL5OXl8eqrrzIwMEBKSgp+fn6UlJTQ0NDAHXfcwdSpUzl9+jRFRUXXPW00MTGRFStWcPHiRbKzs2lsbCQpKYm4uLir/u0JCQnhoYceIjg4mJKSEqZOnerep6KigrKyMpqbm5k2bRrgHEU2ffp0EhMTCQ4OZvbs2Xz44YfU1tYSGBhIQEAAtbW1VFdXEx0dTWpqKna7nYaGBkpLS+nu7iYsLIxz584RExPD/PnzsdvthIWFkZaWxpQpU1i0aBGNjY3k5ORw8uRJjy9NbzabiYiI4IEHHiAjIwODwUB/fz9dXV309PQQERFBb28vDQ0NHg+mCSGEEEKImzfmoE19fT1dXV10d3czY8YMwsPD6e/v59KlS7S2ttLY2EhpaektWw3IUz6NK53U19eTm5uL1Wp1T50pKyu76allN8tmsxEZGekOZIwmMjISh8NBe3v7uC7LrLWmq6uLxMREwsPDCQkJQWvtDjRVV1dz9OhRIiMj6erqoqysjPLych566CHi4+PJzMykv7+f/v5+6uvryc7OZnBw0N1pG27//v2X/X6tQNSlS5cuC26NlGfoSjU1NcTHxxMdHU1QUBD5+fnuYON4GRgYoKGhgdTUVLZu3UpKSgphYWG0tLRQV1dHRkYGQUFBfPDBBxw+fPiya3A4HLz//vv4+vrS3t5OQUEB586do7GxEaUUR48eJSYmhqamJs6dO0dFRQUxMTGsXr0ab29viouLiY+PR2tNc3MzDoeDsrIyZsyYweDgIB0dHeTk5LgTaQ9N3xprJzQ9PZ0ZM2a4p/sN5V6aMWMGiYmJdHR0UFpaSnx8PKdOnaKzs5P4+HgCAwNpa2vjwoULFBcXEx4eTkREBN7e3hgMBmw2G8nJyaxatYr333/fvfpVT08PJSUlZGdnU1lZSWhoKPv378dms9HV1eVeNSogIICdO3dSUVFBYWEhdXV19PT0YDQa2bVrF52dnTQ0NKCUcn8mV1VVcf78eRYsWEBWVhYXLlzw+HPm7+9PUFAQVVVVVwUdhlYD01rj7++PUgofHx+mTZuG3W4HYNasWaxYsYKoqCi01rS0tFx30Gbq1KmEhoZy4MABysrK3J87Q8muh/j4+JCUlMSqVasoKSmht7eXvLw8SktL3X+3trbS09PDpEmT8PPzw2QyYbfb6ejo4Ny5c0RHRxMcHExTU5P734mwsDCWLVtGcHAw4MwfdvHiRS5dukRKSgq5ubmEhYURHx+P3W7HarVis9kICAjA4XAQFxdHZ2cn/f39WK1WkpOTMRgM1NXVXdeXHtfi7e1NTEwMy5cvJyMjg76+PsLCwjAYDPj6+pKSkoLdbncnzW9vb6empua2/9shhBBCCCH+200lIu7o6ODYsWMcO3aM0NBQlFK0trZ+6gI1n3bV1dW3LBfMjfDz8yM1NRU/Pz9qa2vdQZmhkVVKKQIDA1m+fDmNjY1UVFSM29QorTWXLl1i586d3HnnncTExODl5UVtba07aXR7ezuvvPKKe+Wv+vp6bDYbFy5coLOzk7a2NvdIlvb2dt57771xqev1qKqq8khuohvR2trKoUOH2L59Ow8++CC9vb3s37/fvRLOULLx11577aoRP4ODg7zwwguEhYW5c1cNBfK01rz88stER0fT0NBAY2MjWmva2toIDg5257UJDw8HcI9Qeffdd9mwYQNVVVWcPHmS7Oxs+vr63EGssQZfLRYLy5Ytw2g08sEHH1BTU0N0dDRf+MIXiIiIoLi42J3HKz4+ngsXLuBwOGhtbeXixYv09fVRW1tLTEwMs2bNoru7m9bWVvfKX97e3nh7e/PGG28QGhrqHklTVlbmDlQ0NDSMuGpeS0sLf/zjH6/aPpTwd8hIQb/29nZOnDjhsVGMww2Nlhue1NtsNuPv709ycjLx8fHk5ORQUlKCw+EgIiKCxMREd3Bl5syZWCwWent7SUxMJDc397LV6q4lODiYgYEB/Pz8mDx5MpGRkcyfPx/476TE4AzahIaGMjg4SFVVFU1NTfztb38jNzf3qoTMQ58JQUFBNDU1kZeXR0dHBwsWLMDhcGAwGGhoaKC2tpYlS5awbt06Wltbee+99zh8+DANDQ1ERkbi4+NDfn4+8+fPJzQ0lNbWViorK+no6KC4uBiLxeIevRcSEkJKSgo9PT2YzWaOHTtGfX39mKc8DgWp7rjjDtauXesONK5fv94dmImJicFut7tXPBxaKVCCNkIIIYQQE4e6kW/xlFIydlpcN29vbyZPnsyXvvQlmpubyczMJC8vzx2YsVqt3HfffXzlK1/h2Wef5cCBA9TX19/mWl/OYDC4c+3I1AFnJzg6OpqAgACPre52vebNm+dOHD6U8Hg8xMfH84Mf/ICysjLeeustQkJCuO+++0hMTOTpp5/m9OnT2Gw2pk+fjt1u55VXXgGcIy42bdrEwoULsdlslJaWcvr0aQ4ePEh9fT0DAwMsXbqUJ554AqvVyqZNm8btGkYSGhrKpUuXxmUkYVpaGqtWrcJisfDrX/8acI6gW7NmDQsXLmRwcJBf/vKXdHd3U11dzdKlS/nyl7/MzJkzqaioYOfOnezbt4/Nmzczd+5c3nzzTd55553rPveTTz5JQECAOzm33W6nv7+fe++997IAoo+PD6mpqVRUVFBTU3PTz3RQUBCzZs0iODiY06dPU1FR4Q6yeHt7ExcXR0REBM3NzRQUFLi/0DCZTAQHB+Pr60tycjIWi4XOzk5aW1vp6Oigu7ubsrKyMdfLaDSydOlStm3bxvz58zl+/DjPP/88Dz/8MFFRUbz22mucPHmS/v5+d31lepQQQgghxG13Ums978qNErQR48pgMBAVFcXGjRuZPn06AwMD9PX1YTKZCAwMJCkpiV//+tfs3bt3xLxDQtxqYWFh/OhHP2LJkiXuKYd79+7lueeeo7S0lIGBAeLj40lISKC6upqCgoLrKjcwMJANGzbw2GOP8Ytf/ILdu3eP85XcOiEhIWRkZPBP//RPFBQUYDQaiYiIoKKigv379/PBBx9clUcnIiICg8Fw2SjBLVu2kJaWxr59+/joo4+u+/x2ux1fX18MBgNxcXF89atf5eOPP+aFF14Y1+TcE9WmTZt4/PHHMZlMfPDBB7z22mvY7XaefvppXnjhBQ4fPkxpaal85gohhBBCTCwStBG3h1IKi8WCwWAgMTHRPVJjaAWukpKSCZXUWXy+KaWwWq1MmjTJnVS2qqqKvr4+d84gg8GAwWDA4XBcdx6htLQ0Nm7cSHp6Ops3b/7U5c66lqE8NUlJScyZM4eenh4KCgrcUx77+/uvGsUxNHVp+Haz2YzRaLzh3GJKKZRSREZGkpGRwYMPPsi3v/1tiouLPxejR/z9/UlKSiI0NJQVK1awbt069u/fz/vvv8+JEyfo6Ohg+/btZGRk8OMf/5i8vDx3smghhBBCCDFhjBi0uamcNkJcj+ErVhUXF1NRUYHJZEJrTWdnpwRsxISitXZPT6murnYnnx7uRoI1Q/r6+iguLr4sie1nxdCznJ+fT2VlJQ6Hg+7ubnp7e0dtp5GCKSO19XD33XcfXV1dZGdnX5bzR2tNWFgYK1asYNmyZRw4cGBclhafqMxmM+Hh4axZswYvLy+eeeYZsrKyqKiocK8stmTJEnbu3HnZ0uNCCCGEEGLik6CNuKWGlvkWYqL7pADCjaqpqeHIkSOYTJ/Nj12t9bg/31prkpOTCQsLo6CgwL2SWEREBHPmzGHGjBl0dHSwe/fuz1VC/M7OTndy7P7+fgoKCmhoaKC3txer1Yqfnx9aa06fPk1HR8e4rjInhBBCCCE867PZexBCiAnmyqXdxY27cOEC3t7eREZGYrVa6ezsRClFbGwssbGxtLW1cfToUc6fP3+7q3pL9fT0UFxcTHFx8VWvDY0cO3LkCGVlZR4NRAohhBBCiPEnOW2EEEJ8avj6+hIXF0d6ejoJCQnYbDYACgoKyMrKIjc39zbXcOJRShESEnLV0uZCCCGEEGJCkUTEQgghhBBCCCGEEBOQRxIRNwJlnqmPEEIIIYQQQgghhADiRtp4QyNthBBCCCGEEEIIIcStYbjdFRBCCCGEEEIIIYQQV5OgjRBCCCGEEEIIIcQEJEEbIYQQQgghhBBCiAlIgjZCCCGEEEIIIYQQE5AEbYQQQgghhBBCCCEmIAnaCCGEEEIIIYQQQkxAErQRQgghhBBCCCGEmIAkaCOEEEIIIYQQQggxAUnQRgghhBBCCCGEEGIC+v8BjJRZurHKo2MAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -163,7 +154,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -173,7 +164,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -183,7 +174,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -193,7 +184,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -203,7 +194,7 @@
},
{
"data": {
- "image/png": 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Sk5PJzc2d1Da7u7vp6OggMjKSadOmTeq5R+PxeHC5XERHR1NTUzMlU7LWrl1Ldnb2pJ/343D69Gm6u7tH3dfU1MT58+epr6+ftPZ6enqYN28ed999Nzk5Ofr21NRUVq9eTWJiIo2NjbS3t1NZWTlp7QohhBBCiOvDDR+0MZlMU5oJ8llnNpuJjo6esvOHhISQkpJCRETElLVxvTAYDERGRk5p3ZKMjAwWLFhAWlpa0Ha32/2ZqBt0rRYvXozZbMblcpGYmMiMGTP0ffX19ZjNZlJTU4mPj5+0Nj0eDw6Hg8HBQeLj46c808br9eJ0OjEYDDidzilpY2BgALvdTnp6+pScf6okJyePW2OrvLyc1tbWSbtvOTk5NDU1Ab4gzdDv2jlz5pCYmIhSir6+Prq7u6fs/RJCCCGEEJ+cGz5o4/V6ZfnVKRRYuWSqWK1WIiMjpzSb53qhlCIiImJKgydJSUnk5+ePqLnR19cnn5PLSEpKIjU1lcrKSi5dugQQFJxpamrC7XYTExNDYmLipLbt9XpxuVxT+lkb3t5YDAYDdrudrKysMacB2e12UlJSxszeqqysZHBwkKioKMLDwyelz1NNKaUXCh9Le3v7pAZO8vPzcbvduN1uTCaTPlUtIyODZcuWBQVbz507N2ntCiGEEEKI68cNv3qU2+2ms7Pzk+7GDctgMExp0VylFAaDYcqzC64XISEheL3eKSv+ajabiYqKIjY2Nmh7V1cXXq83aGAogi1atAiHw0FxcTEmkwmj0Rh0r1pbW+nv7x/1/k4Gg8FAWFjYpJ8XfM+dUiroekZ7Bo1GIzExMSxfvpzo6Gh2795Nc3MzAwMDaJpGeHg4NpuNwsJCLBYL5eXlNDY20tPTQ1dXF+ALxNbX19Pf34/NZiMyMpK+vr4pua7xxMTE4HK59OsyGo2YzWa6uroYGBgY9TWZmZmcPn1af92VthdYAWxwcJD+/v5xjzebzeTl5dHc3IzFYqGnp4e2tjYMBgMrVqxg4cKFnDx5ktjYWDRNY8eOHVfcJyGEEEIIcf274YM2Xq93zH+AjyYQJNA0TaaLTIDX653S6Tx9fX2YzeZJLex5PTMajZhMpikLUrndboxGIxkZGUHbW1tbiY2NJTk5mZqamilp+9Nu5cqVnDhxgujoaHJycggLC+PChQtBxwRqEk12DaZAxuBkB9QC33cZGRmEhITQ1taGx+PBZDKNGoxNTEzkjjvu4Pbbb6empoYVK1awbds2Dh48iNPpZM2aNWzatImuri6io6PJysqiqamJN998kxdffBGAJUuWcPz4cdrb20cU9DUajSilUEqhaRoejycoeGQwGIKCuB6P54q/pw0GA0ajkfvvv5+qqiqMRiNRUVEkJCSQn5/Pn//8Zw4fPjwiMGMwGCgqKuKdd965oqw0pRRGo5Evf/nLxMfH09HRwYULF3jvvffG/O5USjF9+nSWLFlCYmIi5eXlvP/++9TU1GAwGJg+fTq9vb0UFBTgdDo5fPgwp06duqL7IIQQQgghPh1u+JGw1+u9ol9xi4qKyM/Pp7W1lVdffXUKe3ZjMJlMU1rAdnBwkMjIyM9E0EYp9bFc61jFo00mE2azeUrb/rRSSpGXl8fmzZvJz88nKyuLsrIyjhw5EnRcV1cXLpdrUmvagC/Y1t3dPakBUrPZTG5uLg888ABpaWn09vZiMpnwer20t7eP+FwnJSWxYMEC8vLy+OEPf0hZWRl//OMfWbZsGe3t7dTV1bFq1Sp+8pOfUFJSMma22M0338ylS5fo6ekZse/xxx9n3rx52O12ampqePHFFzl06JC+/7bbbuOuu+5izpw5tLa28vbbb/Pcc89NODMtIiKCpUuX8nd/93ds3LgxKKAfFxfHo48+yve+9z2eeeYZTp48OeL/OywWyxUFVI1GIzNnzuTJJ5+kuLiYqqoqcnNzue2225gzZw6/+MUvRn2dwWAgNzeX/v5+wsLCKCkp4dixY8Bfn8Xs7GwiIiLYtm0b77777oT7JIQQQgghPl1u/JEwTHj55IceeogZM2bQ3d1NRUUFq1atYs+ePYBvwJKWlkZ4eDidnZ2T9qtmbGwseXl5FBYW0tzczKuvvjrur+kFBQWkp6cTFRWFx+Ohvb2d2tpaSktLpzTjZSwhISFTuhx3a2srcXFxkz4FKzU1lYSEBNxuN2fPnp3Uc18Nm83G/PnzMZvNJCQkYDKZGBwcnPR2ArVRRpveMVZ2xXiSkpIAaGxsnJT+Xc86OzsxmUzMnj2bgYEBtmzZMuKYnp4ePB7PqEGbzMxM5s+fz7x58wB48803OXPmzJif2zVr1mA2myktLcVoNE5q7ZcFCxZw1113cejQIX76059iNBr1wIfNZiM3N5eNGzfqx9vtdlasWEFMTAz/9E//xODgIN/97nfJyspi//79lJeX4/F4qKys5JFHHuEHP/jBmN9jNpuNJUuWcPjw4RGrLFksFrZu3UpHRwfx8fEsXLiQQ4cOkZOTw7333ktkZCQnT57klVdeweFw6PdyoiIjIykqKmLXrl0j+tff38/BgwdZvnw59913H3V1dSOCNlf6HWuxWHjssceor6/n1Vdfpa2tjaKiItLS0ti4cSNbt27l4sWLowadoqOjCQkJ4fTp05SVldHf34/JZCIrK4uMjAxiY2P505/+xFtvvSX1bIQQQgghbmA3fNDmcoWIlVJkZmZy2223kZ+fz8GDBzl8+DC9vb36MWlpaaxfv56kpCTMZjNWq5WioiKeffbZy/7Cm5OTg9PppLq6esS+tLQ05s+fz5w5c3A4HERFRbF27Vr2798/6pKyGzZsYM6cOfT29tLY2IjL5SIhIYGYmBiqqqr0AUVkZCT5+fnk5uZSU1PDwYMHp6zIbEhIyJSuHtXT0zOp06PmzJnD/PnzCQkJ0aeBrFy5ks2bN4+7TO/69evHfF+uVaCo6Lp168jOzuahhx7i2LFjU1Lnw+1243K5Rs0WMJlMhIaGYjAYSE5OZtmyZZSWllJeXj7iuh955BFsNhvTpk3D6XSyf/9+Nm/ePOn9Bd8y2/Pnzyc1NRWbzYbX66Wuro7nnnsu6Ljp06czd+5c6uvrOXz48LjnfOihhzCZTGiaRkREBDabjRdffHHUzyn46rs0NTXx8MMPU1lZyaFDh/TMh4B77rmHW2+9lYKCAhwOBxcuXGDr1q2AL4OkpaWFkpISysvLWbp0KU8//TQ///nPR2R0KKX49re/zaxZs3C73VRVVdHb28vg4CB2u/2ap87NmzePgoICampqOHr06IjnzOv10tPTE1RwNzk5mYiICNxuN3a7nQ0bNrB8+XK2bNnC/v379RWOtmzZwhNPPMHXv/51XnrpJTo6Oka039LSgsViCcrqUkoxc+ZMoqOjKSsro6amhpiYGDo6OsjPz2f9+vWEhoayfft2SkpKMBqN5OTk0NzcfEXXbjabyczM5JVXXgmaVmW1WrHb7dhsNhwOB0lJSXz+859n586dQQGRK6k1FRkZyaJFi7DZbPzbv/0bzc3NxMfHk5mZSXp6OjExMYSHh+tTwYZSShEeHk52djYvvfQSp0+fprW1Va9zk5+fz9atW9mxYwclJSVSh0oIIYQQ4gZ2Qwdt0tPTKSgoIDY2lpqaGlpaWkYcYzQaWbx4MZs2beL8+fOUl5ePGLjNnj2b6dOnU19fT0VFBXFxcRQVFXH77bfz4YcfjpkRsX79ehYsWIDX6+XkyZNs375d32e325k9ezZ2u53y8nIqKir0VUKGZ0EopcjOzmbx4sWUlpZSVlZGe3s7brebsLAwDAaDHrDJzMxk5syZpKenk5qayk033YTX6+XUqVNTUpDZZDJNWXFUAIfDgcVimZSgjVKKZcuWMTAwQFVVFT09PYSHh+tBgcbGxjHrY8yaNYvjx48HBS+UUsyfP5/c3FyUUlRVVVFSUjLqczae/v5+6urquHTpEl1dXTQ2Nk7ZICxwfcMzam666SaSkpL0GkK33347Fy9eZP78+cTFxVFcXExPTw+LFi1icHCQ6upqzGYzbW1tetCprKxs0n7xj4qKYvbs2VgsFoqLi6mpqaGvrw+LxaIXcx3t2sLDw7n99tvHDdqkpaVRUFDA0aNHaW1tJSkpifT0dNauXcsf/vCHUQfmSikSExMJCwvj7NmznDhxQi+sG5Ceno7L5aKrq4vIyMig6UVWq5W+vj76+/vJyclh1qxZGI1Gurq6gq7FbDazYMECli5dysmTJ3G73cTHxzN9+nTcbjcRERFXczuDJCcnEx4ezokTJ2htbR2x3+l00tHRQWhoKHFxcbS1tZGQkKAHWYqKili2bBlHjhxh165dVFVV6SsmVVVVsWPHDtasWcO6des4c+YM1dXVQZ+blpYWwsLCsFgsgO87ODY2Vq+p5HQ66enpYXBwEI/HQ25uLnl5ebz//vsUFxcTEhJCYWEhixcvHvP9Gk3gemw2G83NzUGvCxToDgsL4/Tp0/T19TFjxgzy8vKora2lt7eXxMREMjMzWb9+Pb29vdTW1lJZWTniOQiw2Wzk5+dz8eJFKisr8Xg8pKamkpmZSXh4OG63e9xsuqioKJKSkmhpaaGvr4+oqCjsdjsbN24kMjKSEydOUF1dfdmCxkIIIYQQ4tPthg7aBLIFEhISGBwc5NKlSzQ3N9PR0aH/YzmwjOvcuXPZuXPnqIOYvLw8uru7OXr0KIcOHSI6Oprs7Gw2bNjAoUOHxvyH97p164iJicFms5GTk8O5c+f0gNC0adPIy8ujs7OTPXv2UFdXN+Z1GAwGli5dSmhoKHv37qWysnLU42JjY5kzZw4zZ86kpqaG0tJSbrnlFtatW0dLS8ukBG2ioqIIDQ1lYGCAgYGBMeujmM1mQkNDUUpdU3aKpmlYrVaioqKwWq1XVFR6KKUUNpsNpRTHjh2jsrKS/v5+IiIi6OvrY926dbzzzjtjvj4yMjIo88BgMBAZGcn69etJSEjAarVSVlaGwWAYM2hjtVpJSUnBbrfj8XhoaGigubmZ1tZWjh49SmdnJ3feeSf79++/6uuciLCwMNLS0li4cCEul4uOjg6Sk5OJiYnBYDAQHx9PTk4Of/7znyksLGTBggW4XC6qq6u5++67OXfuHM8995weWLr99tt56KGHyMjImJSgTWhoKFlZWWzYsIG6ujref/99amtr9f2BwfBw7e3tVFRUsGbNGvLz83E6nYSGhjI4OIjD4cDlctHb20thYSFer5ePPvqI8vJy7HY7g4ODFBQUkJqaSnh4OLW1tSMyUDIyMtizZw/nzp0b9XuiqamJ/v5+HA4HM2bMoKGhAfDVUSkrK8PlclFQUMCaNWtISkpi8+bNlJaWBmXBWSwWbr75ZhwOB1u2bMHtdnPbbbeRlZU1aYNzi8WCw+GgrKxs1P2BIuxGo5H4+Hg6OzuJiIggNDQUi8XCtGnTaGlp4bXXXtOvK8DlcrFr1y4SExOZO3cu0dHRnDhxgnPnzuk1bNrb20lNTdWDQCaTCbvdTkJCAsnJyfr3idPppLOzk8TERAwGA9XV1aSkpDB37lyWLVtGZGQkpaWlE77uwHeV0Wgc8fnyeDw4HA5aW1tpaGigt7eX2bNnk5SURGRkJP39/SQkJBAZGcncuXP11dYC7/ForFYrWVlZ7Ny5U/8eS09PJzo6mp6eHkwmEy6Xa0TQyWAwEBUVRWZmpl6TzWQykZGRwZw5c/Rsy7a2tqtaxUoIIYQQQny63NBBm+7ubtra2igsLOSxxx6jtLSU999/n0OHDun/2NY0jcrKSqKiomhqaho1wBAVFcXevXv1AUJvby8vvPAC3/nOdwgLC6O3txePx4PBYMBiseirnjgcDl555RUyMjJYt24d999/Pz//+c8B3/KvgcFTT0+PPrgcTWhoKEuWLOHdd98d81ddgMWLFzNz5kxaWlr4z//8T8LCwkhJSWHt2rW88847+spEHo9HH3AHBjIGgwGn06n/Yj5WPxYtWkRcXBw1NTWUl5cTEhKi/2IeEBISQkpKCmlpaZhMJg4cOKCfN7Ay19CByliZEzabjdDQUKxWK2lpaaSkpIw50BxPYKnk/Px8fvOb3+jbA9k7dXV1pKWloZTCbDZjsVhwu91Bg+ShGTgGgwGbzcasWbMoKCjg2WefxW63M3fuXGbPns2+ffv0+xAYVJnNZrKzs7n//vtZt24dAwMDbN++nddff52ysjIGBwepra3F6XTS29s7ZSuXBbIa1qxZQ1paGl1dXRw8eJAdO3aQnJzMnDlzCA0N5cCBA3qG1urVq0lNTaW9vZ28vDx9aklISIh+vwYGBigpKZmUPtrtdubMmUNmZia//e1vg+6FyWQiLi6OxYsXj8im6enpoaysjOLiYr7zne/oSyXX19dTX19Pe3s7Fy5c4NZbb+Xw4cN6EKGpqYmtW7dy6dIl7r77bmbOnMnvfvc7zpw5E9S20+nk3XffHXOgvmfPHn1gP23aNH1qUHZ2Nj09PaxatYoFCxYA6LVIhjOZTCQlJXHgwAHKysro6+sjOTmZnJwc0tLSru3G+mmaxsDAwIiVmwIC094GBgaCPtsWi0XPVPnpT39KcXHxmG28+OKL3H333dxyyy2kp6djNps5fPgwg4OD9PX1ERISEpQ9ZzKZWLp0KXFxcSO2Z2Zm0tTURGJiIrfffjszZ86kra2Nl1566Yquu7+/X8+wGV7nrLe3l4sXL3Lx4kUA5s6dGzQNTdM0+vv7+eijj9i1axf19fU0NjaO+X1sMBiIiIggNTWVuro6NE0jMzOTjIwMXC4X586dIysrS19qfej3YWhoKDNnzmT+/PkUFxfjcDgwGAwkJCQwf/58jh07hslkIjU1lYiICNrb22WlQyGEEEKIG9gNHbQJrNaxY8cOgFELPnq9Xqqqquju7h7zH75xcXHU1tbqv6673W4uXbrEs88+y91338327duprKwkLS2NL3zhC3R1ddHQ0MDzzz+vrxZit9uDimZu376dkJAQVq9eTVFREdu2bWPbtm0j2rZarRQWFmK1WnnvvfeCau0Mt2LFCvr6+jh8+DDh4eE8+OCD3HvvvWzfvp2GhgamTZvGjBkzqK6u1jMisrKy2LRpE5GRkRw+fHjMbJOwsDAKCwv59re/zfHjx1m+fDkHDhzA7XaPGAAtX76clStXMnv2bGw2G7/+9a/ZsWMHmqZht9txuVz6vVRKkZWVRU1NTVDAyGKx8OMf/5i9e/fqg6ernTIUHx/PqlWrKCws5MiRI/r7PG/ePL7whS+wYMEC/vVf/xWv18vq1at54IEHuHDhAr/85S/1c3i9Xv3ZSUtL4+abb+bmm2/mgQceAHzZJlFRUXqQRinFwoULOX78OC6XixUrVrBhwwZSU1P53e9+R3p6Og8++CBWq5XXXnuNU6dOoWkavb29WK3WCRfPvlLNzc2cPHkSj8fD008/HbTvpptuIjc3l8TERD744AMAamtr8Xq9JCUl0dvbqy9frJRiyZIlrFmzhv7+fn75y19eUdbDeNLS0khMTOTtt98ekVWWn5/Phg0bmD9/Pr/+9a+D9kVGRpKTk0N+fj75+fk0Njby85//PChLx2QyER0dzVtvvRW0epGmabhcLu655x5iY2M5cuQITU1NQQWW33rrLU6fPj3qqkfgC/7V1dWRnJxMQUGBPgUtKiqKdevWkZKSwokTJ3j99dfHLH6tlMJqtdLa2qoHMh0OB/39/YSEhOg1UK5FaGgodrudadOmjfqemc1moqOjaWxsJC4uDoPBQEdHB263m97eXt54441xAzYBb775Jl1dXWzcuJGnnnqK3//+92zevJnGxkbmzp2rB2cGBwc5f/48mZmZI1Zn0jQNp9PJ7NmzKSoqorGxkddee4333nuP8+fPX/G1e71eent7WbRoEcXFxWN+58+fP5/u7m5aW1txOp243W7KysrYuXMnBw4cuGyR8Pj4eKZNm4bL5dLf67y8PLq6unj//ffxeDw8/PDDo077tFgs5OfnU11dTW9vrx608Xq91NbWsnPnToxGIxs3btQzBq+0to8QQgghhPj0uKGDNgADAwP6r6dj1T4YGBjQgwhDp8AEasm4XK4RmSBKKYqKinjwwQdxOBzs3LmTvr4+6urq+OY3v0llZSVPPfUUPT09NDU1UVZWxvz584POsWXLFkpLS7nrrrv4h3/4B+bMmcMvf/nLoOBFIEPj6NGjlw1adHd343A4yM3N5cknnyQ9PZ0f/OAH7N27l76+Pn2qy/Lly/nBD37Aww8/TFxcHLt27SI2NpaNGzdit9v5j//4j6DzZmdns2bNGmw2G5s2bdLvY2pqKmvXriUqKoq8vDyKi4v5H//jf9Df309SUhJRUVGUlJToARuAL33pS8TGxnLu3DlCQkJ4/PHHefrpp/nZz35GRUUF27Zt44MPPsDhcPDtb3+bpUuX0t3dTU9Pz1UXU05ISGDlypXs3r2bGTNmsHTpUpYuXUpiYiL19fU8/fTTHD58GE3TeP/991m6dCkZGRmsXbuWXbt2Ab4pHYFnICUlhQULFnDgwAG9jVtvvRVN0zh9+rS+rbe3l5tuuon09HTWrFlDaGgo//zP/8zZs2dRSjE4OMjChQuprq7m1KlT+hSu4XVOJpvX6x31WYqOjiYrK4v6+no946ysrIyqqiq9blF9fT1f/vKXufXWW8nJyeHMmTPs27dP/4xNhkA9mJMnTwKQm5tLdnY2y5cvJy0tTX/Phps1axb33HMPFy9e5NVXX+XRRx+lsLAQp9OpD2o1TaOmpmbE/Q0NDWXFihWcOXOGlJQUbDYbsbGxNDY2YjabWb58OZ2dnUGD/LCwMDIyMkYEMALHpKamcvLkSfbu3UtSUhIvv/wyZ8+evWxWRCCbKPBdVFpayq5du3C5XNxxxx2sXr2a/fv3X/Xnoa6ujsTERFavXj1q0EYphcfjob6+nqSkJIxGox6o6uvrGzVDaCwffvghDQ0NrF+/nkceeYTTp09z9uxZli9fHnQfPB4Pf/nLX1i6dGnQNM7BwUEOHTrE+vXrqays5O233+bgwYNUVVVhNBrJysqisLCQrVu3Tqhwd1dXF3v27OFrX/saL7/8ctDnIDQ0lBkzZrB27VoWLFjAm2++ycGDB/Uiy5qmUVJSQnZ2NlVVVeO2F8hgHLri18yZMzl79izHjh0jLCxMn/Y0XH9/PwcOHKChoYG/+Zu/wWazcfr0aS5evMh7772Hpmm8+eabLFmyhMcee0yfghX4vAghhBBCiBvLDR+0Ad8gJDU1ldra2lEzbUpKSqirqyMiIiKoeKimaVRVVREdHR30j+vw8HA2bdqE0WjkvffeIy4ujtTUVI4dO8bevXtZtWoVq1at0ms2DAwM0NzcPKLWiaZplJaW8tvf/pYXX3yRvr4+vvGNb1BRUcFHH31EbW0tERERrF+/nh/96EeXrV9QWlqKwWCgpKSEgwcPYjKZ6Ojo0Os3NDU1UVVVxZ133klubi7Lli3jjTfeoKGhAaPRSEtLCwkJCSPOm5CQwMyZM3njjTeCBjn19fWUl5fjdDqJj49n7ty5pKWlERISQmdnJzt37uSFF14Iuue1tbXEx8ezevVq4uPjef311zl8+DCLFy/mpptuYvr06XqWh8fj0acOtLa2jlpHZCJCQkKw2Wy0tbXx1FNPUVFRwe7duyktLdWLpAb6qGkaR44cYcWKFSxbtkwP2gydsmS1WrHZbPpg/Vvf+hbJycls3bqVd999Vz/PpUuXePLJJ5k+fTq9vb3s3r076Nf98vJyZs+eHfRsaZpGR0fHlE13cLvdOByOUTMFzGYzERERREREUF5ert8Tr9erF4M+f/48f//3f8/Bgwd56aWXOHDgALW1tZjNZtLT069q+tpQWVlZzJ07l8WLF2M2m7nvvvtQSuF0OqmtrWXXrl2cP39+xLSU7OxsMjIyqKur4w9/+AMOh4OwsDCWLl2K1Wpl37591NTUACODt2FhYUybNo3MzExef/11vfhycnIy58+fx+Px0NzczMqVK/XsmZycHH0q4nAOh4Pu7m496KJpGosXLyYuLo6enh7Ky8vHvH63201FRQUZGRn6600mE2azGa/XS3t7u15E+WqDNsePH8dqtbJp0yaWLl3KoUOHgva3tLSwd+9ecnNzmTNnDkopvV7PzJkz2bBhA1u2bCE9PZ3IyEgcDodeX2XatGl6ZklSUhJJSUncdNNNJCQk0NraSl1dHV6vF6VUUDaZx+Nhx44d7N69Oyho43Q6OXXqFL///e+57777+OY3v8lXv/pVmpqacLvdZGVlcebMGXbt2jWhoE1HRwevv/460dHR/OIXv6ClpUXPIIuOjmb69On09/ezdetWDhw4MCKDpaKigjvvvJP29vZx23M6nQwMDGCz2bjvvvtISEjgwoULnDp1ipaWFlJTU+nu7h41eOp0Orl06RIVFRX6inLl5eW0tbXpwcZ9+/bxzDPPcPPNN7NmzRrWr19PS0sL27Zt489//vMVrXIlhBBCCCGub5+JoA346jSMxel08i//8i963YuhXC4XISEhzJgxg9bWVnp7e8nMzGTlypVs3bqVhoYGkpOT9UFVYFB28803j2hjtGLDTqeT9vZ2vd0PPviAr3/964SHh7Nv3z7sdjuRkZH66iPjaWlpweFwUF1dPeoUjtbWVkpKSnA6nfqguLKyku7ubrq6uqirqyM3NzfoNdHR0SQnJ2OxWEYUmbVarZhMJrq6ukhJScFgMJCWlkZbWxvHjh1j+/btIwa11dXV5OXlkZGRgdvt5q233qKvr4+KigoKCgqIiYkJOt7tduuZIVeTfWKz2YiLi8PlcnH+/HleeOEF2tvb6ejooKOjY9TiridPniQ1NZUVK1boGUStra36ACsQ3LDZbDz44IMsWbKEAwcO6KvOBDidTgoLC0lOTmbPnj2UlpYGZVGFhYVRUlJCVVUVgF4LaaqmRoHveQ4UkR7OYrEQHR1Nb29vUD/dbjehoaFER0fT0NDAO++8Q0pKCrfddhuJiYm0tbUREhKi15S5FmazGY/HQ1VVFW+99RZGoxGv14vL5aKnp4f29vZRC2q3tLRw6NAhQkND9c/S3r17cTgc2O12li1bRlhYGGVlZXqB7IC4uDgWLVpEa2srp0+fxmg0sm7dOmJjYwFf0KqmpobNmzfzuc99DqvVisPhoKGhYdRMlb6+vhF1bwIZPIFVuaqqqkYN3jidTo4fP85Xv/pV5syZw6lTp0hISCAhIYHTp08THh5OYmJiUEbglQqsnlZaWsoXv/hFzGYz5eXlegFol8vFvn37KCkpoaCgAPB9d5w8eRKLxcKqVav0VZ7Onj1La2srAwMDREREMH36dL1Id2FhIeHh4Xg8Hurq6ti7d68eeD537pyewRLQ29s7YvpnoP7Onj178Hg85OXlkZiYSGRkJBaLhSNHjvDmm2+OO210KK/XS0dHB2+88Qb33nsvYWFhxMTE6N/DVVVVnD17lsrKyqApagEul4vMzExOnDgxbjs9PT2UlpZy9OhRPve5z6GU4mc/+xlNTU14PB5cLheNjY1UVVWNCNAGpoQ5nU62b99Oenr6iIyc/v5+du/eTXt7OxkZGURHRwMETQUUQgghhBA3hs9E0EYpRVhY2IiCj0MFiseOprOzk7y8PJqbm+nq6qKoqAiLxcL58+exWq168WFAr30wlMViISQkZMxf2AOFbWNiYrDb7aSmppKQkIDNZiMiIoKQkBC9jsh4v6C63W56enrGrLkxMDBAU1MTzc3NFBYW6se7XC76+/tpa2sLyjQC38o30dHRGI1GvbBqQGxsLBERETQ2NupBmLCwMA4ePMjRo0dHHdBWVVXR3t6OUooLFy7o96SxsZHBwUGsVivh4eF68MPlcumBm6thsVgIDw/HYDDQ2trKnj17LvualpYWqqqqWLhwIatWraK/v5/W1tagTCer1crSpUuJjY2lrKyM/fv3jzpgysjIICwsjM7OzhH74+Pjqays1DNAwDdoDxQnnQqBANhoWVsejwdN00YsK93X14fH48FoNHLq1CmampooKioiKyuLWbNm6SvZjPcZuhIej4fu7m6OHz8+5jFKKRISEvRMiO7u7hFFxBsbGzly5Ag5OTnExMQQFxdHWVmZHmAESExMZNasWUybNo1t27bR3t7OxYsX9c94REQEvb299PT0cPr0aebPn69n3pSVlY2a/dXZ2UlpaWlQPZ6DBw+SnZ2tL23d19dHa2srPT09QZ9pp9PJuXPnaGxspKioiLi4OMxmMw6Hg1OnTmGxWFi+fDlRUVH09PRcdZ2nxsZGDh48SHR0NAsWLNBXKjKbzTQ0NOjBjXPnzuFyuXC5XJSUlOD1epk7dy5Wq5WGhgZ9VbrBwUG9jktg9Ser1UpbW5teCLqiokJvv7i4eEKZMUP7++GHH3Lu3DmSkpKIi4vDYrFQUlLCkSNHrujavV6vXpQ+Ojoas9msr1TV1NQ05up8ARNZtcnpdFJTU8Pbb7/NokWLcDgc1NXV6RluDoeDCxcujPhOHS6wLH1bW9uIfc3NzRw7dowLFy5gNpsxm80jnichhBBCCPHp95kJ2oyXaXM5xcXF5OXlsWzZMhwOB6tWrWLv3r1UV1ejaZq+LC74AicXL14MWtHDYDDg8XhobGzEbrePWEHJYrGQmZnJtGnTWLVqFWVlZfrKMQ6Hg5CQEGbNmsWRI0dGrPqklNIHP+Hh4UGZI4HVqYYaGBigrKyMTZs2UVlZqfchsGrR8GBBYGrG8F96w8LCsNvthIaGUl5eTmFhob588eHDh4MCNkOX6m5sbKSlpYXm5ma9QDT8daUvp9OpL8MNvvfO4XBc9eDU5XLh9XqJjIwkMTFRH+SbTCb9mkabZlJTU8OZM2dYsmQJAO+9957eh4GBARwOB7fccgvHjx9n165ddHR0EBoaisfjCcpiMRqNdHd309DQMGKAbzKZqKyspL6+HvD9wt7T06MH6KaCx+PB6XSOOrBrbW2ltLR0xHvd3d1Nb28vfX19fPTRRwCcP3+eJUuWkJmZicfj4cKFC/rUsGvhdDoxGo1ERkYSFRUVNA3KYrFgtVr1IGZcXBwtLS3jDlKbmppoamoiJiaG5ORklFLEx8eTmZlJd3c3s2fPZs6cOQwMDOirUdXW1urT/mJjY4OyOPbt20dzc/OYgVHwTcEJ1CAJuHTpEpcuXSI6OpqMjAy8Xi9RUVH09vYG9d/j8VBTU8O2bdu46667iIuL48KFC/oy9YH6OklJSbS1tY3bj/F0d3dz8uRJuru7Wbt2Lbm5ufrqWoHpTZqmBU2d6ujo4NixY3z00UckJyePyBwMfKcFlsKuqKigoqJizIDDlWpra6OtrW1CRZAnYvjqYxN18ODBUbO9huvu7mbfvn2jBjP7+vomVIMm8PyOpaura9wVBYUQQgghxKffZyJoA+i1KK7G9u3bycnJ4Z577sFoNHLixAn+/d//Xd8/9B/lHo+Hixcv8txzz+m//NfU1NDX18eaNWv40pe+RHR0tJ7+7vV6sdlsTJ8+nc7OTvbt28fmzZv1gY7H46Grq4v77ruPixcv0tfXh6ZpREZGkpmZidFo1AcfgToYxcXFmEwmpk2bNmJKU1dXFwcOHGDTpk1BqxR5vV791+ahAlNpjEajvhS2wWBg/vz5pKSk0NfXR01NDbfccgsVFRW0trbqS2cHAj65ublBA5SBgQEqKyv12jUBtbW1VFdXBw1S0tLSaGhouOqBSWdnJ83NzURFRfHII4/wq1/9Cq/Xi91uJyYmhsHBwVEHgYEAVG5uLk888QTPP/+8PmWosbGR48ePc9ddd3HmzBmys7MpKiqitraW48ePBxUjLikpob29PWgVooBAjZvAdB6Px0N1dfWYQZUAg8GgZ11daQZSV1cXjY2No2Y5nD59mu7u7lGXQ+7v7w/qU3V1NdXV1VfU9kRUVlbS0NDA3Llzue2229i6dau+Ly8vT1/dStM0nn322QmfNzAdzmg0cvToUZ566ik9QFRdXc2rr74adPy5c+cwmUwj7u9Epn8Fgguj6ezsvOyAX9M0du7cSWNjIx6Ph6amJj3gd/78eX2aVKBm1tVyOp0UFxdfcRDE6/WOOtWzvr6eX/3qV9fUp0+DyVglLZCJI4QQQgghxOWoK0mlVkp9KvOuTSYTRUVF7N69+5oKvKampuqZJddi8eLFeh0Fl8uFw+HQp1QMFxoayuzZs/nOd76D3W6nvr6egYEBOjs7OXnyJM8//7x+7E9+8hNSU1NpbGzE6/Vy5swZXn755REBgNDQUB599FHWr1/Pk08+SU1NDfHx8WRlZWGxWEb8MlxYWMhXvvIV7HY7O3fuJDMzk7CwMLZs2cKHH35IeHg4d955JxcvXuTOO+8kLS2Nqqoq6uvriYmJYd++fRw7dkw/X0FBAZmZmSOWOE9JScHr9QYFOKZPn47JZKKpqemqAzexsbEUFRXxrW99i+LiYjRNw+FwcPz4cT744INRB6ABBoOB3NzcEcvFR0VFsWnTJhYvXkxlZSUfffQR586du6ald41GI9OmTaOsrGzcoM28efOIiYmhqanpqpY9TkxMZPbs2bz33nsTOn7evHmkpqbS2dnJ/v37r7i9K5Wens7KlSu577776OjoICQkhP7+fmpra7lw4QInT5685oHzunXrMBqNQVP0hBBCCCGEEOITdFzTtMLhGz8TQRvwBW6udopNgFIKpdQ1r+wzdPrL0FWLxjpvIMtl0aJFGI1GqqqqqKur06e6BASWlw4JCaGhoUGvRzEas9msD4Y1TQtazWV48U2j0Uh8fDx33nknSUlJVFVV8eGHH9LY2Kjf05CQELxeLyEhIaxevZqUlBR6eno4c+YMpaWlQec0GAwYDIYR78fwexI4NrDtams1KKUwmUxYLBYWL15MT08PlZWVdHR04Ha7L3teg8Ew4r1RSunTdLxeLx6PR68Jcy1Ga2u4e+65B6vVSnFxcVAwbKKUUhiNxgl/HobWU5rKpcgDAu+X2WwO+nwE2vd4PNf8GQxMAfN6vVO2UpcQQgghhBBCXIHPdtDmRhAREYFSisHBwaBgTUBoaChmsxmDwaAvOTtZjEYjsbGxelHUrq6uMQf9kZGRen2Xvr6+UZeX/qTYbDY8Hg+Dg4MfSwBiKnz5y18mPDycs2fPcuDAgU+6O0IIIYQQQgghrt2oQZvPTE2bG8HllrUdHBycsgCJx+MZsXz3WIav4nM9udrCrdeT/v5+zGbzlBUrFkIIIYQQQghxfZCgjRCfMoEit9dTBpMQQgghhBBCiMknQRshPmVqa2vp6uqa0LLDQgghhBBCCCE+vSRoI8SnjKx2JIQQQgghhBCfDVcatGkFqqaiI0IIIYQQQgghhBCfUZmjbbyi1aOEEEIIIYQQQgghxMfD8El3QAghhBBCCCGEEEKMJEEbIYQQQgghhBBCiOuQBG2EEEIIIYQQQgghrkMStBFCCCGEEEIIIYS4DknQRgghhBBCCCGEEOI6JEEbIYQQQgghhBBCiOuQBG2EEEIIIYQQQgghrkMStBFCCCGEEEIIIYS4DknQRgghhBBCCCGEEOI69H8B7aKpEEpCnxYAAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -213,7 +204,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -223,7 +214,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -233,7 +224,7 @@
},
{
"data": {
- "image/png": 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sxI4dO3DDDTcI8UYeB7W96hzWux/kOskChV5d9Oam3nzLJM6p7VdFK1Wgk8vn5egJH2rd5G0FBQW45557cPnyZZSWlmL16tVwuVxp/aWOeyZBSu9YVQjUe7bo9YVemVzwUOsgj53eGKtiPBfg+PwyGo1Ys2YNSkpK0NHRgd7eXni9XkxOTuLEiRMwmUyoq6sTAhQAXdFMFjp5ueqzV64zr6Pa13I5fB7rCYkEQRAEQRAEsZS4LqJNJvFgPvFBz7DS+9GdyaCSt+sJN3pig54xP58RrBeGoydqzGdEyka4wWCAw+FAcXHxHONnPiNLr756Bqh8vFw3ud8ytUM9Vz0GAIqKilBfX4/y8vKMgoUsLKljl+mz3N/zzZt4PI7S0lIUFhbCbDbP6Rv538XsU+sit4mLhMXFxSguLhbnLDRO8wkJeuPM529+fj5ycnJgMpnmnCtfS49Mc3gx80X2cuBGck5ODmpqarBixYqM/aR3TT3RRK8+890zenPvSu5bvfFQn0nzoXcv6X2Xx9Nut6OwsBAmkwmnTp3CxMQEGhsbUVJSknafy+XrtSdTf+jNT3Vu6PUDD1GyWq0Z56Hax5mew3xu8ONVT0IAyM7ORmVlJQwGA9rb2+H3+5FIJBCPx9Hb24tAIACbzZZ278rlLySSaZomxBe99uqJUfP1EUEQBEEQBEEsRa5rIuJMRpFqeOgZInrGmSr+yPvV0BrVmMhksKrn69VVPUet43z1UcuRjTar1Yqqqips2LABNpttjhGmGjByOarxqV4rk3Grlq/2Ez9OfbuvbmeMobq6Glu3bsWaNWvSxkgNIZH/9MZENdzV+qr15seNjo7CYrEgLy8PWVlZaf07nwCmfpY9QWTkPolEIujq6oLdbkdFRYUwWOU6yedl8gZRPRzkuvBzAoHkSpB2uz3NwFb7hZeRk5MjjptPhMjUx7xecgigfEwgEIDBYEBRUdGcfpG9YvTudz1xUG3LQuKP3jzQgzEGs9kMp9OZ8b5Qx0CvXpnCczLNTXk7Ywx5eXkoLCxEa2srent7MTw8jJKSEjidzrSwnsW0X507mUJ/9Nol91deXh42bdqETZs2oaamRniL8XuPf1YFb/Wek7fJoo3ePC8tLYXD4UAwGMTw8LAoW9M0xONxBAIBhEKhOX2iip9qX8t10QtXU5+b6n220HwjCIIgCIIgiKXENRdt5hNHZKNdDZnQO18+Vs9LRjXCeL4NNfyGX0vNZ6GKEpnI9CZ6IS8LuQ38PB6WxFgyDGbTpk247777UFpaumC/qsIU92DhRpDaP3yb3F49Q1QNgZAFCVkEUf9KSkqwatUqNDU1ifoASDP85BxHaj8ypp/Dh+e24MepRhtvRywWQyAQgN1uR0FBQZrxp/7NN0Zq3TOJGkNDQ8jOzkZ5eTlsNtu8Y6XOdT1jPFPoUygUwsjICGZnZ9PEGHnO8e9WqxVNTU2oqqoSoSnqddTvfB4Cc41eeZz43+TkJGZmZmCxWDKG8HH0jOL5xCS5LD2hcDH3GMdkMsHlcmHHjh0wm826uY3kea1XD9UbTT5P/SzXie8zGAwoLCzEsmXLcP78eWiahqysLMRisbRcKup9pdYhk9ig9okMH1d5bA0GA6xWK7Zu3YqvfOUr+OIXv4j7778fK1euTHuO8PPUsEHgvftZLlsOj5O9XXi7zGYzVqxYgUQigYmJCcRiMVG22WyGy+VCIpGAx+NBJBIR7dJrQzwe131GyXnNeH1mZ2fF8dyrR0/QzxRGSxAEQRAEQRBLjesm2mR6k5nJ6JrPIFHFF25Yx+Nx8cd/5MdiMWEgqR4B6nb1R73aBk6m/BpyvVVjOJNhxY/neRm4ASN7q6iGvmyQqG+T5bwS8wlgmfpYfpOeyeDh5XAjkrcxGo0iEonAaDTCbreDMSbqyMuLxWJCTNMTM3j9VUGCt1u+tpyHwmKxIB6PY3R0FFlZWaisrBTnyMjGv5xUWq+/9MZXzqERCoXgcDhQVlaW5jUhj5sq+qjw+sm5O+Q/vt/n8yESieiKLnJdLRYLysvL8eCDD6K4uDgtnErvPDlkhIt6vC6qIcvrMzMzg+npaUQiERQWFqYJbZlEkcWgJyDydqnbM40V/5eLoCtWrMDu3btRWFioO878nlFFTn6dhTwx9EQx+Z52Op1Yvnw5GhsbMTQ0BKPRiLVr12JiYgJut1v0Ke9vdezl/D56Yh+vg17fyGMrH5udnY177rkHzz77LH7+858DABoaGtIEVTW8iZcpC7/qtXib5T7g8ycej6OqqgqxWAxTU1PiWWI0GpGfn4/Vq1djZGQEZ86cEc+IaDSaVn/+fDAajXPy2MTjcfE856GLamJz3pfyWHOxJ1NYFUEQBEEQBEEsNa65aMNYMu/Hhg0bsHr16rQkk0C6kaP3tlmvPL230eqb6ExihWrAqEaNfK6ekaZXvrxNz6ND9vjQM6T4KifcWDGbzWl5UlQjjq9qw89ThSf538WQaQUd9fryZ27AyQYSF8iysrKQlZU1J4eEKpjo9QkX3QCItuoJDPLbd254cy8Qm82GZcuWCWNS9RiQ+3O+1bkW6otwOIyJiQnMzs6ipqZm0V4gekIfNzplbwWj0ShEl1AolCZ2qePH+9Pr9eJXv/oVnnrqKdTW1iIvL09XuNHzGpENW7lMvT4Ih8MIh8MoLCycM556dcxUjlqHheoob+f71HA2frzNZoPT6cTY2JgQETPdg2q5/PtC7cj0/OHbdu/ejfz8fLzwwguIx+NYtmwZ6uvr0dHRgdHR0TTxUO/ZxK8h3weqgKQmYVfFJrleDocDmzdvht/vx9GjR2E0GmGxWDA7O5vmFWO1WmE2m8VzRs9rSxZOuXDCvWT4ebyOZrMZ1dXVCAQCmJycFGOQlZUFh8OB5uZmXLp0CcFgUJSt1l99put5QfFr8+dpJo85fr/xZ+6VPC8JgiAIgiAI4v3kmi/5DQA5OTkoKyvD1NQUgPeMIdnQ4D/81e0cLlBketOtGp+ZhBrZc0AWFCorK7Fhwwbk5+fjySefXLTRqSf4qKLSfAaBLGTwN8VWqxXZ2dlpb5Llz9yIU9vG2yQbbeo15HrKnxcynFX4eMj7w+EwIpEIbDZbWgiUek0134k8H9QEzDLq9dS3+SaTCePj46irq4PD4RDGqCo6yeer+xdDIpEQSyPz5b7Ly8tFmWoOEFnQUK+jzpdM3kVGo1EY0rzv+XHcsOX30OzsLNxuN1paWoTYozdX1f7gyHOLl8n7EkgXIXNzc9PaqkcmwWUhMgmjemXpPRcMBgOi0SiGh4cRCoXEdtVLTm9eyeJgpmeSWi9ZXAQgRCMgeW9s3boVW7Zswfnz50Wd1HtADvHJNGZyPeR/9URD1TstOzsbq1evxqlTp5CVlYUtW7ZgfHwcQ0NDafNTL1RIFji5WCP3h17YI5C8L/kzLRgMwuv1pgmTAwMDiEajc4RVjtof/LssCsntVeuvir3y/w+yJ1EmkZIgCIIgCIIglhLXRbQBIHI76Hkf8De2sieBLKhwz5OcnBzMzs4iHA7D6/XC6/XOyU/Az+fbVCNPfRPNGENZWRlWrVqFhoYGhMNh7N69G8eOHRN5VK4EPQ+gTHWxWq0oKiqCxWLB5OQkAIi26S17rOehoX42Go3CMMnJyUFubq5Ydcjj8WBmZgbhcDit3zIJBwu10Wg0Ijc3F/n5+QiHwyJ5Mjee9Dx4ZMNWT0jhnljz5ZfgBrndbkdOTg7C4bAwgKempjA7Oys8ffj1M+UmkQ29xSK3b3JyEtXV1aioqNAtayExSBa/MnmWGAwG5ObmIjs7W4g2RqMRNpsNoVBIN+9OPB6H3++fY9QuJHrIc0D+LAuqvD95fhSVTOLfQkKE3jmZzlc/62E2m2G326FpGoLB4LzzW71Wpuvy7/w+0yuHn19UVASz2YxwOIyCggLcfffdaG1txdGjR8U8VUU+VdBU67RYcVEVcxhLhs45HA4UFRXhjTfewO7du5GVlYXBwUH09fWljbEsDMpl6t2zHO7hou7nIqfZbBZhT7KHIP/OMZvNKC0tRTAYFCFk6nUz9YcqyvHrA3OFZnU8KacNQRAEQRAE8UHguog2XIzh3ggA0n4s5+XlYeXKlThz5oxwj2csmXth2bJlWLt2LQoLC5GVlQVNS4ZmTE9Po7e3F+3t7QiFQrpiicFgQHFxscihwLfL19e0ZBiFxWKB3+/HyMgIbr75Zpw+fTotdw2QNCYcDgdmZ2cRDAbneDDoGZRye/l3boSvWrUKNTU1AIDR0VF0d3eLpLMdHR26BlImbw15n8FgQHV1Nerq6pCXlyfeiofDYTDG0NzcjKmpqbTkvnqoxq1sAFqtVlRWVmL58uViFSGHw4GCggKYzWZh0KoeNWqf6Iluah3kvjSZTGJZb+5NAwATExPo7OwUKy3ZbDaYTCZkZWUhLy8PHo8Hfr8/rV5ynVRjUK57pv0AMDU1hWAwiIqKCmH4ZfIQUUUDPQFT9jTg+xljMJlMsFgsyMrKQnFxMZqamuByudDe3o6enh6Ew+FFeYQsBrVeegY8D4dRw2b05qrePXetyCTQAhDCFpDMt5RJsFLruRB8/vMVl+LxuPAykykpKYGmabBYLFixYgWWLVuGn/70p+ju7kY0Gp1TLk/szOsqz03130zzUe0XDn/m8LDB3Nxc7NixA729vbh06ZIQR+Tj1bw2ma6nN4fV7TabLS0vFv+LxWJp3oE2mw2lpaXYunUrOjs70wRZXrYqjs5XP1m01RtnXtZ84h9BEARBEARBLCWuuWjD2HurOFVUVABINyjsdjsaGxvx+c9/Hn/3d3+H/v5+kWtk2bJl2Lt3L+644w74fD4hOlgsFiQSCYyMjODll19GW1ubSNIqGwxmsxk33ngjDh8+jJmZmTSRRfYemJ6eRldXF8bHxzE9PY2PfexjcDgc4g2w1WoVng5VVVUAgJGREYyOjsLr9c4xKGQ3e+71Ihtg2dnZaGhowL59+2C32xEMBrFt2za88soriMfjGB4expEjR+YYvOrKPnoiiKZpyMvLw0033YQVK1YgFAphbGwM0WgUDQ0NWLt2LdxuN4LB4BxPIi74AElxxGQypSUj5litVpSUlGDHjh1oaGiAwWBAWVkZzGYzAMDj8aR5EMznxaAa9Hpv6vl3o9GInJwc7Nq1CxUVFcKbpLa2FqOjo+jv7xf5fmw2GxwOB5YvX47a2loMDQ2hs7MTU1NTaca1nhGnZ9yrwg3/zpcpttlsQqxiLOnlxD1eEokEIpFIRgNb9ghSRQ1+nUgkApPJhJKSEjQ2NmLv3r0oKSnBO++8g+eeew5jY2Nzkgarwgv3POH7A4FAWj4UbrzK9VEFSV4nLlSoCVyvhWgkt2Ghzyrq/cfbrec1It+XqsgoJy2WzzEajUI4q66uFgmpJycnMT4+Dp/PJ84pKyuDyWRCfn4+Ghoa0NbWhr6+vrT7ieeLKSwshNPphNFoxODgIPx+vxgP1StO/cy/Z+oPAGLu1NfXIxgM4rbbboPD4cDhw4fR3d0typIFOvkZyfuDh0CpeWYyCXdAUjzLzs5O86iR68/7lTEGl8uFDRs2YNu2bXC73ejv758TOqV6BKnCq/yv3me1vnz8SbQhCIIgCIIgPghcF9EmHA5jZmYG2dnZaWFQBoMBRUVF2LBhAxobG1FdXY2hoSEAQH5+PrZs2YJbbrkF3/3ud3H+/Hnx49pkMmHFihX46Ec/ikcffRSf+9zn0NnZiXg8nvbjPTs7Gw888ADa2towMzOT9gNefrvqdrsRDoeFQRsKhVBaWoqZmRkYDAZs3rwZH/7whwEkw5c2b96MQCCAF154Afv370c4HBYCiMlkQkFBAUwmE6LRKAKBQNqqP4wx1NfXY+fOnZiZmcH3vvc9aJqGhx9+GLm5uZidnYXZbIbJZEpb5USus9q/ah6Y7du348Ybb8QvfvELnD17FsFgUHhqrFy5UvShbGDz6zHGkJWVhdLSUpSUlGB0dBS9vb0iHMZgMKCyshLbtm1DJBLBj370I4TDYZSWluKBBx7Ahz70IWH4yUmnZUEiUxgC91TJFGJkMBjQ0NCA3bt348CBAzh06BCcTifuuece+P1+kWeGexLccMMN+MxnPoMTJ07grrvuwm9+8xscOnQIly9fFtfg4UZyUudYLDbHgOMGq/q2PhqNIhaLibwdoVAITqcT9913H8LhMAYGBjAzM4Pz58/PKU/TNN0QG7ndcrJki8WCNWvWoLKyEgcOHMDw8DD+5V/+BW+99RY8Ho/wtlE9B4xGIxwOB6qrq7Ft2zbE43F4vV4cO3YM4+PjcwRAeYz0ksCq9ePXkM/XW3Jez3OE90Wma8yHeh5PqpudnS3meCQSEXll1NA7WYSQx0EdG34dg8GAgoICrF+/Hrt27UJ/fz9yc3NhsVgwMzODixcv4ujRo0gkEjCbzaiqqkJdXR3y8/MRDAbxox/9aM6S0waDAaWlpfj6178uvMaefvpptLS0wO12p+VgkcdIHmM5YbV8/8gCFhdWb7zxRhgMBpSXl+Pb3/628O7jbeXiBX+m6OUSU8VjdZve3OHzgycal8uU50FBQQFqamrw9ttv4/Dhw+L/Cv5s4PPKZrOJ/w9kEZ6XI88Neb6ZzeaMAqnZbNa99wmCIAiCIAhiKXFdRJtoNIpQKIScnBxEo1FhLBkMBvH2t7OzEytXrkRzczM0TYPT6YTNZkNfXx/OnDkjBAVuVDQ3N6Onpwef+cxn8NWvfhUPP/wwJicnxX5usI2OjgqvEW4AAO8ZEvyHeygUQjgcRk5ODoaGhlBfX4+hoSGUlpaiuLgYp06dwosvvigMnk984hNwuVxobGzEuXPnRFv37t2Lffv2oampCbFYDO+88w4eeeQRzMzMCC+hmpoalJWV4amnnoLb7YbJZMLw8DAikQiWLVuGpqYmUWduPMpvl3k+DW4UyQlis7Oz8eEPfxgvvfQS2traRKLccDgMk8mE1tZWfOlLXwIAkajWZDKhsrISg4ODKCkpwac//WmsX78ejDEsW7YMzzzzDH7yk59gdnYWeXl5qK2tRVVVFX74wx8iGAzCYDCgu7tbiCibNm0SwlM4HBZ14+iFXnCja768EolEAp2dnTh48CDGxsaQnZ2NWCyG/fv3Y3R0VLTfarWipqYGGzduxOOPP47Tp0/jN7/5Dfbt24dVq1ahr68PsVgMRqMRmzdvxt13342ioiLE43FcvnwZ+/fvx+XLl0X97HY7ysrKUFlZCU1L5kfhK91wz568vDw4nU4kEgl85StfQVZWFg4fPoy+vj6RgFsvoXQmzwneT9wTI5FIoLq6Grm5ufD5fDh06BASiQTa2tpQUlKCwcFBjI+PzxEuzWYztm7dit27d6OxsRHNzc1oaWkR4WJ6IpqaY0U2grk4EI1GEY1GkZubi9zcXNx0003YsmULJiYmcOLECZw4cUJXlOJeUIWFhRgbG5sTUnQl8PExm83Iz8/H7bffjtraWhQVFcHn82FiYgKhUAhVVVWwWq2IRCJzvL94HVVvDVV4NBqNaGpqwvr16+FwOPDEE09gampKhPTIXlb8/LKyMqxfvx6tra14/PHHMTY2JsZH9opbuXIlamtr8cUvfhHr169HeXk5pqen4ff7YTAYsGbNGrS1tYl7SRZj7HY7Vq5cKZY0HxoaQldXlwi/4tfKyspCVVUVtmzZgmAwiL/+67/GhQsX0sK0+P3HxRX+rLNarejp6Zkjaqgei/Kzl5cnJwG2Wq2wWCxCOOHtiEajQnjKz8/HsmXLcPDgQTE+8hzlCY0ffPBBFBQU4NSpU2hvb8fExESayMTHQJ6D6tL0/Fm60HOHIAiCIAiCIJYS11y00TQNsVgMXV1d+Md//EfxozmRSKCkpAQ1NTWwWCw4cOAA6urqxBtZvupNfn4+bDYbwuFwmoExOzsLj8eDF154AU899RQqKioQDAYRCASExwRjDG63G7m5ubDb7SJXBK+DLHzIP+Z9Ph/q6upw+vRpVFZWory8HENDQ6LM7OxsTE1NpXk3WK1WLF++HJs3b8b58+fxs5/9DBcvXkQoFBKhMfzcvLw8mM1mjI+PA0gaP4ODgwgGgzCbzWLJ3XA4rJtklhtJqueNwWBAXl4ebDYbenp64PV607yaQqGQMN5cLhfsdjvi8TiysrLwuc99Do899hjuvfdeeDwePPnkk7h48SJcLhe+9KUv4fDhwxgcHERBQQGcTieCwaAI4TCZTCJ0yeVyIScnB3a7HT6fTxh16qotsmCmJ1yo7eIGWSgUQjQaxd69e8FYMj/P0aNHRX/wpcC5N0lraysikQh6e3vR19cHxhhKSkowMTGByspK/Mmf/Al+/etfo7+/H4WFhVixYgU+/vGP45FHHsHs7CweeOABNDU1IRKJYHBwEEajEVu2bAEAfO9738Pk5KRYWriqqgqf/OQn4XK58Pzzz+P8+fOij9Q2c+Q+yXT/yDmhJiYmcOzYMWGIHj16FHa7HdnZ2QCSokpeXh6mpqZgNBqxbt067N69G5qm4Rvf+AbcbrdYpUyeW3qikTzf+H3CRQce8uJwOPAP//APiEajaG1txcaNG1FWVoZYLIZ3331XGMM8r8umTZuwadMmNDU14eLFi3j22Wdx4cIFMVf4WGdnZyMQCGT0iuBYLBbU19fjoYcegtlsxjPPPAOv14va2lps374df/AHf4Dx8XGYzWZEo9E08ZA/m/h15ZWi5OeBwWDArl27sHLlSgQCAfzsZz9DIBAQAoYcZsiFHpvNhvLycrS0tODgwYMYHBwUfScnXC8uLsaqVavw+uuvY3h4GBaLBZWVleKZ4XQ6sW/fPnR3d4sxkwWG2dlZ9Pf3w+/3Y8eOHdiwYQNGRkbwy1/+Uog+ZrMZW7ZsEV5wjzzyCNrb2xEMBueEI/L6M8bw0EMPYd26dejt7cXjjz8uBBn+HOaCFhdG5Htcvnerq6vxne98Bxs2bEBubi7KysrQ3NwsvHx4OTyxtcViwfT0tJiXfHxMJhMqKirw53/+55icnER3dzf27t2Luro6vPnmmxgaGkJ2djamp6dRVVWFW265BT6fDydOnMDQ0JAQcVauXImioiL4/X709vZibGwMBoNhjncYQRAEQRAEQSxFrotoww0Bl8uF7u7u5IVMJqxduxYFBQU4ceIERkZGsG3bNnG83+8Xhlxubi5CoVCaYQUk3/a73W5Eo1GxWhAw1/ivrKyE3W5HXl4eKioqMDs7i9HRUQwNDcHj8SCRSIgEmKtXr8ZNN92EJ598EuFwGA6HAzk5OcIzgwtK5eXl2Lx5M1wul8il0tjYiI0bN+Lw4cMYGxvD6OioMOz4H189RV5BZXZ2Fi0tLSgqKhKhVXl5eXC73WlvsuXQCN638naTyYTq6moEg0ER8iAfy43h4uJi5Ofnw2q1ihwcY2NjuOOOO7B8+XIcPnwYLS0tmJmZgc/nQ3d3t8iFk5eXh5ycnDTDk49vOByGx+NBMBiE0+nE5OSkbq4NvTap4o16Hhc9AODMmTMYHR1FTU0NGhsb0djYiGeffVbkLeL9y1ca4/3OjbqSkhJ4PB6sWLECly5dQmtrK6anpxGPx1FfX4+qqiqYTCbU1taisbER7e3t6OjogN/vh9Vqhc1mw+23347i4mJ4vV7EYjE4HA786Z/+KXw+H55//nm0t7eLVcD4m3y1vYu5d4D3PKi4ECaHq3m9XrhcLlitVhiNRtjtdqxbtw7Hjx9HPB6H2+2G3++HxWJBLBZDKBTKuEKRel297Xwc+MpnDQ0N6Orqwm9/+1tMTk7C4/GgqakJu3btwpkzZ4SXx913343a2lqEw2G88cYbOHDgAO68807s2bMHk5OTCIVCyM3NxcqVK7F9+3aUlJSgu7sbp06dQnd395xEuXyO1NTUiJCvn//85xgcHEQsFkNBQYHI2ZOTkyNWGZOfH7IXkV6uFX4M9xbhK9gNDAzg0qVLIo+QGpbDvWPy8/Nx8uRJdHR0pCUX5vD8OLm5uTh+/DgSiQScTidyc3Nhs9nE84x7NPF7VQ6F1DRNCEhHjx7Fxo0b0djYiO3bt+PQoUMwmUy4/fbbcc8996CmpgYnT55ES0tL2gpyshAsC6QulwuhUAjDw8NpYhPvE7kectvlMTKbzVi/fj0GBgZQUFCA06dPo7OzU1ybh4PykCe+Qhr3yOR5tbjIv3PnTvT19eHXv/41IpGI6L8bbrgBALB+/XocOHAAf/iHf4jy8nIwxlBcXIynnnoKRqMRH/3oR7Fr1y5xzeHhYTz66KMYHx8XghQJNwRBEARBEMRS5rqsHlVSUoKmpiY4HA7xY7+2thYVFRUIh8Noa2tDPB6HxWIRuVYikYgQDVwuF0ZHR+f8mDabzaipqYHH4xEGsmrsT09Po7GxEVu2bIHH48HAwAAAoLCwEBUVFXPCVSwWCw4ePIiWlhYEg0GRjyYvLw8AkJWVhQ0bNsBkMqGoqAgrVqwQAsXw8DDsdjuysrJECJOc4JQbPjzMgb/tNRgMYqnvqakp+P1+LF++HD09PWltUY0+VZwyGo1wOp3CiOPGDj/HYrFg48aNwpPHYrFA05JJbltaWvCRj3wEFosFXq8XHo8H8XgcoVAI7e3tKCkpESEgBoMBOTk5QkTj/ZJIJOB2uzE9PQ2Xy4XOzs60eqoeQ3qf9UQevt1utyMQCGBqago+n0+INBs3bsRtt92GgwcPCsGGewPIXj4ejwdZWVnIycmB0WhEZWUlLl++LJZbdzqdyM7OxsWLFwEAGzZsQDweR29vr0jWajab8c4776CiokIspy4nqj5w4ABaW1uFxxevQ6Z2z9deNVyHi2J8qXtN0xCNRmEymdJCUBoaGnD8+HEAgNvtRl9fH+rr63HLLbfgrbfewsjIyFUbpnwcDQaDSAh+7NgxdHR0IB6Po62tDdnZ2Vi+fLmYZ7t370ZtbS08Hg86OzvR398Pp9OJmpoajIyMAADy8vKwYsUK3HLLLYjFYujr64PFYsG6detgsVhw7tw5eL1eUQ/uQVJeXo6Kigo0Nzfj4sWLiEajsNlsQuhta2vDihUrkJOTI8ZZTyDMlACbj0FPTw9sNhuqq6uxcuVKrF27FoODgxgYGMDAwIAQj41GIwoKCrB582aYzWYxXqpQxNvAPe/GxsbEnAyHw+IZwc+pra0Vc17NtcPzMJnNZhQWFsLlconvN9xwA+rq6hCLxTAwMIC+vj4xfzj5+fkoKCiAzWbDwMAA/H4/ampqUF9fj97eXnR2dmb0eOJ10FvuW04SPDg4iOrqagwMDKC3txfxeDwtdI7nACovL0csFksLI+MiUW5uLmpqanDo0CERrtXd3Y36+nrh3bdr1y5MTExg1apV6O7uFomNy8rKUF1djbvuugtdXV2YnJxEcXExysvLcdttt+HFF18ksYYgCIIgCIL4QHBdRJv8/Hw0NTXBbrfD4XDAZrNh586dsFqt6OzsxODgIGw2G/x+P+x2u8hzEQwG4Xa7UVJSgra2NlGewWCA3W5HeXk5tm/fjgsXLmBycjIt/IkbR5cvX8Z9992H0tJSHD16FEeOHIHRaBReFPn5+WCMIRAIYGxsDB0dHWhtbYXP54PBYMD4+Djq6urQ1NSE+vp6lJaW4oYbbsDAwIAIRVq+fDkmJiZw8eJFdHR0wOl0wuVypfUBN0BmZ2fFSlgbNmzA8PAwHA4HsrKy4PF4cPHiReTm5qKwsBCA/ipKeshvunm4jmxgGQwGOJ1OcU3uAcG9UC5cuCBEM+C9/Bazs7Po7e0V9fH5fIhGoygoKIDFYhFvynmY2+joKKamplBcXJwxofBit6kClWxch0IhDA4OIhQKwWq14tZbb8W7776LiYkJRKNR4Ukg//EcLna7HQaDATabTeQ5sVgsKCgogNVqxZtvvglN01BTUwOv1wu/3y/CaACgt7cXvb29QgByOBzIz8/H8PAwTp48KZYo5ga/3I7Fjqfcbj6ffT4fvF5v2kppcmiOwWBAVlYWioqKRLmhUAiXLl2Cw+HAunXrhMgyMjIyJ9H1QnWQ68y9nsbHx9HS0iLCecbHxzE2NoaqqirYbDZUVVVh69atGB8fR1dXF6anp1FdXY1Vq1YJMSYQCKCsrAyrVq2C0+nE/v37cenSJdTX16OpqQm1tbUAIFYI4/e23W4XSYabm5uFV5vZbAZjTHj+1NTUID8/H729vWltkMXETPOQ55Xq7+/H9PQ0+vr6sGnTJqxZswZOpxPl5eUoLy9HR0cHenp6YDKZ0NjYiIKCgrQE5bwf1dXkLBaLWDo8Ly8PdXV1eOedd4SXIZC8FxsbG2GxWDA2Ngav1yvEKZ4EOycnB+vXr0dlZSXcbjd6e3thtVpRW1uLqakpeL1eFBUVpQkpvP0OhwMNDQ2or68XQtSKFStQUVGBc+fOYWhoaM5KVmrYnNyXctn8+RGLxbBlyxYhxkciEZE3R9OS4aVNTU1Yvny58IiSnx+MJXMH2e12UZ9EIoFAIIDp6WlEo1HE43GUlJRgz549MBgMOH/+PGpqarB161YRJmg0GvHGG2+gp6cHtbW1uOWWW3DHHXdg//798Pv9892KBEEQBEEQBLEkuC6ijdvtxsTEBO69916sWbMGxcXF2LlzJ371q1+JZLgA0NXVBYvFAqvVKgSDcDiMyspKsbIK/4FfXV2NXbt2YfXq1fjhD38oVlrh53EjrLW1Fbfeeit++9vf4vjx4xgZGUEikcDAwIAQcHi56iopiUQCPT09aGhowO233w6TyQSXy4Vz587hyJEjGBkZwfr163HDDTfgxIkTiMfjeP755/GpT30KZWVlc0QH7pnS09ODsrIy3H777bhw4QIqKysxPj6OqakpIUDl5eVl9EBRDW05F0ggEBCJUWWDymazYe3atTAYDHj99deFNwI3sNxuN958803cfPPNaStLAYDf70dPTw/C4TACgYBYCSw/Px9A0mNo27Zt6O3txaVLl9DQ0ICampqMCT7nCxHS88Dhx/t8vjlj5PV6cerUKdx///3Izc3F1NQUAoGA8GDiXiFcLOPhdlxgqKurQ0tLS1oeHJ6EeHp6WnjTcAOZC4YNDQ04ffo0TCYTbDabEEsaGhrEUuR8pRw+L68k6a4stvHvkUhEhH3JogMPAeMiBjem+Zzu6ekRnj+f/OQnkZ+fj9deew0TExOIRCLzrmClwutjNpthsVhEaBO/ZjQahc/ng8/nQ3Z2Nu69914Eg0H09/fD5XJh+/btWLVqFVwuF37605/i6NGjCIfD2L59O1wuF15//XWcPHkSs7OzmJ6exuDgIG688UY8+OCD8Pl8ePTRR0WYkMPhEOIMT/TNx/rChQtwOp1obGyEx+NBaWlpWj6WTGF56hzkZXLR7OLFi+js7BQ5a+6880488MADOHv2LF5++WXEYjHxPCgtLRVeWH6/P80bhYs3fCWl5cuXo7KyEjU1NfjNb34Dv98v6uP1elFfX49bb70VY2NjuHTpEqanp1FWVoaJiQkUFRWhqKgITqcT586dwxtvvIGpqSnY7XZcuHABAwMDKCsrw+7du9HU1IRly5bB6/UiEAggEAgIEbmyshIPPPAALl68iFgsBq/Xi9HRUQSDwTl9Bbwn7PK5yL3w5H7kuY6Gh4exb98+8Wzh7eZzmIvfVVVVaG9vn/Mc5+dEIhG4XC4MDg6KEL1wOCxyeLW2tuKOO+4QObji8TgqKytx880346abbsLXvvY1dHZ2IhgMorOzEzk5OdixYwcqKyuFZyBBEARBEARBLGWuy+pRU1NTaGlpwfLly/Gtb30Lvb29eOaZZ3Dx4kX4fD7Mzs7C7/fjpZdeErlezGYz7HY7SkpKUFJSgoaGBiQSCZSWlmL9+vWoqamB2+3Gv/7rv6K/v194QshiQyKRwNTUFL797W+LEALV4JU9UmSDhOexmJ6exltvvQWv14stW7bg6aefxoULFxAMBtHT0yO8MrjXQmtrq0jMqr6F5rlfhoaGcPz4cVRUVODpp5/GxMQE/vIv/xJut1uEGPE6cuN7oRwkiUQCsVgM/f39WLVqFQoLC+H3+xGJRGC327F69Wp88YtfxD/90z/hwoULyM3NTfNG0TQNBw4cQCKRwNjYmOjHaDQKr9eL/v5+EXbU3d2N9vZ2fPjDH0ZXVxf27NmDAwcO4Ny5c8jOzkZnZyd27twJm80mzrlSDxM1fIV7CrndbrHdarWKlbysVqtIsjs+Po7JyUk4nc40ryue2DYrKwuxWAxHjhzBN7/5TUxPT4vwkN7eXiEKHDx4EF/+8pdx5513ory8HAMDA7DZbLj33nuxdu1a7N+/H4ODg0gkEvjJT36CPXv24Fvf+pZYwaenpwfDw8OYmZlBXl4e9u/fn+Z5sRDy/IxEIiJsRO47o9GIUCgkyuXik5xYVdOSOYv279+PtrY2fP3rX8ett96KH//4x3jnnXcwNTWVMexFHQsugvE6TU9Pi2vJ4TqapqGqqgq7d++Gx+PBvn37MDU1hfPnz+PnP/85mpub4fF4EIlERM4Z7vElh/WNj48jHA6jrq4OFRUVeOyxx9LuK56riudU4uPscrngcDjgdrsxOTmJ0tJSmM3mtNwteoKN2ma9lbU0TYPf70dXVxd+9KMf4c/+7M9QWFiItWvX4vDhw3juuecAADU1NaitrcXs7CwOHz4snoU8PxdjDBMTExgYGMDf/M3fIBqN4gc/+IEQloHkqm/nz5/H5z73ORw9ehTPPfccOjs700SPv/iLv8A777yDjo4OIcTFYjFEIhHhXdbT04OCggLU1tbin//5n3Hp0iWcOnUKhw4dwtTUFI4dO4ZTp06hpKQE4XAYn/rUp0SydbVveN3l/uM5v9RnKPfOCQaD0DQN2dnZyMnJEUmQ5ZWd+Dzy+Xxpc5ePVygUgsfjwc6dO9HR0YEbb7wR69atQ2trq0g0fPLkSXz+858X/cw90/bs2YNXX30VZ8+eFXUJBAK4fPkyTp06hdWrV6O7uztjuCJBEARBEARBLBWu2+pR/f39+OEPf4gnn3wSiURCrA7FRQODwYCZmZm08Jz+/n6cOXMG9913H7Zv3y7ywZw9exavvPIKhoeHhVu8XpgHF1O427ueYbqQmBCPxzE8PIzJyUkcPHgwzZtHDgPgoQCRSARDQ0NpoQK8jTz5ZSKRwOjoKH7wgx/gmWeegdvtFh4PemEb8wk2nEQigWg0irGxMRw5cgSf/exn0dzcjEgkglWrVmHXrl148cUXRRJSj8eT1l7GGILBIF577TVxPaPRiHg8jtHRUYyOjoplefv6+jA9PY1NmzahvLwcP/nJT9Db24tQKASfz4fTp0/jYx/7mMgZw8vXG4NMyMdnZ2eLlXHeeOMN2Gw2FBUVoampCatXr0YgEMDXvvY1ESJ35swZXLx4EWazWSRPjcfjCAaDmJiYEHWYnp7G97//fWzZsgVmsxltbW04ffq08BgYGxvDv/3bv2HNmjXYsWMHVq9eDbvdjrfffht/9Vd/JVaOisViGB0dxcsvv4wzZ86gtrYWK1aswOrVq3HjjTfC7/dj//798y4rLIdRZRIQ+FznIhb3WjCbzWIOaJqGqakpsV++x2ZnZ3Hp0iV84QtfwL59+/DQQw9h48aNeOWVV3D+/Pk0QUkN6wIgQoX4tfhqZXIuKaPRKATX6upqsfIQ98iRhVMuLuXn58PlcqV5M8XjcRiNRqxZswbLly8XiaQBiKTKPp8PgUAAOTk5WLduHc6ePQuDwYD6+noUFRXB6/ViaGgIly9fxrZt28QqZ7yf9HJgqf0vj5mc/8poNMJoNGLbtm1YtWoVRkdHRfgVz2W1f/9+3H777Vi/fj0aGxtx+PBhTE5Owmq1iudId3c3fvzjH+PYsWPwer0YHBwUzwJez9OnT+Ozn/0sJiYmRKgev4bJZMJjjz0m7lc+zvw5ytuTSCRw5swZtLe3w+FwIBQKIRAICC8t7iXV19cnPFjOnj2LoaEhEXYm94UauiTPXVm84/mWeM6uvLw8FBYWYnJyUngwmUwmeDwenD17FiMjI2htbRXPQD5HAGBkZATHjh3Dww8/jO3bt2NmZgYvvPACzpw5I1ahOn/+PI4fP45Lly6JBNwTExNwu9146aWXRJ4yLnjxcC05hxBBEARBEARBLGWuqWhjs9nSchuEw2ERtiLnRjAYDMLg4NvNZjOCwSAuX76MYDCIgwcPigS78p/sjaCKMPw6md6e6okiegazvAqRfB01WawaDqQa4bI3An/7HAwGhbEsG0aL8bCR68jrEQqF8Pzzz2PXrl2oq6tDTk4O/H4/vv/976O5uTljvgjGmDAGeZlyH6n9wVerMZlMiEQiwhAKh8Po6+vDE088IcZHPnexyP0bCATQ3NyM3Nxc3H333SJMq7e3F8eOHcPY2JjIayEv+S3nEeIG4Llz52AymYSR19XVhf7+fgAQ7eDzhgsFHo8HZ86cgd1uB5AMF+OrTXHx591330UsFsP09DRGRkZw6tQpIRLEYjF4PB5Rrl4/zJf3JpFIwOPxiKXi+XX5HOLiDR+bgYEBcYzsrQVAiJivv/46BgcHccstt+CP/uiP8P3vfx+Dg4Nzxl6tB68/z+HkcDjSvNW44DI1NYWzZ89i06ZNuO2223Dx4kWMjo4KsZaH5/Cl4/lKQDw5N2MMdXV12Lp1K3w+H1599VVs3rw5bXnoSCSCjo4OOBwOfOQjH4HD4RAJxk+dOoX+/n7E43F0d3djz549wrOMt4uvBsdFOvk5Is9BPa8cxhjWrl0rEtuePHlSrCbFx8bj8eDAgQP47W9/i9nZWfH8kkXZeDwuBAs+fnJf8zG7fPly2pLfjCVXVuLHcGGG11EWgOX7OxKJiGeOvJ+fy5crr66uxtmzZ4VowkU6Lljx+vN68m28bnyc5Puvo6NDJEvngiLfH41GcfToUeExJS8hzvsjGAyio6MDf/u3fwun0wmPx4PR0VER+sdz3HznO98RAm4wGMSRI0fEfcqfU5xwOIzu7m6cP39+XlGVIAiCIAiCIJYK11S0kQ0g+e223o9j/sOf/1DnAoDH4xGiSSAQEHlCZONILoMjCysL1VE+Xj5fPkZPPJGNP27kywayXI5cvroMNPDeW3xebiYDQi5H/iyXPTIygqNHj8LpdMJisSASiWB0dFSEXen1ixoOoueRJNeJhxdwuGHGjdW33npLrHSzWO+aTGiaBp/PhxMnTmBgYCBNAPR6vSKnCj+W579Q5xtjTIhvfFswGExrh3rdcDiMaDSKmZmZtHAPOd9GIBAQ3hE874Y8tnxuqP26WBKJBN5++20hVMgGNk/8PDExgVAohNHRUfh8PmRlZcHlcmFyclIsfS2PeSgUwvj4uFgyPD8/X3iIzTcO/N/R0VG8/fbbsFqtafudTieMRiM6OzsxOTmJX/7yl6iqqhIrx83MzAiBjYuE4XAYQ0NDKCoqwk033YTh4WFkZWXh/vvvRyKRQGdnJ9xuN4qKiuZ4wUxOTqKtrQ0mkwnl5eWIx+M4deqUyOMDQIRYyeKS2iZ5vGQxg++TvZnsdjvWrl2Lbdu24fTp0+jq6sLw8LDIWSQLLzMzM6JMfs+ruXNkEU5+DvB9RqNRCJLqeMiCrfpckO9zuU7qvax6yvAlx71erwg5k1EFIV4XeY6pzxMgmV9s7dq1yM3NTfNU5PeHvDqY2k5+XR6WypOg86Tccg6noaEhIcRFIhEMDAzg4MGDCAaDaaK0wWBAMBjEu+++i8nJyd/pGUUQBEEQBEEQ/1FcU9GGGyiqEaEnGsjH8mNisRiCwSA8Hg+cTid8Ph+AdFFjPmFmvn16ho26n5ehGnOqV85CooTePlUcUT0w5HrphXHNd61IJIL+/n4MDAyk1VEWL9S66wlNajvlcriRJId/qcLRtXpzzQ3CoaEhTExMiDf+8wl289Vf9hLg21TDV76uPDdljzDeBzzXDC9P7g/1WotBb44NDAygpaUlLT+QpiVDoeQQQb7aVU5OjkhQm0gk0pZRBgCXy4Xc3FwEg0F0dXWlCVeZ5pu8ze/3IxgMpuUx4X0xOTkp9re0tMDtdiMvL0+EqM3MzKSF+cRiMfT09KCoqAgbN27E7t27kZOTg/r6ehw6dAh9fX0IhUI4d+7cnDEMBoMYHBxENBpFRUUFfD4furu70wx0njw70zirbZPnBJAUVJctWyZCjoqLi1FXV4epqSmcOnVKeHWo4y4LCfI84PmyVNGVzzN1G0eeh/L8l+9n+VggeS/KIWHyPhVeTkFBAaLRKDwej0gSL5evLjkut1H1JpOfEz09PXC5XPD7/Wn3nio869VLHheeJ4uL/PJxfA7yaycSyQTSPLeP3Mf8xQBPWJzJC44gCIIgCIIglhLXVLRRjWe+TTZq5O3ym2ZuMIdCIQwMDGDZsmUi6avskj+fYDPf94WO1XvrLe/X85yRjSzZK0PvLbh8jOy1kelamUQFjirCyIaVnheRnmijae8t5SxfW/WwUcUk2ZtGvZ56rStBPp6Ptyw8qH2h10bVMyPTefJfJkGLl8fbK4eJyOX+roIN/1e+biKRQHt7+5xtoVBojlHLxZFQKISVK1eKlci4J0gikUBlZaUwWC9cuIDh4eEFx0dP9FDn1sTEBKampsT8i8fjYlUe3heq6DU7O4v+/n5kZWVh5cqV2Lt3L3Jzc9HR0YH29naMjo4CSHpq8LAe/hePxxEIBNDT04O+vj7dcYvH4+jp6UkTOeQ2LdRe7sXDvYVKS0vh8/lw5MiRtHBDuV1yGarACKSLGXxM5LrLdeN9tNC81HtGqEuMy6K5LGDI90p+fj5mZmbE0uKZBC1ZBJE9iPTamkgkE6zzlaH4cXJ9ZZFL7p9MXoHy/Safo85T9fnF4R5z8jgRBEEQBEEQxFLnmoo2XACQjSX5BzU3KPibZx5CIv/4D4VC6OnpQWlpqXgrL4daqaKCHnqGmWqgq3BDjNdNfZMsG1B6woieMZPpLfp8gs18+9Vj5evI/aJ+V41I1fhTjUI9cYh/lld54ceqRphqSOrVeT74HOEGlir26RmVan/w8dMz2Odrp55go3oWyeXxeqplLVaw0itTnd9qG2QDGnjPSG5vbxc5X/Lz84VnjdfrRTweRygU0l2Var4xUUUtPa8Kua/lUBpgrqHM687z0zzxxBPYsWMHfD4fmpubxUpCAERIldxGNeTIbDbPCcmLRqNiZTp1Li5GqEokEmL1JYvFgpaWlrSwJ/me4XONJ22WcwvJ81GvD/ifnLcHgPAoUb0R5frJYje/X+T5yFdnko+T+04WmbOyssQqVPK9IQvrap3l8eX149eTc0QNDAyIZ7e8cpQ897g4G4/HxYpf8njwNqgCnjwPeM4cOXl0ppcIme5ngiAIgiAIgliKXFPRRl6GW/5Rr/44lt+48lwE3OgIBoNoa2vDhz70IbFffsMK6Hv0cOb7Ib6QYMCvJ8OFItlQzZTwWBVl9AzyhViMwa/ul8UNWSBTy9Wrm55nkGz4ycdHo9G0OqhignpNvbZdDXoeE5mMSLluega7bMiqxpvcf7LwxdslezHI56tcqei2mH2yUCPfE3I7uWE8OTkpwsp4m2SBRRZZMgls8nXlesmGN+8D9Xg1dE3OXSWPWSQSwcjICF555ZW0ROPy84BfUxZU+Ta++pSexx73MtITETMZ8/w7X0FtYmJCbJdXPlJFAx6OxMvk9eHhVbKYIO/n58rjoteP8jOV9wUXZeT7l69Wx+eB7H0n953cTyaTCdXV1fD7/Wm5duLxeNrKfnrzQu+5znPycI8lOccUnwd6SZMBzHnuyIKQ6t3H28///wAgRH5+LdlDU/WGu9pnEUEQBEEQBEH8R3NdPG1Uo0bPMwVAmsHDDRm++svQ0JBYKYcbqqrnimwIXe1bU73zVE8V1UBW35ovlkyCjFzOYoWdTGVzLwWOHNLDjTc1z4PcZjWMg9dJ9YrS82C5Eg8TvbrL5cliiiyScOSxl/9Vj9PrK1lc0vMi4GWooW96AoB67WuFPB9UrwLZ64TfB3Kb5HP4WMpeKrz83yU8hF9D7ht+Pe79IrdFFjvkMmRPOr5NFhyA9OeKXP9wOJwmjOh5nGTyWlronlPHW9M0IULI8D7liXJ5Wxlj4p6R6y97gcleWvI9yo/h7QGQJtTJ483bwL/Lwpd8T6vPYP7sNZvNKCoqwuDgoFh+nf/JYaByP/E+VpeE17T0cMtIJJLWBj62sueR/P+DLCrxZz4/VxZTeVn8enr3Ixd/1O1yW8jbhiAIgiAIgvggcE1FG9kTY7FkCtMIBoMZXdx/39ATf2SPEL3jgczCifw9U1hPpjJVjwGOniAjG5nXWjhbqCw9YWY+EYLXVX3Trhpy6vHy9fS8lRYj2ukdtxivL/W73Aa1DC7k6KG3rPvv4mmgVxdeH73+lI10VXwCkLYstiwwyQKGnpeEKsyo5+mJxPKcVdvEj1G3qfeG3Af8HLkOqjCi5qfhnih6/cjvO+4Fk6n/1b6U+0SvbmrYlOx9k5OTg/HxcbFanyzwqaIuh4cxyf2t1k0VVvk2/q88prJ3jdx3apvltvLzVKGaH8PFZpPJlCYu6h1PEARBEARBEEuVa77k9+9yztUY778vqO28Hm+BFyOALXTMQqElSxk9Lws9Mhnw19K7aLHMVwcZOeSEG6j8HL177ErrrPaJnueDnsgCzBUyZPi+TIKIOs9UgUNvWWz5GguNT6Z9eqKZLETIZAqXlM9TxbZM46oev1hBBEj3xlGFTDVEiO+PxWJwu90YHh4Wy6TL3j+y94teuzK1SfWakcWjTGMk/8lt0ztebt98fa8Kiar3JEEQBEEQBEEsda6paENcO34XzxXiPzfcm4KjJ0D8rmTyFFHLzyQyyd4p8ueFBEU9I1wVQBZTp8X2gV7ZeoKSKszI7dK7l/W8fdT6qyE+vAyeN0a+ZiavIrWOajL4UCiEt99+G5cvXxbLpqseNmpbgfcSt8sinp4YpYpE8jir46P3PVMfyfXg4t1880AdO702EQRBEARBEMRShF3JD1fGGP3KJQiC+D3EbrfrinF6eYFkzxn+Xc4/o4YgyeWpCZHVbfN5xGXy9JO9j1RPHDUUSxaOeA4ggiAIgiAIglgCnNY0bbO6kTxtCIIgCIRCofe7CgRBEARBEARBKFypaDMJoO96VIQgCIIgCIIgCIIgCOI/KdV6G68oPIogCIIgCIIgCIIgCIL4j0F/TWmCIAiCIAiCIAiCIAjifYVEG4IgCIIgCIIgCIIgiCUIiTYEQRAEQRAEQRAEQRBLEBJtCIIgCIIgCIIgCIIgliAk2hAEQRAEQRAEQRAEQSxBSLQhCIIgCIIgCIIgCIJYgpBoQxAEQRAEQRAEQRAEsQQh0YYgCIIgCIIgCIIgCGIJQqINQRAEQRAEQRAEQRDEEuT/B3Selr3u4mJlAAAAAElFTkSuQmCC\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -243,7 +234,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -253,11 +244,12 @@
}
],
"source": [
- "for i in range(10, 20):\n",
+ "for i in range(190, 200):\n",
" plt.figure(figsize=(20, 20))\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" data, target = dataset[i]\n",
+ " target = [x - 26 if x > 35 else x for x in target]\n",
" sentence = convert_y_label_to_string(target, dataset) \n",
" print(sentence)\n",
" plt.title(sentence)\n",
@@ -266,132 +258,72 @@
},
{
"cell_type": "code",
- "execution_count": 55,
- "metadata": {},
- "outputs": [],
- "source": [
- "data, target = dataset[12]\n",
- "sentence = convert_y_label_to_string(target) "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "torch.Size([97])"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "target.shape"
- ]
- },
- {
- "cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
- "h, w, s = 28, 5, 5"
+ "from text_recognizer.networks.util import sliding_window"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
- "from einops.layers.torch import Rearrange\n",
- "slide = nn.Sequential(nn.Unfold(kernel_size=(h, w), stride=(1, s)), Rearrange(\"b (c h w) t -> b t c h w\", h=h, w=w, c=1))"
+ "data1 = torch.stack((data, data))"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "140"
+ "torch.Size([2, 1, 28, 952])"
]
},
- "execution_count": 12,
+ "execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "28 * 5"
+ "data1.shape"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
- "patches = slide(data.unsqueeze(0))"
+ "patches = sliding_window(data.unsqueeze(0), (28, 32), (1, 28))"
]
},
{
"cell_type": "code",
- "execution_count": 14,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\"They have come!\" he said reverently, gripping his_______________________________________________\n"
- ]
- },
- {
- "data": {
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- "text/plain": [
- "<Figure size 2880x2880 with 50 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [],
"source": [
- "# remove batch size\n",
- "n = 50\n",
- "patches = patches.squeeze(0)\n",
- "fig = plt.figure(figsize=(40, 40))\n",
- "print(sentence)\n",
- "for i in range(n):\n",
- " ax = fig.add_subplot(1, n, i + 1)\n",
- " ax.imshow(patches[i].squeeze(0), cmap='gray')\n",
- " ax.set_xticks([])\n",
- " ax.set_yticks([])"
+ "patches = sliding_window(data1, (28, 32), (1, 28))"
]
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "torch.Size([190, 1, 28, 5])"
+ "torch.Size([2, 33, 1, 28, 32])"
]
},
- "execution_count": 15,
+ "execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
@@ -402,285 +334,180 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 48,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.image.AxesImage at 0x7fabf098e9d0>"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 1440x1440 with 1 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
- "plt.figure(figsize=(20, 20))\n",
- "plt.imshow(data.squeeze(0).numpy(), cmap='gray')"
+ "patches = patches[1]"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"metadata": {},
"outputs": [],
- "source": [
- "from text_recognizer.datasets.transforms import Compose, AddTokens"
- ]
+ "source": []
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
- "target_transform = Compose([torch.tensor, AddTokens(init_token=\"<sos>\", pad_token=\"_\", eos_token=\"<eos>\")])"
+ "from einops import rearrange"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 54,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "IAM Lines Dataset\n",
- "Number classes: 82\n",
- "Mapping: {0: '0', 1: '1', 2: '2', 3: '3', 4: '4', 5: '5', 6: '6', 7: '7', 8: '8', 9: '9', 10: 'A', 11: 'B', 12: 'C', 13: 'D', 14: 'E', 15: 'F', 16: 'G', 17: 'H', 18: 'I', 19: 'J', 20: 'K', 21: 'L', 22: 'M', 23: 'N', 24: 'O', 25: 'P', 26: 'Q', 27: 'R', 28: 'S', 29: 'T', 30: 'U', 31: 'V', 32: 'W', 33: 'X', 34: 'Y', 35: 'Z', 36: 'a', 37: 'b', 38: 'c', 39: 'd', 40: 'e', 41: 'f', 42: 'g', 43: 'h', 44: 'i', 45: 'j', 46: 'k', 47: 'l', 48: 'm', 49: 'n', 50: 'o', 51: 'p', 52: 'q', 53: 'r', 54: 's', 55: 't', 56: 'u', 57: 'v', 58: 'w', 59: 'x', 60: 'y', 61: 'z', 62: ' ', 63: '!', 64: '\"', 65: '#', 66: '&', 67: \"'\", 68: '(', 69: ')', 70: '*', 71: '+', 72: ',', 73: '-', 74: '.', 75: '/', 76: ':', 77: ';', 78: '?', 79: '_', 80: '<sos>', 81: '<eos>'}\n",
- "Data: (7101, 28, 952)\n",
- "Targets: (7101, 97)\n",
- "\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
- "dataset = IamLinesDataset(train=True, init_token=\"<sos>\", pad_token=\"_\", eos_token=\"<eos>\")\n",
- "dataset.load_or_generate_data()\n",
- "print(dataset)"
+ "p = rearrange(patches, \"b t c h w -> (b t) c h w\")"
]
},
{
"cell_type": "code",
- "execution_count": 342,
+ "execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
- "data, target = dataset[181]\n",
- "sentence = convert_y_label_to_string(target, dataset) "
+ "patches = rearrange(p, \"(b t) c h w -> b c h (t w)\", b=2)"
]
},
{
"cell_type": "code",
- "execution_count": 343,
+ "execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "([], [])"
+ "torch.Size([2, 1, 28, 1056])"
]
},
- "execution_count": 343,
+ "execution_count": 57,
"metadata": {},
"output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<Figure size 5760x1440 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
}
],
"source": [
- "plt.figure(figsize=(80, 20))\n",
- "plt.title(sentence)\n",
- "plt.imshow(data.squeeze(0).numpy(), cmap='gray')\n",
- "plt.xticks([])\n",
- "plt.yticks([])"
+ "patches.shape"
]
},
{
"cell_type": "code",
- "execution_count": 344,
- "metadata": {},
+ "execution_count": 58,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"data": {
"text/plain": [
- "tensor(0.0631)"
+ "torch.Size([66, 1, 28, 32])"
]
},
- "execution_count": 344,
+ "execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "data.mean()"
+ "p.shape"
]
},
{
"cell_type": "code",
- "execution_count": 345,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "tensor(0.1638)"
+ "torch.Size([1, 28, 952])"
]
},
- "execution_count": 345,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "data.std()"
+ "data.shape"
]
},
{
"cell_type": "code",
- "execution_count": 346,
+ "execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
- "from torchvision import transforms"
+ "p=7\n",
+ "x = rearrange(data.unsqueeze(0), 'b c (h p1) (w p2) -> b (h w) (p1 p2 c)', p1 = 28, p2 = p)"
]
},
{
"cell_type": "code",
- "execution_count": 347,
- "metadata": {},
- "outputs": [],
- "source": [
- "n = transforms.Normalize((0.5,), (1.,))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 390,
- "metadata": {},
- "outputs": [],
- "source": [
- "ra = transforms.RandomAffine((-1.1, 1.1), scale=(0.5, 1))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 399,
- "metadata": {},
- "outputs": [],
- "source": [
- "d = ra(data)\n",
- "d = (d > 0.15) * d\n",
- "d = (d - d.mean()) / d.std()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 400,
+ "execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "([], [])"
+ "torch.Size([1, 136, 196])"
]
},
- "execution_count": 400,
+ "execution_count": 42,
"metadata": {},
"output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<Figure size 4320x1440 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
}
],
"source": [
- "plt.figure(figsize=(60, 20))\n",
- "plt.title(sentence)\n",
- "plt.imshow(d.squeeze(0).numpy(), cmap='gray')\n",
- "plt.xticks([])\n",
- "plt.yticks([])"
+ "x.shape"
]
},
{
"cell_type": "code",
- "execution_count": 351,
+ "execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
- "import torchvision"
+ "patches = rearrange(x, 'b t (h w) -> b t h w', h = 28, w = p)"
]
},
{
"cell_type": "code",
- "execution_count": 74,
+ "execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
- "d = torchvision.transforms.functional.gaussian_blur(d, 7, (0.75, 0.75))"
+ "patches = patches.squeeze(0)"
]
},
{
"cell_type": "code",
- "execution_count": 78,
+ "execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
+ "image/png": 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\n",
"text/plain": [
- "([], [])"
+ "<Figure size 1440x1440 with 12 Axes>"
]
},
- "execution_count": 78,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<Figure size 5760x1440 with 1 Axes>"
- ]
+ "metadata": {
+ "needs_background": "light"
},
- "metadata": {},
"output_type": "display_data"
}
],
"source": [
- "plt.figure(figsize=(80, 20))\n",
- "plt.title(sentence)\n",
- "plt.imshow(d.squeeze(0).numpy(), cmap='gray')\n",
- "plt.xticks([])\n",
- "plt.yticks([])"
+ "fig = plt.figure(figsize=(20, 20))\n",
+ "for i in range(12):\n",
+ " ax = fig.add_subplot(1, 12, i + 1)\n",
+ " ax.imshow(patches[i].squeeze(0), cmap='gray')"
]
},
{