1336 lines
1.6 MiB
1336 lines
1.6 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 170,
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"id": "6026a74b",
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib widget\n",
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"\n",
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"isdark = False\n",
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"\n",
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"from rayoptics.environment import *"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 171,
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"id": "c7d740ee",
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"metadata": {
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"scrolled": true
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},
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"outputs": [],
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"source": [
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"opm = OpticalModel()\n",
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"sm = opm['seq_model']\n",
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"osp = opm['optical_spec']\n",
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"pm = opm['parax_model']\n",
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"\n",
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"osp['pupil'] = PupilSpec(osp, key=['object', 'pupil'], value=16)\n",
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"osp['fov'] = FieldSpec(osp, key=['object', 'angle'], value=5, flds=[0., 0.707, 1.], is_relative=True)\n",
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"osp['wvls'] = WvlSpec([('F', 0.5), (587.5618, 1.0), ('C', 0.5)], ref_wl=1)\n",
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"\n",
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"opm.radius_mode = True\n",
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"\n",
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"sm.gaps[0].thi=1e10\n",
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"\n",
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"def calc_curvature(n, fl):\n",
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" return (n-1)*fl\n",
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"\n",
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"n_bk7 = 1.5168\n",
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"n_lasf9 = 1.85025\n",
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"n_f2 = 1.62005\n",
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"\n",
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"v_bk7 = 64.17\n",
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"v_lasf9 = 32.16\n",
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"v_f2 = 36.43\n",
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"# try for chaining a 3x telescope setup with a second 3x telescope setup\n",
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"f0 = 150\n",
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"f0_0 = (v_bk7-v_f2)*f0/v_bk7\n",
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"f0_1 = -f0_0*v_bk7/v_f2\n",
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"f0_actual = 1/(1/f0_0+1/f0_1)\n",
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"f1 = 60\n",
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"# 1/f = 1/f0 + 1/f1 = 1/f0 - v2/(f0*v1) = (v1-v2)/(v1*f0)\n",
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"# f0 = (v1-v2)*f/v1\n",
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"f1_0 = (v_bk7-v_f2)*f1/v_bk7\n",
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"f1_1 = -f1_0*v_bk7/v_f2\n",
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"\n",
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"f2 = 150\n",
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"f3 = 50\n",
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"\n",
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"f1_stacked = 2*f1\n",
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"\n",
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"r0 = calc_curvature(n_lasf9, f0)\n",
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"r0_0 = calc_curvature(n_bk7, f0_0)\n",
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"r0_1 = calc_curvature(n_f2, f0_1)\n",
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"r1 = calc_curvature(n_lasf9, f1)\n",
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"r1_0 = calc_curvature(n_bk7, f1_0)\n",
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"r1_1 = calc_curvature(n_f2, f1_1)\n",
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"r2 = calc_curvature(n_lasf9, f2)\n",
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"r3 = calc_curvature(n_lasf9, f3)\n",
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"\n",
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"#sm.add_surface([r0_0, 2, 'N-BK7', 'Schott', 42/2])\n",
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"#sm.add_surface([1e9, 2, 'N-F2', 'Schott', 42/2])\n",
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"#sm.add_surface([-r0_1, 180+2*f1])\n",
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"#sm.add_surface([-r0_1, 180+2*36.])\n",
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"\n",
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"sm.add_surface([r1_0, 4, 'N-BK7', 'Schott', 16])\n",
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"sm.add_surface([1e9, 2, 'N-F2', 'Schott', 16])\n",
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"sm.add_surface([-r1_1, 30])\n",
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"#sm.add_surface([1e9, 2, 'N-LASF9', 'Schott', 16])\n",
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"#sm.add_surface([-r1, f2+f3])\n",
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"\n",
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"\n",
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"#sm.add_surface([r2, 2, 'N-LASF9', 'Schott', 16])\n",
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"#sm.add_surface([1e9, f2+f3])\n",
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"#sm.add_surface([1e9, 2, 'N-LASF9', 'Schott', 16])\n",
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"#sm.add_surface([-r3, f3])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 54,
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"id": "a26f0ff4",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"data": {
|
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"application/vnd.jupyter.widget-view+json": {
|
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"model_id": "bc33ba3f73f646adb605241decb1dcb5",
|
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"version_major": 2,
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"version_minor": 0
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},
|
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"image/png": 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",
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" Figure\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"opm.update_model()\n",
|
|
"opm.seq_model.gaps[-1].thi = opm.optical_spec.parax_data.fod.bfl\n",
|
|
"opm.update_model()\n",
|
|
"\n",
|
|
"layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm, is_dark=isdark).plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"id": "85fd9885",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"efl 50.17\n",
|
|
"ffl -54.42\n",
|
|
"pp1 -4.251\n",
|
|
"bfl 42.68\n",
|
|
"ppk 7.488\n",
|
|
"f/# 3.135\n",
|
|
"m -5.017e-09\n",
|
|
"red -1.993e+08\n",
|
|
"obj_dist 1e+10\n",
|
|
"obj_ang 5\n",
|
|
"enp_dist -0\n",
|
|
"enp_radius 8\n",
|
|
"na obj 8e-10\n",
|
|
"n obj 1\n",
|
|
"img_dist 42.68\n",
|
|
"img_ht 4.389\n",
|
|
"exp_dist -3.569\n",
|
|
"exp_radius 7.375\n",
|
|
"na img -0.1575\n",
|
|
"n img 1\n",
|
|
"optical invariant 0.6999\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"pm.first_order_data()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"id": "fbb733ef",
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "326d863c43bc4d3ba96074464b27f77a",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"abr_plt = plt.figure(FigureClass=RayFanFigure, opt_model=opm, data_type='Ray',\n",
|
|
" scale_type=Fit.All_Same).plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"id": "95deb34e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "a88863352ccb4248815eecadf8289319",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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" <img 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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm, is_dark=isdark).plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"id": "fe1bd365",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "ca417a2888fa4fcc8eeebf1a55a1a65f",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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1eN3DsTEmR0eZGZ/E5/V+6E+dEEII8Ukz7t/+NZlMVBp1hk95QedBvlbkrzZv82/9/ttHvpwpisKw08uw08vNCb1L2Gg3ieaTRHJJ4uUs66k4z5I7AFiNFnI1jT+9/9cshWaZD05iMern+kwGM7NDk8wOTR55N/lqkXAmRiQTI5rbI1PJk6sWiRdT/YmRCgoWowmH2caEK8SEfwSHzQ6KQjKfIZ5NUqiWj9U9HA0GmRwbZ3JsnImxMekeCiGEGHjG/bBZs8lErfWa4FrxTv7zB3/BH136Fovp049esxjNLAxNsDA0AUC32yVVzhPJ73E/HqOjlfnn6z/wV+s/oCoKLrODoNPPzNA4y6FZ5oYnj3QHvXY3Xruba5Mrhx7vdNrs5JNEMjEi2TjxQop8rcR2apeNvUj/dUbVgNVowW1zshCaYnJ4lCG3n1anRTybIpqOky7mqLzQPXy09uruob/XPZyQ7qEQQogBYuwqCu12G4vZTEMKwPe2k09QatVYDM2c9lI+CEVRCLp8BF0+NjN1/ue3/j7zgQk20lHWU9ts52IkSmnWMxH+2ep3qIqKx+Jg2OlnbniCldAcM4ExDIajXTiDwch0YIzp/S3pFxTqZaLpGOFsjGg2QbqcI18pEi+kuBt+qq8NBbPRhN1sxe/wcGVqiamRMSaHQpRqVXbTCSKpOPHcQfcwEtsl8rruocPB6LB0D4UQQpw/RovJTLaUx2a2UqtLAfi+/tGjv+SPr/zqtJfxUUQLRf71q1OYDGaujC5yZfTgvGO1WWMtvc1aMkw4H2e3kGQtHea/ffq3GBQVj9XFiMvP/PAky6E5pvyjqG+I+vNYnXgmlrjc25re19E04vkk4ay+pRwvpMnVikQycTZTUdBrQwyKAZvJjMvqIOgJ8Nn8JaaD44wPhajUq0SSMXbSe+xkYqSLeb17mM+Tyb2ie2gwYLNY8Xu90j0UQgjxSTLabVYypTxWi4VsqXra6/mkPd7bwGQyM+odOe2lfHDNdhtFUTEZXj3Lz262cX3sAtfHLvQfK9TLrKfCrKe3ieQThHNxnia3+CeP/wajasBrdTHiGmJheJKV0TnGvME3FoUABlVlwh9iwh/i24XPDj1XaVTZzuwSySSIZvVc5UKtzF4xw/3oQVFnMZiwm214HW4mhkJ8vniN2dAEfpeXRqvJbjrBbmaPSCpGIpd6Y/dQVRRML3UPp8bGGZfuoRBCiDPE6HA4yJTyjHuD1NvN017PJ0vTNP702W/4V774l097KR/Fs1SSSc/Rrdo38Vid3Jq8xK3JS/3H8rUia6lt1lIRdgoJNjNRHu9t8CeP/gUm1YjX6mLUPcR8cIqLY3MEXUNvLQr3OSx2Lo0tcmns8E3sjqaxV0gTycaJZGPE8kmy1SK7uQRb6R1+8+wOoOclW40WnFY7QY+fqeA4XyxdY2ZkDJPRjKZp5MoFoqn4oe5h+Zjdw6nxcSZCo8xMTOL1eN7pcymEEEK8D6PH6SJfKbIYmqbZkgLwl/oh+oBhzxA++2Bk4z5Lprg48tnbX/gWXpubL6au8sXU1f5jmUqOtVSYtXSY3cIeq6ltHiTW+a8e/BVmgwmf1cWYJ8jiyDQro3MMu/zv9D4NqsqYL8iYL8hX84fj+WrNOuHMbn98Taqco1Avkypnebiz3n+d2WDCbrLicbgYD4wwE5zgy5WrBFy+foH6cvcwnk1RqJWoH6N7ODYywuToOJOjY9I9FEIIceKMXq+HVCSJzWqj0W6d9no+SR2tzT/fvM3/9Ff/xmkv5aOJFAr8a1emP8jbDjh8fO3w8fXMdUDvrqYqWdZSYTZSEXZLSR4nNrgbewZ3wWIw47e5GfPqReGF0Bx+p/cXvW+b2crK6Dwro/OHHtc0jWQpq3cN0zF2C3tkq0Xi+RThTIzfrd0FQFVUrEYzTqudYbefyeFRZkYm+GL5KhaT5dDbO+geJoim4wdzD3vdw4fPnh1ag8FgwGa1Eti/uSzdQyGEEL+Q0e/1svnsOXarjVZHCsBf4i/Xv2dxdB67xfL2F58DzXYbhdef/ztpqqoy4hpixDXE783dBPQCKlFKs57eZj0VIVZKcT+2yk87TwA9ycRnczPhC7EU1DuFHrvrvdYQ8gwR8gzxxeyVQ8/VW41ex1AfX5MsZig0KjyNPefx7kb/dWbViM1sxWN3MeYPMjMyzvTIJFdnV45sazdaTXbSCWLpBJF0XJ97WCtTr9UJV3YI7+4cXl+ve+hyOvW5h9I9FEII8QbG4UCAcqOK0WCg2x/DK46r0W5we/cp//Yf/o9OeykfjX7+b/RU16CqKmOeIGOeIH8w/wWgF4W7xQRryTAbmSjxUpqfoo/5MfIQALvJSsDmYcIfYjk0w9LIDK4TSL6xmiwshWZYemn0j6ZpZCp5ItkY4XSM3XySTDXPXiFDJBvn+437+seiKFiMZpxmOwG3j6nhMWZGxpkZmWR+dOrI+9M0jVwpTyQdZze9d6h7mM3lSGezR7qHRoMBq3QPhRBC9BgDXh/1Zv201/HJ+m8e/5obs5cxGgynvZSPZjWVZiV47e0v/MhUVWXSO8akd4y/y9eAfuEjmo+zmtrieWaHeCnND+GHfLetF18Ok42A3cOUf5Sl0CwroVlsZuuJrWfY5WfY5efm9OVDzzXaTXayCSKZGOFsnL1ihkK9xHpim2fx5/3XmVQjNpMFj93FqG+Y6ZEJZkfGGfENE/D4uTF/6eV3e6h7GE7FSeTerXs4tT/3MDSKUbqHQghxLhmNRiNaVzp/v0ShVmI9F+XfvjY43T+A3UKBf3Dxw5z/O2kGVWXGP86Mf7z/WKvTJpKPsZrcZiu7S6KU5nfb9/jt1l0UwGG2M2T3Mh0YYyU0y+LI9KHzeyfBYjQzH5xiPni0w5ct5/WovGyMndwe6UqeVClLNJfgx+d6N1NVFCwGM3aLjSGXl8mhMaZHxpkNTeKw2pgfnWJ+dIrfe+ltv9w9jKTjZEo5Ko3asbuHk6NjTE9M4nUPxoUnIYQ4j4xAf+NXtoDfzX/x6C/5duULVEU57aV8VE2ti810Ml2y02AyGJkPTDEfOCi+Wp0mz7O7rCXDbGV32CtnCW/+xK8376Cg4DLbGXL6mA2MsxSaZXFk8oOdgfQ7vfidXm5MXzz0eKvTZCe317+hnCimyddKbO5FWU1sw6Pex6cae1F5DkK+4d5Zw3FGAyGMqkrA439D97DBTnqv1z3szT08bvdwJMTU6Kh0D4UQ4hPQKwC7aJoGKHQ0DcMx56wNsngpRbZe4h+8dFv0vMtUKjhNjtNexokzGcwsD8+yPDzbf6zRbrCRibKeDLOdi7FXybCV3Xmn3OOTXuPs0CSzQ5NHnstXi3rXMBMjmtsjU8mTrRSIFZL8tP0Y0KPyLEZ96LXf5WFyaJSZ4ASzoQlcdv0spMVkeXv38MWby+X84e7h0yeH/h3j/s1ln4+JUekeCiHEWWEEMBqNVOr6RZB6s4HDajvtdZ15/8WDv+SPLn972sv46DYyaSZ9p3sB5GOxGC1cGlng0shC/7Faq97PPd7K7RI/knvsJOj0MTs8yUpolpmhiY/yC5XX7sZrd3NtcuXQ451Om518kkhGv6EcL6TI10psp3bZ2IvA4x8AMKqGftcw6B1iOjjO7MgE44GRfidPfbF7uPCa7mEq3pt7GO93D2u1OtuVHbZ3Xt09dDudhKR7KIQQH5URwGaxkipkMRtMVJs1KQDfYj29jabCpH8wCqEXbWdzXB67ddrLODU2k/VI7nGlWWE9FWEtpece7xSSrKbD/LdPf/uLco9PksFgZDowxnTgaGpLoV4mmo4RzsaIZhOkyznylRLxQpp7YT1EWUHBbNSHXvudHiaGQkyPjDMXmsLjODxWx2KyMD82w/zYzJH3pWkamVKOnVTiSPcwnc2ROk73cGyc6fEJ6R4KIcQJMAI47DaypQImk4laq3baazrz/snT3/D3b/zd017GqdgtlvhXrxzdghxkDrOD6+MXuD7+7rnHi8EpVkJzjHqHP1pRuM9jdeKZWOLyxNKhxzuaRjyfJJzVt5TjhTS5WpFIJs5mKgpPbwNgUAxYTWbcVgdBT4Cp4BgzIxNMDo9heqmDp6oqw54Aw57AsbqH8VyK4jG7h6MjISZHx/TM5VBIuodCCHEMRgCn00m+UsBsMlFrSBzcm+yV0qAqDLu8p72Uj67b7dLudrEYB2Pg9ft4c+5xmGh+j81MhMd7G/Dwn2NSjfhsLkKuYRZGprkwOvNOuccnyaCqTPhDTPhDfLtwOO6v0qiyndklkkkQzcZJlbMUamX2ihnuRw9yjy0G/ayh1+FmIjDCVHCcudFJ/K/5ujlu9zCairOTSRzpHj54bffQz9TYGOOjY8xOTOJ2/fJh4EIIcZ4YATxuN/lMiZAjQK0lMwHf5J+t/8Bnc1ff/sJzKF2p4LacvwsgH8urco/T5Sxr6TDrqTA7xSSrqS0eJNbgPr3cYzdjnuFfnHt80hwWO5fGFrk0tnjo8Y6msVdI61F52RixfJJstchuLsFWegdWfwLAoKhYjRacVjtBj5/J4fHe0OsxTMZX36o+Tvcwkoyzm90jmoqRyKVf6B5G2d6JHn57ioLJbNa7h8ER6R4KIQaSEcDv8/JsJ8mMf4xms3HaazqzWp024UKMP/7sD097KadiI5Ni0nv0LJn45Yacfoacfr6ZuQEczT3eKe3x6DW5x0sjM1wIzeFznn6ah0FVGfMFGfMF+Wr+8JDwWrNOOLPbH1+TKuco1Mukylke7qz3X2c26GcNPQ4X4/6R3lzDCQIu3xs7oRaThcXxGRbHZ448p2ka6WKOnXRcP3/4YvcwkyWVyRzqHir0MpdtNgI+H1Oj0j0UQpxPRoAhn59SrYLVYqVQLZz2ms6s78L3mB+ZHbi5f/u2snluTnx52ss4196Ue7yW2mYj/ercY7/Nw7hv5ERyj0+azWxlZXSelZdGJmmaRrKU1buG6Ri7hT2y1SLxfIpwJsbv1u8CoCoqVqMZp9XOkMvHVHBMv6UcmnjrgG5VVQl6AwS9AT5buHzk+VqjwU46zm46QTQT73UPS9SqNbbLZbajR7uHZrMZl9PJWHCEidExpscnGBsZke6hEOKTYgQI+gNUGzVsFivJZuq013Rm/RB9xH//q39w2ss4NYlSmdnAxGkvY+C8mHv8hwunm3t8klRVJeQZIuQZ4ovZK4eeq7caRDJxotk44WyMZClLoV7mWXmLJ7HN/uvMqhGb2YrH7mLMH+wNvZ4k6PEf6/ykzXL87mE0nSBbzlNpHnQP77+xezjOxNgoM+PSPRRCnB1tTWMrvK0XgHa7nXanjc1ipdGWSyCvsltIYDHrZ5cGUbfbpdPtYv5A6Rfi3bwt93gzs0Pipdxjp8lGwO5l0h9iJTTHUmjmxHKPT5rVZGEpNMNSaObQ45qmkankiWRjhNMxdvNJMtU8e4UMkWyc7zf0j1VVFCxGM06znYDby1T/rOEkNsvxLjG9U/cwrXcPC/US1WqN0lu6h+MjISZ6Zw/HRkcxyvB9IcQHlMpm+M0P3/Nw9Rm1un7Xo79n0QUcVikAX+cv1r/n8/kbp72MU7NXKuOxyvy1s+x1ucfhXIy11DbPMzskyhn+dusg99hpthP4wLnHJ0lVVYZdfoZdfm5OHy7KGu0mO9kEkUyMcDbOXjFDoV5iPRHmWXyr/zqTasRmsuC2uxj1DTMdHGcuNMGI791G8RynexhNHRSImXKe6gvdw3tPHvdf/2L3cMjnZ3J0TLqHQohfrN1uc/fxI3730232Uim0rh71a1QNTPpDOK2OFwvALnabnVa7fWoLPqsa7QbxUpp/OTi48+82sykmPXIB5FNjMhhZGJpiYegg97jZabJ1RnKPT5LFaGY+OMV8cOrIc9lyXo/Ky8bYye2RruRJl7Ls5BLcfq5vm6uKgsVgxm6xMeTyMjk0yvTIBLMj4zhs73b7/cXu4c3F13cPd1JxopkEiVyKYr1MtVpjqxxhKxo5/PZ63UO308mYdA+FEK8QT+3xN99/z9ONdeqNgwu9LquDy5OL/N6lW4wGRgD4s9v/4qAAVBQF6KKhffRFn3W/3brL8tjCwF7+AIjmi1wbXz7tZYgTYH5L7vFWbpdkOcvzF3KP3RYnww4fM0MTrIRmmR2e+KC5xyfN7/Tid3q5MX3x0OOtTpOd3F7/hnKimCZfK7G5F2U1sQ2P9NeZVGM/Ki/kG2J6ZIKZkXFGA6FfVIC9tXtYyBJNJ/QiMZ3odw9TmSzJV3YPjdht+tzDfvdwYgq382yd+xRCnJxmu82de3f57u5PpLNZur0un0k1MjM0ztfLN7ixcOnIYP59/UetZgvpQv6jLPpTc2f3Cf/Db/61017GqUpWKkzLCJhz67W5x6kIa+lttnOxF3KPf/dC7rGfueEJlj9i7vFJMhnMzA5NMjt0tLufrxb1rmEmRjS3R6aSJ1spECsk+Wlbv/yhoGAx6kOv/S6P3jUMjjMXmsRl/2XFl6qqBH1DBH1Dx+8e1spUqjWKx+geTo6NMzU2zmjolxWvQojTE43F+Jsfvmf1+QbNVgvQfwl021xcm17m20u3CHoDx3pb/QLQZrORKeU/xHo/aZuZKE6bE/sxD46fV412B7tZMqIHic1k5crYElfGDqLijuYe77Ga3uafvpR7vDA8xfLoHJO+0KmkmZwEr92N1+7m2uTKocc7nTY7+SSRTIxINk68kCJfK7Gd2mVjLwK95pxRNfS7hkHvENPDY8yGJhkPvN/ImON2D6PpGDvpPbLlPNXG8bqHU2Pj+mDsiQnpHgpxBtSbTX74+Q4/3r9HNp/vd/nMBhPzwSm+vfgZV6aXf9H3lP6/4XTayZXydOme3MrPgb/a+IEvFz97+wvPMU3rovBp/hAXJ+uVuce1EuupbdbSEaL5BOFsjKfJLf7x41/3c49DriEWTjH3+CQZDEamA2NMB452xAv1MtF0jHA2RjSbIF3Jk6+UiBfS3As/BfSuodmoD732Oz1MDIX0uYajk3gd73fR6u3dwxrRVIKd3vZyIp8+XvfQ5dK7h72zh9I9FOLD2YpE+PUP37EZ3u7fy1BQ8NpdfDZ3ka8vfEbA7Xvv99MvAD0uN/lKCboKmqZ90t+gT0q1VSNTKzD1im/0g2SvXMRrk5uI4tU8Nhe3pq5wa+pgll+uWmA1FWYjreceb2QiPHpD7nHIEzzFj+DkeKxOPBNLXJ5YOvR4R9OI55P6+JpMjHghTa5WJJKJs5mKwtPbABgUAzaTGZfVwbAnwHRwjOmRCaaGx157judd2Cw2liZmWZqYPfKcpmkkC1l2UnF2MvrZw2y5oHcP0xmS6TT3Hj/qv14BDEYjdquNIb+PyVHpHgrxS1SrVX7380/cuX+PQqnYb8NZjGZWRmf59uItVqYWTvyXrv53FK/HQywTw2ow0Wg1sVnO5nywj+mvN25zcUIuPuwUCgRdw6e9DPEJ8dk9fDV9la+mj+Yer6XC7BaTPHsh99hiMOG1uRlzn53c45NkUFUm/CEm/CG+WTi8o1BpVNnO7BLJJIhm46TKWQq1MnvFDA+iq/3XWQz6WUOvw81EYISpXhrKSXQCoDeY2zdEyDfELa4cef7F7mE0HWMvn+l1DysUyyWeRyJH3p7ZZJLuoRAv0TSN9e0tfvvjD2xFI7Q7HUC/jBtw+rg5d4mvL36Gx/FhGy/9AjDg9bFaW8PlGKbWrEkBCNxLrPE/+71/87SXcepixRLj3pW3v1CIN3hd7vFqKsxGKsxuKXko99hqMOOzuxn3BFk8Q7nHJ81hsXNpbJFLY4uHHu9oGnuFtB6Vl40RyyfJVovs5hJspXdg9ScADIqK1agPqQ96/Ez2h16PYTKe3PieX9I9rLxL93BsjJmJCZwO6R6K86dYLvO3d37k7qOHFMvl/uNWk6Xf5Vsan/2gu6+NVoNkPkO6kCOSjB0UgMGhAOVGDbPHRLXZ4Pz87v3LrKa2CLh8WEym017Kqdsrlfl6ZvS0lyHOmRdzj3//DbnH92Kr3Hld7vH4PJ4zFnF3UgyqypgvyJgvyFfz1w49V2vWCWd29bi8XKIflZcqZ3m4s95/ndmgnzX0OFyM+0eYHul1DV2+E/1B8+7dwzTFWoVK5e3dw/GREJNjevcwNCLdQ/Fp0DSNpxvr/ObHH4jGYnQ0vcunKgoj7gC3Fi/z1dINnPZ3mzH6qveTKxdIFbKkizny5QL5SlnvzterVJt16q0GrXaLTvfwmL+DM4AeL41WA7PJRK1Zf68FnQe3o0+4NCldL4BCo8GQ3XvayxAD4FW5xx1NY6eQYCMVZiMdJVZOHeQe3znIPZ70h1gKzbASmsNhOd+RjTazlZXReVZG5w89rmkayVJW7xqmY+wW9shWi8TzKcKZGL9bvwuAqqhYjWacVjtDLh9TwTH9Ikpo4oMkwRynexhNxdhJJ9jNHO0e3n1N93DY72dibIzJUekeitOXLxT4ze0fuPfkMZVqtf+43WRlaXKRX136nNmRiWP98lVr6N26TClLtpQnVy5SrJYp1yuU6zXqrQaNdpNW52h4h6oomA0mLCYLNrOFIZcXl82Bx+7C7/Tgd3t5Etk4KACNqkq328ViNlNrNo68wUGzU0zwd2/8wWkv44xQ5FKQODUGVWXaN8a0b4y/u7Sfe9wmkk+wltru5x5/H37I717MPXZ4mfKNshyaPdO5xydJVVVCniFCniG+mD3ciau3GnrHMBsnnI31u4bPyls8iW32X2dWjdjMVjx2F2P+YO+s4SRBj/+DfB94sXv4+dLVI89X6rV+5nIkHWcvn6b0QvdwMxI+8vbMJhMel5uxkRHpHooPRtM0Hjx9wm/v3Ca2l0DT9A6bQdF/kf1i+SpfLF3FZtFHqLU1jVwpT7KQJVPMkSsXyVdLlKplKo0a1UaNeqtJs9NC6x4N5TCpRsxGEzazBb/Tg9PqwGN34nG48bs8DHv8DLt9x0ouCid3OXStrEsXq8lCfcDzgPO1Imaj+ZMbavshFOs1bMbBnoEozh6DamTWP8Gsf6L/2Ktyj3+7dZffbP38SeYenzSrycJSaIal0MyhxzVNI1PJ6zeU0zF280my1QJ7hQyRbJzvN/SiWlUULEaz/nl0e5kaHmcqOMZcaKL/A+5DcFhtLE/MsTwxd+Q5vXuYPhhtk0mQ63UPk+k0e+nUK7uHDquNIekeil8gk8vy6++/49HqM6r1g91Sm8nKaGCYkG+ILlCslri7+ZjfPvlJ79a1mrS0V3Xr1F63zozdbGXI7cdlc+B1uPA5PfhdXoY9fvxu34n8AhPei3F77R4Pw2svF4BgNpuoFGvv/U4+ZT/tPGF2ZPq0l3Em7BTyDDuPN1VciNP02tzjzA5rqTDPs7vslTOEN+MHuccWB8MOLzOBcVZCs8x/IrnHJ0lVVYZdfoZdfm5OH54d2Gg32ckmiGRihLNxkqUM+VqJ9USYZ/Gt/utMqhGbyYLb7mLUN8x0cJyZ0DijvuAH3T3Qu4dBQr7gO3QPy5QrFQrH7B5Oj08wEhyR7uGAaWsamWyG2N4ej1af8TwSplY/fDxORaGL3jyrteo8T0V5nooC+teExWTGarIQcHpw2hy47S68DjcBl5cht48hjx+H9cMGLCRyaW6v3edJZINMOd8vQs2q6XABaDKZ6KLfFBlkT5LP+Xs3/ui0l3Em7BaKjLrHT3sZQvwiZoOZ5eAcy8GD7lGj3WAjHWU9dZB7vPmG3OP54QkMn1Du8UmyGM3MB6eYD04deS5bzutRedk4Ozl96HW6lGUnl+D284dAr2toMGO32BhyefWovJFxZkcmjrVN9b7eqXuYjpOtFKg26sfqHk6O63MPpycmcdrP95nT86RcrbKXTpJMZ8jm8uRLBYrlEpVKlVqjTrPZ7A9ffhWjYsBmseCyOnFYbLjsTrx2Fz6nm4DbR9Djx+PyntovDLlSgdtr93m4vUaqlKPR0Xd0bUYLU94QVyeW+Wz6In9y968OF4A2i5V6Wz9YOKg6mka5WcPvOH/jJn6JeKnM782FTnsZQpwYi9HCpdACl0IHucfVVo3NVJTV1BbhfPzVuccuP/NDk6yMzjIVGB/4IyJ+pxe/08uN6YuHHm91muzk9ohk4kSycRLFNPlaic29KKuJbejVVCbV2I/KC/mGmB6ZYDo4ztjQxzmrd5zuYTQVYzedIJpOsFfQU1OO0z0cD/XmHo6PS/fwI2i326RyGZLpDJlclmw+T7FUolSpUK1VaTSbtFotOtrRc3X7DKqK1u32o9ZAP8sXcHq5PnuBby/exP2B5/L9EuVqhTsbj3jw/CmJQppaW2/gWQwmRlwBLo8tcnPmMsFXzFU9VAA6HHbqzQbNAS4AN9LbBD2y5bkvXakyfk5SGoR4HbvJdiT3uFyvsJ6JsJYME8nH2cnvsZra5s+e/gaDouK1uhhxBZgfnvzkc49PkslgZnZoktmhySPP5avFftcwmk2QqeTJVgrECkl+2tZH/SgoWIz60Gu/y6N3DYPjzIUmcdk/3jk9h9XGyuQ8K5PzR55raxqpXLo31ibBTiZOrlyg2jzoHv786GH/9f3uoc3GsD/QP3so3cM3K1fKJFJpUpk02XyefLHXravW+t26dqdzqGh7kcFgwGwyYbNY8Xt9uJ1OPC4XPq8PVVFY394ivBOl2SsOFfRko2vTy3x78SZB39DH/YCPodFq8PP6Y+4+f0Ism6TS0o/smVQjww4f347Oc3P6EhP+tzduDhWALqeTarNB8w3tz/Pu59gqS6NHv+AHldbtYh6wM1FCADitDm6MX+DGG3KPt7O7PEk+P7e5xyfNa3fjtbu59tKIrU6nzU4+SaRXHCYKKXK1EtupXTb2IvBYf51RNfS7hkHvENPDY8yEJpgIhDCeQFTecRlVldFAkNFAkM+XX9E9rFWIphP62cNUgmSx1z0sVyiUSmyEtw+9XlVVLGYzbqfr3HcP2+02qUyGZCZNOpslVyhQKBcplSvU6jXqjSatdqt/o/ZliqJgMhoxm834PB4cdgdulxOf20vA52M4ECA0NIzVevjWf73Z5Ieff+LH+3fJ3r/XLxpNBhPzwSm+vfgZV6aXP+rfo+Notds8Cq/y0/ojIqk45WaVLl29O2n38tnkBW5OX2J26HjjZV506CP1ut2UkkXodk70A/iUhPNx/uDar057GWdGF+W0lyDEmfH63ONt1lNhdgp7bKRfzj12M+oeYiGoR9yFPGevq3DaDAYj04Expl+Ru16ol4mmY4SzMaJZ/axhvlIiXkhzL/wU0LuGZqM+9Nrv9DAxFNLnGo5O4nW4P/aHg8PmOLnuoaJgMBjOfPewWC6zl0qSymbI5vPkCgVKlTKVapVava532Y7RrbPbrDhsfpwOBx63m4DXx5Dfz8jQED6P952KnK1IhL/58Xs2trf65/oUFLx2FzdmL/DNxZsnFqV4Utqaxmp0kzvrD9ne26HYKKN1u6iKgs/q5vOpy3w+fYnF0Ox7H0M5VAD6fV52t2O4lQ97K+WsKtTLmIxGjKrhtJdyJtRaTcwGSUIR4k303ONrfDV9kNaRKmf1TmEqwm4pydPkFvfjB7nHelEYZHFkigujcwydo9zjk+axOvFMLHF5YunQ4x1NI55P6uNrMjHihTS5WpFIJs5mKgpPbwNgUAzYTGZcVgfDngDTwTGmRyaYGh7DdArdnnfrHsZJFjPv1j0cG2d6fJzQ8PvfwG6226QzaZLpNOlcllxe34LVz9bVaDQbtNrtt3brLGYzfq8Xp92O2+Xqdeu8BAPDBAOBI926X6par/O7O7e58+AehWKR/VLTYjSzPDrLry7eZGVq8Ux1VTVNY2tvh9ur99mIh8nXSnS6GgoKHquTa6PL3Jy+xMXxuROfUHDob/+QL0C5XsVtG8wC8O7uE2ZfcdttUKUqZdzWs3foVYizbtjpZ9jp55vZz4BX5B4XkzxKrHM39vSVuccXx+bw2uUi2psYVJUJf4gJf4hvFj479FylUWU7s0skkyCajZMq5yjUyuwVMzyIrvZfZzHoZw29DjcTgZHe0OuJU+0KHad7GE3H9SKxN/fwuN3DybExxkOjBPw+iqUy6WyWTD5HvlCkXClTrlapN3rdunabV/fqwGgwYDKZsNvsOOw2XA4nHpebgM/LkC9AcHgIn9vzwY8/aJrGZnibv/nhe7Z2orRf6PIFnF5uzl3m64uf4Tljlzd2Mwl+XH3As+gm2WqBdi8mzmW2sxKc5cbkBa5OLWMzfdjh9YcKwOGhIaqNGt3BrP94tLfJ37km6R/7MpUqXuvH3z4R4rx5Xe5xvJQ6yD0upg9yj3/q5R7bPUx4R1gKzbI8Ontuc49PmsNi59LYIpfGFg893tE09gppPSovGyOWT5KtFtnNJdhK78DqT4B++9NqtOC02gl6/EwOjzMzMs7MyBgm4+mdiX6xe/jF8uF86Fa7TTS5y+ruFruZPZKFDOVGlWa7RaFUemX38GUGgwGL2YzP7cHtcuJ2uvC6PQz5/QQDQwwPDWE1n+6Z8HKlzG9v3+bnRw8olsv9x60mC8vjM/zq0i2WxmfP1NnbVCHDj6sPeBxZJ1PO0+y0AD0ibs4/wbXJFW5MreD6yF/fhwpAq9msBxZ3eW1L97zSNI1io8KQ03vaSzkzMtUqAcfRMzlCiPenqirjnhHGPSP80cKXwOHc4/V0hHg5zZ3oY36I6F2dQcw9PkkGVWXMF2TMF+Sr+cMFVK1ZJ5zZ1ePycol+VF6qnOXhznr/dWaDftbQ43Ax7h9hemScmZEJhty+Ey86NE2jVKuQzGdIF3PkynnylbI+zLpWodqsU282aHRa+s/uIx+vAYvRjMVkxma2YjGaUBSFttah1qhT6+XJtjt6t6/T6VCt1ajWaqRz2X73MBgYYmJ0lMlKmZnxCewf8eyhpmk83VjnN7d/JLq72/84VUUh6A7w+cJlvlq+gdP+4edKHlehUuL22gMebq+SLGb66WpWo5lxd5ArE4vcnLqE/5TrjSMHILp0UVX1lQHD59lmNsKQS8a/vChXq3Ex5D3tZQgxMN6ae5yOEi9nXpl7PO0fZWk/9/gDbx2dRzazlZXReVZemgKhaRrJUlbvGqZj7Bb2yFaLxPMpwpkYv1u/C+iRXlajGafVzpDLx1RwTL+IEpo4EjnYajdJFrKkCzkyxTz5SoFCtaxnHDdq1Jp1PTqs06b70kasgoLZYOwXdV6vG5dNz4T1Oj0EXF6GPT6GPL536lZWahUivdSUaEqfe1iqV/pnD9e3tw69fv/soT73cJSJ0dETO3uYLxb5zY/fc+/JYyrVav9xu8nK4uQiv3fxJrOhqTPT5avUa/y88Yh7m09IFNJUW3piiNlgYsQZ4NLoPDdnLhI6QyPVut3uqwpAMBmNVJs1jMrZ+OR+DHd3V1kaOzotfpDlqnWCDjmcLsRpOpR7vKw/1uq02c7tsJaM8Dy7w145zW+e3+Vvnh/kHg85vEz7x1gewNzjk6SqKiHPECHPEF/MXjn0XL3V0DuG2Tjb6V32ymkKtQqpUo4nsc3+6xQUVEWfqNDtdtFecbrOqBowG0xYzRY8NhdOvx13L2XC7/Iw5PYx7AngtDk+SOHjsDm4MLnAhcmFI8/pZw9TRNMJoqk4u9kEuXKRarPOXipFIpXkp4f3Dz5eRcFoMGB/oXs4NTbB9Pj4K7uHmqbx8NlTfnP7R2J7if4OpEFRGfME+WL5Kl8sXf2gmdPvotFqcn/zCT9vPmE3m6DSrNFF/zMccvj4cvoKN2cuf/DZoJqmUWlWKdYqlOplSo0q5VqFcqNGtVmj2qxTbdWptxp6HnGnRbPdotlp0dbaRwtAVVVRVZVqo47bOjhbC1u5Xb69/NVpL+NMKTUb+O3e016GEOIlJoORxaEZFodm+o+9Kvd4OxfnryX3+L002k0ypTzZSp5MpUC+VqRYK1OsV6g0qlSadWqtOo1OE+2lESeqomBQDCiKQrfbpdPVDhV/CmAxmHFa7Ax5fEwNjzMVHGMuNHFmih3YP3s4wmhg5MjZQ9DTKKLpeG+0TZxkIfPW7qHJaERVVZrN5qGEDofZxoXxeX516RbTI2cjhrTdbvMkssGd9YeEU7uUGgez+Px2D9fGlvls5jILw5PvXPBpmkatVdc7wI0yxXqVSv2giKs069Sa+9v1+pb9fiHX1jpHOsT7DIoBs8GI2WjCYtCPAbisTmwmC3azlWg2frQAtFosdLodas3GwBSAtVYdVTVgMsrIk8OUgY+7EuJT8arc41q7zmZ6h7XUNuFs7JW5x0GHj5nhCZZDc8wPjQ9E7rGmaRTrZdKlHNlqgVy1SL5a0setNKpUmlWqva5JSzt6HMpsMOk/SE1W/A43LssobqsTj92F3+Em4PAScHpxmO1HCoJGu8lONkEkEyOcjZMsZcjXSqwnwjyLHxRKJtWIzWTBbXcx6htmOjjOTGicUd/7b7GeNKfdwYWpBS5Mvbp7uJdLEknGeLD9jHAqphczzVcnjtXbDZ7ubrKbTTDiHWJyaIyJoRCTw6GPVhRrmsZ6bJvbaw94nohSqJfReqNZfDYXtyYv8tnURS6MzmEwGNE0jUa7SbKUplirUmqUKdWrVBvVXiGn/5JQbzWotZo02k2anSbNTvuV2/z7DIqKyWDCbDBhMZr0IwYOb6+Is2E3W3FYbDjMdlw2B26rA7fVicvmxPSWr+P/+G//q6MFoN1mo621qbdqwNkakPihbOd2ZQ7XK7xmXqcQ4hNhM1q5HFrg8ku5xxupiF4U5uPESmnWMhH+4tmnn3vcaDVIl/P9iLlCtUShVtK7UU29o1JrNai3m0d+6O7f/LWZLDjMNoacPlwWBx6bS9+GdXgZcvnw2d1v/eH6JhajmfngFPOvGDmWLef7UXk7uQSZSoF0KctOLsHt5/pFIAUFq9GM3WJjyOXVo/JGxpkdmcBhOzsXIQCS+Qx/++QO97dXKdZK/c+42WRieW6B3//yKzxuN5GdHaLxGNH4LulslmqtTqKQ7g37ftZ/ewoKJoMRh8WG3+llYmiEicAoE8OjBD3+9yqMt/d2+O7Jz6zHwxTrZTpdvStpM1oYsntxWe2YDSYa7Ra7hSTP7+7QuK1vp76piFMVVe/EGUz6hRyjGb/Djc1oxW62YrfYekWcDZdVL+JcVv1M54fu0B/5W+x0OmhW29Rbg5MHHMnFCXplOv+Laq2mbA8JcQ7ZTTauji1zdWy5/9jLucfRfOLM5B5rmkahWiJVyZOr5MlWihRrJYq9M0+Vpn5pot5uvrJbZzGYsZrM2E02/A4vbosDt00/W+eze/A7PAy7fGfiNrXf6cXv9HJj+uKhx1udJju5PSKZuB6VV0yTr5XY3IuymtiGR/rrjKoRWy8qL+QbYnpkgungOGNDoY8y/LjVbnN34zHfrd5lN7vX//NQFIXhQICvbtzk1tVrmF8aJXN5ZYXLKytH3l5b04gnEkRiu0Rju8T2EhTLZQq1Erlqkc1k5NDrDaqhXxx77E5cNgdWkwWjwUSz3aTau2BTazao1vXOXEtrHdm6f1GtrZ+dK9TLve1UE1aTGa/N3d9O1btxNlxWOy6LA6fVjtvmxG1zYjnFsUFvc6QA9Ljc5EoZ6q9pz55HsVKaq/NX3v7CAZKqlGXmmBAD4nW5x2upbdbSYXbyCbZelXvsHu7lHs8y6nm33ON6q0GmlCddyZGrFMjXSuRrZcr1CpXm/tk6/czT0W5d7we92YrdZGXY6cNtdeK1OfHY3AScHgJOH367+1xsaZsMZmaHJpkdmjzyXL5a7HcNo9lEv/sZKyT5afsJoHfOLEZ96LXf5dG7hsFx5kKTuOzv930+ntnjN49/4lF0jVK90n/carFwefECv//ll4wOj7zT26w3m+QKOQrFIoVSiVq9hsViIRgYxulwUqvXaTSbNBp1Gi9EzHW0DpVmjUqzRqqUPdb7UlFxm+2MuANM+UcJOLw4LXa9G2d34bE6zu0FqiNfGT6Ph/h2jEa7cRrrORXpSp6QWzqAL0pXKnitkkQgxKDy2Fx8PnWFzw/lHudZTYUPco9TYR4l1uGBfmbNa3Ex7PIx7PLjtjnpaB0KtRLFekU/E9Ws6bcS241++sE+Bf0c4/7ZuiGHr78l5rW78dvd+J1ehpzeM9GtOyu8djdeu5trk4c7aJ1Om518kkivOEwUUuRqJbZTu2zsReCx/jqjasDa6xoGvUNMD48xE5pgIhDC+IqovEaryZ21h/ywdo94PtX/c1QVhdFgkG9vfc71i5fRNI1csUC+WCS6G6NULlOqVKjUqlRrtV4R16DZbNJqt2m323Q07bVZwfsURUFVVQwGAyajEZfDgcVswWa1YLPacNjtOO0OjAYDm5EIu4nYa88bAmhoFJsV6rkmqXIOr81FyDPMlC+Eoii4rWdrW/0kHfnTHfL7qbebA7UF3Ol25ALIS7LVGn4ZAi2EQL9Mkq0UyFaLtDotPHYXiqLitbnI1UoUGxVq7TqpWo5ULQfJ5/1/V0HfmrSaLHis+vlC/cKEE6/NRcDpJeDw4jsn3bqzwmAwMh0YYzpw9Pt4oV4mmo4RzsaIZhOkK3nylVLvzN1T4GDeoM1kxWQy0e60Kderh7bZFUXBYjZjNBrpdDqkMln+i3/6Z/yjP/vTN65NgReKOBM2ixWL24LVYsFmtfaLOJfTicflwut24/V4sVutr+0yV+t1bt+7y08PH5DOZtF6Z/gUFHx2N5cmF/li+SqTw/rno1QtE0nFiWX2iKRipApZSvUK0fwe27kY328fjLUxKCoWoxmXxcGQ08uUL8S4N8SYL0jA4T1zl3KO68hX27A/QL3V6EeVnHfVVk2Kv1coNZrMOs7vbz5CDLqOplGsF8lUi2SrBfL1IoVaWT9b16xSadQot2rUWvUjZ+sUlH6nzmGyMe0N4eqdrfNYnKiKQr5WJlFKkShlyNQKlBoVSo0K6UoOv83DeDuI1+ZmxB2Q3OMPqNNpU2pUyFf17XV9fE2tt81ew6AacFudmI0m6r2zlLVWk3a3TaPTotFpQf3Vb7vb7eq5wZqGxWzG5XRit9mwWaw47Q4cDjsuhxO3y4nX5cHr8eC0H70Z/Us0223uPXrIj/fuEk8m+wkhCuCyOlgam+Wr5WuvHRjtsju5NL3IpenFI8+12232cml2MnGiqV7mcrVErlYkWc7yOLF56PX76TBem5sxzxATvhBj3iDjvhGsZ3j7+EgB6Ha5aHU6NNuD0QEM52L4nXID+GXVVgunRQpAIT41tVadbFW/LJGrF8n3L0xU9EsTLX0bttZqHDlbZ1KN/aLOYbERcg/htjjw2Jz4bG58Ng8Buxu31f1ON4NflXt8N/aM2zuPJff4GDqaRqleplgrU+ptp5caFaoN/bzbi2NG6u3emJF2i5bWPrLV/iKTqt9ONRtNqIpKq92i3taLP9ALfbvZyuzwOEsTc7S0Nrlint1MkkwlT7VRo611aPe2cCvVqt7xNZlwO5xMjo3h93gZDY4w7H+/pK22pvH42VO+v/szO/EYrfbBLyUOs425kUm+XL7G8uTCe194MRqNjA+HGB8O8eXRuylHuofJQpZyvUI0n2A7twsvdQ+t/e6hj0lfiHHvyJnoHr5yEDQKb/xLc55EcnGCHomAe1m12cIl52yEOBM6mkahXiBdLZCvFnsXJvSt13KjSrmpF3a1V8yt2+/WOUz6qImQM4DL6sRjdeC1uvDZPPjtHny90RQfwmtzj/MJ1tK9iLvS63KPR1kOzbIcmvmkz/51NI1ys0qxUqbYKFGuV/U/u35qQ41as3G4iOvspza8qYgzYDLot1PNRrNeTNvc2MzW/g1Vh8WOy2rHadHPVHp6Fz9+Dj/mx+1HxIoHZ/lsJgtLozN8e+kmy+Nzby1Q2prGXibJVnKHrb0osWySfLVErpAnk89x78nj/mtVVcVqsTDk8zM7OcXs1CRzk9NHbgVDbxbf1hbf/XyH55EwzdbBrqTVZGFudJIvl65xeWYZ0yvOKn5Ix+0eRlJxdjN75KtFsrUie+UsjxIb/dcqgOkUu4ev+awNzgC43WKKa4tXT3sZZ06t3cJ1jg+/CnEWVFu13tm6ArlakXxdvzBRrJf1oq5/aeLoTVizwYTNqM+sc1kcjLmHcVuceGxOvDb90kTA7sVlcZ7JOX4GVWXaP8a0f4y/t6Q/1tHaRHL6CJrNTJREOcP34fv8bvsecPq5x/3oraoevVVsVCn1EkGq/U5cozfwt0Gzl9rQ6rRfOaJm334M3MHAXwtemwub2YLdZMNuseK02PV/rHbcFhdumwOn1XHsP1tN03ieivJXz75jdW+bUlPP2DUoKgGXj1sLl/l6+QZO+7t93zeqar9b9qtLtw49V6nX2N6Lsr23y/beLulSlkqjRiS2SyS2y69/+A7QCyGD0YjNop/xq9SqtF/o8JkNJmaHJ/h84QrX5y9hs5zhbdVD3cMbR57Xu4cxdjN7RFMxkoVcr3sYP1730DfCuDeI/wS6h68tm980F+c8yVQLjLrPTkDzWdHqdLAazu4XmRBnVUdrk6sWydYPEiYK9TLF3hm4crOqZ3S260c6O6qi6ANiTVYcZhtj7mH9bJ3VqXfr7B78NjcBhweL8fx9fRpUI7OBCWYDE/3HDuceR9krZ94r9/iV+al1/cyjXsi9kJ/6wnbqfn7q634yGlWDvqVq1Af+Wo1mPFanXsSZ9e6r3WLD1SvkXDa9WHdZ7B/s8kupXuaH5w+5E35IopTpDze2m6xcm17h9y7efO0ZuZPgsNq4NL3EpemlQ49rmsZeLs2D7Wc82H5GspCl3W5TapePvA2jasBhsWE2mijWyoSTO8yGJj7Z0Sx69/Do5wT07mE8l2QnvcdO+h27h97h3vZykDFv8Fifn1f+rTOZzbTag3EJpNPtYDQYTnsZZ5Dyyd5sEuJDqDZrZKo5MtUC+Zo+jLbQO1tXblYpN/ULE/V240iRsH9I3GGy4bE6GXeP4LH2unVWFwG7fgvWbXHK191LXpV7XG/VWU1u8yS5STgXJ1nOsZWL8debdwAwq/q5NpNqRFUUNLr9xIY3R28ZDqc2mPTuy/7AX4fFisPswGGx4bbqHTiP1YnT5nivdJCTomkaa4kt/vb5XdaTESqtGqB/XEF3gC+Xr/HF0tVTyxnOV4r8uHqfu8+fkCrlDl3ccDtdXL1wgesXL5MvFtjeibIVjZLN5/qDn1dfiMpTFbU/kHl8aITZkUlmQ+MEPUOf7NeQ0Whkcnisd1P5aPewWCkR7RWGBzeXqwfdwxcil1/sHg47/Uz4Rxj3HnQP4TUFoN1qPXTA8ryqNmuYzvCU7tM0GP1fMeg6WptstUi21uvW1Yp6t65eodSs9IbK1qm9oVvnMFlxmO2Mu4N6FqfFic/m0rdhHXrH7jx2696Xpmk0Os3+dnepsX87tdaLbdMvNtTa9X58W72fofr69AZVUel0O1Rb7UOvMRtMOExWvB43o55hJnx6Ee62OY+dn3oW5asFvtu8z8+RpyQrB+NPnGYbN2cv83uXbjE9Mn4qa6vUKvy08Yg7G49J5FOHtsEdNjsXFhf55uYtxkZCh/69idFRLi8fvn2haRp7mRTPwxG2ImF29xKUKhVihSSxQpLbmw/7rzWpelzcsNvP7Mg4U8EJ5kITp1b4nhS3w8Ulh+ut3cNoOk6sd3M5WyuwV87yMLHef62C/nXyyr/tDruDZqFBq3O+L4Js5XYJOAcj7/idSQUoPlGaplFr10iXC+RqBXL1EvlakVK9QrFRpdwr7KqtBo1XdOssvW6d3WTDY3Ux4RnBY3Hisbnw2FwE7B78Ng8ui+OT7TScpEa7QbGuX0Yp9rqh+yNG9s/EHWypNnpFnD5eZL9YeZlBMWAxmvQYN6MZq9FCwO7tj56xm604zXYcZhtOs76l6u5dcjC/EGFZbdVY3889zsVIVXJsZXfZyu5i2FZxf4K5xx1N43Fsne8277GZjlLrhTYYVQNj3mG+Wr7OraUrp7JF2mg1ubv5mNtrD9nN7dF4YZqI1WJhZWaRr2/eYm7qaA7y26iqyujwCKPDI3x76/NDz9WbTbbCYbaiEbZ2omRyWYr1CvlaifW98MHbUBQsRjMeu4txv941nAmNM+oLfvJfyy92D79+W/cwGSOcjr26AHQ5HaTzNeqt850GspNLMCwZwEfok9iV016GEIe0Om1ytSK5ap5MtahvwTb0uXX6Tdga1ZZe2HW6L3frVOwm/UC902xjwj2id+usLrw2/Z+h3jaseQAzsBvthj5epKmfhyu9WMS16gdjRtrNfhG3f0u189oiTu1vpe4XcX6b5yA/1WTTt1XNen6qy2LX/7E6TuzPwG6ycW1smWsv5R6vZcKvzD02KgY8VqeeexycZCU0x8RHzD1+nXQpy3eb97m785RMNY/W7ernHy0Ovpq9wK8u3WQ8EHrr2zlp7XabR+E1fly7z3Zql9oLNYPZZGJpbo6vb9xieX7+g34OrWYzFxYXubB49FZuKpNhI7zNVjTCbjxOsVxir5AmUUjz09bBDeX9s4ZDLh8zwQlmRsaZHZnAYTsflyFf7h7+2e1/8eoC0Of1EA/HqTfPdwG4W0pxLSQ3gF9WbTXPdIC1OD80TaParJGu5vVbsDW9W1dslCnVqwc3Ydt68fEyi8HcuzBhxWdzMeUN6SkTVic+uxu/zYPP7sFlPpnhs2dZq9Ok1KhQrFf1iw2NCpXWwZy4alMfE1Nr6524Ru+GaqPdfG0Rpyoqlv3zcL1unNfqwmay6qNlepcbHGY7zt5tZL0b5ziz295Oq4PPxi/y2fjF/mP5WpH1VPho7vGjk8k9fletTpuHO8/4bvMB27nd/t99k2pkyj/KVys3+Gzh4kc/wqRpGqu7z/lh9T4b8TCVZq3/nNFoZGZiki9v3ODK8oVXxsidhuFAgOFAgK8/u3no8WazydZOlK1ohO1ohFRWP09XqJXZTEbhkf46PUfZjMfmZMwfZDY0yXRwnLGh0HvPGzxtrykAfTQ6rXPfAZQbwK9WqjexfaI3rMTZ0Oo0XzhbV6JQK5Gvlw6GETerVFp6V+nl4sOgqNhMB2frJr0efRixVd+C9dld+G0e/HY3pnPWrWt1mvpWar8LV6HcH/Z7MMC51n5hXlzvTNzrZsWpioLZYO4XcvrtVBc2owWbef/zrBdyzl4B57I4cFntH2wu4FnjtbmP5B5nqzlWkxE20mGihT3WX8o99tncjLqHWByZZmV0jpH3zJNPFJL8buM+D2KrZKtFunRRUHDbHNxauMLvXbxF0Pdxd6w0TWN7b4cf1u6zuvOcYr3cPzJhUFXGRkJ8fu06Ny5fwfqKWX5nmdlsZnlunuW5+SPPZfI5Nrf1rmE0HqNYKpEsZ9krZbjbi8oDvWtoN1vxO73MBMeZGZlgLjSJy/5pDDF/ZQE47PfT7LTOfR6w1tXkBvArlFsNrAPyjV8cn6ZplJpVctVC/9KEfmHi4CZspTdCo9E5+r3DajRjN+rFht/mYdo3ituiz6zz2lz4bG6G7F7sZtsn3a3raG1KjSqF3tZ0pakP+6209BEjlf52aoN6q0m906DRbtHoNF9bxOldCBPm/pk4/XZf0Ol/YStVv2Wsz4vTt1TdVicWg/mT/nyeFr/dx9czPr6eudZ/LFnOsp7aZj0VYbe4x9O9Le7H1+CefnbUZ3Mz5gmyGJxmZXSWIdfrU6Ya7Sb3I0/57vkDIvl4P37VbDAxF5zg2ws3uTKz/NE7afHMHt+v3uNReJ18rdi/SKMqCkP+ADevXOGLazew2z/dodxvE/D6CFz38cX1w2fp2u022zs7PI+E2d6JkExnKNdrFNMVttO78ORHoJejbDThtjkZ9Q4zOzLBTGiCiUDoVDujrXabtd0tnkTWeRrdeHUBOBQYotVp02g3z/dJMOVcf3S/WLlRx26WAnBQNDtNctUi6Wr+IGGiN5B4f7xJtZcy8apu3f6FCafZRsDr1bdge5cmAnY3PrsXn835SXXr9ou4cqNKqalHb+m3U6vUmnUqLf2MdPWFiw37Z+JeN/BXQdHPxO134kxmHBY7wyYfNpO1v5Xt6F1qcFr0jpzH4sRqtEgRdwYEnX6CTj/fzn4G9G6mVjL69nEqTKyY4mF8nZ93n8Jd/Zcev83DuCfIwsg0PrubR7trPIxvkK8V0U9bK3jtLr6d/YxvL94k4P64FxMzhSw/rD3g/tZTMuV8/2tcURQ8LjfXL17iqxuf4fVIXrPRaGRhZoaFmZkjz+ULBTYi22xHo0R2dyiUSqTLOVKlLA+iq/3XGVQVu8mG3+lmaniC2ZFxZkcn8TrcJ7rWdrvNZiLCk8gGz+MRspXCofhHk2p8dQFoNhrpAs1WE4tiOtFFnRWNdgODKt2/V6k0mzhMJ/uXUXxcmqZRalTI1gpkqgX9wsT+3LqmXtjo0WF1Pez9JVajBXvvjFfA7mXWMqYXdjYXvt5A4iGHB5vx7HbrOppGuVGh3Kz0tp5rvbEu+tDfamt/zEivE9du0Og0abTfVMTRS2w46MQ5TPrnyGHSY7fsJisOS+92qtWGy+LEbbGf6c+V+GVUVWXUNcyoa5jfn9NTMPTc4ySryW3WUmEihTh3dh7rucc9Cgoui5OrM8v8nevf4HN+vO+3xUqJH9fvc3fzKclipt91VgCnw8Gl5Qt8/dlnjAwNf7Q1nQdej4dbV65x68q1Q4+3NY3ozg5bOxG2IhES6RTVao1SpkI4E+c3z24Dve8tRhMui4MR3xBzI5NMj0wwNTz21qi7tqYR7hV7G/EImXKearPeL/b2fxG5OrbEhdF5lkMz/KM7f/76JBAFaHSaWIznswCsNmvn9mN7X7VmC7v5056XdF41O00y1QLZSoF8rUiuVqLYKPfHcPTP1rUbR0ZsGFWDPrfOrG/DDjt8ei6oVd+G3b804bW5z8w8ND21oaYXcM2KHrvVnxOnF7D9c3Gt/QJOv9zQfEVhu+9QJ85oxmay4Le7sZus2Ez7I0as2PdvppoduCwO7GbbmR8TIk5XtJDgh/ADHu6tk+t1+QyKit/uIeDw0mjpX8PlZoXfrv7Eb1d/wmIw4bI6mRgKcXFygYtT8yd2+7TWqPHT+iN+2njEbj5F64WvC7vVytWFi3z92S0mx8ZO5P2Jw4yqyuzUFLNTU/DN4eeK5TKb4S22olHCOzvki/ov7OlKnsc7B6kf++eifU43k4EQbruLcr3CTnqPdClHtVXrb9XvH0W4FJpnZXSOpdAsHuurzyS+9rt8V4FGq/WGV3zays0qZtOnsyX1MTU1DdcZucE1CDRNo9gok6sWyVTz5OslCrWyfoZs/xJAS+9YvVzUKOx36/SibsjhY9bi6KVMuPDanATsHgJ236kV9fs3fYuNCuVWhXJd30rdH/pbbdWPzInTu3EtWp3Wa0dSmlUjZqN+ucFqtGA1mfHZ3Nj381N726kOsw1371yc0+LAabZLESdOTLVV4+7OU36IPiSaT9DsdY+dZjufTVzkm/kbLASPxq11Om220rs8jW+ykYqSKme5H37Gvd4lA4vBjMfuZHJolItTC1yYnD/WIONWu8n956v8uH6fSDp+aBafxWzm4twSX9+8xfzUtHSkT5nb6eTGpSvcuHTl0ONtTSMWj7MZ2ebp+jqJVFI/jpOtEs0mDr1WRcFqshB0+vXu3sgMU4HQsY7cvPanvNGgUm3V4Zw2gqrN+pkdU3DaOloXgyLb4++r0W6QqRTI1orkqgXy9RLFXsrE/niTSqtGvd04kmpgVA3YjQcDb4NOv34T1ubUL0zY3QRsXrw2Fwb1wxfrmqZRbzcoNHoXPhpVKo1qPylDnxVXO3w79YVO3Ouit0yqsT/w12I0YzNa8FidWE0WHCabnqFq0c8XOnudOGevK/cxPm4hXqZpGuFcjO/C93mc3CRfLwH61+yoa4gvpq/w+dwVHJY3X5IwGIwsjEyzMDLdf6zVabKZjPIsvsVmKkqqkuPnrcf9eXVWoxmv3c10cJyLkwssT85hMBh5Flnn+2f32Eru6D+3e0xGIwvTM3x14yYrS0uf/NiS8y62l+DBs6c8XV8nk8/RfiGRTUHBbrYS9AQY8QQwqCp7+SzpUpZKs8Z2LsZ2LsY/ffIbQP/76DTb8Nu9TPlHmRkaY9o/ht/h7Rf+r/0OarPaDs34OW8qrToW6QC+UluT29Gvs9+ty1TzZPejw2plfW5d42BuXa3deEW3TtFvwpoOtmDnrZO4rQ68Vv0WrN/uwe/wYDed/G9emqZR7/QG/vbmxJX7RdxBJ66234lrNaj3zsS9qYgzqoZeAWfCarBgNVlwW5wHA3/NVhwm/WKDw6J341wWJw6z/cxsNQvxJuV6hTu7T7gdfcRucY9W79yc2+Lgy+krfLtwg2n/+Ht31EwGMyuj86yMHowmabQabCQjPIs/53lmh1Q5xw8b9/lh4/6Rf19VVSZCo3x18yZXL1zCLDs5Z9ZeOsXDZ095sr5GKpM5FL+rADazlcnhEJcmF7g4tcho4M0j6zRNYy+XZju5w1Zih51MgkK1RDgX43l2Bzb237b+c0hBeX0B6HQ4qFXrr3v6k1dr1k8lKudToHU1jOpgnY/c79ZlqgXyNb1bV6hXKNXLlHsF0uu6dSbVqA/FNekH/0ecAX0L1qp367x2N0N2Dx7ryXTrau06pXqVUq8bV+lfbqjp5/+ah/NTDzpxzdfmpxpVA2aDCWuvE2c1WRhy+HpFXG871WTDabHhMDtwmfVhv06LQ4o4ce5omsZGNsz32w94mtyi2KwA+tf6uGeEL2evcnPmEjbTh5+WYDFZ8NhcKIraO+d68IulQVFRFYWOpqHRRdM0dhJx/ss/+1P+4te/Zn56misrF1ianTszg5kHUSaf48HTJzxZW2MvnaLZOtwcsJosjAaGuTCxwJXpJUYD7x5Np6oqo4Ego4EgX1/47NBztUaD7WSUyF6M58koqUKWUr3y+gLQ5XRSLOXeaQGfEukAvl67o2E6B1sFHU2jWC+SqRb1TNh+t65yUDj1zta9fOtTQennjjpMNkacflwWB+5eUeezuvE73Pjt3l/0Q+DF/FR9hl7tIKO2uX+p4YVu3Dvlp/bOxL0iP7WfnfqG/FQhBlG+VuTOzmPuRB8TK6XpdDsoKHisTn41e4Ov568zFfg4FyWSpSx3nj/g/u4ayUq2f1PXZDAy7gtyc+EytxYuH7ooUq5WeBrd5FF4jUg6RqlS4e7jR9x9rEdaqKqK2+licXaWy8srzM/MypbwB5AvFnn47CmP11aJJ/doNA/PRLUYzUz4RliemOfy9CJTw2Mf/CymzWLhwuQCFyYX+o+9NgoOwON2k9pJfdBFnaZaq47T7j3tZZxJ7W4X4xnu6tTadbIV/SZsrl7Uz9bVygcpE62DxISXty31bp0Vp0k/WxZyBXrjTZx4rfoWbMDuxm11v/WiwH5+aqKUPpSfWu3NiTup/FSfzd0v4A7lp5r13FSXRS/m5EyrEMfX0TSepZ7zffg+a+kw5d6RJ4vBxIx/lK9nr3N9auWj7BTlqwV+2n7Cz9EnJEppmh39F1KjamDI5eP67EW+WLqKz/X6WXxOu4PPl6/y+fJBvGmhUuJJZINH4TV2MnGKpRK379/j9v17ABhUAx63i+XZeS5fWGF24uhlFfF65UqZh6urPF59xk4iTqPROPQTx2IwMeYJsjw+y6XpBaZDU2eq6H7tT3mf13Po9tB5U2s1GZZhx6/U0bSPfgmko2kU6voWbK6qZ8IW6uV+mkL5heiwN3XrnGY7IWcAl8WJx6afrfP2YsP8Ds+RaKsX81PLjSqpcpbt3O5BfmrroBt3OD+1Raf7uugtPT/V3O/EHc5P3b/Y8SnlpwpxHmSrOX4IP+Ln3afsVTJ0uhoKCj6bmz+Yv8S3izcY9Xz4eNBKo8rdyFPuhB+xk0/2k3MMiorP4eHq9BKfL18n9J7Rbx6Hi68v3ODrCweJFtlSnsfb6zyOrrOb3SNfKPDd3Z/47u5PABgNBrweLyvzC1xducDE6KgUhUC1Xufx6jMerT4jEotRb9TpvnCkxmQwEnQHWByd4dL0Iguj02d+2/21qxvy+187DPU8qLcbWMzyw/ZVOlr3xM511Vp1MpU82Wpvbl0vYaJU1+e67V8+qLebR7p15l63bj+jdMw9jNvS69bZ3HpRZ/NgN9uoNl+Rn9qqsVtIsp6OHMpPbbSb1E8wP9Vh0Yf9Dlp+qhBnXavT5klig+8jD9jIRvs3ZK1GMwtDU3w1d41rk0sfPKWm0WrwYGeN29sPCefi/XWoioLb6uTm5CW+WLrO9MiH32L2u7z83pXP+b0rn/cfS+YzPAmv8ziyQTyfJJPN8tvsD/z29g+AnoAR8Pq4sLjI1ZULjI2EPvg6T1O92eTp+ioPn60S3o1SrdUOF3uqkSGnj4XQFJemF1kan8Fk/PSO0bz2p/ywX4+De92h8U9dvd3A9gFuWp4HbU3D+IaUlI7WJl8rkakV9PEmtdLhs3X7t0rb9SMFlqooWI36hQmH2caoaxiX1YHb4sBqMmM2mDEpKigKjXarn5+6fy4uV4tRTx0/P/XwduqL+al6aoPkpwpxviTLWX4I3+dubJVUNYvW7aIqCgGbh2/mrvP1/A2Cb8joPQmtTpunsQ1+3H7EZjpKuVkF9O9JToudm7OX+HL5OvOjZ2PLNegNEPQG+MNrX/Ufi2eSPI6s8SS6yV4+TTKdYi+d4q+/+x2gj5gZ9ge4sLjE1QsXPtnkkGa7zbONNR49e8ZWNEK5Wj1U7BlVA367h7nQJJenllienD03F0hfWwC6nU60rvbaH66fukanhe2c/CG+r05H08+pdZo0203KzSp3dp7S7rT0uXWNg7l11d5W6Mu/FpgNJr07ZtIvH7gsDswGI0bViKIo0NX7e81Oi0a7Sa3doNSokKrk3i0/1fi6/FRbb9Cv5KcKMUianSYP4+t8H37A89wu9XYDAJvRwkpwlm/nb3BpbAHDBzzX3NE0NpLb/Lj1kLXkNoV6pb+jYTfbuDyxyJfL11mZWjhTZ8DeZP9G6R/f+BWg34zezSR4vL3B090NksUsseQeseQef/W3+uw5s8nEyNAwF5eWuHrhIgHvx801fpt2u83a1nMePnvK80iYUrly6FKdQVXx2lzMBCe4PL147OHbn6o3fkV06b72nNOnrtFuYv2Et4C76B+DnmGqd8IarVavwGr1xn60abZbNLU2rY7+T7PTptXp0NY6tDT9v1++Vbpb6rKR/RsUFCwGEyaDCZPBgEEx4LY4cVucdOnqvyB0OrS0Nq1Oi0KjTKFRPrLWN+Wn7s/Eezk/1Wly4LE5JD9VCHFErJDkh8gD7sfXSFfzdOmiKirDDi9/NHmLr+au43d6P9j71zSNcHaX21uPeJLYJFcr9nfLrEYLi6Fpvli6xtXZpU9ya/BVVFVlcniMyeEx/qXPfx/QPw+RVIxH4XVWdzZJlXJE4zGi8Rh//uu/BvT0kdHgCJeWlrmycgGv++PkHrc1ja3wNg9Xn7G+9ZxCqYSmvVDsKSpuq4OpoTEuTy9xYXIep/1k4vc+FW8pAKHdOZ8FYLfbxaCcTmHR1jq9wq1J48Xboe0Wzfb+4N1mr1jTizq9eGvR7rRJlbPc2U3wJLn22vehoKAqCoqioKKAoqCg6NVYl/5vpwZFRUHpF3QA+93vLl3qHb0zCEfzU629jt9+fqrdbMNltkl+qhDiRDXaDe7F1vghfJ/tfLx/acJhsnJ1dJGvF66zEpr/oN9nYrkkt7cf8TC2SrqS79/kNxtMTAXGuLVwmc8WrmCzfLqNhXelqiozIxPMjEzwD774I6BXeMUjPImss7q7RaacZ3snyvZOlD/953+JAlgsFsZHQlxeXuHKygpOx6uzao9L0zS2d3Z4+Owpa883yReLdF7YvVQVFafFxkRglMvTi1ycWsTjcL3X+zwP3tIT79LqnNOLIIryzv+K1tVvjdbbLRr9Ibv6nLZacz89oUmj06TZ1ou3ttampXXo7P/T1V6bqNBfGofX9vLr33Yq06AYMBoMGBUVg6r2/tuAUVUxqgaMqgGDwYBRMWAy6P/f2P//Jv5sdYs/Xvh9PDYnLotT8lOFEB9dNB/j++0HPNhbJ1cr0kX/hXXEGeDW9CW+mL2Kx/7hfoinS1l+Cj/hbvQpe+XMwSw+1UjIO8zNuUvcWrqCy/5+xct5Y1RVFsdnWByf6T/WbrfZiId5HF5nPb5NtlJgMxJmMxLmT/7Zn+uTHGxWJkfHuLy8wqXlFezWV1+m0zSN3USC+0+fsLq5Qa6QP9SoUhUFu9nGuH+ES5OLXJpZxO/yfuCP+tOkZEraa+uJf/f//u9zdXiRL6cvf8w1fRCa1qXWalColcjWi9yJP2VleoV2b6u009sS3S/SNK2D1tW7Ylq3y/5/3ocCKOiT21VVxYCC2tta3S/MjKoBw/4/vULO0C/gjBhUlTvrP7HsM3ElNI5RNWBS9ecNvbf1vv7hz/f5Vy/+S6jquxfJQgjxS9TbTTbTUZ6lttmrHBRcNqOFCe8IF0LzjHqGUD7Q96Vas8FGKsJmMkKmWuifSzYoKi6rg9ngBAuj07hsg7VN+KG0tQ7xXJJIKk48l6LSqB05cmYxm3G7XBgNRsrVCpVq9dA2rgJYjBb8DjcTQ6NMDoU+6C8F58nPzx+/uQD8P/8//x84FSvxSuZjruujMBgM+AKf5q2lYj5L0NbEbvow3wjDuS5RdZykefyDvH0hhBBCnK43bgGbzWbcqpN/89rff+931Opo1NuHo630mWwtGu1Gf7iu/r/3ExPatHtdOe0dum8K+p6/sdc1MxuMWAz6mTW72YrLYmMtu8OvZj7DarRgMZkxqgb9tuon4E9/+nMuDNn5fHL2g7z9f/jzff6XF39POoBCiBNVazVYT0d4ltomVcn1Oz4Ok5VJ3ygXQnMEXf4P0uVrdzqEMzHWk2ESpTT1XtCBgoLdbGXCP8LS+AwBlw/1lM6HD5JyvUo0HSeaTpAp56i3Ds+CVRUVu91GcGgIs9FENp8jVyzSeilH16gacFkdjPmCTAyFGPENY5Q/v7f6+fnjNxeAdpuNTl1jOThHo93o5ZZWXwier1F9Ibu03m70//sggF4f+/G66CvobY0qCt3u0fNu+0yqsZesYNaLOLMDj9WF3+7BZ3Phtbv04cA297HSFP69X/9HXBtffuvrziKTwYjTYmPc835T4l/HZjSzMDz5wYejCiHON03T2MhG+H77Pk+TWxSbFUD/fj7hCfLV3DVuTl/C9gFSmTqdNs8SW/y49YCNdJRiQ3/fCuCw2LkxPs8Xy9dYGp+VSQMfWKla5klkXc8pziQo16tHxq/4PB6W544XSVcsl3m0+pRHq8+I7e2RrxbJVYs83t0A9LzdgNPL8tjZjGA7C6KZ+JsLQLfLxUbyOf/bP/m/vLGA2z+jpipq//pCF9C6Wv9M3av+HavR0h8D4uzNcXNbHHo2q9WJz+bGa3PhtrpO/gLCOR1wfRJUVaWldTB93DQ4IcQ5UKiVuLPziNvRx8RKaTrdDgrgsbr4dvY638zfYCpw8okXmqaxkYpye/shq3tb5GulfkPBZrJycWyBL5avcmlq8cxHdH3KKrUKT6KbPA6vE07tUqpXDtUAqqridjlZmJ7hyspF5mdn37k4czudfHPzc765eZBmki8UuP/0CU/W10ikksTy+j//4omeZmIxmhl2+bgwOc+lqSUmhyXi7o1fBQGfn/XucwJ2L22tQ7vTpqW1j4TZd7oanY6mb7OaXizq9HEgbosTt82pd+xsbrx2F/ZTTuFQFZVOVzu1UTBnmUFRaXU6YDrtlQghzrqOpvEs9Zzvww9YS4f7qRdmg4kZ/yhfzV7jxtSFE09P0DSNnVyCH7ce8iS+SaZW6HeVLEYz88FJbi1e4fr8RSwm2c34EGqNBs92NngcXmcruUOhVn5p/IqC0+FkbnqaK8srLM/Nf7Di2+vx8Adffc0ffPV1/7FUNsPDZ894sr5KMp1mJ7fHTm6Pf/bgdyiA1WQh6A5wYXKey1NLjAaCA1UUvvFPYmQoQBeNbreLy2zHYbbp891e6NJ5bW59C9bmwqB+Or9VWYwm6s0GjnM85fuXMqgqHa319hcKIQZSrprn+/BDft59yl4lQ6eroaDgs7n5g/lbfDN/gzFf8MTfb6KQ5s72I+7vrB46Q2g2mJjwjXBr4QqfLV7GYZXv6yet0WqyFn3Oo+g6z+MR8rXSoaQwRVFw2OzMTkxyeWWFCwuLmM2nW3gP+wP8nW++5e98823/sXhqj4dPn/F0Y410Nks4EyOcifHf3vsNCmAzWxnxDHFpcoFLM4uEPsDf47PizR1Arw+TauL/9Pf/1x9rPR+NxWCmKgXgKxlVRe8ACiEEvWzbvU2+jzxgPROh2qoDYDWaWQhM8tX8da5NLp34ueFcucCd8CPuRp+RKKX7o1mMqoGg28+N+Yt8sXRNhvqesFa7zdruFo8j62zGw+QqxUNxnYqiYLNaWRyf0Of2LS5hfc3cvrNmdHiE0eER/v7v/0H/sd1EnAfPnvJ0Y51sLs9Waoet1A7/5Oe/7l8SGvMHuTi5yKXpBYY9gVP8CE7OGwtAo9F4JCbsvLCazNRbNcB72ks5cwyKem4zoIUQx5MsZ/khfJ97sVWS1Sxat4uqKPhtHr6ZvcbXC58RdPlP9H2W6mXuRZ5xJ/yY3UKyn/hhUFT8Di9XZ5f5YukaQe/5+AF8FrTbbZ4nojyOrLMW2yJbLtDsHOwAKYqC1WJhdmyKy0srXF5axm63n+KKT954aJTx0Cj/8h/+HUA/XhCNxXjw7Cmrm+vkCkXWE2HWE2H+5PZfoioKDrOdcX+Qi1OLXJ5ewufynPJH8e7eumd7Xq9KWA0Was36aS/jTDKoyvlNgBFCvFKr0+RBfJ0fwg94ntul1m4A+iDmleAs38zf4PLYAgbDyR31qbca3I884074EeFcvP8+VUXBY3Px+eQVvli+yuTwyV8aGURtTSO8t8Pj8Dqru8/JlPM0euNwgH5M29z4FJeXV7i8fAG3c/CSTlRVZXpigumJCf57f/z3AL0ofB6J8Gj1KavPn1MsFXkW3+JZfIv/8oe/6MXN2ZkMhLg0vcSlqQXcZ7wz/fYCsNtF07RzdzDSZjbTaDVOexlnklGVDqAQgyBeSvH99n3ux9dIV/N06aIqKsMOL384eYuv5q7jd3pP7P21Ok2e7D7nx+0HPM/s9i+MKCi4rHYuTy3x5fJVZkNvHgMi3k7TNKKpBI8jazzb2SRVzFFvH/6ZZzGbmR6f4OLiEtcuXMTr+fS6WB+LqqoszMywMDPTf6ytaWxubfHw2RM2wtsUy2Ue727o42h+d5AiMz08zqXpRS5OzuM4Q0kyx+gAdqk0q7is5+u3AJvJSk0KwFcyKAodTTqAQpw3jXaD+7E1vo/cZzsX72+xOkxWrowu8M3CDVZC8yc2dqujaawntvhx+yFryTDFRqU/msVhtnF1cpkvlq+xPDkvc9reg6ZpxHNJHm2v8zS6QbKYod5qHNrBM5tMTIRGubi0zJWVFYb9so3+voyqyvL8PMvz8/3H2u02zzY3eLT6jOeRMMVKmfuRZ9yPPAPAoBrwWJ3MjIxzeWqJlckFbJaTvSF/7PW/7QWKorBXzpy7AtBuslFqFk57GWeS0aDKJRAhzoloPsb32w95sLdOrlakSxeDojLiDHBz+iJfzl47sfxUTdMIZ3b5YeshTxPP++8PwGaysDQ6w5dL17g8s4xJZvH9YolcmsfhNZ5E1kkU0tSajUMhCiajkZFgkIsLS1y5sMLo8MgprnawGI3G3vb5Sv+xZrPJ0411Hj17xtZOlFytSHarwM9bT/R/RzXgtbmYG53i8uQiS5NzH2V00dsLQCBZyrIwNP3BF/Mx2U1W6pXUaS/jTDKoKm3pAArxSaq16vy884Qfow+JFPb6B/qdZjs3Ji7wzfx1FoPTJ7bFupvd43b4AQ93N8hU8/0ZsRaDiZnhcT5fuML1+Uun1uX41GUKWR5F1nkc2SCeTVJp1g4Ve0aDkeGhABcWFrm6coHx0Ogprla8itls5trFS1y7eKn/WL1e5/H6Go9WnxHe3SFTLZDeeMCPGw8APS3H53AzPzrNpalFlsZnT/yXpmNtAWdr569TZjdbabSab3/hAJIzgEJ8OjRNI5yP8X34Po/2NsnXS4DeVRh1DfH59BVuzV46sV2cVCnLne2H3NtZJVnO9r9XmFQjo95hbi5c4dbCZZz2s3PW6VORrxR5tLXKk+gGO5k9Ks0q2gupVQbVQMDnZWlugWsXLjI5NiZnJT9RVquVm1eucvPK1f5j5WqVx2vPeLT6jJ14nFQ5R3Ity3drdwF93qXf6WFxVI+4mw9Nvddg7WNsAavka6Vf/A7OKofJRlPOAL6SqihSAApxhpXrFX7afcKP0UfsFpP9GW1ui4Mvpi7zq4XPmA6Mn0hxUKiW+Cn8mJ8jT4iX0v2OolE1EHB6uTF7kc+Xr+J3ed/7fQ2Sg3zcdaKZOKVX5ON63B6W5ua4snyBuSm5GHPeOe12vrz+GV9e/6z/2Mu5x3uFNIlCmt88uw28kHs8Psel6UWmRyaOfZ72rQWgqqgU6uVf+OGcXQ6z7dD1d3HAbDDQ6kgSiBBnhaZpbGQjfL99n6epLYqNCqB33cbcw3w1e42bM5ewmd9/GG+lUeVe5Cl3wk/YKSSotw9m8Xntbq5ML/PlytVznZBw0ir1Gk8jGzyKrOn5uLWTz8cV59Mbc4/XVkmkUwe5x4+/B/QB7cNuPysTc2/MPX5rAWhQVSrN2gl+OGeD3Wyl2ZYi51XsJhOlxvn7MxfiU1Kolbiz84jb0cfESmk63Q4K4LE6+Xb2Ol/P32A68P7z8RqtBg9217iz/YjtbKyf8qGi4LI5uTF7iS+XrzE9Mv7e72sQvJyPW6yVD+2o6Pm4Duamprm8vMLS/AJmuRAj3sHrco8fPH3K0/U1kpk00WyCaDbx2txjTeu+vQA0Ggz9bwjnicVoORRaLQ44zWYSpeppL0OIgdLRNNbSW/xu+z5r6XB/Rp7ZYGLGN8pXc9e4MXUBi+n9LlN0Om2exp/zw/YDNlNRSi/M4nNYbHw2e5Evl66zMHZyF0XOq0aryfruFo/C62wmwuSrZz8fV5xPw/4Af/fbX/F3v/1V/7H93OMnG2tkXso9hmN0AI0GI63WOb0R2j2vOSfvx2mxUG2dv3OfQpw1uWqeHyOPuLP7hL1yhk5XQ0HBZ3PxB/O3+Gb+BmPvudXa0TQ2kmFubz9kdW+bQr3cv0VqN1m5NL7Al0vXuDC18F4Hys+7VrvNRmybR+E1NuIRctXCocSk/XzchbFxrqxc+KTyccX59HLusaZpxPYSPHj2jI3treNtATe185kHbFAMtNotTEbTaS/lTHGYLeey6yvEaWt12jzd2+T7yAPWM5H+15nVaGY+MMlX89e4PrmMyfDLu0SaphHJxrmz9ZDHiU2ytUL/JqnVaGYhNMUXi9e4NreMySjdqFc5bj7uzNQkl5dXuLS0gvOc5eOK80dVVSZGx5gY1Y+OvP0SiGo4dFj1PBlyeIkXUkydwDma88RlNUtKihAnJFXO8n3kPvd2V0lWs2jdLioKfruHb2av8dX8dUbcQ+/1PuKFJLe3HvNgd5V0Jdf/nm02mJjyj3Jz4TI3Fy9js9hO4kM6VzRNY/uFfNy05OOKAXGsDmC326XVab7Xb6Vn0Zh7mEQ+KQXgS2xGs9wCFuIXanWaPIxv8H34Ps9zu9R6+as2o4WV4CzfzN/g8tgCBsMv327NlHPcCT/mXvQZe6VMfwyMSTUw4hnixvwFPl+8hueMh9F/bMfOxx0b5+LSEldXLuLzek9nsUJ8YMcaA6MokKuVCTr9H2NNH820N8Tvdh+f9jLOHEVRQJHzkUIcV7yU4oft+9yLr5Gu5unSRVVUhh1e/nDiFl/NX8fv9P7it1+ql/k5/Jifwk/ZLSb725EGxUDA6eHa7AW+XLpKwHO+vke/D03T2MuleLC9xrPoJnvF9CvzccdDo1xcXOLqhQuSjysGyrF+BVVQyNcL564AnPKN8Y9Xf3vayxBCfGIa7Qb3Y2t8H3nAdi5Go6NvGTpMVq6EFvhm4QYro/MYfuEt2lqrzv3IM25vPyKaT/S7iKqi4rW5uDy9yBfL1xgPhE7sY/rUJXNpHoXXeRJdJ5FPUZV8XCHe6Hh7EIpCvnr+boXaTFY6nXN6w/k9Kae9ACHOmJ18gu/C93mYWCdbK9Kli0FRGXEGuDl9kS9mr+K1u3/R2251mjza2eDH7UdsZXaotPQ5nAoKbquDKzPLfLl0jZmRCRnNwkE+7pPIBrFX5uMaGA4EWFlY5OrKCmMjIfm8CfGS43UAFc5lGgjoWyjNdguz3AR+SRdN0+SbphhYtVadn3ef8WPkAZFCor/t6jTbuTG+zDcLn7EY/GWz8jqdNs/2tri99Yj1VJhSo0IX/Rcvh9nGtakVvly5xvL43MB/DeYrRR5vr/E4sv7afFy/z8vy3AJXL1xgauxkIvCEOO+OVQCe1zg40G8CJ+Qm8BEmg4F6u4HdLLcGxWDQNI1wPsb34fs83tskV9d3PYyqgZBriM+nL/P57GVc1ne/AappGlvpHX7cfsjTxHPytVK/Y2UzWVgZm+OLpWtcml7CNMCz+PR83A0ehdfekI/rZmluXvJxhXhPx/pOYzaayNfO3xYwyE3g17GbTBQaZSkAxblWaVa4E33Cj9FH7BaT/du0bouDL6Yu8838DWaHftm2azST4Pb2Ax7FN8hUC/1CxmI0Mzs8wedLV7gxf/G9kz0+Vfv5uI8ja2y/Jh/X5XSwMDPLlZUVFmbnJR9XiBN0rALQZrJRPKcdwGnfKH+78/C0l3Hm2E0myo0KuIZPeylCnBhN09jMRvhu+wFPU88pNioAmFQjY+5hvpy9yq2Zy9jM757gsFdM89PWI+7vrpGsZPuRYCaDkXFfkFsLl7m5cBmHzXGiH9OnoNFq8DSyyePIOs/3opKPK8QZcKyvMIfVSr5U/NBrORVTvlH+8bPfnPYyzhy72US5UTvtZQjx3gq1End2HnNn5zGxYop2t4MCeKxOvpm9zjfzN5j+BTsA+WqBn7af8FP0CYliut89NKoGhlw+bsxd5PPFq/hcnhP+iM62VrvJ6s7b83FnJia4vLzCxcUlyccV4hQcqwC0W2xki/kPvJTTYTNaacvQ4yNcZsu57fqK862jaaylt/jd9n3W0mHKzSrQS8XwjfLV7FU+m373rddKo8rd8FPuRB6xk0/2R78YFBWfw8PV6SW+XL5O0Pd+qR6fkla7zUZ8m8fb66wnwuQqr8/HvbyywsXFZeySjyvEmXC8LWCLlU73/A4GNipGuQn8koDDxlY2d9rLEOJYctU8P0YecWf3CXvlDJ2uhoKCz+biD+Zv8vX8DcZ97zb3rd5q8CC6yu3wIyK5eD+3V1UUPDYXNycu8eXydaaCg3F+uK1pbMUjPAqvsR7bIvNyPi5gtVolH1eIT8TxOoBWG1q3c27Hggw7vcTzSaaHxk97KWfGkN3J3djOaS9DiFfqaG2e7G3xXfgeG5kIlV5xZjGYmQ9M8tX8Na5PLr9TfGWr0+ZpbIMftx+ymd7pdw4VFJwWOzdnL/Pl8jXmR8//zdO35eMCWC0WZsf0fNwryyu4XRI7J8Sn5FgFoNNiQ0Gh1Kzi+QUjEM66Mfcwe4WUFIAvGHY4zu3oH/FpSpWz/BB5wN3dZySrWbRuFxUFv93D17PX+Gr+OiPu42+/djSN9b0tbm8/Yi25TaFe6Y9msZttXJ5c4sula6xMLZzr26eaprGTTvA4vM6znU2Sxewr83Gnxsa5JPm4QpwbxysAbQ5URSVXLZzLAnDaN8pvo3IT+EUWk0nORopT1eo0eRjf4PvwA57ndvpxaDajhZXgLN/M3eDy+AIGw/Fui2qaRji7y+2tRzxJbJKrFtF6BZ/VaGExNM2Xy9e4MrOEyXg+LyXs5+M+DK/xNLLJXjFDvVU/lI9rMpkYHwlxcWlZ8nGFOMeOXQAC5OtF4Px1yaa9Y/zXT3592ss4cxTJgxMfWbyU4oft+9yLr5Gu5unSRVVUhh1efn/iFl/PXyPg9B377cVySW5vP+BhbJ10Jd+fM2c2mJgeGuPmwhU+W7iMzXI+Z/G9LR/XaDQyMhzkwuISV5dXGB2RfFwhBsWxCkCP3YmGRrF2PrcELUYLdLs0Wi0sJrkIsk9BP2tlUGUel/gwGu0GD2JrfBd5wHYu1r9ZazdZuRxa4NuFG6yMzmM45hZsupTlzvZj7u08Y6+cOZjFpxoJeYe5OXeJW0tXcNnP305GppjjcXiNx9FePm7jVfm4/l4+7gXJxxViwB3rJ7vL7kLrdsmf4zNh8/5J1hKbXJlcOe2lnBkui5l0Jc+Ia3DGWogPbyef4LvwfR4m1snWinTpYlBUgk4/N6cv8eXsVbx297HeVqFa4ufIE36OPCFWTPVvpRpUA0NOL9dmVvhi+RoB9/G7hp+CF/Nxd7N7lBuSjyuEeDfHHANjQUGh2Di/BeBn4yv8+eYPUgC+wGe3kSrnpAAU76XWqvPz7jN+jDwgUkj0izSn2c6N8WW+WbjBYnDmWAVKrVnnbuQpd8KPiebj1Hs3U1VFxWd3c3lqiS+XrzEaCH7Qj+ljKlcrPInq+biRdOy1+biLs3NcWbnA/NS0FHtCiLc69t6eqiiUG9UPuZZTNe0dI1uWuXcv8lltZKr5016G+MRomkYkH+e78D0e722Sq+s54kbVQMg1xOfTl/l89jKuY1woa7SbPNxZ4074EduZGJWWnk6joOC2Obg+e0GfxTc8di6Knkq9xrPoJo/Cq4RTMYq18uF8XEXycYUQJ+P4BaCqUm6e32gwVVXx29zsFdKMeKTjBfow6OfZ7GkvQ3wCKs0KP0Wf8kP0IbvFZD8WzW1x8MXUZb6Zv8Hs0MRbi7ROp83T+HNubz9kIx3tZ/UqgMNi58b0Bb5YvsbS+OwnX/AdJx/X4XAwNzHFlZULLC1IPq4Q4uQc+7uJoih0XvjmdB5dCs7xNLYhBWDPkN3Jz7vR016GOIM0TWMzG+G77Qc8TT3vF2om1ciYe5gvZq7w+ewVbOY3x35pmsZGKsrt7YesJp6Tr5cPZvGZrFwcX+DLpWtcnFrA+AkXP3o+7jaPI2tsxiPkq6V+kQz7+bg2picmubK8wsriElbJxxVCfEDv9B31HKfBAfDZxAX+gx/+EVz46rSXciYMOxzn+tyneDeFepk70Ufc2XlMrJii3e2gAB6rk29mrvPNwg2mA2+ORdM0jZ1cgh+3HvI4vkG2VuhfXrAazcwHJ7m1eIXr8xexmD7NAqjdbrMe3+ZxeJ2NeJjsa/Jx58amubJyQfJxhRCn4tgFoNFgQNO0t7/wE+YwO9A6HckF7rGYTId+cInB0tE01tNb/G77PqvpcD8azWwwMeUb5avZq9yYvojV9OYZeolCkttbj3mwu0aqkqPT7fTfzoQ/xK35K3y2eBmH1fbBP6aTtp+P+ziyxtruNply/tX5uJO9fNxlyccVQpwNxy4AzUYzrWaTRruhz807p+Z8E6wltrg8sXTaSzkTFM5521cckqsWuB15yO3dJ+yVM3S6GgoKXpuL35+7yTcLNxj3vXlYcK5c4E74EXejT0mUMv2tTqNqYMQd4Mb8BT5fuobH8Wllx2qaRji5y+PwBs92NkmXc6/Jx53k8vIFyccVQpxpxy4ArSYzdLpka0VGXcMfck2n6sb4Cv98+44UgD1GVTn3Rf8g62htnuxt8V34HhuZCJVWHQCLwcxcYJKv565xfWoZk+H127Glepm7kWf8FH7MbmGPxv4sPkXF7/BydXaZL5auEfR+OpFix8nHNZtMTI6Nc2lxkSsXLhLwnq9Zg0KI8+34BaDZgtbWKJzzAnDOP8F//vAvTnsZZ8aww8FOYY/5wNRpL0WckHQ5y/eRB9yNPSNZyaJ1u6go+O0evpq9xtfz1xlxv/4iVK1V50FklTvhR4Rz8X5Gr6ooeGwuPp+8yhfLV5kcfvN5wLMknknyOLLGk+jG/7+9O4mNPL3PO/78a1/J4r7vS5HdXHpvd1saQYhkwUjiDVIMO1DgS+Agp5xyyCnIzYEcGPAhcIzIlmJPjCCKHIylWF5kzcianp7e2WSzm/u+71Wsvf6VAzlsjprTTfaQLHb/vx9ggBkOq+qtGQz5zFvv+3u0sPGSfty2dvV0nlNZyZsTZgHgIIcOgF63R8l4UuuxyEmuJ+9sNpsK3QEtR9ZUFizO93LyrjIY0PT6AgHwDZbOptQ/P6Jbk30aW5/ZC2xeh1vh8ibdaOpVV227nPaDfxyksyk9mR3Tx+N9Glub2RsHZchQ0ONTV0O7rocvqKni1WNezoKljdWdFo3pkd1+3MQL/bjlpWU61x6mHxfAW+vQAdDv9mrLFrHErdCuihY9nR1RWce1fC8l72oKC/RwbjHfy8ARzUeWdXuiTw/nn2kltqGccrIZNpX6Qnqn9YputPSqJHDwR5ZZ09TwwrhuT/RpeGlKW8moctq50OBzedVTF9a1cK/CdWd/CPFh+3HDLTv9uDWV9OMCsIZDB0CfxydD0lZi+wSXczZcqjmnP7rzPX2RAKiawpD+Zngy38vAKyQzSfXNDemjqT6Nr88pmd25nOBzetRV2aqbLRfUWd0q+wHhxjRNja/M6M5EvwYXxrS+288rSV6nW+GqJl1r71VXY1jOMzyLb3M7ov6JnY9xZ1bnD+7HDYUUbmlVd7hDDbVvxo4lAJyEQ/80D3h8ykmW2AEMevzKZjPKZLNy2O35Xk5eBd2eF2464myY3VzQhxOP9HhhWGu7oc1u2FQeKNblhvO63tSjkK/g4MeuLerjiT71zw1rJba51y3rtrvUWFajq63dutR2Xu5XjHjJl0/3484rmtj+dGXa/n7ccIeaGhrP/G4lAJymQwfAoM8vM2cqmnx76+D2awxVa3hxXJ3VrfleSt4ZyilrmgfuHuH0xNMJPZh9qttTfZraXNibNxdweXWhJqxfbL2otvLGA3e1liJrujvxWI9mnmkpurZXOea0O1QdKtPl1m5dae1SwOc/1fd0GPFkXE+mRjUwOaSJ5dkX+3FtO/24LQ2N6g53qq2p6Y1uDQGA03Don5IF3oBS2bRSmfSrv/ktcK2uSz8c/ZAAKKnQ49HS9upbffv7LDJNU1Mb87o1+VADi6NaT+xcwHLY7KoIlOpaY5euNnUp6Am88NiN2JbuTz7R/aknmo8sK5V9PouvJBDSxaZzuhruUXEwdJpv6ZWS6aSeTo+pf3JI44sz2oxH6McFgBNw+ADoDyppkfAnSU0ltYo8jiiWTMrnPpsfg52WymBAMxsLBMBTsJ3a1r3pQX083a+ZrcW9IcpBt1/X6rt0s+WimkpfPLu2nYzp4dSg7k4OaGZzUYndj+3thk0hX4F6GsO6Fr6gyqKz03N9mH5cn9er9po6dXeE1dkWph8XAI7J4cfAuNxKZzNy2qzzf9uXazp1b+KRvhi29mWQ6oKgZjYXpbrufC/lrWOapsbWZnRr4pGeLI/tnbF12hyqLijTtcZuXW48L7/70/VhyXRSfTNDujvZr4m1OcV2BzjbZKjAG9DFpvO6Hu5VQ0XNqb+ng2QyGY3MT2pgcljD8xMv78cNd+hcewf9uABwgg6d5nZ2HHZu1FnlPNg7TZf1+//4P/SL7VdlM4x8LydvagtDujc7mu9lvDU2E1Hdm+7XnZkBzW0tK5PLypBU4A7oZuMF3Wi5oMbSTwe3dDajwflR3Zl4rNHlaUV2e3kNGQq4fbrUdE7X2y+otboh7zdbP+nHfTI1rGez4wf347rdaqitVXdHp863tyvgf/FjbADAyTnidp4hj9OlSDKqkPfg24VvE7fDrUp/iSaWp9Vcbt1ByGWBgDYTb/cA8JOUNU0Nr4zr1kSfnq1M7IU3l92p+qIqXW/q0aWGc/Lsu3GbNU2NLE3qzsRjPVuc0GYiujeaxef0qKu2TdfDveqob8vr7dbD9OO6XS41Vtepq71DXeEOhQre/p8dAHDWHSkA5pST3+nVemzLEgFQkr7adl1/Ofi+pQPgzu5n7pXfh+fWY5u6M/VYd2efaCG6qmzOlCFDIW9Q7zRf1s2Wi6opft4wYZqmJlZmdWe8TwMLY1qPb+7NsPM4XGqtrNe1tl71NofldOTnHJxpmppdXdDAxIgGZ0d2+nHT9OMCwJvoyAf6gl6/1hNbajqJ1ZxBdaFqJVJJRRMxBTy+Vz/gLeVx2BVJbCvoOXtjQs6CrJnR4OK4bk0+0vDqpLZ3z+S57S41l9TpRnOveurCcu8Lb/ObS/p4vF+PZ4e0sr2+N9rEZXeqvqRKl1u6dLmtS163Ny/vaX8/7uLGquI/34/rcKi6olLn2trU23meflwAeIMcKQDabDb5nB5tJt7+YdD7Xa/r0p3Rh/ry+Zv5XkreVAQCmtyYV1clY3E+sRJd00dTj/VgblBL22syczkZMlTsK9T1xh7daLmoysLnt25Xo+v6yeTHejj9VIuRFaU/mcVns6uisFSXW7p0pa1LBf7gqb+XQ/fjtrWpu6NT1RWVp75GAMDxOVIAdDmccjtd2oxb6zzYjYYe/ef3v6Mvnbth2csg9UWFmlyftnQATGdT6p8f0UdTfRpdm1E8s/Pxp9fhVrisUTeaL6irtl1O+85/VpFEVD95elv3pwY1u7W0dxHCbthVEgypt7FD19t7VFJYfKrvYy2yoYGJYQ1MD2t2bVGxVPxTlWkOu12lJcXqoB8XAN5aRwqAHqdbTrtDS8m3vw94P6fdpfpQlYbnxxSubsn3cvKipbhUD+ee5XsZp24+sqzbE316OP9MK7EN5ZSTzbCp1BfSO61XdKOlVyWBnXNu8VRCd8cf6+7kgKY3FvYCos2wKeQLqqu+TdfCvaopOb3ds83tiJ5MDat/cni3Hze+V/sm7fTjFhWG1N7cou6OTjXSjwsAlnCkAOh1uWW3ORSxWACUpF9q+wW92/fXlg2ApX6/tizw7z2ZSapvbkgfTfVpYn1OiezOjVaf06OuylbdbLmgzupW2W02JTMpPZkd0f++9zcaX53VdnqnJtGQoQKPXz2NHTuz+MprTiVURWPbGpweVf/kkCZX5j6jHzeo1oYm9XR20o8LABZ25ABoGNJ2yhp9wPtVBEuVM01txCIK+U7/jFa+GYYhh2EomUnK7Xi7mlFmNxd0a6JPfQtDWotvKaec7IZNZf5iXWk4r+vNPQr5CpTNZvR0YVzfvfV/NbI8qUhyWzntzLXzu7260NCha+FehWuaTzzwxZPx3bA3rImlGW0losqa9OMCAA7nSL8RfB6v4unkp84LWcnN+l59PHJfv9TzpXwvJS9qCoIaWZnW+Tf8HGA8k9CDmae6PdWnqc2FvbN5fpdXF2rCutlyQe0VO/fcx5an9cPHH+jp4rg24pG9ixFep0cd1S261t6j8w3tcp5guPqkH3dgclhji9MH9+P6fGqqq1dXR4c6WtvpxwUAvNTRAqDbq1gkbtmJcFfruvX3P/lYZi5nycsgjcVFGl2beuMCoGmamtqY10eTj9S/OKqNxJZykhw2uyoCpbrW2KWrTV0KegKaXl3QxxN9+l93f6TV+ObeeTm3w6Wm8lpda+vWhZZzcjtPZhc0nUlpaHZCA5PDGlmY0sb2Fv24AIBjd6QAGPD6tbK6JqsOBbbbbGorqdfAzDN113XkezmnrrWkVPdmBvO9jEPZTm3r3vSgPp7u18zW4l6ICrr9ulrfpZstF9VUWqvl6JrujvfrD3/851reXt/bWXPaHaopqtCV1vO63Nolv/f45x++sh9Xhrxej5qqGtTTQT8uAOD4HCkABr1+xdNJ2W12xdMJeZ3W+2X0lbZr+pP771kyAJb4/YqmY/lexoFM09TY2oxuTTzSk+UxbSV3ZlU6bQ5VF5TpamOXrjR2KZ1N6974gL734G+1sLWyFwwdNrvKgkW60HxOV9t6VBQsPNb1ZUxTkwtTO5Vps2MH9uO6d/txz4c71B0O048LADgxRwqABd6A4umE/K6dOjhvofUCYLGvSE7DroWNZVWGyvK9nFPnstnOTPjfTER1b7pfd2YGNBdZVsbMypBU4A7oRmOvbrZcVFmwSA8mB3V3ql/vPX5fyd1bvXbDpiJ/oXoa2nU9fEHlRaUvf7EjME1TU8tz6p8c1rOZUS1HPqMft6pOXWH6cQEAp+9oAdAfUCKdVFWwTOvxLVUXlp/Uus60X+38sv5P/4/1L7/wG/leyqmrKSzQyMq0uqvaTv21s6apkZUJfTjxSM9WJhRJ7exGuuxO1YeqdL2pR+eqWzW0MK47E/36rx/8hWK7lWw2w1ChN6grdV261t6r+vLqY1nTXj/u5IgGZ17Sj1tVrXPt7eqhHxcAcAYcKQD6PT6lMmkFvD5tJKzVBrJfQ3G1vHaXxpam1Fxen+/lnKqmopDGVidPLQCuxzZ1Z/qx7s4MaiG6omzOlCFDIW9Q7zRf0tWmXm3Gt3Rn4rHee/wT/c97P5S0c34u6PHtBb6WqvpjGc2ysL6026IxosXNFcVTB/XjVuhcW7u6OzpVUWq9XWIAwNl35C7gnHIq9Aa1GbdWH/DP+0b3V/XHd7+vxrI6S90Ibi0t1UfTAyf2/Fkzo8HFcd2afKTh1am94cpuu0vNJbW63tgjv9urB9ODejQ3pJ+OPdgbzeJ3edVV165fCPcqXNf6uYccL2+u7oS9qRHNbyzRjwsAeGu8xrAwQ0XeAj3bGD/+1bxBSvxFqg2Wq3/6qXrqO/O9nFMT8voUSx/vIPCV6JpuT/Xr/twTLW2vy9zd5Sv2FepaQ5caSqo1sjytwflRvXv3BzL3ZvG51VbVoOvtvepubJfT8frjUA7Vj1tcrHBLq3o6OlVbVUVlGgDgjXXkAJhTTiF/gSXr4H7er3d9WX/ws3d1vi4su2GdMOC22xRLxeVzeV/r8elsSgMLo7o1+UijazN7nbkeh1vhsgZ1VDZpPR7R4PyoPhi9p+zIHUk7Z/0aSqt1ubVbl1q75HW/3iy+re2IBqZGNDA5pOnVBUWTMfpxAQCW8lp1AaWBkKLJszkO5DT5XX51V7To9vAD3Wy/nO/lnJq6wkI9XR7XpZpzh37MfGRZH08+1sO5Z1qOrSunnGyGTaW+kK7WnZfdbtfQ0qSGV6Y0uLSzu+y0OVQVKtOl5vO60t6toO/oY1G249t6MrXTjzu1MqfIAf24BcGg2hob1dXRqZbGJvpxAQBvvSMHQMMw5LDZPzXDzMp+OfwF/d7739Hlph65nc58L+dUdJSX6tH86EsDYDKTVN/ckD6a6tPE+pwSu+NXfE6PwuWNKvYXamZtQQvRVX0wfl/Sziy+kkBIFxrP6Wq4WyUFR7stG0/G9XR6TP1TQxpf/Ox+3Ob6BnV3dKq9qZl+XACAJR35t5/L4dR20rp1cD/PaXfpCw29+uDpLX21+518L+dUtJWW64dPR1/4+uzmom5NPNLjhWGtxjeVU052w6ZSf5HCwRJtJaKaj6zo6e4On82wqchXoK76dl0P96qq5PBjhZLplJ7thr2xBfpxAQA4iiP/RvQ43YokY8rliICfeKfpin7v/W8rmogp4PHlezknzmm3yzBMbca3NLA4rttTjzS1ubC3K+x3etVYVK2cclqMrGoxuvOHIUMFXr8uNHXqF8IX1VBRc6jXO3Q/bnWtujo6dK61TR4q0wAA+ExHD4Aul6KJbRmGoayZkd3GrorNZtPX2m/q7/p/ql+78rV8L+fE5HI5zUdW9XRpWrH0hv7Dj/5QkmQ37CryBuVxurURiyiajml8fVaGJL/bp4u153Q93Ku26sZXXqbIZDIaXZjSwOSQhucntRrdVHp/ZZphyOP2qKm6Qd3hDp1va5fP9/aHbgAAjtOR05vX5VE0GZPX5dZmIqJiH60GknSp5pz+YfSOliNrKgsW53s5x2YttqWh5RmNrs1pLR7duy0bcDnkd7plM+yKpGJaiW1I2jnjd76mVdfae3WuvvWlZ+z29+M+mx3XanRdyQP6cetrGtQV7lB3Rwf9uAAAHIOjB0C3V9FkXAGXT2sxAuB+v3b+y/qrxz/Vb9381Xwv5bXFkgmNrs3q2fKMlrY3lN49V+eyO1Xg9iqdzWg7nZRhpJXMSg6bS60V9brW1que5g65nQfP4jt8P26tzrd3qLujk35cAABOyJEDoN/jUWw7roDHr4341kms6Y3VUlIvR+5DTa3Oqb7keLpmT1omk9HE+oKerkxrbmtV8d1QZjfs8jqdcuUciqVTSmXTSmXTcjscqisqUltljf7y4YT+3a//rtzOT8/jM01T86tL6p8a0uD0837c/adGP9WP29GpkqK3Z9cUAICz7jUCoF+zG/Mq9hZoM2HtOriDfL37K/rOg7/S73zpX+R7KQfK5XKa21rVs+UpTWwsKpLcafWwGYbcdqe8DpeSmbSyuayiqaxcDoeqQyGFK6vVXFEtj/v5Dt/96XX1jT1TXXnlK/txq8or1Nm2E/YqyujHBQAgn44cAINev+KphApLajS/tnwSa3qjVQRLVeYLaWBmSOdr2/O9HEnSamxLQ8vTGl2b1/q+c3x7gS+blpnLKZ5JyWW3q7KwQG2VNWqtrH6hbSOVzmhqZVGji/Naj6zqL372nsx9ae+TftzOtjZ1hztUU1l1mm8VAAAcwmsEwIDi6YSKfIUamp84gSW9+b7R9VX9wYd/rqayOvncr1eX9nnEkgkNr85qaGVaS9ube/PxnDa7nDa70qZk5kwls2k57XaVB4Nqq6hWW1WNfPvGp+RyOa1ubWlsaV4Ty0taj20rlX0+a89hN2S3Gbp56Rr9uAAAvEGOHAALAwHF0ykV0wf8mQIev/5p+At67/7f6jdv/MqJv14qk9Hk+ryeLk9rLrKmxN45PpvsNpvshk3ZnKm0mZXTJpUFAmqrrFJrZa0C3ueBb2cEy5zGFuc1t7Gh7VRS5u68R5sh+VxO1VcVqbWmSrWVFXLabfpP776vr3zxHXlcB1/+AAAAZ8+RA2DA7VMyk1SRr0CxdOIk1vRWuFhzTg/nh3R/ol+XGruO/fkjybj+fvieJjeX9s7xGYYhh2GTzTBk5nLK5kwZOUPFAb9ayyvVVlWrgn0z89aiEd0bmdL4yqLWYttKZZ7v7jntNpUUeNVUXa6W2mqFggePX6ktCehB/2PduGSdLmQAAN50Rw6ADodDuVxOdrtD5r6eVbzoty/8sr71wXfVXF6vkO/zjTSJJmMaWprU8MqkFqNrMrMp+ZyG7IZdNsMmM2cql8vJNHIq9vnVUlGp9uoaFfp2glsmk9X06pLujDzV7Pq6ovt29wxD8rkcqi8vUUtdteoqyuV02A+1ru7GMt159oQACADAG+Q1azyM413FW8rtcOs3e76m79/9kb75xa/LZhz+n1s2l9PsxqIGF0c1u7moeCYpSbLr58/Y5VTk9aq5olLtVTUqCgQlSZvRqMYW5zW+tKjV7W0lM8+r05x2Q8VBjxqrK9RSW6nizzFvr6epWj+89+FrPx4AAJy+1wqAuU+GfBg7M984+P/ZWkvr1VhYrZ8N3dEXw9de+r3RZFxDyxMaXp7UWmxTpkwZkmz7Ql9Oks2wqTxQoF+5dFHFwaCyGVMza8t6MD6i2fU1RZNJZfft7nldDjWVFau1pkr11RVyvaSd46jcLodELzQAAG+Uz5UEnHan4pm4/C7/ca3nrfQbXf9E3/rgT9VW2aTKwucz8D5rl88mQ+ZuyM5Jcrncqi4uV1tNs6qLy/Xt974ruy2n9wf7tBqNKrFvd89hM1QYcKuxskzNddUqCxWe6nsFAABn32sHwGw2I7/Lq/VYhAD4CnabTd+8+M/0p/ff0zeu/3ONrk1/apdPkox9H6vb7Q6VB4vUVt2opqo6bcW2NT4/pdtP72srHtVWYlvzRkp+lyGP067GiiK11FWqoapSbqczX28TAAC8IV4rALocTkWSMQXcPq3HtlQbqjzudb1RTNPUVjKq9fiWNuIRbcQjWomuaTW+pa1EVNvpuOLppBKZlP7og3flDwZlSHttGTYZKvAVqKmiTi01DYol4xqfn9Kj8Sf62ZO7eyHRZtjk8/kUsdtVV1asr3/5ypHOFQIAAEivGQDdTpeiiZiCHr82EpHjXtOZkMwkd8PcllZjW1qKrmgpsq71xJa2U3ElMkmlshllzOzzM5GHkEjE5fJ4VOgvUHVJpVqrG5XOpDWxOK2h2VE9HB/Yez67za5gQVD1NXVqrm9QMLBzo/dP/uzbcrschD8AAPBaXhkAtxMx/d2Df/zU16LJmD4cfaDtZFzzG2e/Ds7MmUqkk4qmYookY9pOxRVLJRRLx5XIpJQyM8qYGZmmuXf27qgMSYZ2ZvDZbTY5bHY5HS65HA65nS65HW65XU4ZOUNjKzMKlddpdmVeI/Pje8/hsDtUXFyixto6NdY1yOtxf/YLAgAAvKaXBsCCYIHWopv6wf33X/h7C5sre3/+eHH4+Ff2hslJysmUmZMy2ayS2bT0kkHZzyaeqqS0XJVllWqqb1RdTbVcnN8DAACn4OUBMBDQv/83/1aZff2vkvT/fvJjVbiK1FRRp/f7butfXf/sujMzZyqVySj6yc5bcnf3LRVTJBFXLBVXPJ1QIpNSMp1SKptWKptWxswqmzNl5j7fsGmbYcjucMjr9ijg86mwIKjiUJEqSstVU1EhV54qzP7s+99Ta2OTLvVcyMvrAwAA63rlR8BFodALXysJFWtsbEprW5ua31zWu7d/oERm55JDKpNW2kwrk80qk8sqY2ZffNLXZBiG7Ha73C6XAv6AykpKVF5couJQoUqLS1RaXKLAvqqzs+xf/9Zv6/f/+L+psa5BgcDBNWsvY+Z2OoABAACOyliNmEc+9DY8Ma7//hfv7v213bBJ++615pRTLqdXXo74JNC5nE75PF4VFhSotKhYJUVFKg6FVFZSopJQkRzHOLj4LLn/+LH++oN/OPLj0qmkHHab7GdkAHdRYZF+95u/k+9lAACAQ3qtAChJsURCHpdL//G/fEupTHrnyQxDNsOQw+HY3aXzq7gwpJKiYhUXhVRaXKyy4lIVvMaOFwAAAI7HawfAT8RiMTlcrmOtFwMAAMDJ+dypzfeGnLkDAADAjrNxiAwAAACnhgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAi/n/TZ71ZBZm/kUAAAAASUVORK5CYII=",
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" Figure\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm, is_dark=isdark).plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"id": "0e1c606f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([0.71394997, 0.69072105, 0.67781734])"
|
|
]
|
|
},
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"def dump_dist(p, wi, ray_pkg, fld, wvl, foc):\n",
|
|
" if ray_pkg is not None:\n",
|
|
" image_pt = fld.ref_sphere[0]\n",
|
|
" ray = ray_pkg[0]\n",
|
|
" dist = foc / ray[-1][1][2]\n",
|
|
" defocused_pt = ray[-1][0] + dist*ray[-1][1]\n",
|
|
" t_abr = defocused_pt - image_pt\n",
|
|
" return np.sqrt(np.sum(t_abr*t_abr))\n",
|
|
" \n",
|
|
"def spot_rms(sm):\n",
|
|
" return np.sqrt(np.mean(np.square(sm.trace_grid(dump_dist, 0, form='list', append_if_none=False)[0]), axis=1))\n",
|
|
"\n",
|
|
"spot_rms(sm)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 60,
|
|
"id": "b0c10933",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "a925ca79c19e4c789e2be0d62e8b8829",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"-5.022511255627812"
|
|
]
|
|
},
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"import rayoptics.optical.model_constants as mc\n",
|
|
"\n",
|
|
"old_gap = opm.seq_model.gaps[-1].thi\n",
|
|
"offsets = np.linspace(-40, 40, 2000)\n",
|
|
"\n",
|
|
"opm.seq_model.gaps[-1].thi = opm.optical_spec.parax_data.fod.bfl\n",
|
|
"opm.update_model()\n",
|
|
"\n",
|
|
"def dump_rays(p, wi, ray_pkg, fld, wvl, foc):\n",
|
|
" if ray_pkg is not None:\n",
|
|
" image_pt = fld.ref_sphere[0]\n",
|
|
" ray = ray_pkg[mc.ray]\n",
|
|
" v = ray[-1][mc.d][0:2] / ray[-1][mc.d][2]\n",
|
|
" return [ray[-1][mc.p][0:2] - image_pt[0:2], v]\n",
|
|
"\n",
|
|
"vals, colors = sm.trace_grid(dump_rays, 0, form='list', append_if_none=False)\n",
|
|
"v1, v2, v3 = vals\n",
|
|
"v1_p = v1[:,0]\n",
|
|
"v1_v = v1[:,1]\n",
|
|
"v2_p = v2[:,0]\n",
|
|
"v2_v = v2[:,1]\n",
|
|
"v3_p = v3[:,0]\n",
|
|
"v3_v = v3[:,1]\n",
|
|
"\n",
|
|
"v1_rms = np.zeros(offsets.size)\n",
|
|
"v2_rms = np.zeros(offsets.size)\n",
|
|
"v3_rms = np.zeros(offsets.size)\n",
|
|
"\n",
|
|
"for i in range(offsets.size):\n",
|
|
" v1_rms[i] = np.sqrt(np.mean(np.square(v1_p+v1_v*offsets[i])))\n",
|
|
" v2_rms[i] = np.sqrt(np.mean(np.square(v2_p+v2_v*offsets[i])))\n",
|
|
" v3_rms[i] = np.sqrt(np.mean(np.square(v3_p+v3_v*offsets[i])))\n",
|
|
"\n",
|
|
"opm.seq_model.gaps[-1].thi = old_gap\n",
|
|
"opm.update_model()\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(offsets, v1_rms, color=colors[0])\n",
|
|
"plt.plot(offsets, v2_rms, color=colors[1])\n",
|
|
"plt.plot(offsets, v3_rms, color=colors[2])\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"min_o = offsets[np.argmin(0.25*v1_rms+0.50*v2_rms+0.25*v3_rms)]\n",
|
|
"min_o"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 61,
|
|
"id": "5c091777",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[0.2159279 0.21609438 0.21714886]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "a9a64379f8f945ef9abbb9a773e53114",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
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"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"opm.seq_model.gaps[-1].thi = opm.optical_spec.parax_data.fod.bfl + min_o\n",
|
|
"opm.update_model()\n",
|
|
"\n",
|
|
"spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm, is_dark=isdark).plot()\n",
|
|
"print(spot_rms(sm))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"id": "4f7eb3b9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "f9a7ddaee43945699b115b5232c0eb36",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"abr_plt = plt.figure(FigureClass=RayFanFigure, opt_model=opm, data_type='Ray',\n",
|
|
" scale_type=Fit.All_Same).plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "3f0c6344",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"37.675382106540546"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# let's try chaining the two lenses together and seeing how that looks\n",
|
|
"\n",
|
|
"# first let's wrap that focus calculation code into a function\n",
|
|
"\n",
|
|
"\n",
|
|
"def dump_rays(p, wi, ray_pkg, fld, wvl, foc):\n",
|
|
" if ray_pkg is not None:\n",
|
|
" image_pt = fld.ref_sphere[0]\n",
|
|
" ray = ray_pkg[mc.ray]\n",
|
|
" v = ray[-1][mc.d][0:2] / ray[-1][mc.d][2]\n",
|
|
" return [ray[-1][mc.p][0:2] - image_pt[0:2], v]\n",
|
|
" \n",
|
|
"def get_focus(sm, offset=False, weights=np.array([0.25, 0.5, 0.25])):\n",
|
|
" offsets = np.linspace(-40, 40, 2000)\n",
|
|
" vals, colors = sm.trace_grid(dump_rays, 0, form='list', append_if_none=False)\n",
|
|
"\n",
|
|
" rms = np.zeros((offsets.size, len(vals)), dtype=float)\n",
|
|
"\n",
|
|
" for i in range(offsets.size):\n",
|
|
" for j in range(len(vals)):\n",
|
|
" rms[i][j] = np.sqrt(np.mean(np.square(vals[j][:,0]+vals[j][:,1]*offsets[i])))\n",
|
|
"\n",
|
|
" if offset:\n",
|
|
" return offsets[np.argmin(np.sum(rms*weights, axis=1))]\n",
|
|
" else:\n",
|
|
" return sm.gaps[-1].thi + offsets[np.argmin(np.sum(rms*weights, axis=1))]\n",
|
|
"\n",
|
|
"get_focus(sm)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 150,
|
|
"id": "65db2cdb",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "4b3e9e9ed84b405f8429c5a9e70093ee",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"opm2 = OpticalModel()\n",
|
|
"sm2 = opm2['seq_model']\n",
|
|
"osp2 = opm2['optical_spec']\n",
|
|
"pm2 = opm2['parax_model']\n",
|
|
"\n",
|
|
"osp2['pupil'] = PupilSpec(osp2, key=['object', 'pupil'], value=16)\n",
|
|
"osp2['fov'] = FieldSpec(osp2, key=['object', 'angle'], value=1.5, flds=[0., 0.707, 1.], is_relative=True)\n",
|
|
"osp2['wvls'] = WvlSpec([('F', 0.5), (587.5618, 1.0), ('C', 0.5)], ref_wl=1)\n",
|
|
"\n",
|
|
"opm2.radius_mode = True\n",
|
|
"\n",
|
|
"sm2.gaps[0].thi=1e10\n",
|
|
"sm2.add_surface([r0_0, 2, 'N-BK7', 'Schott', 42/2])\n",
|
|
"sm2.add_surface([1e9, 2, 'N-F2', 'Schott', 42/2])\n",
|
|
"sm2.add_surface([-r0_1, f0])\n",
|
|
"first_gap_idx = sm2.cur_surface\n",
|
|
"\n",
|
|
"opm2.update_model()\n",
|
|
"sm2.gaps[-1].thi = get_focus(sm2)\n",
|
|
"\n",
|
|
"opm2.update_model()\n",
|
|
"\n",
|
|
"layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm2, is_dark=isdark).plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 151,
|
|
"id": "6b732394",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "62f44eb8d991479d833cb6b7f5a7603e",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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7Rb2kVbaV8d1fSdDWvtW+OQP/OuQ6QfKvJN93gSREqjRF8u5iZAxpmyONUySjWP51rEqRbpXKF//QPZ9b0JtHWhsq5NyB1XTJtaVVOraCqzFd+Yz71uG1XjCuoYMvvOrmZ26obzTMteJmw+xxgyvZk3BTnvYjVx3NY2xtc2So51oWN3+zBo6My8zXZoHgXQjxs/Xxs+p253X77vKQgCEz6DwNR3hueVz7EBKbK1nyaYJudxS1EyvR/hEz8UeVnq27s7fftgtlzvt1vdbe+1Px5VlJWatjHzcN9xnfBmZlRZGpjpGIs402ax1BfrW93M17pZrvRqsdHNcqPwPYJH3/fKSxPmdqe9dqe9Hk577Y4H7Yuj8qpU2VSq20atvenv7ILMY8HMVxxEmkepfrx6pR+vvtCXi1v16s3zQF1O19OquShtstfTpm1U1OXFDbu5jj71imWumd75+jMzZVDjtnXgm+eQm2xtZgmHsQmScaIoDNX3vTr7vFQ3jfK61KksVFSliqY01/+60basdL/d6md//ufv+LebybPTPpI41iKba70yK4zr1Vo367VebW50c3PzonZ2guGFrQD+fPe1bpdP2zLNm0arZP6JPyNIprlmkcy1+IDHe2yuMauO+dRMY7a3C52qcmquKe0KYN2aLfC6b9R2nZq+fetFwpuZbY7AC6aVyMg3d5mJXY00K5GpCZJJpq9WrzSPMy2TTItkrjiInv11VV2tsjJBsmorFY1ZxSwaU+tSNrWKprTh0wTPum2mbfr2MmgO46rm+cL4nJX62UXAnF7sY+N53vTa9zzN7EVzvIia8KkpXI5bS+aCOX4+vbp+mLb1+7ZXPXQaZAPp9xw+L+s+x/B5XuE0nYnjqKWp6Si0K5/x+SVOEiWET+eVda27+zt9e39vmyLOgS4vCjVNM9VRv80YSGI/VBIvNE9SbbKVXq02ul2sdbNc63ax0e1qozh8/jXnVOa6P+y1PZlAtz0dtD3udShOzwpzYxlQ6Jtr5SJKlYaJ5nGmVZJpnS61TOZKokRZkCiLI1Vto11x1K446lCaCRv/+Jf/n4qmMtvAobnOfrm81TKZaxFnWiYLrZOFVtlc8yh77c9Z07Uqm9KGyMrsANlraWmvp7kNl5c37Fc7Qn2nqq3NrsxwvmY99Ub9fENunku8WXhxPZUkc50c7PVxuiYOveqqVllWetjt9LNfvv3vuQqNUawsS7VZrnWzWWtjQ+PteqNXNzeKoud9fzzVi+sC/uX+G71aPq2xoxt6xUH8iT8jfCyXzTXS+zfvTM01ld3SrksVtkP7WOUqmnJqrinbSnXXKC8K1UezCtn0b2+u8TQ730WOQdIPpxmWqb2bnEep5kmqxbgaGWeaJ3PdLFaK/Y8bJPq+V9M1dqWyVNnU9oJY263xc+AcL5RjgB5XMs1WfmtXRc02UzeMF8nnhUzpeovHt8HSzAj17Xa0Wc0NxnDmB2brJwzsDNHrDviZZlPNaN+ZutIpJLfjdr+paZ0CaderaRvVQ30+Rehjh09pqvccO98vaz798Wscxy0FoaL4etxSFAXTamhkm4/MkPlkGrcU0fH+SdRtq7uHO93dma3WcYVut9+b60LTvLXTdWS2Mc0T9iLKNI9TredLvVre6NVyrc18rVfLjW5XN0rjpz8v9X2v/emgh+Ne3x4edL/f6sFuY57yXHlTqW4rNd31DsSbP89zI6D5ta8oDKef17HEZSyYNuFlUD+Yn7miqXSX7568KjfTTHEQKglixUGoQ5Xrl529we1fPw1jptkUOGO7w5OEsbLxuhonmkdzLZNMy3SuLxc3WmeLNwbHpz7Old0NKurK1M7ba6m5dprQWYw7Wc11uDQ36t00Mm68IX7Xv8d3v3ZjGKSubdW2rYqy1MN+p1/86lfv/PPezJPvm7rGLEm0Wi71xeZWX7x6NdU03t7cKnlCaHxxAfDr073++R//tSe+9+zd74LfOB+juabu6mkb+1TnOtXlxa/N2687tGvty6Pqvp22s5/eXDOGyECxH5ktiSBRFsXmBBpbE7mIzZPKIkm1TBZKw/P8Rc/zFHux4jCW9OnKHpquVt7UKu0deNVW5gJpVy3Li5B5fQfeXm3xtH2nui10HK5XDvvhee0/3mwmz95xP97qicKxMcmu+gWh4iC0q3vm8Y2jSN7MtwHVbrt73nTl6OxA+bptVNb2a2pq1TZYj2OdxhXazq6k9H2v7nH4fMe4pvfxxo53/83jluLIPAZpkkzjlsyqpzn9aBy3lMTmfeLYrHz+UOqZ2r7Xw8ODvr2/1932PLrkYbdTXthO1ycEustO10Vkhu+nUTzVKceheczCIJY3k/leaDt14zXAfl/cH7b69e7OrNrbBri6bdTaG6/pe8aupn+K75Px6/GuVv5n9vvelz+byRtvzGZjHd7F731zqMN4zQr84Op16Afm58zuqizTuTbpUjfz1VtDWdf3Ota5dqe99sVR+/KkY5WbsqHKXHfHG/ZtsdfXh7tpu/h1j85MmkqD4iA635CHieZRMpUHLeJMq2SuVbqYVjA9z7P1hMlHfdxHVVub8NiUKuvKzhqubOlRbVY2q3IqQzI36I+2xsfrp90aH17TMNkPZtelaVvlRaFvHx70R3/25rE7j43XjTCMFAx6WVvAD8VeXyyetjrUv6zsih+QyI8UfWBzTdO1ph7yornm1JTK60KHyq5MNoVdiTTNNcc610PRqrarcW9rrplJ55N2LpprInvhM3WRsQmPydyEySg1ITLOtEjnWkTZkxqqRqEfae1HWiefrrlq3OYpbNAsm/rcxW7DZl6bi2hpVzavVgMvQmbZVWqr3K5mPr+WSDIhc6aLgnXvXLDuzzyFfiDf95WEsVndsyFzrClKbHhIwtiUGcSJssjUGvm+L0mq21pV3dhVhVplbYPz+NLUKqriXB7QNFOIGFcdxhpUc8Z6r65t1XzCUHEZPnVRn/p4290fi/ntuKVpaz2JFYWRwjA076+ZZv55RJVmg2aD1A+DjsVJu/1eh+PJrHoVhcq6UtO26rvnrrCM80lN6cPocq6qZH49fR+1lVSe3u8x0tNazcbAOQYwU+8cTCEmiWJlYaJ5NNY4x+Z9AhN4xuAT+GNZiw38fqjQD5/1c/598T1Pa7v1+xx93+tU59rlR+1K09BxKHOd6pNOVWlv0M1N6rY46uvD/bRS9/ptbinw7E2if752pqH5WR0bFJdxplWy0DJdaJ0utEwWT35cx0C6+QQ36F3XKrdb42b3p1RZ2/r1utS+PGqb73WcnnfqaS7xdM2w14ne3sA2bavgbZ1Gn0PTtUqjpy2fz1gAxGcU+h+nuSYfA+Rlc01d6lhfnlpTTdvZRVNqXx7sqJ3ujdsso2B2vqs3DTbnO+gkiJTYbRez8pEqjc7NNcvUvH7cXPMhzGroQstPcyMuyVwwS3tHPm6Xl02lqquncRJlcw6Z4yrneDc+rvK2faeyqdRV51FG3Vgb+Yywdb06MwbN85Z54J23yceQOV9kJhjEsZIoURKG9rXt2rZbzFmUKI5TBZ6npjWrT1VV6lAWOpW58jJXXpkbk6pp7CpnZUOmXbm9qEftOlMgf250slvr/aBeg9rW3LR8miFLT308x0dV52NKvfPq8LjaNa5o+X4gbzbToMFsfg6DuqFX23Y2YJug3fXjRIFB/RsWR8ZVqLG+OAkjZWFiVp3ShTbZ0l4XFlpnS22yldLwE36zP5P5Hm7Vdr3qvjXbkEOvtj2P7hq3m/u+UzPWJnfnrc+2b3WqCpWN2Uq9rHeu2kaz2ewcWoPrZr44jBQHsdIwUmI7mJMwVhamymKzKxL7kZaJCWB/QU8fJdP3vYqm1PZ00K486lAeTblQmZvZu3YCRtlU2hVH/fr4YOYRviE4Spr+neMgnD7vNEpMWJ9WHNNpxXGTLbWM5/I/4jXT9wMtffN4fAx93+s//5//m5e3BfysXd2BBIgfNt/ztEzmWn5oc01b6VCdTDdbfdFcMw0dr1S05dShXbfNRXONqYt82xO6P/POo35e01xj6iLtymOcKouzaUvmfZtrPoTvB5r7wZMnCjyXafxpdCxPOhQn++Rit7TqygbLi4af7tz0Y7Z4zAB2s1XemBpM9Rd1jJ8nYF2eTDSu+AWeP71dM5lVu3ElYexEf58uTjvCKLArrGMXvLmzN49DN9Z62pehN3+X6Yi3+1c2zDUfaTNr/FqDmS9P5y738UbK982vfe/y9566odehND+Dv9p/a8oNBtOwJM3kzabIap/nzqG6H2tfh35qXrgqnbhowurGxiz7mE9bhePbNFz992lawBjkP+L3lT8zY6emm0o/Uma3WOuuUVmd1OTnm6lxJfspn0Hg+dP29LmUxq6G2nKPsYYwuqgjTKZAGeur5a1++9VPlIapsjh9443sGBx3+VH78qB9mU/h8VSNJ4GZmsFDlevb09aMJOubNzaXjDfblzWO43XSlPyk07V/lc61TpZaposn3Wyb74XWNOPZm7WpNOXi1+caxU59P9g/Z76/Tk2h4HPexT3W972emgD7fmAFEJBtrolSZVH63h+j73tVfa1TaU6uGUf85Fch0hRHj9u1z26umdnmmou6yMi3F/EwUhrESuNkKrAf76yzKDFb9lGomWZmlasb6w7NUVV116qxHY9mBW+s27O/7lt1Xaum720jiV3RGDq13Tg/8lyr9bon4bGL8jkdhW97LC5rtcyTXXi1KjiuZk3d2dOMSk2NM1MQughh45PAYLu1e42recNU8D+t8D26/o8hQZK68T8984CfsTvbdGSb+sM0NmeKB4Ev3wtsk5D5urquU12bcSFNU5u5n3YeXtt175yJ9zp2kue5btJuC9uHy76+DNrD1RaxCU32g32GKqnpX9ke5TTVgF6OjJI9/chuKUe+fVy9QMF4w+YHZrvZDxR4JqBFga/Qj6a62XH8zFhPOtZF+jM71N42xJnXdus6jJ5VXnIZWJquUdk0OlX2pqkpbe1cZUpCbElE1T1qwujMtISyKafDBaZO3/5phwuM8xNnj1fj3zaa62o2rLkxCKNUizCTZpqCVnsZtGxI7/pep7rQoTpdjeh6Su66jDefKqW9qKrfsq2evNVUdrUCL/zEnxHgBs/zlHqJgjRQFqdX9Xbj1mDTNyZ8jWNrOnNc4Vin1vStqrY+j7ppG7Py1TdTKBvr2OquUdlWV6sUH7t7d/raHo3E8R9tF/q2ScT3TIenKY6/LIj35Xm+7Wg+F8eHvq/QC6eZY5ezK8PAhNvAC81MRN/WyAWB/JkZst1d1DKOT25mK7K/qPn7bufhOCKosx3Rbd/ZWWaFPV5ynG1Zqumri5rJsQnnXV2dj/7fzAWSNNNlZHqTfhjMXMquU1lV0vNL657sHJRmU1D2Lp7I/Udbwr5nVqx8G3TOW8YXTRH239/zvHOzxEWThG9P+/HHYOQHU6e7BtvdOZgxMYOdN9fam42+66eGoqIax5mYpiNTD3oxEqprp+H242rruHU99PZfov3wn5ppbNTV+KhzmYL3OEjLHinan2+UptXH96jB/T4NMk0UGqTurcn+eV/BZUCf5rlOdcX+RUe2/V6z4V3TIzqGvPMord7+bLfD5QzaN48f8mfed6ZWjCukaWC320PTHLeIMv3vf/Z/K9AH3sl+TIfqZLsc361pe4We/4k/I+DT6Pte7WDqr2q7otX2poPQBK3OvO7OQ7Qv69LGUHAeTdDqslGgG8btln5a2Wov7pinJ5bhvG3w3A7dx64ucuM4mIuQFfq+kiCaarPGbbXzE6sJWZ7nnVdjhsGu1vX2MWhU2yfHpr9uCDFfrx0Tc/GV9HbExeVS1uWFefp8pzOlH/3+agVpZmeAyaywjSttlytwF68vt98e//77No2wmfnT12w6Rc9bmZ43fr3SoJnZbr2YA9naldPu6vzwZ2z92s5U385sjGynrR+YEOXPZuplurPrurGrgLY+z64G9v3FduY4c/I9xhhdPiazi9AzhsAx6Ef++HlGpt4vSpTGqanNVDwFxrEBKI0SzZNUoR9+rzMl27ZV1TaqmkqHPNfDcatdftQhP+pY2vq3yjTXVK1pNBqvGdP3bd+r1dsH9r/OFGOmZiFvWpV+1/D/ccUx8sa6ZNPYtrTNMIvQjIVZxGaeYOAFtjTB00yXN3PmZ3o28xR4l8HLn4LX+6i7+rz7UVfK29IcIDAdKlBPpTXjzsi4cjntVPTjEanNk07Wkq53TMx8xsx0Y9ut8XFmqymFG2xTk1mFHJ8bTk157jIevvt3Bi8n/knHulDyxABYd93UYQe8Tdf3qvva3l03dgWrUd110+vmohZuDBfn191VyLga2mzrubpH4ev6WLr+u6HrA2+8LsehXM3fu7zLnPnTqlcYBldbjpczwS63OyQz7PRqq1HXJ+FdHnI3HXlng800o2/optli47bkNCy1M40IYx3Zm1YQzquDHxZMX8f8fa1mkprvlJ08Lc6Yu/7r7aPxsTcrR6F5YrPzDwNvJs08u0rUq7EDa+u2mQadj98zb/oMLkeXREGgNEq0Shd6tdzoy/WtOdN1udGr5UZZksrzPLVtq91pr/vjXtuTOc5rezBnrh4KU7NWNbWaupi2ht/19Y9DbKPAjJSZZ6nWy7VuHw2xvbm5edI8so+lbluVhWl+KYpKxXi6Q1GqqitVVa28KJSXhcqqVFmZZpjWzmPr+l5NZ4LUtB0+fFhcv96+vW7+8T1PYWDPXPfN6TmhH04rjNJgt+7NTd/YNd62dmW+babrj2nasDclb/mMZ5Jd9TYhNw0TE3J9E3ATO8R5EZvpAmO92jzOtEhMl2wcPH3Oade12hcnbcu99vnJdqwe9JDvzFiYOp/GohTlUW2/Uz+8uU5w3LIOvXMj2zw09XSbZKnbdHWurbMdyL7//vOCIz9SlEbavPdH+K6u71V11bT1nbcXDWntdf1w1TZ2O9w0q9RdYzt8zzfB44zXpzyvjKG76/uXtQWcV8WTJ6I3fadgRgB8ScaLT9Nfj+wwdz2NPQLovIU4zT7qGzNT7eJEjGbsRptmr12u8pjVs7FA/E2B67Ju63097t68XCm43BrxLoKUpj8TKvJ0nuP2OGhc/Pby7ODzOI/xNI7hXOdlQ9MwO5/U0fadansM3KdaXZrCzrRVdBkkX3fm5zmYzuwA3cD3p5lk/sy341b87zwhXq0gPppbNtUrjd2zdmtufEILxxqoi1Utf2be7tnzR82fD95Zv/S4ueZYF8obUxR+rHLtSjPX7NSYeklzYW5UX2xtP+fxlQ0I43ZyFITKokSLJNONPTkii1MTSIZhaiDZnw66P+3187tfncOc/Tl6yqrYdCJBGJgRJFmm9XJlwtx6o81qpdubjV6tP92JBB9LFASKlkutlu/fmf8ubd+rLHKdikJFWSq3r4uy0OF00v540PF00vGUq6xKs5LZNrZ7ttPQvr1r/32dV3i9ae7fOG5mrLU9NyLESoNEWZIoDWLTRBGZ1bckjM3ryDZVhMkHjZjx/cB8/y6eN3KrbCpt8512dn7gPj/q4bTXttjbMVtmbNK2POib08M7BzKPuxCRZ7ZFzcidVKt4oZtsqU2y1DJZaJXMtU7mWsbLjzr94OpzuToU4eOZ5rja2YpFa2sr7SSEqq1VdiZs//6v//hlrQBWXa3Af1pdX98P8hzeAu77fqrJavrGjgQ5byHWrVndai6K4M9biRe1RUN3tYX4eBtx3EL8zmrXxUrPeZL8h1VLnzsQr+sppvA0O0eo2diO+DhU2Sdd3wa0wPevQtV4XJnpIHz3d/+gwRTNP/uUDFuHpNl3AtJ3Q9O4cvT4995rV/o8zzMdit71qt9UtzQz5/KOoehq1IjdrjK/H7f/TKG4PwtsjdtM/syEELPa9DJnjH1MY9h7KHZ6KMzssft8p/vTVtvyaJpgxjNC37KFMwbUcWViHA8yj8YuxNBsTWlQ2TbaFQcdy6NOdWlmRdqf2bIx204P+f6Dvi7P86ajphaLudaLlW43G3356pU267VWy4XWy7Wy5OWMKfkc+r7X8XTS7nAwAS43Ae5k33bITyrskOm6NaNTLuvynmqmc12ifzmSKYzMHM8k1SpbapFkdgh1ODV2eLOZqau0Y1fyqlRRlcqrSlVbqqrrqyHU47W7aCudmuJ8g/ieN4mPawQfX6PH8ojx9+Pqd2ynBGRRpmVkTvaYx6ZpzZz4kdmjOVOF/vkGIwlj/Xj9lX68/urJn2Pf9zpcDJ424dHcIO2Ko062ma1sax3qk9rDu1fcxxmssR/ao0QTLaNM62Spm2yldbIwq43xXKt4qXmUfrbjJJ8zx/Xv/W9/X8Gn6y95vrbvnvzA9UOv7+shft0W4nTGYtdebyHabcS6M78fT0mYVsHsf58KvO1MpcvVrMstw6t6In3YD/BjV8XelxNNZ1OOsm/6tN8jds3s+rSGqajb3s2+LjSN59q+ITBdriSZYHQOTNMpCrNAl4Xf57Dkne+gZ6b7zfN8hbaAP7SdjKHv2+DkTfUaZusGn1vRltoWB22Lvbb5QdvioG9PW21LMzD11JRma6Vr3jiaYjz+a5xjdjtfaxXPtclW9niqlTbZSqt0oZkGHYqTduVBu/yoh3yvh3yvQ3nSfb43cxzt8VjvetLxZrOrlcA0jM1Wa5woDuKpg7bv+iksFnb1b7z2jFuCdd2oqmvtjgf9Qu8+amp6kvdNs0NkTxDJklTLxVyrxVLzLNMim2s5X9gQuVSWvv8xXR+i7Xsd9nvtj0cdjkcdTkcT4PJcu/3eDJYuC1V1bbZ6LzqLnxvexmtM6JsjDaPAbJumUaJlOtcqW5gz01NzzvgimWuVzbVM5y/upJXxeMlTWZh5mVWpoq6nE3HKxnRjF1UxDSAeT8mpOxOAL2sx+8tfD4OattSx7tXnzyvlOO8k+FdnFMdBeLE9nWkVZ8qSzATJKDlPDkgy/YWbH8t79fTvxaartc2P2uUHM3i6zLXNd3o4HbSvjiZst5X21Ul3xW5aBHmTcWxW6IdKfBOAzWrjXJt0pY09nWQVL+w29fyzHGv7WVYAp61Cu5dd1pWKttIvdr/WcSj1h9/+7HzmYWcC0T/6+R/YVScThr455fr57qT/4v/470yhvN0yfDwxf9oavJindDkvafrGHM6rQ+fappfZyzTeRT6e2TWeYmDGA1yMmJhdDEadmZAyjg/wbRH4dXfkeSvu3BnnTeMGphWkmWdHOpx/WH07KsAfw9I0SuCi0N92VQaz4IOKc+GWuqv1kO+1LQ/aFUdt852+ybfaFgcd6tN0Z1/b6fevPxFgNtUPRUGoTbLUIs50k630arHRTbbWMskU+L66flDRFCY85gc9nEzN0n2+15/vvlFlG3eeEuZ8+0SWxoleRYkW6Vy385VulmsTIhcrbRZLbeZrhZ8oKDRtrX1u5xYWuU7lSaeyMHVZxVHH4mQHZ1fnbtSm07GqtT8cn3U1nLpxbcNHZI+jy5JUi7kJkcv5XEkcy/NNx2Q/DGq7VkVR6nA6TlupZVWprms1bWsaQYbh2eHtskEp9kOFoa0fiyKlcaplOtc6W2qemmPE5mlqToTI5srS+W/kGc3Xx0t+P9q+V1HmOhZ2OLP9HsyrUsfiqH1xUj4GUnsUY901KtpKfTE2qzx1jMq5qWd8/plmlwbmPPdFZGoHx2M4syjRJl3pp5uvzGksbxl183jo9N6uNppt6sN0KkfZ1jrlhX51vDM1tu+o750GjAeRstCE3XUy102y1ipdaBWb+sZ1stAyfvpJJa/9O//2f/AfDb97+1sq2vJcxD3N1bkIS/1wtQI1pf2L15q22XRROPu8ELVYrpSk18Nbd3df63ceHftatYN+tnv6cXBXJe1X24pmaVsXbfDfCVWz2XWR92vGSVxtrc18hYEvX2MN0vlQ7ukQ+ZlZkfJsrcb08WYzebZg/LKTcjad58jwQ/xmaPteeZ3rUBU6NYVOVa5dedJxCnPVFLLaN4Ssca7XOKR6PFZrHpkn8CxKzs1iw6CqrXWsch2q3KyYjXPG7A3k2xogxjrI8cYo9APFQWi7Ps3A6yxJldrznLMkUzD7zQoO7dCrqisVValjmeuQH3Wyp4zkVWmP7Wunut2PWZM6XrM9e0Mb+r49+9mcHpHGpl5ylc2VxZnSKFZs59zhN0s/mHFIxcWRkWVtGnqKpjINPraxxMwHPTfJPB499S6X9c/TDtHsokN8DJT2TOIkjBQFsZLQzDdNAnNc5BjUur5XWZfm56YxPzenurCBsbBzVturY9zettroXTSGjaulaWA+l0WUahnPzcklge1QjxJFXqj//g/+VwX90Ov37/7kI/2zfLjn3NV9Hf5UX4c//YSfzRsMOu+cP2tI6mD/wDMnqwJOCCVt7IvMlNL3WQzrJBX25cpMUmxf7B2lb18+RG1fpnK90r48fOAH/iHI7Iv1MR7P52rtyzRvsJG0+54/Cfd8Vf9CXzW/+NyfxidndgR79YPUqpO65nN/SlfGk2QaW+/5HEEw8/Tv/Av/uvK6nOZwTXOapi2672fV6Z/8+o/10OX667/z167e/l/+T/+1/s2/+i9fve1X+73mP7vX3/zdf/p7+dwA1/T9oLyrdCpzc4da59pXRx3skWdlU6rqGnOn+pYOvHF1exx1kQTnO+XQD+2qvFQ1rcq2nGZrjVu5716ZOw8C9n2zvZuEkdI4UWaPostiM5ttEc+VJckPdlWoH3ozLqMqp9WPynb4FZXp+DPNALU9DaW7HiT8zNW4abCt702ne0SBGVeSJomSOFESx4pj83inSaosSRSEn7bere971U1rxrwUZrZdWdaqKvM4lFV5VfPX9b2Gse7vGX/P5VnD5+1EO+g7iMy5sHb2XxyejyJLo1hpnCr6RF2kL8Nvfe5P4EXph97MBxyPgrQrkHVTq6zHZp1zDWX3aFXyvJv6bpc7lJcTEaZzi+15y1kYKfB8jQVtfT+otU1mv9x9o0Czmf7Gb/3VT/3YPMm+ylUdfqWfPur6mc1m+un6i6u39YOvLCr0V776S9/npwj8YPV9r7wu9FDutC1O2hV73RU73Z922pUHO+ZkDHXmuLTX8WaePecyUBrGus3WdrREYp/wZqq7VlVTKrfjCKbzh9tCu/L09jl3Y5DzAy2jRFlsZt2NoyTW86U2i5VuF2st58sfTH1W2/c6FSft88NUA3UqCx0LM+LiUJ6mQb1j81hnawyfPVbmYjyRHwSKg9gElCTWPJtrvVhoMV9oMZ+bmrz5QqvVUuvF8sU1K3xKZVlOnb/741HH00mnPNf+eNDB/rqqTMhuWzNloWprDdXTg+R16YBnT5Gx3bFRonmcaJkutEwXWqSmiWGRzrXMMi3TpdIopk7aIX3fq2oaHWxd7qnIdawKFVWhQ5HrWNjB3rbpq2prtfb7Mh/KqcHpKS03gWT2pF/CmIfID9V2T5uR5M88DR84dgT4ocubwjRGFKYQ+T7f6T7f6qE46FjnKhpThPz20SUzBXbsSxyEugmX9g7S3D12fa+6q1W1rSpbl1e3jYqm1qku3roydx53EWiRZEqTVKt0rleLjdbzsfFhpZsXHuaattWhOOqQn3QsxyaKXIci174wgS6vCnOsV2cHC1+MS3puA8XMNlAEvq80MeEtTRMtMttAsZhrns21tA0Vq+VSi8XixT5+L1WSJEqSRD/68sv3/hi17bDeHw86HI5TcDwcj9qfDjrlucqqmlYky7ZS3pQaiqc3slyuRI4jncYQmYSxWd1OMq0uGlkWaaZlNtcqXWiefJ4ObTyf53lK41hpHOurzasP+lhN2+pYmMavU2lvOqtCeZnrn/zsD00ALNtK8w84SP5jmUepqrZ+0vuGvv+k41SAH5KqrXRf7LUr9tqVZvCpGV1y0MHOoivb8/murwsWpijYn86FXESZoiCwRyh5V8eojWNJ2r5T05hmjNd5HOaWaaYsTrVKF7pdbrSZr7SxK3M3S9Ot9lKecKqm1jE3HYbH/GRGwJS5DvnJzAYr8quuw+ZihMpzt03P3a++gtBXEiSK48g8Qc/nJqjN51cjVJaLpRYZT9A/VFEU6cvbV/ry9v2frNu21eF4nILkOEj6eDqalcn8ZE4zsSuRle2MHcrjs7uhx9VIc4a17YoNY2XxeZTN3AbIeWLm9q3mC3MMm0Orw78JwiDQzdIMkX+dQJLqlxIA41RV87QixtD31XYEQLxsdVdrWxy1Lc1E+4d8rzu7QjeeMFG0lQkebxldMtYeBZ6v2A81D8/DRscTU9rOnB1szgE2IU+vWVC/DHORH2oZzzWPE62yhW4WG7vNutBmvtLtcqNlOv9s4aSoKh3yg1l9G7dNi1yHwoxdOJbns00bezzWOKPrOfMyz+eYevJ9T0EUKg7D6ZizxXyh1bRtmmmZmd+vl0slSUJ4wwcJgkA3m41uNpv3/hht3+toZyGeQ+Tp6nSSws5DrNtWTWu2DfvyPeYhXow2GgOkWYE0pRrLNDPDq73zpAzfO89fnV0Mw756H/9itNjlbFY7h3U6ZYift4/CrAA2T1t1+9SWYabyyQHQUzt8miN1gDdpulb78qBtedBDcdCuOOjutNV9sdehPOrUmEBX2/Elr6vbMqNL/Kv5VKGXmMG+9qi3tu/V2ZW5XsM0xuCxsRB4HDq6is1E/fFCbObMmV/fLtZafE9hru97FVVxnjtX2lqWMjf1bsVJp6qwpxrU07GB0+iQZ5z/O50cczlzzta7ZWmm1WJhVt6yzGybLmx4W62/13NqgU8p8DxtVittVqv3/hh93ysvcnP6yemow9GumtsQeTiaOX2mLrIxDUlFpW2+1/ACGq8vDzeQxgMOLt76ndOkbKOTxvPPzXF616ecXJ9wMh39eXE06PUJKeN4t4uDCy5Crjee1OSdQ7CZzXtuwDWB+TzyyB+vb+PHuAzNdmj7eP67742j5cYDDc5/1/R3eJ7atrMBsHsZATCLUtXt01qsEz9U88R6QeBNur6fAt3WBrpv8605qLw66VgXKppqmhX3rk7X8Q419AKFXjCd3TudU2zXpLqhU9eZE2POH+M6zC3STPMo0Spb6ma51u1iZX69WOt2uf5kdT1t3ysvTjrYg9tNvVuhU5lrlx90LMZmBVOAPB4x+MHNCr6vOIqnDtN5lmm9WGoxX2ieZVrO51oullovF1ouV4rYjgI+Ks/z7Cr3u48Se53xSL3tfm+7rzv1XX/1uut79ePrrp9OZumH3r6PnUPcn2cSt12nrj2fC9+NH7Pv1XUX7z/9mWH6s4P9tTkB9GIG4OteZI4JHfpH84yns9qt13XrPrPD/CUIZtKTQ9enZp7MnvYQ+r73rGVruGE8C3Kb77Wzoe4u3+o+32tfHaZAV3W17XR9U6Czd18yd3SSbKCzw9FtmJv+XjsGpZGk7jLMBQrDUMtwYVbm0qVerdbazJemCWK+1u1y9dHCXNu2OhQn7fOTjhfh7WgPUz+WJ+WVqXerx/DWjVum7xnebLNCEkeKo1iZbVZYLhZaXtS7Le2W6WL5cps9ALw/z/O0WpqmJDxN2/fqWzPsvu9atReBue1bE4q7Xp0dZ/S2MH0Oz5263swHnELy0KvvBvV28aHrOnMUXPVCAqCkZx5NTAD8Tdf3vYq20IM9y3VXHnSf73SXb7UtjrbT9Rzo2jeMLhnrVsYlfcku5ct7ba2YOQHHfKzzBHgzTiOxJw+s50u9WmymMLeer/RquVaWvN9h4E1ba38yzQpjh+mpynXMT9rlB3tkUjGd9zrVu31Qs4InPzSz+cbzXhfZXOvlUvP53NS72fq31XJFswIAfESB50lRpM9RjBJIenLn7fch8HzVbaMoCN/5vsS/H6aiKfWQ7/VQ7k1jRLHX3WlrDuGucjuLzoScru9e++98PsrvXNMxDINmmr02CA0a1A2DPM1sbYRvi5cjzZNM62yh28XGnMmaLbVemDCXxk8Lc0VV6VAc9fXuTsdf2TEhVaF9fjCjQ6pcRVVeNyu854DeaRyEb8JbGkVKxpW3xVKruRkPspjPtZwvaVYAAHxHIElN/3JWANfJUnfHe/1k86N3vu+MCPgiVG2lbXHQdhxdku/1Tb7Vzna6nppSVWvOCH3T6BLpXIw7/te3haJBpsDXs+MMIj9UGpoVrM18qdvFWpv5Sutsqc1ypdvljebJdzvd+75XUVc6FAcd8lzH4qRtftDP777WvjjqUBx1Kq+bFdrO1LuN26bv3azgm2aFOI5NjZttTlhkNryNzQoLE94AAPhYTABsX04zxVeLG/16/7QAqO/nhDrnNNPokr15bVfoHoq9OQasOTdGvC3QSboKdG8zNVH4ZmUuDWO7MrfU7XI9zZm7ma+1Wa41T1L1fa9TmZuglptVt2NlxoTs8oP+/P4bO5z3IrxdHC32Ic0KURQpjiIlcXwxnPe6WWG5mGu9WCqi0xQA8MIEg3TVifi5/WT5pf7w8Ksnva8/m6npaoU+T7Bv0/WtduVBD8VRu8I2Rpy2ui9Mp+upLlS0par23YHuKWaamfEmvj/NiJonmVmZW260zpZapXPFYSxvZo4NO5W5PR7r3MCQV6V+fvcr/dHXPzPnzX60ZoVk6jRdZGY472WzwsIGt+ViweBTAMBvpEDDoPoFjVP56eor/cNf/uMnvW8ahjpUJ91mbgXAru91qI5X267fnrZ6sJ2vB3sEWN01aofuWWHpsfFs1sD3FYemAWIeJ5rHqdI4VRgE8ma+ZjOp6zrldaHjdLJCpbpttS9Oejjt9Kff/OLjNCtEkdI0m5oVzMkKmTlpYbGc3ka9GwAArxdIevL5u9+HHy2/0CE/Pul9l1Gsh+Ko2+zmE39Wn1bf9zrVhVmRK456KPe6z/e6Oz2YEyPq07Tl2tnBwO9jDHPjqRJRGCr0A4VBKN/zzOykvjNHg3Wd2q6bmhWarlXVNtoVh6f/feMoFd9TEAZKw1DJ2Gk61ruNK2+L8UzTlTKaFQAA+KSCQTJHRr0Qvn3i74dB3uztRX6LOHpWIPm+9H2vsq30UOzNaRHlQfenrb4+3Ou+2OlY5yrb+oMDnafzpPHZbDY9doPMwMvxIHqzAmhW3trBBLuqa95y7qumKee+7ykcT1aIzbFYZizIUvNp1W0xrbzRrAAAwMsXzGYvKwBK0iZZ6NvDvb5avf1w7XUca1c+bbXwQxVtOW25PuQH/frwrb4+3umhOOhUFyrbWk3fqO37966he3yMjfHmj9arVz9IGmffda9pVojPzQrzLNNq/qhZYWnDG80KAAA448VtAUvSX1z/WH929+fvDICrNNafPrzfAYR1V+sh3+u+2OnX+3t9fbzTN6cH7cqjTk0xHXHVDe8f6J7tUbNCEASKQ3ss1vwc3hbzi3o3mhUAAMAz2TmALysA/rNf/SX9gz/+h/obv/PX3vp+r7JMv/dL0zHcdK3u861+uf9GXx/u9M1pq29PW+3KvR0s3Jgt0Tcc/fUxTIcuB4GiIFAURabezYa1cTjvZbNCNp9zLBYAAPhemRXA/vXHZ30uf/Hmn9L9723V9YPu8636odc/+H/+kXblUYe6UNma2rm66/Un20H/8L/9Dz/K3+v7dnRJGClNE2VJYurdpk7Ti2aFxUJZyrFYAADgh2f2t/7O3x2Cma/ID2zzwOV252Dfdv17DeOm6OX/2/cYvvtf3mcD1fM8pelcklQVB22+e4iDJOkhl7qLv8AMEg6Uzed6tVrri1evtF6uzitvy4XWy7UymhUAAICjgi9vX+mb+zu17ctaBez7XqfTwdbDhRqihW7Xa92sb5RlmULflyT95Ec/0j/3u3/5M3+2AAAAPxyzu0M//Cf/6d9T1/eKglBhGCqOIsVxpDiMFEWh4jBWnCRKbE1bGIWKgtC8jz0SKwojBUHAligAAMALN7s79N9TiysAAABeApbrAAAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAABxDAAQAAHAMARAAAMAxBEAAAADHEAABAAAcQwAEAABwDAEQAADAMf8/atm+s8i5PiMAAAAASUVORK5CYII=' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"#use the gap from sm\n",
|
|
"sm2.gaps[-1].thi += sm.gaps[-1].thi\n",
|
|
"\n",
|
|
"sm2.add_surface([r1_1, 1, 'N-F2', 'Schott', 16])\n",
|
|
"sm2.add_surface([1e9, 2, 'N-BK7', 'Schott', 16])\n",
|
|
"sm2.add_surface([-r1_0, sm.gaps[-1].thi])\n",
|
|
"second_gap_idx = sm2.cur_surface\n",
|
|
"\n",
|
|
"opm2.update_model()\n",
|
|
"layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm2, is_dark=isdark).plot()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 152,
|
|
"id": "cb05ecc2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"efl 505.1\n",
|
|
"ffl 1173\n",
|
|
"pp1 1678\n",
|
|
"bfl -136.6\n",
|
|
"ppk 641.7\n",
|
|
"f/# 31.57\n",
|
|
"m -5.051e-08\n",
|
|
"red -1.98e+07\n",
|
|
"obj_dist 1e+10\n",
|
|
"obj_ang 1.5\n",
|
|
"enp_dist -0\n",
|
|
"enp_radius 8\n",
|
|
"na obj 8e-10\n",
|
|
"n obj 1\n",
|
|
"img_dist -136.6\n",
|
|
"img_ht 13.23\n",
|
|
"exp_dist -93.21\n",
|
|
"exp_radius 3.446\n",
|
|
"na img -0.01584\n",
|
|
"n img 1\n",
|
|
"optical invariant 0.2095\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"pm2.first_order_data()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 153,
|
|
"id": "8d42a780",
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "07e104adb6e54cfe9748a449f8c28dfa",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"text/html": [
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sm2.insert_surface_and_gap()\n",
|
|
"cur = sm2.cur_surface\n",
|
|
"sm2.ifcs[cur] = ThinLens(power=1/30.)\n",
|
|
"sm2.gaps[cur].thi = 30.\n",
|
|
"\n",
|
|
"opm2.update_model()\n",
|
|
"layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm2, is_dark=isdark).plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 154,
|
|
"id": "dc0aa747",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[0.51212369 0.14586092 0.10640832]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "81d0ba94f2b94c4481d911a46bd55a7a",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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" <img 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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm2, is_dark=isdark).plot()\n",
|
|
"print(spot_rms(sm2))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 155,
|
|
"id": "baba5f64",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(32.26113056528264, array([0.39920801, 0.02495399, 0.26426542]))"
|
|
]
|
|
},
|
|
"execution_count": 155,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "e627f1fd290b4549bd0562ebe3b0db00",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"adjust = get_focus(sm2)\n",
|
|
"sm2.gaps[-1].thi = adjust\n",
|
|
"\n",
|
|
"opm2.update_model()\n",
|
|
"spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm2, is_dark=isdark).plot()\n",
|
|
"adjust, spot_rms(sm2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 156,
|
|
"id": "ad4398b9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "294c25f1b8e741bda22eb559c8329a52",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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" <img 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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"abr_plt = plt.figure(FigureClass=RayFanFigure, opt_model=opm2, data_type='Ray',\n",
|
|
" scale_type=Fit.All_Same).plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 157,
|
|
"id": "981b6196",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x7fcfd7e0bf10>]"
|
|
]
|
|
},
|
|
"execution_count": 157,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "e32152b6e79d4a0b9f74ce8cde921ec1",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def test_gap(opm, sm, gap_idx, start, end, npoints=10, weights=np.array([0.25, 0.5, 0.25])):\n",
|
|
" last_gap = sm.gaps[gap_idx].thi\n",
|
|
" focus_gap = sm.gaps[-1].thi\n",
|
|
"\n",
|
|
" offsets = np.linspace(start, end, npoints)\n",
|
|
" test_rms = np.zeros(offsets.size)\n",
|
|
" for i in range(offsets.size):\n",
|
|
" sm.gaps[gap_idx].thi = last_gap + offsets[i]\n",
|
|
" opm.update_model()\n",
|
|
" sm.gaps[-1].thi = get_focus(sm)\n",
|
|
" opm.update_model()\n",
|
|
" test_rms[i] = np.sum(spot_rms(sm)*weights)\n",
|
|
" sm.gaps[gap_idx].thi = last_gap\n",
|
|
" sm.gaps[-1].thi = focus_gap\n",
|
|
" opm.update_model()\n",
|
|
" return offsets, test_rms\n",
|
|
" \n",
|
|
"offsets, test_rms = test_gap(opm2, sm2, first_gap_idx, -10, 30)\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(offsets, test_rms)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 158,
|
|
"id": "5585beb4",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x7fcfd7e8b970>]"
|
|
]
|
|
},
|
|
"execution_count": 158,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "40f76e5166924220a0dc4d51635bed85",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
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"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"offsets, test_rms = test_gap(opm2, sm2, first_gap_idx, 15, 24, 30)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(offsets, test_rms)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 159,
|
|
"id": "3fe08147",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# turned off to see how optimizing the second gap affects the quality by itself\n",
|
|
"\n",
|
|
"#sm2.gaps[first_gap_idx].thi += offsets[np.argmin(test_rms)]\n",
|
|
"#opm2.update_model()\n",
|
|
"\n",
|
|
"#offsets[np.argmin(test_rms)], np.min(test_rms)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 160,
|
|
"id": "7f469072",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x7fcfd7d14550>]"
|
|
]
|
|
},
|
|
"execution_count": 160,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "c718250a551043a3a6546f6dfb2e94f7",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"offsets2, test_rms2 = test_gap(opm2, sm2, second_gap_idx, -10, 10)\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(offsets2, test_rms2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 161,
|
|
"id": "d211a479",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x7fcfd7d7a020>]"
|
|
]
|
|
},
|
|
"execution_count": 161,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "22b4cedd881e44b3a073711c92bd81cc",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"offsets2, test_rms2 = test_gap(opm2, sm2, second_gap_idx, -30, -10)\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(offsets2, test_rms2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 162,
|
|
"id": "2a527dbe",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x7fcfd7de7700>]"
|
|
]
|
|
},
|
|
"execution_count": 162,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "03cd52712e444af699f126d406548d7c",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"offsets2, test_rms2 = test_gap(opm2, sm2, second_gap_idx, -40, -30)\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(offsets2, test_rms2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 163,
|
|
"id": "2d37f8aa",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"37.65537210153805"
|
|
]
|
|
},
|
|
"execution_count": 163,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# fuck how negative can it go?\n",
|
|
"\n",
|
|
"sm2.gaps[second_gap_idx].thi\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 164,
|
|
"id": "36b1d249",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([0.38273603, 0.06067967, 0.16915498])"
|
|
]
|
|
},
|
|
"execution_count": 164,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "4a3bc8b1c06b4d9e812c10c72df7598b",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
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"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# let's place it at 2mm and see how that looks\n",
|
|
"sm2.gaps[second_gap_idx].thi = 2\n",
|
|
"\n",
|
|
"sm2.gaps[-1].thi = get_focus(sm2)\n",
|
|
"opm2.update_model()\n",
|
|
"\n",
|
|
"spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm2, is_dark=isdark).plot()\n",
|
|
"spot_rms(sm2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 165,
|
|
"id": "d53a1d74",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "badaf6fa5c7a46cfa2337a6550f9a6f1",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"opm2.rebuild_from_seq()\n",
|
|
"layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm2, is_dark=isdark).plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 166,
|
|
"id": "f8fc988d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x7fcfd7a0a860>]"
|
|
]
|
|
},
|
|
"execution_count": 166,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "d61d5b22620c48a6a613806d3f72ea58",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": 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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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" <img src='data:image/png;base64,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' width=640.0/>\n",
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" </div>\n",
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" "
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],
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"text/plain": [
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"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"# let's try messing with the first gap again\n",
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"\n",
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"offsets, test_rms = test_gap(opm2, sm2, first_gap_idx, -5, 5)\n",
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"plt.figure()\n",
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"plt.plot(offsets, test_rms)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 167,
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"id": "9eed4ed9",
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"metadata": {},
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"outputs": [],
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"source": [
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"# looks like it's pretty close to optimal, guess we'll have to mess with the first lens\n",
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"# to optimize for this second one\n",
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"\n",
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"# to be continued in part 2, 4D multivariable optimization\n",
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"# probably gonna switch optics libraries too,\n",
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"# this ray-optics is good but kind of slow"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "cddee23c",
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.10.0"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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