From d1e575979a5f99ca242a62eebc96d6f99b7402b9 Mon Sep 17 00:00:00 2001
From: Danny <dkweiss@u.northwestern.edu>
Date: Thu, 17 Oct 2024 14:01:37 -0400
Subject: [PATCH] ruff

---
 docs/examples/transmon.ipynb | 226 +++++++++++++++++++----------------
 1 file changed, 125 insertions(+), 101 deletions(-)

diff --git a/docs/examples/transmon.ipynb b/docs/examples/transmon.ipynb
index d8d60b1..b067b29 100644
--- a/docs/examples/transmon.ipynb
+++ b/docs/examples/transmon.ipynb
@@ -57,8 +57,9 @@
     "tmon = scq.Transmon(**qubit_params, truncated_dim=num_states)\n",
     "state_indices = [0, 1]  # get data for ground and first excited states\n",
     "\n",
+    "\n",
     "# Express operators in eigenbasis of transmon\n",
-    "def get_H0_H1(qubit_instance):\n",
+    "def get_H0_H1(qubit_instance: scq.GenericQubit) -> tuple[qt.Qobj, qt.Qobj]:\n",
     "    hilbert_space = scq.HilbertSpace([qubit_instance])\n",
     "    hilbert_space.generate_lookup()\n",
     "    evals = hilbert_space[\"evals\"][0][0:num_states]\n",
@@ -66,6 +67,7 @@
     "    H1 = hilbert_space.op_in_dressed_eigenbasis(qubit_instance.n_operator)\n",
     "    return H0, H1\n",
     "\n",
+    "\n",
     "H0, H1 = get_H0_H1(tmon)\n",
     "\n",
     "# Drive parameters\n",
@@ -152,9 +154,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 800x800 with 2 Axes>",
+      "application/pdf": 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"
+      "text/plain": "<Figure size 800x800 with 2 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -239,9 +241,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x350 with 1 Axes>",
+      "application/pdf": 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"
+      "text/plain": "<Figure size 600x350 with 1 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -300,9 +302,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x350 with 1 Axes>",
+      "application/pdf": 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"
+      "text/plain": "<Figure size 600x350 with 1 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -329,22 +331,27 @@
   },
   {
    "cell_type": "markdown",
-   "source": [
-    "Its nice to verify that the $\\chi_{\\rm ac}$ we think we are inducing on the transmon is the actual induced $\\chi_{\\rm ac}$ as extracted from the change in quasienergy differences."
-   ],
+   "id": "8309879909854d7188b41380fd92a7c3",
    "metadata": {
     "collapsed": false
-   }
+   },
+   "source": [
+    "Its nice to verify that the $\\chi_{\\rm ac}$ we think we are inducing on the transmon is the actual induced $\\chi_{\\rm ac}$ as extracted from the change in quasienergy differences."
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": 39,
+   "id": "3ed186c9a28b402fb0bc4494df01f08d",
+   "metadata": {
+    "collapsed": false
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x350 with 1 Axes>",
+      "application/pdf": 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wMSA0NjAgODM4IDYzNgo5NTAgNzgwIDI3NSAzOTAgMzkwIDUwMCA4MzggMzE4IDM2MSAzMTggMzM3IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYKNjM2IDYzNiAzMzcgMzM3IDgzOCA4MzggODM4IDUzMSAxMDAwIDY4NCA2ODYgNjk4IDc3MCA2MzIgNTc1IDc3NSA3NTIgMjk1CjI5NSA2NTYgNTU3IDg2MyA3NDggNzg3IDYwMyA3ODcgNjk1IDYzNSA2MTEgNzMyIDY4NCA5ODkgNjg1IDYxMSA2ODUgMzkwIDMzNwozOTAgODM4IDUwMCA1MDAgNjEzIDYzNSA1NTAgNjM1IDYxNSAzNTIgNjM1IDYzNCAyNzggMjc4IDU3OSAyNzggOTc0IDYzNCA2MTIKNjM1IDYzNSA0MTEgNTIxIDM5MiA2MzQgNTkyIDgxOCA1OTIgNTkyIDUyNSA2MzYgMzM3IDYzNiA4MzggNjAwIDYzNiA2MDAgMzE4CjM1MiA1MTggMTAwMCA1MDAgNTAwIDUwMCAxMzUwIDYzNSA0MDAgMTA3MCA2MDAgNjg1IDYwMCA2MDAgMzE4IDMxOCA1MTggNTE4CjU5MCA1MDAgMTAwMCA1MDAgMTAwMCA1MjEgNDAwIDEwMjggNjAwIDUyNSA2MTEgMzE4IDQwMSA2MzYgNjM2IDYzNiA2MzYgMzM3CjUwMCA1MDAgMTAwMCA0NzEgNjE3IDgzOCAzNjEgMTAwMCA1MDAgNTAwIDgzOCA0MDEgNDAxIDUwMCA2MzYgNjM2IDMxOCA1MDAKNDAxIDQ3MSA2MTcgOTY5IDk2OSA5NjkgNTMxIDY4NCA2ODQgNjg0IDY4NCA2ODQgNjg0IDk3NCA2OTggNjMyIDYzMiA2MzIgNjMyCjI5NSAyOTUgMjk1IDI5NSA3NzUgNzQ4IDc4NyA3ODcgNzg3IDc4NyA3ODcgODM4IDc4NyA3MzIgNzMyIDczMiA3MzIgNjExIDYwOAo2MzAgNjEzIDYxMyA2MTMgNjEzIDYxMyA2MTMgOTk1IDU1MCA2MTUgNjE1IDYxNSA2MTUgMjc4IDI3OCAyNzggMjc4IDYxMiA2MzQKNjEyIDYxMiA2MTIgNjEyIDYxMiA4MzggNjEyIDYzNCA2MzQgNjM0IDYzNCA1OTIgNjM1IDU5MiBdCmVuZG9iagoxNiAwIG9iago8PCAvZSAxNyAwIFIgPj4KZW5kb2JqCjIyIDAgb2JqCjw8IC9MZW5ndGggMjQ3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1RSW7EMAy7+xX8wACWrMV5T4pBD+3/ryUdFO3BECNLXOLuxEQWXrZQ10KH48NGXgmbge+D1pz4GrHiP9pGpJU/VFsgEzFRJHRRNxr3SDe8CtF+pIJXqvdY8xF3K81bOnaxv/fBtOaRKqtCPOTYHNlIWtdE0fE9tN5zQ3TKIIE+NyEHRGmOXoWkv/bDdW00u7U2syeqg0emhPJJsxqa0ylmyGyox20qVjIKN6qMivtURloP8jbOMoCT44QyWk92rCai/NQnl5AXE3HCLjs7FmITCxuHtB+VPrH8fOvN+JtpraWQcUEiNMWl32e8x+d4/wCVT1wmCmVuZHN0cmVhbQplbmRvYmoKMjMgMCBvYmoKPDwgL0xlbmd0aCA3OSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzNzVSMFCwtAASZqYmCuZGlgophlxAPoiVy2VoaQ5m5YBZJsYGQJapqSkSCyIL0wthweRgtLGJOdQEBAskB7Y2B2ZbDlcGVxoA1pQcDAplbmRzdHJlYW0KZW5kb2JqCjI0IDAgb2JqCjw8IC9MZW5ndGggMzA3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD2SS24DMQxD9z6FLhDA+tme86Qoupjef9snJemKHNkWRWqWukxZUx6QNJOEf+nwcLGd8jtsz2Zm4Fqil4nllOfQFWLuonzZzEZdWSfF6oRmOrfoUTkXBzZNqp+rLKXdLngO1yaeW/YRP7zQoB7UNS4JN3RXo2UpNGOq+3/Se/yMMuBqTF1sUqt7HzxeRFXo6AdHiSJjlxfn40EJ6UrCaFqIlXdFA0Hu8rTKewnu295qyLIHqZjOOylmsOt0Ui5uF4chHsjyqPDlo9hrQs/4sCsl9EjYhjNyJ+5oxubUyOKQ/t6NBEuPrmgh8+CvbtYuYLxTOkViZE5yrGmLVU73UBTTucO9DBD1bEVDKXOR1epfw84La5ZsFnhK+gUeo90mSw5W2duoTu+tPNnQ9x9a13QfCmVuZHN0cmVhbQplbmRvYmoKMjUgMCBvYmoKPDwgL0xlbmd0aCA3MyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwztjRQMFCwMFPQNTQ2VDCyNFYwNzNQSDHkAgqBWLlcMLEcMMvMEsQyNDdDYumaGUJlkVgg43K4YAbnwMzL4crgSgMAHokWlQplbmRzdHJlYW0KZW5kb2JqCjI2IDAgb2JqCjw8IC9MZW5ndGggNjkgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicM7Y0UDBQsDRX0DU0NlQwNjBRMDczUEgx5IIxc8EssGwOF0wdhGUGYhgZmiCxzIDGgSXhDJAZOXDTcrgyuNIA+qkWRQplbmRzdHJlYW0KZW5kb2JqCjI3IDAgb2JqCjw8IC9MZW5ndGggMjMyIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDVRSW7EMAy7+xX8wADW7rwnxaCH9v/XUsoUCEAltrglYmMjAi8x+DmI3PiSNaMmfmdyV/wsT4VHwq3gSRSBl+FedoLLG8ZlPw4zH7yXVs6kxpMMyEU2PTwRMtglEDowuwZ12Gbaib4h4bMjUs1GltPXEvTSKgTKU7bf6YISbav6c/usC2372hNOdnvqSeUTiOeWrMBl4xWTxVgGPVG5SzF9kOpsoSehvCifg2w+aohElyhn4InBwSjQDuy57WfiVSFoXd2nbWOoRkrH078NTU2SCPlECWe2NO4W/n/Pvb7X+w9OIVQRCmVuZHN0cmVhbQplbmRvYmoKMjggMCBvYmoKPDwgL0xlbmd0aCAyMzEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNU85kgQhDMt5hT4wVRjbQL+np7Y22Pl/upKZTpDwIcnTEx2ZeJkjI7Bmx9taZCBm4FNMxb/2tA8TqvfgHiKUiwthhpFw1qzjbp6OF/92lc9YB+82+IpZXhDYwkzWVxZnLtsFY2mcxDnJboxdE7GNda2nU1hHMKEMhHS2w5Qgc1Sk9MmOMuboOJEnnovv9tssdjl+DusLNo0hFef4KnqCNoOi7HnvAhpyQf9d3fgeRbvoJSAbCRbWUWLunOWEX712dB61KBJzQppBLhMhzekqphCaUKyzo6BSUXCpPqforJ9/5V9cLQplbmRzdHJlYW0KZW5kb2JqCjI5IDAgb2JqCjw8IC9MZW5ndGggMjQ5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD1QO45EIQzrOYUv8CTyI3AeRqstZu/frgOaKVBMfrYzJNARgUcMMZSv4yWtoK6Bv4tC8W7i64PCIKtDUiDOeg+IdOymNpETOh2cMz9hN2OOwEUxBpzpdKY9ByY5+8IKhHMbZexWSCeJqiKO6jOOKZ4qe594FiztyDZbJ5I95CDhUlKJyaWflMo/bcqUCjpm0QQsErngZBNNOMu7SVKMGZQy6h6mdiJ9rDzIozroZE3OrCOZ2dNP25n4HHC3X9pkTpXHdB7M+Jy0zoM5Fbr344k2B02N2ujs9xNpKi9Sux1anX51EpXdGOcYEpdnfxnfZP/5B/6HWiIKZW5kc3RyZWFtCmVuZG9iagozMCAwIG9iago8PCAvTGVuZ3RoIDM5NSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9UktuxUAI2+cUXKDS8JvPeVJV3bz7b2tDUqkqvIkxxjB9ypC55UtdEnGFybderls8pnwuW1qZeYi7i40lPrbcl+4htl10LrE4HUfyCzKdKkSozarRofhCloUHkE7woQvCfTn+4y+AwdewDbjhPTJBsCTmKULGblEZmhJBEWHnkRWopFCfWcLfUe7r9zIFam+MpQtjHPQJtAVCbUjEAupAAETslFStkI5nJBO/Fd1nYhxg59GyAa4ZVESWe+zHiKnOqIy8RMQ+T036KJZMLVbGblMZX/yUjNR8dAUqqTTylPLQVbPQC1iJeRL2OfxI+OfWbCGGOm7W8onlHzPFMhLOYEs5YKGX40fg21l1Ea4dubjOdIEfldZwTLTrfsj1T/5021rNdbxyCKJA5U1B8LsOrkaxxMQyPp2NKXqiLLAamrxGM8FhEBHW98PIAxr9crwQNKdrIrRYIpu1YkSNimxzPb0E1kzvxTnWwxPCbO+d1qGyMzMqIYLauoZq60B2s77zcLafPzPoom0KZW5kc3RyZWFtCmVuZG9iagozMSAwIG9iago8PCAvTGVuZ3RoIDEzNiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNj0EOAzEIA+95hZ9AIEB4z1ZVD9v/X0vYdtMLHsmAbFEGgSWHeIcb4dHbD99FNhVn45xfUiliIZhPcJ8wUxyNKXfyY4+AcZRqLKdoeF5Lzk3DFy13Ey2lrZeTGW+47pf3R5VtkQ1Fzy0LQtdskvkygQd8GJhHdeNppcfd9myv9vwAzmw0SQplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjw8IC9MZW5ndGggMjQ5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1RSYoDMAy75xX6QCFek7ynQ5lD5//Xyg6FOQQJr5KTlphYCw8xhB8sPfiRIXM3/Rt+otm7WXqSydn/mOciU1H4UqguYkJdiBvPoRHwPaFrElmxvfE5LKOZc74HH4W4BDOhAWN9STK5qOaVIRNODHUcDlqkwrhrYsPiWtE8jdxu+0ZmZSaEDY9kQtwYgIgg6wKyGCyUNjYTMlnOA+0NyQ1aYNepG1GLgiuU1gl0olbEqszgs+bWdjdDLfLgqH3x+mhWl2CF0Uv1WHhfhT6YqZl27pJCeuFNOyLMHgqkMjstK7V7xOpugfo/y1Lw/cn3+B2vD838XJwKZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvTGVuZ3RoIDk0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWNwRHAIAgE/1RBCQoK2k8mk4f2/40QMnxg5w7uhAULtnlGHwWVJl4VWAdKY9xQj0C94XItydwFD3Anf9rQVJyW03dpkUlVKdykEnn/DmcmkKh50WOd9wtj+yM8CmVuZHN0cmVhbQplbmRvYmoKMzQgMCBvYmoKPDwgL0xlbmd0aCAxNjQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZDHcQUxDEPvqgIlMIAK9azH8w/r/q+G9NNBehhCDGJPwrBcV3FhdMOPty0zDX9HGe7G+jJjvNVYICfoAwyRiavRpPp2xRmq9OTVYq6jolwvOiISzJLjq0AjfDqyx5O2tjP9dF4f7CHvE/8qKuduYQEuqu5A+VIf8dSP2VHqmqGPKitrHmraV4RdEUrbPi6nMk7dvQNa4b2Vqz3a7z8edjryCmVuZHN0cmVhbQplbmRvYmoKMzUgMCBvYmoKPDwgL0xlbmd0aCA3MiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzMrdQMFCwNAEShhYmCuZmBgophlxAvqmJuUIuF0gMxMoBswyAtCWcgohngJggbRDFIBZEsZmJGUQdnAGRy+BKAwAl2xbJCmVuZHN0cmVhbQplbmRvYmoKMzYgMCBvYmoKPDwgL0xlbmd0aCA4MyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9zDkSgDAIBdCeU/wjhMgi93Eci3j/VjDRBh6reqAhOIO6wa3hYMq6dBPvU+PVxpwSCah4Sk2Wugt61LS+1L5o4Lvr5kvViT/NzxedD7sdGd0KZW5kc3RyZWFtCmVuZG9iagozNyAwIG9iago8PCAvTGVuZ3RoIDQ3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMyt1AwULA0ARKGFiYK5mYGCimGXJYQVi4XTCwHzALRlnAKIp7BlQYAuWcNJwplbmRzdHJlYW0KZW5kb2JqCjM4IDAgb2JqCjw8IC9MZW5ndGggMTYzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWQOxIDIQxDe06hI/gjAz7PZjIpNvdvY9hsUsDTWCCDuxOC1NqCieiCh7Yl3QXvrQRnY/zpNm41EuQEdYBWpONolFJ9ucVplXTxaDZzKwutEx1mDnqUoxmgEDoV3u2i5HKm7s75Q3D1X/W/Yt05m4mBycodCM3qU9z5NjuiurrJ/qTH3KzXfivsVWFpWUvLCbedu2ZACdxTOdqrPT8fCjr2CmVuZHN0cmVhbQplbmRvYmoKMzkgMCBvYmoKPDwgL0xlbmd0aCA4MyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFjLsNwDAIRHumYAR+JvY+UZTC3r8NECVuuCfdPVwdCZkpbjPDQwaeDCyGXXGB9JYwC1xHUI6d7KNh1b7qBI31plLz7w+Unuys4obrAQJCGmYKZW5kc3RyZWFtCmVuZG9iago0MCAwIG9iago8PCAvTGVuZ3RoIDIzOSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNUMltBDEM+7sKNTDA6By7HgeLPLL9f0PKCZKXaEviofKUW5bKZfcjOW/JuuVDh06VafJu0M2vsf6jDAJ2/1BUEK0lsUrMXNJusTRJL9nDOI2Xa7WO56l7hFmjePDj2NMpgek9MsFms705MKs9zg6QTrjGr+rTO5UkA4m6kPNCpQrrHtQloo8r25hSnU4t5RiXn+h7fI4APcXejdzRx8sXjEa1LajRapU4DzATU9GVcauRgZQTBkNnR1c0C6XIynpCNcKNOaGZvcNwYAPLs4Skpa1SvA9lAegCXdo64zRKgo4Awt8ojPX6Bqr8XjcKZW5kc3RyZWFtCmVuZG9iago0MSAwIG9iago8PCAvTGVuZ3RoIDUxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDM2tFAwUDA0MAeSRoZAlpGJQoohF0gAxMzlggnmgFkGQBqiOAeuJocrgysNAOG0DZgKZW5kc3RyZWFtCmVuZG9iago0MiAwIG9iago8PCAvTGVuZ3RoIDE2MCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFkDkSAzEIBHO9gidIXIL3rMu1wfr/qQfWR6LpAjQcuhZNynoUaD7psUahutBr6CxKkkTBFpIdUKdjiDsoSExIY5JIth6DI5pYs12YmVQqs1LhtGnFwr/ZWtXIRI1wjfyJ6QZU/E/qXJTwTYOvkjH6GFS8O4OMSfheRdxaMe3+RDCxGfYJb0UmBYSJsanZvs9ghsz3Ctc4x/MNTII36wplbmRzdHJlYW0KZW5kb2JqCjQzIDAgb2JqCjw8IC9MZW5ndGggMzM0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1SS3LFIAzbcwpdoDP4B+Q86XS6eL3/tpKTRUYOYPQx5YaJSnxZILej1sS3jcxAheGvq8yFz0jbyDqIy5CLuJIthXtELOQxxDzEgu+r8R4e+azMybMHxi/Zdw8r9tSEZSHjxRnaYRXHYRXkWLB1Iap7eFOkw6kk2OOL/z7Fcy0ELXxG0IBf5J+vjuD5khZp95ht0656sEw7qqSwHGxPc14mX1pnuToezwfJ9q7YEVK7AhSFuTPOc+Eo01ZGtBZ2NkhqXGxvjv1YStCFblxGiiOQn6kiPKCkycwmCuKPnB5yKgNh6pqudHIbVXGnnsw1m4u3M0lm675IsZnCeV04s/4MU2a1eSfPcqLUqQjvsWdL0NA5rp69lllodJsTvKSEz8ZOT06+VzPrITkVCaliWlfBaRSZYgnbEl9TUVOaehn++/Lu8Tt+/gEsc3xzCmVuZHN0cmVhbQplbmRvYmoKNDQgMCBvYmoKPDwgL0xlbmd0aCAzMjAgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNVJLbgUxCNvPKbhApfBPzvOqqou++29rE70VTDBg4ykvWdJLvtQl26XD5Fsf9yWxQt6P7ZrMUsX3FrMUzy2vR88Rty0KBFETPViZLxUi1M/06DqocEqfgVcItxQbvINJAINq+AcepTMgUOdAxrtiMlIDgiTYc2lxCIlyJol/pLye3yetpKH0PVmZy9+TS6XQHU1O6AHFysVJoF1J+aCZmEpEkpfrfbFC9IbAkjw+RzHJgOw2iW2iBSbnHqUlzMQUOrDHArxmmtVV6GDCHocpjFcLs6gebPJbE5WkHa3jGdkw3sswU2Kh4bAF1OZiZYLu5eM1r8KI7VGTXcNw7pbNdwjRaP4bFsrgYxWSgEensRINaTjAiMCeXjjFXvMTOQ7AiGOdmiwMY2gmp3qOicDQnrOlYcbHHlr18w9U6XyHCmVuZHN0cmVhbQplbmRvYmoKNDUgMCBvYmoKPDwgL0xlbmd0aCAxOCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzNrRQMIDDFEOuNAAd5gNSCmVuZHN0cmVhbQplbmRvYmoKNDYgMCBvYmoKPDwgL0xlbmd0aCAxMzMgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRY9LDgQhCET3nKKOwMcf53Ey6YVz/+2AnW4TYz2FVIG5gqE9LmsDnRUfIRm28beplo5FWT5UelJWD8ngh6zGyyHcoCzwgkkqhiFQi5gakS1lbreA2zYNsrKVU6WOsIujMI/2tGwVHl+iWyJ1kj+DxCov3OO6Hcil1rveoou+f6QBMQkKZW5kc3RyZWFtCmVuZG9iago0NyAwIG9iago8PCAvTGVuZ3RoIDI1MSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwtUUlyA0EIu88r9IRmp99jlyuH5P/XCMoHBg2LQHRa4qCMnyAsV7zlkatow98zMYLfBYd+K9dtWORAVCBJY1A1oXbxevQe2HGYCcyT1rAMZqwP/Iwp3OjF4TEZZ7fXZdQQ7F2vPZlByaxcxCUTF0zVYSNnDj+ZMi60cz03IOdGWJdhkG5WGjMSjjSFSCGFqpukzgRBEoyuRo02chT7pS+PdIZVjagx7HMtbV/PTThr0OxYrPLklB5dcS4nFy+sHPT1NgMXUWms8kBIwP1uD/VzspPfeEvnzhbT43vNyfLCVGDFm9duQDbV4t+8iOP7jK/n5/n8A19gW4gKZW5kc3RyZWFtCmVuZG9iago0OCAwIG9iago8PCAvTGVuZ3RoIDE3NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNkEkOQyEMQ/ecwheohDPA5zy/qrpo77+tQwd1gfzkIHA8PNBxJC50ZOiMjiubHOPAsyBj4tE4/8m4PsQxQd2iLViXdsfZzBJzwjIxArZGydk8osAPx1wIEmSXH77AICJdj/lW81mT9M+3O92PurRmXz2iwInsCMWwAVeA/brHgUvC+V7T5JcqJWMTh/KB6iJSNjuhELVU7HKqirPdmytwFfT80UPu7QW1IzzfCmVuZHN0cmVhbQplbmRvYmoKNDkgMCBvYmoKPDwgL0xlbmd0aCA3NiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9jDsOgDAMQ/ecwkdofiQHQoiB3n+lKbSL/fQk28XRYFqRArfAyeQ+qdNyzyQ7fBCbIeRXG1q1rsrSmgyLmoy/Dd/dTdcLpjgXwAplbmRzdHJlYW0KZW5kb2JqCjUwIDAgb2JqCjw8IC9MZW5ndGggMjE1IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDVROQ4DIQzs9xX+QCSML3hPoijN/r/NjNFWHsFchrSUIZnyUpOoIeVTPnqZLpy63NfMajTnlrQtc4C4trwvrZLAiWaIg8FpmLgBmjwBQ9fRqFFDFx7Q1KVTKLDcBD6Kt24P3WO1gZe2IeeJIGIoGSxBzalFExZtzyekNb9eixvel+3dyFOlxpYYgQYBVjgc1+jX8JU9TybRdBUy1Ks1yxgJE0UiPPmOptUT61o00jIS1MYRrGoDvDv9ME4AABNxywJkn0qUs+TEb7H0swZX+v4Bn0dUlgplbmRzdHJlYW0KZW5kb2JqCjIwIDAgb2JqCjw8IC9UeXBlIC9Gb250IC9CYXNlRm9udCAvQk1RUURWK0RlamFWdVNhbnMgL0ZpcnN0Q2hhciAwIC9MYXN0Q2hhciAyNTUKL0ZvbnREZXNjcmlwdG9yIDE5IDAgUiAvU3VidHlwZSAvVHlwZTMgL05hbWUgL0JNUVFEVitEZWphVnVTYW5zCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0KL0NoYXJQcm9jcyAyMSAwIFIKL0VuY29kaW5nIDw8IC9UeXBlIC9FbmNvZGluZwovRGlmZmVyZW5jZXMgWyAzMiAvc3BhY2UgNDYgL3BlcmlvZCA0OCAvemVybyAvb25lIC90d28gNTIgL2ZvdXIgL2ZpdmUgL3NpeCA1NiAvZWlnaHQgNzEKL0cgL0ggOTEgL2JyYWNrZXRsZWZ0IDkzIC9icmFja2V0cmlnaHQgOTcgL2EgOTkgL2MgL2QgL2UgL2YgMTA0IC9oIC9pIDEwNwovayAvbCAxMTAgL24gMTEyIC9wIDExNCAvciAvcyAvdCAvdSAxMjIgL3ogXQo+PgovV2lkdGhzIDE4IDAgUiA+PgplbmRvYmoKMTkgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yIC9Gb250TmFtZSAvQk1RUURWK0RlamFWdVNhbnMgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0FzY2VudCA5MjkgL0Rlc2NlbnQgLTIzNiAvQ2FwSGVpZ2h0IDAKL1hIZWlnaHQgMCAvSXRhbGljQW5nbGUgMCAvU3RlbVYgMCAvTWF4V2lkdGggMTM0MiA+PgplbmRvYmoKMTggMCBvYmoKWyA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMAo2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDMxOCA0MDEgNDYwIDgzOCA2MzYKOTUwIDc4MCAyNzUgMzkwIDM5MCA1MDAgODM4IDMxOCAzNjEgMzE4IDMzNyA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2CjYzNiA2MzYgMzM3IDMzNyA4MzggODM4IDgzOCA1MzEgMTAwMCA2ODQgNjg2IDY5OCA3NzAgNjMyIDU3NSA3NzUgNzUyIDI5NQoyOTUgNjU2IDU1NyA4NjMgNzQ4IDc4NyA2MDMgNzg3IDY5NSA2MzUgNjExIDczMiA2ODQgOTg5IDY4NSA2MTEgNjg1IDM5MCAzMzcKMzkwIDgzOCA1MDAgNTAwIDYxMyA2MzUgNTUwIDYzNSA2MTUgMzUyIDYzNSA2MzQgMjc4IDI3OCA1NzkgMjc4IDk3NCA2MzQgNjEyCjYzNSA2MzUgNDExIDUyMSAzOTIgNjM0IDU5MiA4MTggNTkyIDU5MiA1MjUgNjM2IDMzNyA2MzYgODM4IDYwMCA2MzYgNjAwIDMxOAozNTIgNTE4IDEwMDAgNTAwIDUwMCA1MDAgMTM0MiA2MzUgNDAwIDEwNzAgNjAwIDY4NSA2MDAgNjAwIDMxOCAzMTggNTE4IDUxOAo1OTAgNTAwIDEwMDAgNTAwIDEwMDAgNTIxIDQwMCAxMDIzIDYwMCA1MjUgNjExIDMxOCA0MDEgNjM2IDYzNiA2MzYgNjM2IDMzNwo1MDAgNTAwIDEwMDAgNDcxIDYxMiA4MzggMzYxIDEwMDAgNTAwIDUwMCA4MzggNDAxIDQwMSA1MDAgNjM2IDYzNiAzMTggNTAwCjQwMSA0NzEgNjEyIDk2OSA5NjkgOTY5IDUzMSA2ODQgNjg0IDY4NCA2ODQgNjg0IDY4NCA5NzQgNjk4IDYzMiA2MzIgNjMyIDYzMgoyOTUgMjk1IDI5NSAyOTUgNzc1IDc0OCA3ODcgNzg3IDc4NyA3ODcgNzg3IDgzOCA3ODcgNzMyIDczMiA3MzIgNzMyIDYxMSA2MDUKNjMwIDYxMyA2MTMgNjEzIDYxMyA2MTMgNjEzIDk4MiA1NTAgNjE1IDYxNSA2MTUgNjE1IDI3OCAyNzggMjc4IDI3OCA2MTIgNjM0CjYxMiA2MTIgNjEyIDYxMiA2MTIgODM4IDYxMiA2MzQgNjM0IDYzNCA2MzQgNTkyIDYzNSA1OTIgXQplbmRvYmoKMjEgMCBvYmoKPDwgL0cgMjIgMCBSIC9IIDIzIDAgUiAvYSAyNCAwIFIgL2JyYWNrZXRsZWZ0IDI1IDAgUiAvYnJhY2tldHJpZ2h0IDI2IDAgUgovYyAyNyAwIFIgL2QgMjggMCBSIC9lIDI5IDAgUiAvZWlnaHQgMzAgMCBSIC9mIDMxIDAgUiAvZml2ZSAzMiAwIFIKL2ZvdXIgMzMgMCBSIC9oIDM0IDAgUiAvaSAzNSAwIFIgL2sgMzYgMCBSIC9sIDM3IDAgUiAvbiAzOCAwIFIgL29uZSAzOSAwIFIKL3AgNDAgMCBSIC9wZXJpb2QgNDEgMCBSIC9yIDQyIDAgUiAvcyA0MyAwIFIgL3NpeCA0NCAwIFIgL3NwYWNlIDQ1IDAgUgovdCA0NiAwIFIgL3R3byA0NyAwIFIgL3UgNDggMCBSIC96IDQ5IDAgUiAvemVybyA1MCAwIFIgPj4KZW5kb2JqCjMgMCBvYmoKPDwgL0YyIDE1IDAgUiAvRjEgMjAgMCBSID4+CmVuZG9iago0IDAgb2JqCjw8IC9BMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwIC9jYSAxID4+Ci9BMiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAxIC9jYSAxID4+Ci9BMyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjggL2NhIDAuOCA+PiA+PgplbmRvYmoKNSAwIG9iago8PCA+PgplbmRvYmoKNiAwIG9iago8PCA+PgplbmRvYmoKNyAwIG9iago8PCA+PgplbmRvYmoKMiAwIG9iago8PCAvVHlwZSAvUGFnZXMgL0tpZHMgWyAxMSAwIFIgXSAvQ291bnQgMSA+PgplbmRvYmoKNTEgMCBvYmoKPDwgL0NyZWF0b3IgKE1hdHBsb3RsaWIgdjMuOS4yLCBodHRwczovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKE1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgdjMuOS4yKQovQ3JlYXRpb25EYXRlIChEOjIwMjQxMDE3MTM1NzI4LTA0JzAwJykgPj4KZW5kb2JqCnhyZWYKMCA1MgowMDAwMDAwMDAwIDY1NTM1IGYgCjAwMDAwMDAwMTYgMDAwMDAgbiAKMDAwMDAxNDEwNiAwMDAwMCBuIAowMDAwMDEzODU4IDAwMDAwIG4gCjAwMDAwMTM5MDEgMDAwMDAgbiAKMDAwMDAxNDA0MyAwMDAwMCBuIAowMDAwMDE0MDY0IDAwMDAwIG4gCjAwMDAwMTQwODUgMDAwMDAgbiAKMDAwMDAwMDA2NSAwMDAwMCBuIAowMDAwMDAwMzQ4IDAwMDAwIG4gCjAwMDAwMDI2MzcgMDAwMDAgbiAKMDAwMDAwMDIwOCAwMDAwMCBuIAowMDAwMDAyNjE2IDAwMDAwIG4gCjAwMDAwMDM2MDUgMDAwMDAgbiAKMDAwMDAwMzM5MCAwMDAwMCBuIAowMDAwMDAzMDYwIDAwMDAwIG4gCjAwMDAwMDQ2NTggMDAwMDAgbiAKMDAwMDAwMjY1NyAwMDAwMCBuIAowMDAwMDEyNDQ0IDAwMDAwIG4gCjAwMDAwMTIyMzcgMDAwMDAgbiAKMDAwMDAxMTc0MCAwMDAwMCBuIAowMDAwMDEzNDk3IDAwMDAwIG4gCjAwMDAwMDQ2OTAgMDAwMDAgbiAKMDAwMDAwNTAxMCAwMDAwMCBuIAowMDAwMDA1MTYxIDAwMDAwIG4gCjAwMDAwMDU1NDEgMDAwMDAgbiAKMDAwMDAwNTY4NiAwMDAwMCBuIAowMDAwMDA1ODI3IDAwMDAwIG4gCjAwMDAwMDYxMzIgMDAwMDAgbiAKMDAwMDAwNjQzNiAwMDAwMCBuIAowMDAwMDA2NzU4IDAwMDAwIG4gCjAwMDAwMDcyMjYgMDAwMDAgbiAKMDAwMDAwNzQzNSAwMDAwMCBuIAowMDAwMDA3NzU3IDAwMDAwIG4gCjAwMDAwMDc5MjMgMDAwMDAgbiAKMDAwMDAwODE2MCAwMDAwMCBuIAowMDAwMDA4MzA0IDAwMDAwIG4gCjAwMDAwMDg0NTkgMDAwMDAgbiAKMDAwMDAwODU3OCAwMDAwMCBuIAowMDAwMDA4ODE0IDAwMDAwIG4gCjAwMDAwMDg5NjkgMDAwMDAgbiAKMDAwMDAwOTI4MSAwMDAwMCBuIAowMDAwMDA5NDA0IDAwMDAwIG4gCjAwMDAwMDk2MzcgMDAwMDAgbiAKMDAwMDAxMDA0NCAwMDAwMCBuIAowMDAwMDEwNDM3IDAwMDAwIG4gCjAwMDAwMTA1MjcgMDAwMDAgbiAKMDAwMDAxMDczMyAwMDAwMCBuIAowMDAwMDExMDU3IDAwMDAwIG4gCjAwMDAwMTEzMDQgMDAwMDAgbiAKMDAwMDAxMTQ1MiAwMDAwMCBuIAowMDAwMDE0MTY2IDAwMDAwIG4gCnRyYWlsZXIKPDwgL1NpemUgNTIgL1Jvb3QgMSAwIFIgL0luZm8gNTEgMCBSID4+CnN0YXJ0eHJlZgoxNDMyMwolJUVPRgo="
+      "text/plain": "<Figure size 600x350 with 1 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -355,25 +362,29 @@
     "e1 = new_data_dict[\"quasienergies\"][omega_d_idx, :, 1] / 2 / np.pi\n",
     "e0 = new_data_dict[\"quasienergies\"][omega_d_idx, :, 0] / 2 / np.pi\n",
     "plt.plot(chi_ac_values / 2 / np.pi, e0 - e1 - (e0 - e1)[0], label=\"actual\")\n",
-    "plt.plot(chi_ac_values / 2 / np.pi, chi_ac_values / 2 / np.pi, color=\"grey\", ls=\"--\", label=\"predicted\")\n",
+    "plt.plot(\n",
+    "    chi_ac_values / 2 / np.pi,\n",
+    "    chi_ac_values / 2 / np.pi,\n",
+    "    color=\"grey\",\n",
+    "    ls=\"--\",\n",
+    "    label=\"predicted\",\n",
+    ")\n",
     "ax.set_xlabel(\"induced ac stark shift [GHz]\")\n",
     "ax.set_ylabel(r\"$e_{01}$ [GHz]\")\n",
     "ax.legend()\n",
     "plt.tight_layout()\n",
     "plt.show()"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   },
   {
    "cell_type": "markdown",
-   "source": [
-    "We see that for small $\\chi_{\\rm ac}$, the induced $\\chi_{\\rm ac}$ and the predicted $\\chi_{\\rm ac}$ are bang on. The quasienergies are tracked using the Blais state-tracking technique, which is why we see the deviation beginning at $\\chi_{\\rm ac}=0.04$ GHz due to the branch crossing that occurs at that location."
-   ],
+   "id": "cb1e1581032b452c9409d6c6813c49d1",
    "metadata": {
     "collapsed": false
-   }
+   },
+   "source": [
+    "We see that for small $\\chi_{\\rm ac}$, the induced $\\chi_{\\rm ac}$ and the predicted $\\chi_{\\rm ac}$ are bang on. The quasienergies are tracked using the Blais state-tracking technique, which is why we see the deviation beginning at $\\chi_{\\rm ac}=0.04$ GHz due to the branch crossing that occurs at that location."
+   ]
   },
   {
    "cell_type": "markdown",
@@ -397,9 +408,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "application/pdf": 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"
+      "text/plain": "<Figure size 640x480 with 1 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -535,9 +546,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 800x800 with 2 Axes>",
+      "application/pdf": 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"
+      "text/plain": "<Figure size 800x800 with 2 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -590,9 +601,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x400 with 1 Axes>",
+      "application/pdf": 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"
+      "text/plain": "<Figure size 600x400 with 1 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -616,36 +627,50 @@
   },
   {
    "cell_type": "markdown",
+   "id": "379cbbc1e968416e875cc15c1202d7eb",
+   "metadata": {
+    "collapsed": false
+   },
    "source": [
     "## Parametric pumping below the qubit frequency\n",
     "\n",
     "This analysis also immediately applies to the situation where we parametrically drive a transmon below its resonance frequency, which is not a typical situation for transmon readout."
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": 11,
+   "id": "277c27b1587741f2af2001be3712ef0d",
+   "metadata": {
+    "collapsed": false
+   },
    "outputs": [],
    "source": [
     "omega_d_values_parametric = 2.0 * np.pi * np.linspace(1.5, 2.0, 60)\n",
     "chi_ac_values_parametric = 2.0 * np.pi * np.linspace(0.0, 0.8, 59)\n",
     "chi_to_amp_parametric = ft.ChiacToAmp(H0, H1, state_indices, omega_d_values_parametric)\n",
-    "drive_amplitudes_parametric = chi_to_amp_parametric.amplitudes_for_omega_d(chi_ac_values_parametric)\n",
+    "drive_amplitudes_parametric = chi_to_amp_parametric.amplitudes_for_omega_d(\n",
+    "    chi_ac_values_parametric\n",
+    ")\n",
     "\n",
     "model_parametric = ft.Model(\n",
-    "    H0, H1, omega_d_values=omega_d_values_parametric, drive_amplitudes=drive_amplitudes_parametric\n",
+    "    H0,\n",
+    "    H1,\n",
+    "    omega_d_values=omega_d_values_parametric,\n",
+    "    drive_amplitudes=drive_amplitudes_parametric,\n",
     ")"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "db7b79bc585a40fcaf58bf750017e135",
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "is_executing": true
+    }
+   },
    "outputs": [],
    "source": [
     "filepath = ft.generate_file_path(\"h5py\", \"transmon_floquet_parametric\", \"out\")\n",
@@ -654,23 +679,21 @@
     "    model_parametric, state_indices=state_indices, options=options\n",
     ")\n",
     "data_vals_parametric = floquet_analysis_parametric.run(filepath=filepath)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "is_executing": true
-    }
-   }
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": 14,
+   "id": "916684f9a58a4a2aa5f864670399430d",
+   "metadata": {
+    "collapsed": false
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x400 with 1 Axes>",
+      "application/pdf": 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"
+      "text/plain": "<Figure size 600x400 with 1 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -691,20 +714,21 @@
     "ax.legend(fontsize=12, ncol=2, loc=\"upper left\", bbox_to_anchor=(1, 1))\n",
     "plt.tight_layout()\n",
     "plt.show()"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": 15,
+   "id": "1671c31a24314836a5b85d7ef7fbf015",
+   "metadata": {
+    "collapsed": false
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x350 with 1 Axes>",
+      "application/pdf": 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"
+      "text/plain": "<Figure size 600x350 with 1 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -712,9 +736,7 @@
    ],
    "source": [
     "fig, ax = plt.subplots(figsize=(6, 3.5))\n",
-    "for curve_idx, sty in zip(\n",
-    "    range(3), color_ls_alpha_cycler, strict=False\n",
-    "):\n",
+    "for curve_idx, sty in zip(range(3), color_ls_alpha_cycler, strict=False):\n",
     "    plt.plot(\n",
     "        chi_ac_values_parametric / 2 / np.pi,\n",
     "        data_vals_parametric[\"quasienergies\"][omega_d_idx, :, curve_idx] / 2 / np.pi,\n",
@@ -726,25 +748,27 @@
     "ax.legend(fontsize=12, ncol=2, loc=\"upper left\", bbox_to_anchor=(1, 1))\n",
     "plt.tight_layout()\n",
     "plt.show()"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   },
   {
    "cell_type": "markdown",
+   "id": "33b0902fd34d4ace834912fa1002cf8e",
+   "metadata": {
+    "collapsed": false
+   },
    "source": [
     "## Fluxonium\n",
     "\n",
     "How easy is it to apply the analysis to a different qubit type? As easy as initializing another qubit that is already implemented in `scqubits`. Below we plot the displaced state overlap plot, as well as the branch analysis and quasienergies"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": 16,
+   "id": "f6fa52606d8c4a75a9b52967216f8f3f",
+   "metadata": {
+    "collapsed": false
+   },
    "outputs": [],
    "source": [
     "qubit_params = {\"EJ\": 10.0, \"EC\": 1.0, \"EL\": 1.0, \"flux\": 0.5, \"cutoff\": 110}\n",
@@ -758,16 +782,23 @@
     "chi_to_amp_flux = ft.ChiacToAmp(H0_flux, H1_flux, state_indices, omega_d_values_flux)\n",
     "drive_amplitudes_flux = chi_to_amp.amplitudes_for_omega_d(chi_ac_values_flux)\n",
     "model_flux = ft.Model(\n",
-    "    H0_flux, H1_flux, omega_d_values=omega_d_values_flux, drive_amplitudes=drive_amplitudes_flux\n",
+    "    H0_flux,\n",
+    "    H1_flux,\n",
+    "    omega_d_values=omega_d_values_flux,\n",
+    "    drive_amplitudes=drive_amplitudes_flux,\n",
     ")"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "f5a1fa73e5044315a093ec459c9be902",
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "is_executing": true
+    }
+   },
    "outputs": [],
    "source": [
     "filepath_flux = ft.generate_file_path(\"h5py\", \"fluxonium_floquet\", \"out\")\n",
@@ -776,23 +807,21 @@
     "    model_flux, state_indices=state_indices, options=options\n",
     ")\n",
     "data_vals_flux = floquet_analysis_flux.run(filepath=filepath_flux)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "is_executing": true
-    }
-   }
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": 18,
+   "id": "cdf66aed5cc84ca1b48e60bad68798a8",
+   "metadata": {
+    "collapsed": false
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 800x800 with 2 Axes>",
+      "application/pdf": 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"
+      "text/plain": "<Figure size 800x800 with 2 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -800,7 +829,7 @@
    ],
    "source": [
     "fluxonium_idx = 1\n",
-    "omega_d_idx = 83 # 19\n",
+    "omega_d_idx = 83  # 19\n",
     "\n",
     "plot_data_flux = np.clip(\n",
     "    1 - data_vals_flux[\"displaced_state_overlaps\"][:, :, fluxonium_idx].T ** 2, 0.0, 0.5\n",
@@ -832,20 +861,21 @@
     "cax = plt.axes([0.91, 0.35, 0.05, 0.3])\n",
     "cbar = plt.colorbar(im, cax=cax)\n",
     "plt.show()"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": 19,
+   "id": "28d3efd5258a48a79c179ea5c6759f01",
+   "metadata": {
+    "collapsed": false
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x350 with 1 Axes>",
+      "application/pdf": 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"
+      "text/plain": "<Figure size 600x350 with 1 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -853,9 +883,7 @@
    ],
    "source": [
     "fig, ax = plt.subplots(figsize=(6, 3.5))\n",
-    "for curve_idx, sty in zip(\n",
-    "    range(num_states), color_ls_alpha_cycler, strict=False\n",
-    "):\n",
+    "for curve_idx, sty in zip(range(num_states), color_ls_alpha_cycler, strict=False):\n",
     "    plt.plot(\n",
     "        chi_ac_values_flux / 2 / np.pi,\n",
     "        data_vals_flux[\"avg_excitation\"][omega_d_idx, :, curve_idx],\n",
@@ -868,20 +896,21 @@
     "# ax.set_ylim(-27 / 2 / np.pi, -20 / 2 / np.pi)\n",
     "plt.tight_layout()\n",
     "plt.show()"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": 20,
+   "id": "3f9bc0b9dd2c44919cc8dcca39b469f8",
+   "metadata": {
+    "collapsed": false
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x350 with 1 Axes>",
+      "application/pdf": 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2+EOgZMg5mMO8gkDJsvlVx6cVKJl7cYwvBnMyg0IzryhQwLFotTmCQCFPMK87KBTwhrV0RM8JOKNxLUZzsjhaSt9BoYBjRiwNiBiFAp42TGoNCoUc803XcqNQ+ODq1I2rVSjgq+MVjJ4TcBjA3oPnhBhPSJ+6kSiZ+41V1GFjJAo4RtV0WEaigOOt1R2nlSjkqZzZYCRKpgVZRW+DkShZ9konmGYkCnjm4laCRCHHF/UoUcC5Tz+S45IoWO7pdFVZbSQK+Nq1pug7IcfipjrWSBRwrNO55yBRwDFPSw8BHeJcdD9uFArFR6s6GaxCyfKBpQaBQkyDE+M54BUL/Iiukywe6dSj64Q84X2NAgU817PtfugTQJgfvWNWn5DjVV1P+gRzkXevRX0i74DGQ6w8AYZ9Tj3Kk00jeaJIVp5suu6OF8rIE2As5OoasPIEhgmWppQoTzYj/DtFxwl5hf6oUZ7AfsJu5BzlyabjdJ3fN/qEqzZWiRr1CdMnhjparT7ZfJjHAWP1yeacUDeu0yebM6udqJDRJ0tmqKooq08WZrq+5U6eAHPb1aI8wSeO1dM/Ec3BrD2hnLGZa5LuaoW5JqJUGmzBm/qEs23tQptuBYpgxl+6EygyN/kadidQiLFy9+YFiuBUNbx9CRTiXmXiG4FCCjtXxQF8CRTiyvyt5QSK4JKyvBmXQCEuXFqKEyjEMIAled+JYCyF0ztPiFNjDqITKLBQ+Pai0+0hUISmo+QuhUKMl1Ln4KVQiKHXWvYShXhwcelOowjGXiw6UMgh5J5iO+RN/LVWowil/yBknJBXfkr1GoW8QIDskHEivJYdnCjEWLWqrg6XRhGOW36COA+NQo5VY6souDSKZIDh9dVV46FRBOPrm5coxNB/tYd8E3JMG3WeGYkiHCuzXuUlUchHx1VmL1HI+yMp4ZIowmGoS3CikEPu7ShRhGM+6hp8SRTyCkGv8vOSKLIkYFnXtJtLogjHdWhCyyVRyPHnQ6XUJVHI085FpcslUYTXlKeXKIVJrgzgB4kiHGthCRkn5Ov45C6BQoqHsPf2AkV4wfsXBAr5wOPUCNclUISndbT2JVDIe9t3n8tDoJBjmcFb4AWKcFjnEXwo5JUXFDJOhOO9P7//ECjkWHeyCrhLoJDnvbL63C+BIhyPPPvgDnHCUpCHVyjCsd5FH0opeCfH0hC4kSjC8cLOEN0hX/14XB4ChRQmYakP4hIowmHl1ElwCRTyQU9PtgpFaNk1JpyQYynsI8R2hONdVq1wKRRyet/UlXFJFOHQAS1IFPIKLRxCO8TYjI3hHSiCGyzd8AqFPGNt7sMrFOG16T7SKBTytM5baxSK8IIbGxwovH2wXdvrE6HQHiX4T8hhTbIKiIc+EQwzXYM+kWczUs7F6xPhaepmz+gTcsgZ1cGXPBGMXYJe5aVPyHHzil7lpU/IYal09/D5+uRkl8z1kmSZ6qIH8arvo0/edp8szBAIURgXq04WjR6W8OrEyWKwEkbd58HSfGA92j6qA4o5qK75S5ksiawvWZoewmTR+NcubvNLl4Bm5ugNJ0sWMw44RZ0qWXwDYQKGEyWgo2KON6dJFvd4tAtOkiw+xqXz8VIkoDDhTbYeD0ECiNk9q/eYLJlyVZ0gDzkCiq1L9dEcQAw2ie/z0iKgjat2yH0FrixYCbmvi4G7rFbhIUQW839KPx6Uhw7BHcE9SyGSM7lUSj66EyHElI7BUUKMub1DIAeYVReaiXFJEOLRWvSSEONFmD7jlRQPTIMvlwCZmkZ99MRDfxDDtowQwiFOMG7Dqw8m3kuc3ouPKduvfjTDQ3sQww6pt+aSHpK9D3sd0kqIYaiOUHkID2LmpHvZQYr3XhNOL9VBXFbIJyHMW4tnjOIQDNk8veAgTrknH7SZzE3XcKhRG6TYLNQQsiHGg1Gpd6kN4kHvuhcbUzejOeSRELe1a5AaglPZIYuEmLGa4AkhLudOXzKDNB9/q1EZxIxXFS8yJjfFs9UQpyFeS53bRmIIxsxpXmEQz6yL60NfELLUJzhAiHvP0f9BjCe6g/+DGPJAP/rSFsSn8sBoC6FZRbWRFsR4J4LngxTL5fFlHF0xaQaGeqWNrCC+x8uNqiCGMZ8hLCM4a/6z0RTEoz5JCuLeQ0SGsJ1Mz4ecIMTKoP6nS00ITl0TNi4xMaU6o/bg7SDOeC26lxLEmJnB1QEqOVDDKwniBWvZvJAQnDWt8NIRpJOD8TKCGIZB/VeXiiDGChODMMQwBytkhwjOJyJ0aQhi3BIN3l0Sghi3N/9zEZi7gGhP1TRCobLn2xGYiWUJK1vMDSHG4rhDCGYyDAHzup2KEAzLOEIIhphZXF5HCMZyqW6SRwhmyjL2lBxCjMcpt8mEYIhZ0haqaSajJ2JrTACGEOa8htwQYsYsQnIIcWu6NzQBGGIYjOTLaUhZwpWdnhC8lqYbmQjMZMin6gQxIRhi7Aam928IxrZnxxgMeZsrhmCIGSXxIRjSufSW2BAMOezpiCki4DOte6HNFYMhLydz18ZgyOtOuoKZGAw5bmOKBTXkY6uH18ZgyGkfp5MXxLj4PWJBzZQFXvO2bAyGvML4Ta8whMOGjCAxhLOsaHuNIZwFOMuLDOG7T90bmxjMZDUmjGzzMkM4nqcucyYGQ97OXTYhGGLJd/BKQ/jkDtOLDeEbNi+GYLDg45Eff4sJwZDDoPaQJDLFpbdqrKghx2o9YgiGHNNf5Z0JwZDvrNUeNgTDHzGp8vCqQzhM4Io1NeQt7xyzV8k7XSheeOhX4YVsXnoI3+XEH00IBhzj00iRicAQl3FXGVcEZkrIWE2QjcCQM58qltSQM3+hOwEimJk7MUkEHGZaQ7A2BEMunn2vQYRjldTfNzEY8nH/fBODIedDjEki4LDlmg5mYzDkuPmay/gIwpBii1OCFhF+VnsTgiGdRatrbQiGfCfNnLMxGHDMA01HsDEYcixJMyavknMPsJwkEQybqeEmE4Mhv+fa2RgM+YY1Gl6VkA9MvB5TRMiZ71S9MBEO1ZSCMhHO/dHw0kT4LnWF7NXJ7KWceozBkFP5BHUivEEPxexVctg9rU8yMRhypmU2L1DIFzefMXuVvDCP65+RKFdBze2Ll0/qkM5sjczEAitDOqeoVoldIoQQY+4+P7XLDFpiky4JQorrlR34pUA6H2/RGrmHACHE3Gm+eKbzkcA8byc/SPF+iwW51EdnVOgUr13yg3RoFdYlPgCZeq1q4qE9SId0GLDSo3O+Fn1PH8qDkOkjPrDCqccsWJ+YStq5qjvZ0aVIbmgl8EN1kPa8Rvaig5hLfkhK7ZpPdgpjjuYghO3WnLpLcgDTgOhSeCkO4lWK+tAvwQHcy9T+BkZvEMP2ai7pJTc6C+96iRkfxH3dMzgeYgN4Jl1cHkqDDHNel6hLaBDjLVnBkQG8uAMIcRTiwUF6ldGZWHYSBy6NQcrMw+4lBjE2VTEPtbPIb80QQCFltvvw8oKY1SXBj0G8a9eHeKkLYNz41oMngxjmvAdtQYy1MCgLoV09zpewENqS6oFLV8gnjxOdumQFMR7hCHETYu4nQ+opBwOdqtGOS1MQ932SZC5JITcqH9l5KQq5q1irmxcU8gyK2j2jJ4h5K7OXE/J4V3BkcCrgMbbgyCBuTG/2UoKY27VQB8PZN0+E+BISpJg4x2Xx0BEyq3s/8ZOHjOA7MJl+7VUEMd0CIdOUmDuUkMfB1461IqEsl5gule4VBHHKo7kYCd9zFvxXrx/EKrS5g4AgxkfoQn7pB5oWvK3qPLnkA/HJRn1IB7J02i0Y5UBDxmw8n7xBCpsVAiNiIWfVcVyqgeaUajOIBmKsp5rPcWkGYt7+6SUD7TfX1uUVA3FnMN4LBmIGOH1OKZcLRjGDL0NWkXzyXi+1QFzzuexLLBCnorX9Ritw1cLWWB1gl1QgbvcoyUMoyMLX1Qv82Tph3uMfLy49gwlB9/+97clghR8uY4a+IFL4x1RaJyKkvu9kSNgqXK0XiUW4tHPsG3HzRbhaOlhdQERow40uN1+EC8xGQ6HIRcoMT3WmLcIFpvcleDKI12lCYItwC2sURvNqQksV5Q99ES6rX5bmnV41uKxfTLpBtkW4NMNZQwe2CJdVjTU/9QVhxLppuqwtwgVm9v1TES5rIHd+SiaVIsisGVOmCJflOZh73csKLY2cPeoK4S2n+VSEyzRNLIIxm1RLJtv5HNcahBJgxHIXqZlMmjYWWoNgzW7b6wstmaxnufetQaTa3wsMrYzM6i8NVbhrF3UmhirczUK56UWGlkCuWoLK0JrGdupVfRmueBSyFxpajYhXcHmlodWF44RdfGsQWGGtpgqtQdhJTqNLvjVInvfQkG8NUpiAMrzeEA6Jo3EWU4ZbtVeBFxyCxX3lFYc0PMHc2UFyaCMUXFqInkgjFGxH9C7bMlzadSxBT81BKl+IPmMuKRukFNY4eN2hjVO26gBXh0tbVDUvwNXhSpr20bK2DpfdD4suaK4Ol53dlu6PXR0uU8Or3n1XhwvONIXYHKRplVD0ZLDTStYSKleGSxfzVoHp6nDpBx4lFruwAUvWGeuqcJvk82n+o63CFXdo08iCrcJl2n1T62eqcOlnzOrGdVW4dBDiXg6vQ6QtS75nS9oq3Cb9JfdTFS6nYj4FQrYKl8l0S6WELcLt0stqh1xSNnHpRR1srgj35PV1r0iEr3m8IaYGV3wzx+1hi3DpVcmneNYW4XZJ60qx1KXJU5gplrqwuwsMUPchFm36svtRGqYIt7NwUJdRV4QLCVJqrjGVlBxvQxlemkgzGCyaLeRqaDOYesrAbREu+zbuJivBZ8uTZCMtpwSXpShMS1Gt0t/uW1Yy84wzJpDPJc0Mobcac0kzI9S7y2BMLikXJjyh5N0cRder4fQJYWMWh88kzYweZrWcJpOUmMuWbxJCXBg+b06fEGesdtW7OgTjzQldy4jT1EYoJpGUlB0TfI8Qvtobs6S5OlyhzDeuTp8QL0aNfJMQ4rlPWyCTSEoMmb+9y4OYm4oV9IlwRsay1yfkUGEuziIMS9wIhbjkbc2zwzRppOR1n95WJo0UvDLhODQuE97GycQ0eaTkmPElqBNy1p234tWJcIxx+iYhYk/ZNSomkpLDTOpCZRJJwdPEEh0TSclxl3JoXIbnwqpVbfRgE0nJmWJQvDwRjhufQ5yFnO0rdqjGFU4pnr08IZ+7nm4dJpGUnJfTvDwRzhKVUI1LPuY8GaAmkZS8bm3TZxNJyVNJzbcuI+6D2w6vT4RjyqkqMomk4DDwJ0BiUknJsd+aodZFOMRhCoEW8vqIrplUUvLOfgZenwjHMEfwi5CXlU9AxaSSksO+qsPJpJKSZw3S2kxSaSuZTmW5ySQlbyct0maSkmNVz6Ealzyt0/HNZJIS96QJrDaTlBwLwYyZpPqand21ySQlZ2Lr9AJFOJZTjfObXFJwxtx68JIIZwfR6hWKcIjG5KpdhKZ6kh9MLmlWZ1ALWR/Cuc51r1CE555aKHchxy70hIlMLik5bvcKuR/CMfHVE3AlkxJjDpUgUchh3VNI/xDc2vEgmVxSciw7NfQJIWfGTwluE+F4N56ySbP4kXqN2aTk3AM7hUKKRVl90TaZlJyViaFNiPCirahsLikx6yZCHgh5YZJVcJ4I70lL0WwyKXmR+/FBgaLi5Dc3zHH8wmu7/faWbr9/sV1Wb5/XZbWz42mv1aeFdKYMtjF9SzPSrLfexGOYSodF32eWdmar7TW8J4UUe10xN1c8RtSL9nMz8Riql7pCc1VS7hKnUyldsnfG9pmlndIFr7hvZEYKU1hDQGZLoHt4Dwopi4pcqUunbJlagmACMtAnXPi8PiFlWG05ecIbukYvvhSXlAvh9OKEU1xCUF6bELPdgw/ILHpvVY/bgMxiEnoJygS00Q6E1FJivMozeE2AYVfOOmfiMUvWD81jMPEYdpvHsELnMmKslXolV0Rm0SOgUSsbkaEiWdpwxkZkYM7XcdKYgMxiYsNYIe2DGLZrBGcJ1nsofK00sBGZyTrgErUIMN5YXdtcRGb1kxXqAjKs4Ryh5LZTnXSNkvuAjDQIDAW3xJ2NC7wGIYZ96aGWhbjSJeQUiPxyKj1kegie/bTxsBGZOU6WsQvIzPuxBz4gs1I6zWZdQAYqodfQoUzuUz3JvS4gw1LG6nUHn0BuoWMqIYOt22sOYjyhFOMxeOT32nwbj1ncrnfN2zHxGM6mqU1cbDyGc6+emoIrHgPaT282G48BhoIqIa2Dk71WNWs2HrPY9edU85p4DNf5eW9hdsVjuBtoRXtpmnjM4tZOGz3aeAzf3XX6bzziMYuJry22IyOmuAk1tbQVeBiKTTyGluVYIRuPWeIOayGbg7ilHOpp1ZItrci4IjLrVdyfQV4Q96RNDGxIRk1nDa0+aGcxiB3SOIgxr3rI4hBb3c/dMyGZxbjJSZMxIZnFpnBl+jJaLg14B2L/MeK6TpW1CcnI8lLV+2NCMmwQj0UypG8Qs8N2KKElXknLuGxMZrMjmXZ1+hE0xS2/uFSOd/dGZQHDYAWNExJS1tDV/XwJCdJ2svIvJUGKiVW9y4OUfbKaUxKksEmaiHpXEoRpaabtpSRYFbFP1cilJEh54oD3d0i9xWkD8hAShFi/ZPN0CQnSjq+bTkiQUs9OJySkXmM17+ogxHMcPqWUlCFVH4iRyo6TXH8JCdZT7GMCLyFBOue9GOUhJKSuA2t2yOyQwo51amiPjpA6jakeWF+iAuNdT58wW6PCow00Wu5qVJi4G/wbkqReNKPal6jQSPRQJTulVn2oC8aUqCy2hj0FjVeJyqLL4ORCmhKVxcZ1pxLClKhQQPGheyExaRZ7n8GvMXmAxkmGMBUqSyvvm9cRk6tHm7Eb+1ySgzBD6ujkSogdfgi4cGHlzqJ7JQHMpaYEf8akX6HOGZQEMI8LiGmjk7v7rdPRFqngTs6qxtUUqXCTvU7WiKlSYY5EO61sTZUKt7pp5tDvdHKPuo5Xy1SpcG85TpcwU6UypGPCClKCNg8XouU5pkqFm7DzEEyRyhBHVw6dTiddynOlICYm25Gnk05sqlQYBa+noMpUqXQGsY8wMlUqTBrEX1cvJiS1cR6v91WmwsZpZe/gu5Ac0eMNtmUqGBeGU0NyB+8kE2+CmGB6LsMzwW9xcpdjjw5Jsc73mtarUIVhleyCKpK/jrkXql8l7b6epmWmTEVrBVqQEiw4gLWeQUoA48t1w2jLVBrfpdPz3BSqwOCWY1BNpQobE9bY0ZQrKNVSyAkFZv1RD13Wgfn+PRWq1Fd2jdL13lSqsN69qnGxlSoMQ7IVlJcSk1XtWzu/mEoVdjGaJzfVVKpIE6OjaUylCifQmQimUIVR4dMayBaqsK3vmDGAAsxkVb1RplCFryvWrg9nd3zaO3G1Lf3MhqZ0dOJOpxIahxGXHUpfBWNKj9g4jLhq0pptHEYn6k7FKwvFJ7nPNA6bTJbWbp22cRhxz2LrbeMw4qRGyTYOoz3u6v+xjcOmJGjL6m4bh7HxPixIdwpDMV7rULcirt/ZfbaHwFNMbRuHTZ4HpbPZNg4jPkdH2M5hk6cmNHlTbOuwKY0zdNdoW4eRn7J/1zpsqrW1SkMhjYeXGsLxcuzgtFBe1Ki41mHz9eyjbd8wwlMEYduGsSPejuWwinlwgRcbynELQ57HcZ33EElRnrVQ2nUNm9zhlZhKqrys2JKDvGBSt3gEjPCmLShd1zBZ1Hcoi1XcTw2nbRomHv6TKWGbhk0+4DSfmoaR432KFSvkY3V1j9imYeRNDxpyTcPIU3rK8yCH7joBlqtpGDG+76lpmAQiToMT2zSMXAMIrmcYcD1eZtczjPz+zG3PMPJHO1LTM0yej+b+uZ5h5KW00JJDeF451soqvzeptz3DphSs6GSwPcPI74UvtmcY+Qnwu55hky2VT32n7RlGzgE7LSIY71qK/daF95MzaJuGkedTX2C7hlFB3ssobdcwUZbnZBHbNYy9L/fZ6dquYXJySSkx1UN4LtWnepDCMp7aFNM2jLyeJqsm1UOiT9jqx7ZhwrtWQdlUD+G5ldg3jLzOp8xT5Zr1bFI9SMvWLks21UM4Jn5oyqE8n6ogk+shMbKzybW5HsLbaZNicj2En9pum+uRxZK1p4brwss4MZBHrgdjamyH1L1KUX60us31EJ41vd3mekgo7340j8n1EF5Hig3XybG4t9g3TPhIH8/1+KRYuZqc3j6zySkMDhYBHuPhS2yJS4+JqcRYvbp3gijOmilkS2x5cNlpH21LbInT9BUuQu+nXdoS28KFTyMitsSWuGmqni2xZRsgjbnaGltS1eO2xFYO9dBeDbbElhiLZ0hMBWaV0/Knwwgtur2zJbZFznLSAhhTYkt8TimxJbaFEbmnHuyC83Hi2xLbwkO0Six3Uc70CSdWpjTaXOcoO1NjS540TuRqbAstVO+xD7vwpJ3VXI0tD607HZBcjS15KjUeD0MOEzBiI3bh6XTVMjW2hZ7CFCpfFKfTxtOW2BY5AiEHD4nylGJi6mQXqK6bQ1dhS37vJ2IrbIuY+xwTU4WnukK8Rfg8bV5chS156rEGRvjo50wdW2JLnp5cJcI7K0qCYBGe9dBFV2LL7lbjdFUxJbZySk7dMTOVnFWbJQgW4VmPW3AltnKwYcoh+KK8nOMUbYktO/GcIImtsCUuust1FbaFlbonOdpW2JLXE8QxBbZsGbtGfiqwJa+7Rr1CDrkVW4gpb7rzdBW2RQ4j6TEvVXjXl99W2BKn+aRXyMd4avKhHE/xqcK28LHtczqdqbAlP2nErsKW797Ubvquwpa8Pp0PQ1yPK+GqryVspUS1Qg6rWJ4qbKUt2r15uqmwleObtETAVdgWCYDtpwpb8nxqjGyFLXiaIS9V4KllseW1WQ6+OGW3pryWvN2PmDHltZmJnecabXltljb6x8liymvJczr5p6a8Vs4TGS2eWCf8tKKx5bVZz/GJWkU471PQKuR9n8oiW16b5X7Up/Jactz6ErQKOQsto1YRXkr68RwrV8PT2+c2PGWudmdvDt/wlKnaS88etA1P2UIj9ezbgQjeSev+bMPTxgyj4FeRpp8q9U23U+kGsaeP2EjbUP7ovSraZHSlcJCd4DE059p3O723g/bNTu8f4Xud5to1O8n2OmXW9lYbb3qdysHou/jDYgRjkcmx1ymr+HEZvoRGG7o2rSqxvU55Smc9if6216nW04+QBqJNZNkMyAoVoZyUoYRGOtHiw1s4x+40rj3HfNlepyyK3nqUo2t2yrJons7jhYq0y8V6VEI6iPC26o5JqtJ19/gCTK9TKWCrumbZZqfgbPcUDoyBAKG7O83QC0Q4c86mVyrCd7p3JzPNTplWvnss1BXO2RNcK+R4J2JiiOB270Nue50yTrHPeXWm1emgH+mUEdlWp0M8YztmqJKvoWVdrtUpT/zG3dlepwjHALd3rAjeOcVu7ORs3VdChohwng3sZYrgfe/gYXudDuks2MJ5McLxFtXgWBGOlSKFul3yychHaEEmvNcawzvCITBisgj5uqdyuV6nrNMd0a8ieI4VD9cl3+kEo12rU9Z4j7MLNq1OBy3TOPmsptXpkLN9Viig4TnxJ2fHNTplBK6eIhHb6FSyYrVw27U6lR3/jgU0wisbxHqZIpwTxKWNCN2tj5ieWvgiYZ5Vr1OEs/4yVPIKn/c2n7bVqfo942ExwungDBU0wns/bpKr1Skd3KfI0bU6pUt9zh2UivBaWzwrRnjfsaZXMBssP3U6xQuT9ukaa3udgsPap9CLXTgzUbxTRfCqszz1OmVWOYRQqOwVzq5HQagIx4SrMT+VfCU9kcQ1O+ULWTUO4ZqdTpZY1h8xP/XqfHr7rM6nGAxecx5d57JKMu+PpsubrBKuxUVDICarJNPAa6tqk1UiZ6j2oFEo1FKuy+WnHpE5fB2NSP4SXCmy29Jwu8kpkQ2tZj2apBL6AJYWGpikEnpXuh6hZpJKCie5BKRMTknhpWi088opkbLm0n1yKim+dHgXiljxpAlqJqeENblVm3qYnBKxyMdPbnJKGF+cJ2PP5JTQvq5WXKiHIUq2WQ+RHoln7pNNaJJKeGjl0p2ZTSqh9cPNzF6QSAh1nIYNJquEtqzNFrqFMDqLBa6H1mTEfbdwfB0jvPmcg2OSSirbHp2+XiappMph6jE7lXjVc7KHSSrhqTnr5CKYrBKe0ldj19OqD6h6DcJ3OuVzLJvJKeE8b09FvFOayGt/PJtTUrn90dx5m1PCA4PyaYxvckqAeReCn4SBeuywS4jrEGMB1DSbK6eEkxCPt3jxQTzOlLY5JZIxcI/1XDklTY6kU0eOySlh2sE4ZzibnJLGdOfewykwkrtw1LnNKeHRAuU0/zdJJUyASKcNi0kq4X4HEz62PmWLvXHcfCaphB3ztDjS5pRIA7zTUd/klMhOqMXWY9Keru7s9YY0m8PbFFufsoR1qDPT55Sk0xjQp5Qkxv9CLYx0cDt5RzalpFMaH4eLSSlhugqeR+x92qWB/HL9Qpjxkk4ytk0qkW3Tc+9TKYDVJC+bVNKlxX0KoRvpTtZO/atJKulMiB8hP1V6ip3jmExOiRzekWLzU1CGioK8IF6zrdBIXdt63XuAXDklHOxJsTEpJeyxgUW/eWlB3M8Bhjal5AzKNxhjOhPnd0wp4QYKtjjEapgThfeqhlCNpkppKpzNKeHuCdcdm5/ySufYsfkpe6jgx/mjKYqrE+pTxcs7O6EWJhtmenpdmIZ4su+5ExXElUdXDKcqBJezITJhGuKeNFxlwjTEuJWyyl1hmrL1VIztlIVgTslwGB0xGyeEc3KJsTCXcE4u8db2XiZOU9i6uazYCpWYNTw+a1UwT8p1EkMoW5VvpzFkccwne9/EaYjZM7k7lSEYT020monTEO90NsMmTlO2HPdZYk4JOfZd1cdpSPHSjphUQs7iy9hBpDC7dpxovInTkOPV1zXDxGnIez3FFSZOU2SlPeUmJk5Dvvc5gczEaQpTm8+hWSZOQ4xbWkMiq/DBGepFh3C8FCfycgVqYB4TLMkKuazCoX56yGYV3s9BGzZSQ77uPc1NpAackWLN5TWRGnJq2+7Vh3DckRRbiJCPe3KGidSQ47d7jNSAF8ZGQo2ucHapC2mtwrHsdK9BBOPVWkGECD/H7po4DWjlYYsxs4Qc8zKFrmXC6WuOrVDJoRRUZZpATaUfF38aKnSFl1niYS/CMUd6zCwhxwuhk8FEasix84qH0QF3vApPrVDJT1coG6chltvq5Yjwo9BMmIZ0n6a7NkxTeUQdG616QSK8ttME1IRpyHnAYdAkwlkpFdNKyDem6PaqhHzmkWKmq/A6sq+bEdrHKeAxgRpyvuUh3VU4Hllsy07OOqXTt+wK1OivqIm2gRpyrL+ns8gVqCHHJYT6XMHYtZxTca9YTeWxK+0cC2diNeS1nlCbidWQ43aUmFdS5VCX9XQcHfkuOaaVVB68kU+DdROqIWfHiOqEiuC2Z1QqwmFZZsh+Fb7mU1ZJ5dmMY56C2ytSQ853P0ZqyPljjNSQ8zCFH6mYxpfSvKVJllTPsDLWaRLiqd0OjCQhZbpvkCRbjknU5kFGkhAzwO9bowqudFY5SULK3PsgSYhhfGtIcyWeSzNojSQh5pCLlyQ7XRlHRpMQy0nHXpMQY0WZ/vg5wW3p2C9NQopXsoc8V+J5aj+MJtmysGgVpNEkm2dVNi0rMZqEOK/2lDtCznqxcOiL8HbPynhoElIYvxiSEc5GFzHRlXyNlmJXM5r0lM5hrEaTkGORryEkI5wHIdSgScihPGPLVF0y7lWmlyYhHnPHA+iEQzLo1xpNQr6blrZZTbK5zK17Re6lSchZOBuzXclhJEsosRHOs8mjJiEf2MrE7JEta9VJ6DSahHzpimMlCTAzX0KVjeDMOqWgSMhhIktsz07eThNKq0jI8R9Ov9SHIiHG7Wiha4jwdYohrSYh32Wn4BghH1ByJbZnJ6efLGa7knPyxOQRcizTJ3v10iTkfawnTUKOB51je/atJ9XGriHCMUlWCMqQM8aSoyghh9kdoYhX+GnobEUJcWs7iBJSLEM5VPEKx8Wv2J2dfBU9S9OKEvJ9T/owogSc5w+M2NaMPK9z7qoRJeQV9qMFUULezibjEiVbxMHJXTWihHyc08StKCGfWzdUVpSQQx6M2J8dHItGm6HJqvB8+vpYUUJ+2vEYTUJa7+emGE1CzjN4oiYhH2U+tWcnn+2ci2M0CfkaNYewjHCukaGyF9tSOplHCifHCIeE0ZlziRLiWk5zViNKyKkTYv4IOXPXY18z8nFPTDaqhHyelgJWlZDvdM83uVTJprrJ6s79cVTJNJGYz+nB2qQpDNYlJ1eEnk7Xl1whLWU3n+fapC+x9iG9xAppT1o1cGkVUqiy7fqvEs6uZRyXUiHF1Gk+LtOkEXjdPnGEFFZves8JKR66xN4ulULKfiRepJAy8dPnt5KOosW6D4lCyLh3dwqFlK5ZnzNCii+Q5efSJ439grYmV1zyhJTt3UNPsyZ1mDW2DWnSlvq057prE8JeajyRrkk3o3Ps7qVMiDF9tDPXJUyI173P6KVLmrRKUpejkSWNcXQswKEGhzifhktGlLTTh8nns5IykhuOpGtSmDpT8JIQ40XRffolSIgxD4/ueOgR4tlOme0lR4iXngNixAgp9l96Uy8t0thzPN8TVh9ShBgPaoXYjGAsD8UrEeJyTko2SoS49vMQLiFCzG5zITeEmCfIh9QQwfsUcD1UCClboIUEVmIIqNi5rEna/kkSviQIMR9wOAJX8Lwnuz4ESOMjPbUzD/VByPqBkLkq+JwvbrRHkyqK84WX9CCuzJL0ykPwOuXml/Bo0sZeG3wY3UGMVXCGY2EEw9hMLzuIR1mhV5nQpd1RjOog5isfQjOC9zlt5dIcxKtpSxwjOYixbMRj6QS3PUIaiOCTenLJjTblkAgfmhG4cyj3bVK7dKIIl9QQPE+WyqU0mlRGpR6EhuBxSnAeMqNJ2VVSTXWpDMFn93mpDKGQHsuLDGJsMXJo5i74VEpfCkMoj9v2AoOY5eCh2lfw0V6XuhDaVw+t3AWv5lumNql+O4kXl7IQXM9RxpewENy1ZNDoCsEzdksVulNoGkIK+7xDqa9gdSr+OIIi2ajM53RN5QrD7KQSzqfL1FY1xeKZTGVYh0giW+lLWavvjS30FQ/caTtmCn1FBzXZo5pCX25ulrrxbKEvPZxb129b6JvkHLp4PF2W7azW/NtCX266q9a+20LfJIcS+k4ipJmt+UNQhjidI2FNoS+9Oad7mHGAJLZfqfqgjQMkcdnRM7KN/yNtOSK7+9QPwVII4hUGOdYiFeHW/5F4Iuk56v3h/kjSDWT10FJEeDo9laz7g78CCR5PiyHHy3ZaQxj3BziMz9liGvcHOfVkyEglB04n2eNyf8AG79OO33g/EluL0AJ5qUGOO3ayG4z3gxx2+3QRubwfiY2R+klZMN4PcI5Pb7HxfqQljTCON+PyfpBjV6AbeeP9SGwXxc4UXnKQ430qOdbOpCXnpoWmqYLz7LFdGTn2wScx17g/EvupnYrhy/kBuvBESiycIWf5f3B+JLYmK3pMuHV+gOOuHqlonB/gfbNZo1cewiGknkp9E1sGiE30zo/EonftJW19H4ll1v00oDW+jyTpj3cfx+X7SNLS9Jzaa3wfibrpdFy3vg9ylkHHgEyi1mVugdcg8ib1Mnv0fSTuK2i6vAoRnvrpLXV5PxK3XaUHGULMU5JrjMgkduccOkOs84McE1t7ahjnR+I5Ufl0UTfOj8TcZxickCdCzhPockgUEZ73Ot3J7s4P0MR8jnC0TE7Ma+j3SM3l/Ehy5MlKsac7+GL2ejhdhnx2zJygSsjHGuewHOP8IGcVd6j05X1t5agY4/1IzEZJp2eY8X4klgIsPYzEej/IsS7k6P1IXVo+a5mJ8X4kVivUGo+aEY73eceQTOJpkOlEfC7vR2I5xX5KHiFfFO8xJEPO3vDFqxRybBj6OYTu8n6AD+wUZ/R+kOdzwrz1fiSe01rkoR+twnbt6fYniguoES8pnnXMdxfDy/1672iIzyqLabzhly8YfvuHPvkHPsH/7vUZb3zyz/+l3r75HkP61S3fvsE/cuLv7Qv+28sLLAymsTR1lNCdDinzrq9s6Z9BWQTgaZPeBMry63xilT0ywL56MVTeonX/UIO3nIbAT3h8E9+seeDjoi74lRnARfGIoUdqoGXX+x16fJNl94viZ97pYwB/tvA+0utbHjfkB+7nVy9/fHn5BZ5D4XOQ0wAwve4nAny8x+4LJmLZ6z6+Qg275LlVSsBA//wChfYDFDMjyUw/UwITAj+//PUl4///LAHWmu93lt2k5e+++u7lF1++/PzfmF9y+/IP+Ih0+/L3L7+5/ST9FHL9y1+9/OuXL79+uY48yLcPNPwzo8Ki0s5sNKN6UDcqQz8yKtl86BP65KjyD4/qc5sPXQPk6o61IwzwonaAln5ogEsy2d8cYPnUAD+vYYEZ4OBCHJ/gRd0ADf3QAEc97/GnB1g/NcDPq3I0A+yMsz09wQd1AzT0QwNsrNN6+wm2Tw7wc6ojzPhqeSwIZnwP6sZn6IfGV9YxpZ8eX//kDP2sXE0zwMzk4KcH+KBugIZ+aIB0PPyDV3B8aoBvZHdco9iswolP6QHtGAz8yBA2Nebbj2h+agSfFQm6xrbSDyxtD2jHZuBHxiZ5z28/nfWpsX2eU+oaHDatzyvcA9rBGfiRwWmP6DcHt+3gPtGy990SJRzLXAePORu8u06jyKHbAWO0lK/PWMarY/3N/Xp+YMyb+2P943dIlZzeMewPCRc7VqtczFitdDFjjdrlI2N9l4DJ73vE75Mzn37ETs9cw3aC5hr2k6L50LDfIWtyedew3yly3hi2VTlm2FbmmGFHnfOhYb9D7OT6rmG/U/q8MWyrfcywrfgxw47q50PDfocEyu19w/6oIHoJo7aKyIzaSiIz6qiJPjTqdwij3N83x98nk9542FYnmWFboWSGHZXSh4b9DrmUx7uG/YZ4MmOz6ukampVP18iifvrIwN4hovJ817g+LKnCJLaa6hqxFVXXiKOq+siI3yGt8nrXiN8ptD49ga3SuoZspdY15Ki1PjLkdwiu7BTXr1/+P9Waqa0KZW5kc3RyZWFtCmVuZG9iagoxMiAwIG9iagoxNDczNwplbmRvYmoKMTAgMCBvYmoKWyBdCmVuZG9iagoxNyAwIG9iago8PCAvTGVuZ3RoIDI0NyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNUUluxDAMu/sV/MAAlqzFeU+KQQ/t/68lHRTtwRAjS1zi7sREFl62UNdCh+PDRl4Jm4Hvg9ac+Bqx4j/aRqSVP1RbIBMxUSR0UTca90g3vArRfqSCV6r3WPMRdyvNWzp2sb/3wbTmkSqrQjzk2BzZSFrXRNHxPbTec0N0yiCBPjchB0Rpjl6FpL/2w3VtNLu1NrMnqoNHpoTySbMamtMpZshsqMdtKlYyCjeqjIr7VEZaD/I2zjKAk+OEMlpPdqwmovzUJ5eQFxNxwi47OxZiEwsbh7QflT6x/Hzrzfibaa2lkHFBIjTFpd9nvMfneP8AlU9cJgplbmRzdHJlYW0KZW5kb2JqCjE4IDAgb2JqCjw8IC9MZW5ndGggNzkgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzc1UjBQsLQAEmamJgrmRpYKKYZcQD6IlctlaGkOZuWAWSbGBkCWqakpEgsiC9MLYcHkYLSxiTnUBAQLJAe2NgdmWw5XBlcaANaUHAwKZW5kc3RyZWFtCmVuZG9iagoxOSAwIG9iago8PCAvTGVuZ3RoIDMwNyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9kktuAzEMQ/c+hS4QwPrZnvOkKLqY3n/bJyXpihzZFkVqlrpMWVMekDSThH/p8HCxnfI7bM9mZuBaopeJ5ZTn0BVi7qJ82cxGXVknxeqEZjq36FE5Fwc2Taqfqyyl3S54Dtcmnlv2ET+80KAe1DUuCTd0V6NlKTRjqvt/0nv8jDLgakxdbFKrex88XkRV6OgHR4kiY5cX5+NBCelKwmhaiJV3RQNB7vK0ynsJ7tveasiyB6mYzjspZrDrdFIubheHIR7I8qjw5aPYa0LP+LArJfRI2IYzcifuaMbm1MjikP7ejQRLj65oIfPgr27WLmC8UzpFYmROcqxpi1VO91AU07nDvQwQ9WxFQylzkdXqX8POC2uWbBZ4SvoFHqPdJksOVtnbqE7vrTzZ0PcfWtd0HwplbmRzdHJlYW0KZW5kb2JqCjIwIDAgb2JqCjw8IC9MZW5ndGggNzMgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicM7Y0UDBQsDBT0DU0NlQwsjRWMDczUEgx5AIKgVi5XDCxHDDLzBLEMjQ3Q2LpmhlCZZFYIONyuGAG58DMy+HK4EoDAB6JFpUKZW5kc3RyZWFtCmVuZG9iagoyMSAwIG9iago8PCAvTGVuZ3RoIDY5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDO2NFAwULA0V9A1NDZUMDYwUTA3M1BIMeSCMXPBLLBsDhdMHYRlBmIYGZogscyAxoEl4QyQGTlw03K4MrjSAPqpFkUKZW5kc3RyZWFtCmVuZG9iagoyMiAwIG9iago8PCAvTGVuZ3RoIDIzMiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1UUluxDAMu/sV/MAA1u68J8Wgh/b/11LKFAhAJba4JWJjIwIvMfg5iNz4kjWjJn5nclf8LE+FR8Kt4EkUgZfhXnaCyxvGZT8OMx+8l1bOpMaTDMhFNj08ETLYJRA6MLsGddhm2om+IeGzI1LNRpbT1xL00ioEylO23+mCEm2r+nP7rAtt+9oTTnZ76knlE4jnlqzAZeMVk8VYBj1RuUsxfZDqbKEnobwon4NsPmqIRJcoZ+CJwcEo0A7sue1n4lUhaF3dp21jqEZKx9O/DU1Nkgj5RAlntjTuFv5/z72+1/sPTiFUEQplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjw8IC9MZW5ndGggMjMxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDVPOZIEIQzLeYU+MFUY20C/p6e2Ntj5f7qSmU6Q8CHJ0xMdmXiZIyOwZsfbWmQgZuBTTMW/9rQPE6r34B4ilIsLYYaRcNas426ejhf/dpXPWAfvNviKWV4Q2MJM1lcWZy7bBWNpnMQ5yW6MXROxjXWtp1NYRzChDIR0tsOUIHNUpPTJjjLm6DiRJ56L7/bbLHY5fg7rCzaNIRXn+Cp6gjaDoux57wIackH/Xd34HkW76CUgGwkW1lFi7pzlhF+9dnQetSgSc0KaQS4TIc3pKqYQmlCss6OgUlFwqT6n6Kyff+VfXC0KZW5kc3RyZWFtCmVuZG9iagoyNCAwIG9iago8PCAvTGVuZ3RoIDI0OSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9UDuORCEM6zmFL/Ak8iNwHkarLWbv364DmilQTH62MyTQEYFHDDGUr+MlraCugb+LQvFu4uuDwiCrQ1IgznoPiHTspjaREzodnDM/YTdjjsBFMQac6XSmPQcmOfvCCoRzG2XsVkgniaoijuozjimeKnufeBYs7cg2WyeSPeQg4VJSicmln5TKP23KlAo6ZtEELBK54GQTTTjLu0lSjBmUMuoepnYifaw8yKM66GRNzqwjmdnTT9uZ+Bxwt1/aZE6Vx3QezPictM6DORW69+OJNgdNjdro7PcTaSovUrsdWp1+dRKV3RjnGBKXZ38Z32T/+Qf+h1oiCmVuZHN0cmVhbQplbmRvYmoKMjUgMCBvYmoKPDwgL0xlbmd0aCAzOTUgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPVJLbsVACNvnFFyg0vCbz3lSVd28+29rQ1KpKryJMcYwfcqQueVLXRJxhcm3Xq5bPKZ8LltamXmIu4uNJT623JfuIbZddC6xOB1H8gsynSpEqM2q0aH4QpaFB5BO8KELwn05/uMvgMHXsA244T0yQbAk5ilCxm5RGZoSQRFh55EVqKRQn1nC31Hu6/cyBWpvjKULYxz0CbQFQm1IxALqQABE7JRUrZCOZyQTvxXdZ2IcYOfRsgGuGVRElnvsx4ipzqiMvETEPk9N+iiWTC1Wxm5TGV/8lIzUfHQFKqk08pTy0FWz0AtYiXkS9jn8SPjn1mwhhjpu1vKJ5R8zxTISzmBLOWChl+NH4NtZdRGuHbm4znSBH5XWcEy0637I9U/+dNtazXW8cgiiQOVNQfC7Dq5GscTEMj6djSl6oiywGpq8RjPBYRAR1vfDyAMa/XK8EDSnayK0WCKbtWJEjYpscz29BNZM78U51sMTwmzvndahsjMzKiGC2rqGautAdrO+83C2nz8z6KJtCmVuZHN0cmVhbQplbmRvYmoKMjYgMCBvYmoKPDwgL0xlbmd0aCAxMzYgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTY9BDgMxCAPveYWfQCBAeM9WVQ/b/19L2HbTCx7JgGxRBoElh3iHG+HR2w/fRTYVZ+OcX1IpYiGYT3CfMFMcjSl38mOPgHGUaiynaHheS85NwxctdxMtpa2XkxlvuO6X90eVbZENRc8tC0LXbJL5MoEHfBiYR3XjaaXH3fZsr/b8AM5sNEkKZW5kc3RyZWFtCmVuZG9iagoyNyAwIG9iago8PCAvTGVuZ3RoIDI0OSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNUUmKAzAMu+cV+kAhXpO8p0OZQ+f/18oOhTkECa+Sk5aYWAsPMYQfLD34kSFzN/0bfqLZu1l6ksnZ/5jnIlNR+FKoLmJCXYgbz6ER8D2haxJZsb3xOSyjmXO+Bx+FuAQzoQFjfUkyuajmlSETTgx1HA5apMK4a2LD4lrRPI3cbvtGZmUmhA2PZELcGICIIOsCshgslDY2EzJZzgPtDckNWmDXqRtRi4IrlNYJdKJWxKrM4LPm1nY3Qy3y4Kh98fpoVpdghdFL9Vh4X4U+mKmZdu6SQnrhTTsizB4KpDI7LSu1e8TqboH6P8tS8P3J9/gdrw/N/FycCmVuZHN0cmVhbQplbmRvYmoKMjggMCBvYmoKPDwgL0xlbmd0aCA5NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFjcERwCAIBP9UQQkKCtpPJpOH9v+NEDJ8YOcO7oQFC7Z5Rh8FlSZeFVgHSmPcUI9AveFyLcncBQ9wJ3/a0FScltN3aZFJVSncpBJ5/w5nJpCoedFjnfcLY/sjPAplbmRzdHJlYW0KZW5kb2JqCjI5IDAgb2JqCjw8IC9MZW5ndGggMzQxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEVSS25EMQjbv1NwgUjhl5DztKq6mN5/W5tM1c3gCWBseMtTpmTKsLklIyTXlE99IkOspvw0ciQipvhJCQV2lY/Ha0usjeyRqBSf2vHjsfRGptkVWvXu0aXNolHNysg5yBChnhW6snvUDtnwelxIuu+UzSEcy/9QgSxl3XIKJUFb0HfsEd8PHa6CK4JhsGsug+1lMtT/+ocWXO9992LHLoAWrOe+wQ4AqKcTtAXIGdruNiloAFW6i0nCo/J6bnaibKNV6fkcADMOMHLAiCVbHb7R3gCWfV3oRY2K/StAUVlA/MjVdsHeMclIcBbmBo69cDzFmXBLOMYCQIq94hh68CXY5i9Xroia8Al1umQvvMKe2ubnQpMId60ADl5kw62ro6iW7ek8gvZnRXJGjNSLODohklrSOYLi0qAeWuNcN7HibSOxuVff7h/hnC9c9usXS+yExAplbmRzdHJlYW0KZW5kb2JqCjMwIDAgb2JqCjw8IC9MZW5ndGggMTY0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWQx3EFMQxD76oCJTCACvWsx/MP6/6vhvTTQXoYQgxiT8KwXFdxYXTDj7ctMw1/RxnuxvoyY7zVWCAn6AMMkYmr0aT6dsUZqvTk1WKuo6JcLzoiEsyS46tAI3w6sseTtrYz/XReH+wh7xP/KirnbmEBLqruQPlSH/HUj9lR6pqhjyorax5q2leEXRFK2z4upzJO3b0DWuG9las92u8/HnY68gplbmRzdHJlYW0KZW5kb2JqCjMxIDAgb2JqCjw8IC9MZW5ndGggNzIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzK3UDBQsDQBEoYWJgrmZgYKKYZcQL6piblCLhdIDMTKAbMMgLQlnIKIZ4CYIG0QxSAWRLGZiRlEHZwBkcvgSgMAJdsWyQplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjw8IC9MZW5ndGggODMgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPcw5EoAwCAXQnlP8I4TIIvdxHIt4/1Yw0QYeq3qgITiDusGt4WDKunQT71Pj1cacEgmoeEpNlroLetS0vtS+aOC76+ZL1Yk/zc8XnQ+7HRndCmVuZHN0cmVhbQplbmRvYmoKMzMgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAyMSAtNDYzIDE3OTQgMTIzMyBdIC9MZW5ndGggMzkKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnic4zI0MFMwNjVVyOUyNzYCs3LALCNzIyALJItgQWQzuNIAFfMKfAplbmRzdHJlYW0KZW5kb2JqCjM0IDAgb2JqCjw8IC9MZW5ndGggMTYzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWQOxIDIQxDe06hI/gjAz7PZjIpNvdvY9hsUsDTWCCDuxOC1NqCieiCh7Yl3QXvrQRnY/zpNm41EuQEdYBWpONolFJ9ucVplXTxaDZzKwutEx1mDnqUoxmgEDoV3u2i5HKm7s75Q3D1X/W/Yt05m4mBycodCM3qU9z5NjuiurrJ/qTH3KzXfivsVWFpWUvLCbedu2ZACdxTOdqrPT8fCjr2CmVuZHN0cmVhbQplbmRvYmoKMzUgMCBvYmoKPDwgL0xlbmd0aCAzMjIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNVG7bcUwDOw1BRcwIH4lzeMgSJG3f5s72qlI07wfVV4ypVwudckqWWHypUN1iqZ8nmam/A71kOOYHtkhulPWlnsYFpaJeUodsZos93ALNr4AmhJzC/H3CPArgFHARKBu8fcPulkSQBoU/BTomquWWGICDYuFrdkV4lbdKVi4q/h2JLkHCXIxWehTDkWKKbfAfBks2ZFanOtyWQr/bn0CGmGFOOyzi0TgecADTCT+ZIBszz5b7OrqRTZ2hjjp0ICLgJvNJAFBUzirPrhh+2q75ueZKCc4OdavojG+DU7mS1LeV7nHz6BB3vgzPGd3jlAOmlAI9N0CIIfdwEaEPrXPwC4Dtkm7d2NK+ZxkKb4ENgr2qFMdyvBi7MxWb9j8x+jKZlFskJX10ekOytygE2Ieb2ShW7K2+zcPs33/AV8Ze2QKZW5kc3RyZWFtCmVuZG9iagozNiAwIG9iago8PCAvTGVuZ3RoIDgzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWMuw3AMAhEe6ZgBH4m9j5RlMLevw0QJW64J909XB0JmSluM8NDBp4MLIZdcYH0ljALXEdQjp3so2HVvuoEjfWmUvPvD5Se7KzihusBAkIaZgplbmRzdHJlYW0KZW5kb2JqCjM3IDAgb2JqCjw8IC9MZW5ndGggNTEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMza0UDBQMDQwB5JGhkCWkYlCiiEXSADEzOWCCeaAWQZAGqI4B64mhyuDKw0A4bQNmAplbmRzdHJlYW0KZW5kb2JqCjM4IDAgb2JqCjw8IC9MZW5ndGggMjQzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1Ru60DMQzrPYUWOMD62b55Lnh4xWX/NqScBKlEQxRJycNTumTKYX1KRkiOLg9tGktsujw3QlOHioKpa4nqlKuZpsxTLE3Q895ZruYY4HtVN9Tf9IheApFRglVhgQ6QO7hg+NlrJmxRCyIxhlAzgGnCCnO4EjEEGYy1ZxiUKgxO1c8qV/svp2XYKrB4MJ0iP7KaaKdfuhx46ykHQtjclbt6IU0I7o0GY8wsXHepsp0AHEx0mYmMWLwNx9MhDA1emgascNaNmCCxGyOlD14HGdOwd0UedbcY8b5bxpS71c99UX3mXe0fCMEbJ/h7AcobXV4KZW5kc3RyZWFtCmVuZG9iagozOSAwIG9iago8PCAvTGVuZ3RoIDE2MCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFkDkSAzEIBHO9gidIXIL3rMu1wfr/qQfWR6LpAjQcuhZNynoUaD7psUahutBr6CxKkkTBFpIdUKdjiDsoSExIY5JIth6DI5pYs12YmVQqs1LhtGnFwr/ZWtXIRI1wjfyJ6QZU/E/qXJTwTYOvkjH6GFS8O4OMSfheRdxaMe3+RDCxGfYJb0UmBYSJsanZvs9ghsz3Ctc4x/MNTII36wplbmRzdHJlYW0KZW5kb2JqCjQwIDAgb2JqCjw8IC9MZW5ndGggMzM0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1SS3LFIAzbcwpdoDP4B+Q86XS6eL3/tpKTRUYOYPQx5YaJSnxZILej1sS3jcxAheGvq8yFz0jbyDqIy5CLuJIthXtELOQxxDzEgu+r8R4e+azMybMHxi/Zdw8r9tSEZSHjxRnaYRXHYRXkWLB1Iap7eFOkw6kk2OOL/z7Fcy0ELXxG0IBf5J+vjuD5khZp95ht0656sEw7qqSwHGxPc14mX1pnuToezwfJ9q7YEVK7AhSFuTPOc+Eo01ZGtBZ2NkhqXGxvjv1YStCFblxGiiOQn6kiPKCkycwmCuKPnB5yKgNh6pqudHIbVXGnnsw1m4u3M0lm675IsZnCeV04s/4MU2a1eSfPcqLUqQjvsWdL0NA5rp69lllodJsTvKSEz8ZOT06+VzPrITkVCaliWlfBaRSZYgnbEl9TUVOaehn++/Lu8Tt+/gEsc3xzCmVuZHN0cmVhbQplbmRvYmoKNDEgMCBvYmoKPDwgL0xlbmd0aCA3MCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzMzZTMFCwMAISpqaGCuZGlgophlxAPoiVywUTywGzzCzMgSwjC5CWHC5DC2MwbWJspGBmYgZkWSAxILoyuNIAmJoTAwplbmRzdHJlYW0KZW5kb2JqCjQyIDAgb2JqCjw8IC9MZW5ndGggMzIwIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDVSS24FMQjbzym4QKXwT87zqqqLvvtvaxO9FUwwYOMpL1nSS77UJdulw+RbH/clsULej+2azFLF9xazFM8tr0fPEbctCgRREz1YmS8VItTP9Og6qHBKn4FXCLcUG7yDSQCDavgHHqUzIFDnQMa7YjJSA4Ik2HNpcQiJciaJf6S8nt8nraSh9D1Zmcvfk0ul0B1NTugBxcrFSaBdSfmgmZhKRJKX632xQvSGwJI8PkcxyYDsNoltogUm5x6lJczEFDqwxwK8ZprVVehgwh6HKYxXC7OoHmzyWxOVpB2t4xnZMN7LMFNioeGwBdTmYmWC7uXjNa/CiO1Rk13DcO6WzXcI0Wj+GxbK4GMVkoBHp7ESDWk4wIjAnl44xV7zEzkOwIhjnZosDGNoJqd6jonA0J6zpWHGxx5a9fMPVOl8hwplbmRzdHJlYW0KZW5kb2JqCjQzIDAgb2JqCjw8IC9MZW5ndGggMTggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMza0UDCAwxRDrjQAHeYDUgplbmRzdHJlYW0KZW5kb2JqCjQ0IDAgb2JqCjw8IC9MZW5ndGggMTMzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWPSw4EIQhE95yijsDHH+dxMumFc//tgJ1uE2M9hVSBuYKhPS5rA50VHyEZtvG3qZaORVk+VHpSVg/J4Iesxssh3KAs8IJJKoYhUIuYGpEtZW63gNs2DbKylVOljrCLozCP9rRsFR5folsidZI/g8QqL9zjuh3Ipda73qKLvn+kATEJCmVuZHN0cmVhbQplbmRvYmoKNDUgMCBvYmoKPDwgL0xlbmd0aCAzNDAgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNVI5bgQxDOv9Cn0ggG7b79kgSJH8vw2p2RQDcXRSlDtaVHbLh4VUtex0+bSV2hI35HdlhcQJyasS7VKGSKi8ViHV75kyr7c1ZwTIUqXC5KTkccmCP8OlpwvH+baxr+XIHY8eWBUjoUTAMsXE6BqWzu6wZlt+lmnAj3iEnCvWLcdYBVIb3TjtiveheS2yBoi9mZaKCh1WiRZ+QfGgR4199hhUWCDR7RxJcIyJUJGAdoHaSAw5eyx2UR/0MygxE+jaG0XcQYElkpg5xbp09N/40LGg/tiMN786KulbWllj0j4b7ZTGLDLpelj0dPPWx4MLNO+i/OfVDBI0ZY2Sxget2jmGoplRVni3Q5MNzTHHIfMOnsMZCUr6PBS/jyUTHZTI3w4NoX9fHqOMnDbeAuaiP20VBw7is8NeuYEVShdrkvcBqUzogen/r/G1vtfXHx3tgMYKZW5kc3RyZWFtCmVuZG9iago0NiAwIG9iago8PCAvTGVuZ3RoIDI1MSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwtUUlyA0EIu88r9IRmp99jlyuH5P/XCMoHBg2LQHRa4qCMnyAsV7zlkatow98zMYLfBYd+K9dtWORAVCBJY1A1oXbxevQe2HGYCcyT1rAMZqwP/Iwp3OjF4TEZZ7fXZdQQ7F2vPZlByaxcxCUTF0zVYSNnDj+ZMi60cz03IOdGWJdhkG5WGjMSjjSFSCGFqpukzgRBEoyuRo02chT7pS+PdIZVjagx7HMtbV/PTThr0OxYrPLklB5dcS4nFy+sHPT1NgMXUWms8kBIwP1uD/VzspPfeEvnzhbT43vNyfLCVGDFm9duQDbV4t+8iOP7jK/n5/n8A19gW4gKZW5kc3RyZWFtCmVuZG9iago0NyAwIG9iago8PCAvTGVuZ3RoIDE3NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNkEkOQyEMQ/ecwheohDPA5zy/qrpo77+tQwd1gfzkIHA8PNBxJC50ZOiMjiubHOPAsyBj4tE4/8m4PsQxQd2iLViXdsfZzBJzwjIxArZGydk8osAPx1wIEmSXH77AICJdj/lW81mT9M+3O92PurRmXz2iwInsCMWwAVeA/brHgUvC+V7T5JcqJWMTh/KB6iJSNjuhELVU7HKqirPdmytwFfT80UPu7QW1IzzfCmVuZHN0cmVhbQplbmRvYmoKNDggMCBvYmoKPDwgL0xlbmd0aCA3NiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9jDsOgDAMQ/ecwkdofiQHQoiB3n+lKbSL/fQk28XRYFqRArfAyeQ+qdNyzyQ7fBCbIeRXG1q1rsrSmgyLmoy/Dd/dTdcLpjgXwAplbmRzdHJlYW0KZW5kb2JqCjQ5IDAgb2JqCjw8IC9MZW5ndGggMjE1IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDVROQ4DIQzs9xX+QCSML3hPoijN/r/NjNFWHsFchrSUIZnyUpOoIeVTPnqZLpy63NfMajTnlrQtc4C4trwvrZLAiWaIg8FpmLgBmjwBQ9fRqFFDFx7Q1KVTKLDcBD6Kt24P3WO1gZe2IeeJIGIoGSxBzalFExZtzyekNb9eixvel+3dyFOlxpYYgQYBVjgc1+jX8JU9TybRdBUy1Ks1yxgJE0UiPPmOptUT61o00jIS1MYRrGoDvDv9ME4AABNxywJkn0qUs+TEb7H0swZX+v4Bn0dUlgplbmRzdHJlYW0KZW5kb2JqCjE1IDAgb2JqCjw8IC9UeXBlIC9Gb250IC9CYXNlRm9udCAvQk1RUURWK0RlamFWdVNhbnMgL0ZpcnN0Q2hhciAwIC9MYXN0Q2hhciAyNTUKL0ZvbnREZXNjcmlwdG9yIDE0IDAgUiAvU3VidHlwZSAvVHlwZTMgL05hbWUgL0JNUVFEVitEZWphVnVTYW5zCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0KL0NoYXJQcm9jcyAxNiAwIFIKL0VuY29kaW5nIDw8IC9UeXBlIC9FbmNvZGluZwovRGlmZmVyZW5jZXMgWyAzMiAvc3BhY2UgNDYgL3BlcmlvZCA0OCAvemVybyAvb25lIC90d28gL3RocmVlIC9mb3VyIC9maXZlIC9zaXggL3NldmVuCi9laWdodCAvbmluZSA3MSAvRyAvSCA5MSAvYnJhY2tldGxlZnQgOTMgL2JyYWNrZXRyaWdodCA5NyAvYSA5OSAvYyAvZCAvZSAvZgovZyAvaCAvaSAxMDcgL2sgMTEwIC9uIDExMyAvcSAvciAvcyAvdCAvdSAxMjIgL3ogXQo+PgovV2lkdGhzIDEzIDAgUiA+PgplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yIC9Gb250TmFtZSAvQk1RUURWK0RlamFWdVNhbnMgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0FzY2VudCA5MjkgL0Rlc2NlbnQgLTIzNiAvQ2FwSGVpZ2h0IDAKL1hIZWlnaHQgMCAvSXRhbGljQW5nbGUgMCAvU3RlbVYgMCAvTWF4V2lkdGggMTM0MiA+PgplbmRvYmoKMTMgMCBvYmoKWyA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMAo2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDMxOCA0MDEgNDYwIDgzOCA2MzYKOTUwIDc4MCAyNzUgMzkwIDM5MCA1MDAgODM4IDMxOCAzNjEgMzE4IDMzNyA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2CjYzNiA2MzYgMzM3IDMzNyA4MzggODM4IDgzOCA1MzEgMTAwMCA2ODQgNjg2IDY5OCA3NzAgNjMyIDU3NSA3NzUgNzUyIDI5NQoyOTUgNjU2IDU1NyA4NjMgNzQ4IDc4NyA2MDMgNzg3IDY5NSA2MzUgNjExIDczMiA2ODQgOTg5IDY4NSA2MTEgNjg1IDM5MCAzMzcKMzkwIDgzOCA1MDAgNTAwIDYxMyA2MzUgNTUwIDYzNSA2MTUgMzUyIDYzNSA2MzQgMjc4IDI3OCA1NzkgMjc4IDk3NCA2MzQgNjEyCjYzNSA2MzUgNDExIDUyMSAzOTIgNjM0IDU5MiA4MTggNTkyIDU5MiA1MjUgNjM2IDMzNyA2MzYgODM4IDYwMCA2MzYgNjAwIDMxOAozNTIgNTE4IDEwMDAgNTAwIDUwMCA1MDAgMTM0MiA2MzUgNDAwIDEwNzAgNjAwIDY4NSA2MDAgNjAwIDMxOCAzMTggNTE4IDUxOAo1OTAgNTAwIDEwMDAgNTAwIDEwMDAgNTIxIDQwMCAxMDIzIDYwMCA1MjUgNjExIDMxOCA0MDEgNjM2IDYzNiA2MzYgNjM2IDMzNwo1MDAgNTAwIDEwMDAgNDcxIDYxMiA4MzggMzYxIDEwMDAgNTAwIDUwMCA4MzggNDAxIDQwMSA1MDAgNjM2IDYzNiAzMTggNTAwCjQwMSA0NzEgNjEyIDk2OSA5NjkgOTY5IDUzMSA2ODQgNjg0IDY4NCA2ODQgNjg0IDY4NCA5NzQgNjk4IDYzMiA2MzIgNjMyIDYzMgoyOTUgMjk1IDI5NSAyOTUgNzc1IDc0OCA3ODcgNzg3IDc4NyA3ODcgNzg3IDgzOCA3ODcgNzMyIDczMiA3MzIgNzMyIDYxMSA2MDUKNjMwIDYxMyA2MTMgNjEzIDYxMyA2MTMgNjEzIDk4MiA1NTAgNjE1IDYxNSA2MTUgNjE1IDI3OCAyNzggMjc4IDI3OCA2MTIgNjM0CjYxMiA2MTIgNjEyIDYxMiA2MTIgODM4IDYxMiA2MzQgNjM0IDYzNCA2MzQgNTkyIDYzNSA1OTIgXQplbmRvYmoKMTYgMCBvYmoKPDwgL0cgMTcgMCBSIC9IIDE4IDAgUiAvYSAxOSAwIFIgL2JyYWNrZXRsZWZ0IDIwIDAgUiAvYnJhY2tldHJpZ2h0IDIxIDAgUgovYyAyMiAwIFIgL2QgMjMgMCBSIC9lIDI0IDAgUiAvZWlnaHQgMjUgMCBSIC9mIDI2IDAgUiAvZml2ZSAyNyAwIFIKL2ZvdXIgMjggMCBSIC9nIDI5IDAgUiAvaCAzMCAwIFIgL2kgMzEgMCBSIC9rIDMyIDAgUiAvbiAzNCAwIFIgL25pbmUgMzUgMCBSCi9vbmUgMzYgMCBSIC9wZXJpb2QgMzcgMCBSIC9xIDM4IDAgUiAvciAzOSAwIFIgL3MgNDAgMCBSIC9zZXZlbiA0MSAwIFIKL3NpeCA0MiAwIFIgL3NwYWNlIDQzIDAgUiAvdCA0NCAwIFIgL3RocmVlIDQ1IDAgUiAvdHdvIDQ2IDAgUiAvdSA0NyAwIFIKL3ogNDggMCBSIC96ZXJvIDQ5IDAgUiA+PgplbmRvYmoKMyAwIG9iago8PCAvRjEgMTUgMCBSID4+CmVuZG9iago0IDAgb2JqCjw8IC9BMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwIC9jYSAxID4+Ci9BMiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAxIC9jYSAxID4+Ci9BMyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjggL2NhIDAuOCA+PiA+PgplbmRvYmoKNSAwIG9iago8PCA+PgplbmRvYmoKNiAwIG9iago8PCA+PgplbmRvYmoKNyAwIG9iago8PCAvRjEtRGVqYVZ1U2Fucy1taW51cyAzMyAwIFIgPj4KZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL1BhZ2VzIC9LaWRzIFsgMTEgMCBSIF0gL0NvdW50IDEgPj4KZW5kb2JqCjUwIDAgb2JqCjw8IC9DcmVhdG9yIChNYXRwbG90bGliIHYzLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZykKL1Byb2R1Y2VyIChNYXRwbG90bGliIHBkZiBiYWNrZW5kIHYzLjkuMikKL0NyZWF0aW9uRGF0ZSAoRDoyMDI0MTAxNzEzNDIwMC0wNCcwMCcpID4+CmVuZG9iagp4cmVmCjAgNTEKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMjYwOTggMDAwMDAgbiAKMDAwMDAyNTgzMyAwMDAwMCBuIAowMDAwMDI1ODY1IDAwMDAwIG4gCjAwMDAwMjYwMDcgMDAwMDAgbiAKMDAwMDAyNjAyOCAwMDAwMCBuIAowMDAwMDI2MDQ5IDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM0MyAwMDAwMCBuIAowMDAwMDE1MTc3IDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDAxNTE1NSAwMDAwMCBuIAowMDAwMDI0Mzc4IDAwMDAwIG4gCjAwMDAwMjQxNzEgMDAwMDAgbiAKMDAwMDAyMzY2OCAwMDAwMCBuIAowMDAwMDI1NDMxIDAwMDAwIG4gCjAwMDAwMTUxOTcgMDAwMDAgbiAKMDAwMDAxNTUxNyAwMDAwMCBuIAowMDAwMDE1NjY4IDAwMDAwIG4gCjAwMDAwMTYwNDggMDAwMDAgbiAKMDAwMDAxNjE5MyAwMDAwMCBuIAowMDAwMDE2MzM0IDAwMDAwIG4gCjAwMDAwMTY2MzkgMDAwMDAgbiAKMDAwMDAxNjk0MyAwMDAwMCBuIAowMDAwMDE3MjY1IDAwMDAwIG4gCjAwMDAwMTc3MzMgMDAwMDAgbiAKMDAwMDAxNzk0MiAwMDAwMCBuIAowMDAwMDE4MjY0IDAwMDAwIG4gCjAwMDAwMTg0MzAgMDAwMDAgbiAKMDAwMDAxODg0NCAwMDAwMCBuIAowMDAwMDE5MDgxIDAwMDAwIG4gCjAwMDAwMTkyMjUgMDAwMDAgbiAKMDAwMDAxOTM4MCAwMDAwMCBuIAowMDAwMDE5NTUyIDAwMDAwIG4gCjAwMDAwMTk3ODggMDAwMDAgbiAKMDAwMDAyMDE4MyAwMDAwMCBuIAowMDAwMDIwMzM4IDAwMDAwIG4gCjAwMDAwMjA0NjEgMDAwMDAgbiAKMDAwMDAyMDc3NyAwMDAwMCBuIAowMDAwMDIxMDEwIDAwMDAwIG4gCjAwMDAwMjE0MTcgMDAwMDAgbiAKMDAwMDAyMTU1OSAwMDAwMCBuIAowMDAwMDIxOTUyIDAwMDAwIG4gCjAwMDAwMjIwNDIgMDAwMDAgbiAKMDAwMDAyMjI0OCAwMDAwMCBuIAowMDAwMDIyNjYxIDAwMDAwIG4gCjAwMDAwMjI5ODUgMDAwMDAgbiAKMDAwMDAyMzIzMiAwMDAwMCBuIAowMDAwMDIzMzgwIDAwMDAwIG4gCjAwMDAwMjYxNTggMDAwMDAgbiAKdHJhaWxlcgo8PCAvU2l6ZSA1MSAvUm9vdCAxIDAgUiAvSW5mbyA1MCAwIFIgPj4Kc3RhcnR4cmVmCjI2MzE1CiUlRU9GCg=="
+      "text/plain": "<Figure size 600x350 with 1 Axes>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -889,9 +918,7 @@
    ],
    "source": [
     "fig, ax = plt.subplots(figsize=(6, 3.5))\n",
-    "for curve_idx, sty in zip(\n",
-    "    range(num_states), color_ls_alpha_cycler, strict=False\n",
-    "):\n",
+    "for curve_idx, sty in zip(range(num_states), color_ls_alpha_cycler, strict=False):\n",
     "    plt.plot(\n",
     "        chi_ac_values_flux / 2 / np.pi,\n",
     "        data_vals_flux[\"quasienergies\"][omega_d_idx, :, curve_idx] / 2 / np.pi,\n",
@@ -904,10 +931,7 @@
     "# ax.set_ylim(-27 / 2 / np.pi, -20 / 2 / np.pi)\n",
     "plt.tight_layout()\n",
     "plt.show()"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   }
  ],
  "metadata": {