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-rw-r--r--reference/introduction_full.ipynb110
1 files changed, 55 insertions, 55 deletions
diff --git a/reference/introduction_full.ipynb b/reference/introduction_full.ipynb
index 59f24b24..02011b07 100644
--- a/reference/introduction_full.ipynb
+++ b/reference/introduction_full.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "131a3536",
+ "id": "76061848",
"metadata": {},
"source": [
"## Introduction\n",
@@ -34,13 +34,13 @@
{
"cell_type": "code",
"execution_count": 1,
- "id": "9d9272b2",
+ "id": "aacd9a5e",
"metadata": {
"execution": {
- "iopub.execute_input": "2023-01-04T02:02:30.469665Z",
- "iopub.status.busy": "2023-01-04T02:02:30.469148Z",
- "iopub.status.idle": "2023-01-04T02:02:30.544512Z",
- "shell.execute_reply": "2023-01-04T02:02:30.543782Z"
+ "iopub.execute_input": "2023-01-04T11:13:58.604200Z",
+ "iopub.status.busy": "2023-01-04T11:13:58.603277Z",
+ "iopub.status.idle": "2023-01-04T11:13:58.697635Z",
+ "shell.execute_reply": "2023-01-04T11:13:58.696478Z"
}
},
"outputs": [],
@@ -50,7 +50,7 @@
},
{
"cell_type": "markdown",
- "id": "236b37be",
+ "id": "e50a31d0",
"metadata": {},
"source": [
"To save repetition, in the documentation we assume that\n",
@@ -89,13 +89,13 @@
{
"cell_type": "code",
"execution_count": 2,
- "id": "afa00d31",
+ "id": "241c63cb",
"metadata": {
"execution": {
- "iopub.execute_input": "2023-01-04T02:02:30.548417Z",
- "iopub.status.busy": "2023-01-04T02:02:30.548157Z",
- "iopub.status.idle": "2023-01-04T02:02:30.551908Z",
- "shell.execute_reply": "2023-01-04T02:02:30.551155Z"
+ "iopub.execute_input": "2023-01-04T11:13:58.702188Z",
+ "iopub.status.busy": "2023-01-04T11:13:58.701901Z",
+ "iopub.status.idle": "2023-01-04T11:13:58.706208Z",
+ "shell.execute_reply": "2023-01-04T11:13:58.705447Z"
}
},
"outputs": [],
@@ -108,7 +108,7 @@
},
{
"cell_type": "markdown",
- "id": "1e09a450",
+ "id": "6f167e58",
"metadata": {},
"source": [
"All graph classes allow any [hashable](https://docs.python.org/3/glossary.html#term-hashable) object as a node.\n",
@@ -207,13 +207,13 @@
{
"cell_type": "code",
"execution_count": 3,
- "id": "b639f000",
+ "id": "1dd38732",
"metadata": {
"execution": {
- "iopub.execute_input": "2023-01-04T02:02:30.555401Z",
- "iopub.status.busy": "2023-01-04T02:02:30.555156Z",
- "iopub.status.idle": "2023-01-04T02:02:30.558835Z",
- "shell.execute_reply": "2023-01-04T02:02:30.558178Z"
+ "iopub.execute_input": "2023-01-04T11:13:58.710434Z",
+ "iopub.status.busy": "2023-01-04T11:13:58.710192Z",
+ "iopub.status.idle": "2023-01-04T11:13:58.714623Z",
+ "shell.execute_reply": "2023-01-04T11:13:58.713613Z"
}
},
"outputs": [],
@@ -226,7 +226,7 @@
},
{
"cell_type": "markdown",
- "id": "4dd7e969",
+ "id": "ad6e5c50",
"metadata": {},
"source": [
"Edge attributes can be anything:"
@@ -235,13 +235,13 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "428b3ca6",
+ "id": "dbde2ed2",
"metadata": {
"execution": {
- "iopub.execute_input": "2023-01-04T02:02:30.562162Z",
- "iopub.status.busy": "2023-01-04T02:02:30.561935Z",
- "iopub.status.idle": "2023-01-04T02:02:30.565364Z",
- "shell.execute_reply": "2023-01-04T02:02:30.564706Z"
+ "iopub.execute_input": "2023-01-04T11:13:58.719374Z",
+ "iopub.status.busy": "2023-01-04T11:13:58.719085Z",
+ "iopub.status.idle": "2023-01-04T11:13:58.722949Z",
+ "shell.execute_reply": "2023-01-04T11:13:58.722338Z"
}
},
"outputs": [],
@@ -253,7 +253,7 @@
},
{
"cell_type": "markdown",
- "id": "b41eb025",
+ "id": "7eddd2b2",
"metadata": {},
"source": [
"You can add many edges at one time:"
@@ -262,13 +262,13 @@
{
"cell_type": "code",
"execution_count": 5,
- "id": "3a09a8f0",
+ "id": "674fd085",
"metadata": {
"execution": {
- "iopub.execute_input": "2023-01-04T02:02:30.568691Z",
- "iopub.status.busy": "2023-01-04T02:02:30.568465Z",
- "iopub.status.idle": "2023-01-04T02:02:30.572554Z",
- "shell.execute_reply": "2023-01-04T02:02:30.571900Z"
+ "iopub.execute_input": "2023-01-04T11:13:58.726691Z",
+ "iopub.status.busy": "2023-01-04T11:13:58.726449Z",
+ "iopub.status.idle": "2023-01-04T11:13:58.731962Z",
+ "shell.execute_reply": "2023-01-04T11:13:58.731042Z"
}
},
"outputs": [],
@@ -281,7 +281,7 @@
},
{
"cell_type": "markdown",
- "id": "24b9b77d",
+ "id": "9e35fe28",
"metadata": {},
"source": [
"See the Tutorial for more examples.\n",
@@ -346,13 +346,13 @@
{
"cell_type": "code",
"execution_count": 6,
- "id": "9ead068a",
+ "id": "e351abab",
"metadata": {
"execution": {
- "iopub.execute_input": "2023-01-04T02:02:30.575923Z",
- "iopub.status.busy": "2023-01-04T02:02:30.575699Z",
- "iopub.status.idle": "2023-01-04T02:02:30.580257Z",
- "shell.execute_reply": "2023-01-04T02:02:30.579582Z"
+ "iopub.execute_input": "2023-01-04T11:13:58.735989Z",
+ "iopub.status.busy": "2023-01-04T11:13:58.735730Z",
+ "iopub.status.idle": "2023-01-04T11:13:58.740948Z",
+ "shell.execute_reply": "2023-01-04T11:13:58.740099Z"
}
},
"outputs": [
@@ -373,7 +373,7 @@
},
{
"cell_type": "markdown",
- "id": "c7837ddd",
+ "id": "f7ef096b",
"metadata": {},
"source": [
"# Drawing\n",
@@ -394,19 +394,19 @@
{
"cell_type": "code",
"execution_count": 7,
- "id": "065c1191",
+ "id": "3f293fc6",
"metadata": {
"execution": {
- "iopub.execute_input": "2023-01-04T02:02:30.585378Z",
- "iopub.status.busy": "2023-01-04T02:02:30.585143Z",
- "iopub.status.idle": "2023-01-04T02:02:31.192916Z",
- "shell.execute_reply": "2023-01-04T02:02:31.192308Z"
+ "iopub.execute_input": "2023-01-04T11:13:58.746681Z",
+ "iopub.status.busy": "2023-01-04T11:13:58.746383Z",
+ "iopub.status.idle": "2023-01-04T11:13:59.481747Z",
+ "shell.execute_reply": "2023-01-04T11:13:59.480649Z"
}
},
"outputs": [
{
"data": {
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lIJN27drFrl27stVk6HFCQ0M5dOgQ3333ne5jO1qlSpUYP348Z8+eZcGCBdy+fZsePXrg7+/P22+/TULC/T+9L96boEsiADB+488skRUC4QIuXYLnnoN+/aBzZ3XVsDMlAs4qXz61KrB+vbpJuUYNdS+D/FibM5IMZFJkZCQVK1akU6dOuo/dtm1bypcv75THDLMrd+7c9O3blx07dnDw4EGCg4OJjIykXLlydO3albVr15Kens6ZpJu8uzJO17nfWRnHmaSbuo4phJ6WLoWAAHXJ0NKlsGABFCpkdlSupV07lUB17w4vvaT+KY1Ts0+SgUz45Zdf+OKLLwgPD8dqwC0gVquVkJAQPv/8c3777TfdxzdbzZo1mTZtGufOnWPGjBmcOXOGTp06UbFiRXpPXElaeoau86VlaLy5zDmPawrPlpQEffpAjx7qgqHYWAgONjsq11WwoFoVWLYMdu1SqwRffGF2VK5JkoFMmDZtGnnz5uWll14ybI5XXnkFi8XC3LlzDZvDbHnz5mXIkCH88MMP7N69m/qtunA2PR/pOi/vpWdobD/+G8cvyd2ownmsXaverNauVbf1ffkl5PB0svhd9+4qsWrZEp5/Hnr3hsREs6NyLZIMPMbNmzeJiopi0KBB5M2b17B5ihYtSs+ePYmKiiIjQ9+flJ2NxWKhQYMGVO8agpdB9ZJeVguf7ZLaAWG+a9dg8GDo1Ek104mNVasDLl4r7HSKFVOrAosWwcaNKvFatcrsqFyHJAOPsWDBAq5evcrw4cMNnys0NJT4+Hg2bdpk+FzOYOtPl3RfFbgrPUNj68+XjBlcuLcbN+DAAdXt5sAB9d/ZtGULBAbC4sWqh8CaNVCqlG6RintYLOpoZmysOgXRtSu88gpcvZqDQXV8HpyZJAOPkJGRQUREBEFBQZQtW9bw+Ro3bkzNmjWZPn264XOZ7UZKGgkGF/klJN6U1sUic44cgREjoGJFdXVe7drQqJH6Z/786vdHjFCvy4SbN9XLW7VS1/QePgyDBslqgKOULKlWBebMUdsxgYGweXMWBtD5eXAFkgw8wqZNmzh69KghxwkfxGKxEBoayurVqx94BM+dnE5MxuiTQBpwKjHZ4FmESzt5Etq2VaX9M2ZAfPz9Z9Q0Tf3+jBnqdW3bqs97iJ071XZAdLS6X+Crr8ABP0uIe1gsalXg8GGoVEn1JAgLg+RHfUsw4HlwFZIMPEJERAR169aladOmDpuzT58++Pr6Mnv2bIfNaYbUNMfURThqHuGCoqOhenXV1g4efzXe3Y9v3ao+Lzr6Lx9OSYE33oDmzVU74QMH1A+PBhxAElnw1FOwaRNMmaLaGD/9tDrSeR+dnwdXI4/pQ/z444+sX7+ekSNHOrQrYL58+ejXrx/R0dHcuXPHYfM6mrfNMY+eo+YRLuaDD1RV3+3bWb8fNy1Nfd7gwWoc/tepb9IkdZnOjh1QubIBcYtssVph+HA4eBBKlFDHOl97Tf01Aro/D65IvlM+xOTJk3niiSd4/vnnHT53aGgoFy5cYPny5Q6f21HKFvHD6BTL8vs8QvxFdDSMG6fPWOPGsbLbHBo2BG9v+P57eP11uVXPWVWqBN98A//+N0yerFosnxqn7/OATpfYOZokAw+QmJjIp59+SlhYGN7e3g6fPzAwkGbNmrlVR8J7+fnY8Df4lkH/Ir74+dgMnUO4mJMn1UUAOtGANiuH83HoSXbtUoVqwrl5ealVgR9+gArWk5T44FV965eGD3fJGgJJBh5g9uzZZGRkEBISYloMoaGhbN26laNHj5oWg9HsVYrjZTVmfcDLasFeWTq6iHuEhGR9GfgRLEBurzRGHQ3BhJ8bRA4EBMCKJ0Pwtqbpu0qZlqaeMxcjycA97ty5w9SpU+nbty/FihUzLY7nnnuOYsWKMXPmTNNiMFqfhv6PvaY4u9IzNPo28jdkbOGijhxRlWQ6JgMAlvQ0Ne6PP+o6rjDYkSNYN2/CK0Pn48dprvk8SDJwj6VLl3L27FnCw8NNjcPHx4dXXnmFefPmkfzIszCuq1KJfDSvWFT31QEvq4XmFYtSsXg+XccVLm7mTLAZtG1ks6mjZsJ1yPPwF5IM3CMiIoJWrVoR6ASbfyEhIVy7do3FixebHYphPgwKxKZzMmCzWvgwyPy/P+Fk1q7VfVXgD2lpsG6dMWMLY8jz8BeSDPzJrl272L17N6NGjTI7FADKlStH+/bt3bqQsExhX97rGqDrmP/oGkAZg4sThYu5fh1OnDB2jvh4t21V63bkebiPJAN/EhERQaVKlejQoYPZofwhNDSUffv2sXfvXrNDMUzv+v6MbavPoezX2lahV32pFRD3eFAnOb1pGhw/buwcQh/yPNxHkoHfnTlzhi+//JLw8HCsTtQyrGPHjvj7+7v16gDAcHsl/hUciI/NmuWbDL2sFnxsVv4dHEiYvaIxAQrXlpLiXvOInJHn4T7O865nsmnTppE3b14GDBhgdih/4eXlRUhICIsXL+by5ctmh2Oo3vX92TyqBYXTfgN4bFKgZaQD0KR8ETaPaiErAuLhfHzcax6RM/I83EeSASA5OZlZs2YxePBg8ubNa3Y49xk4cCBpaWl8+umnZodiuLyWFH6cHkZX2yH6NSrLU0V87zsDbAGeyOvF9R/W8I9GuVgwsKHUCIhHq1jR+CsDLRY1j3B+8jzcR9qzAQsWLODq1asMHz7c7FAeqESJEgQHBzNz5kzCw8MdeleCo82aNYu0tDTeGv4KJUqU4O8EkJySxqnEZFLTMvC2WSlbxA9fby/KzR7Krg1e9O/W1uywhbPLm1fdJRwfb9wcFSqoeYTzk+fhPh6/MpCRkUFkZCTBwcE89dRTZofzUKGhofz0009svXujlhtKTU1l8uTJ9O3blxIlSvzx+34+NgJKFqC2fyECShbAz8eGxWIhKCiI5cuXk5EhNxOKTOjY0dhz5U5UeCwyQZ6Hv/D4ZGDjxo0cPXqUkSNHmh3KIz3zzDNUr16d6dOnmx2KYRYvXsy5c+cYPXp0pl4fHBzM+fPn2b17t8GRCbcwdKix58pDQ40ZWxhDnoe/8PhkICIignr16tGkSROzQ3kki8XC0KFDWb58OefOnTM7HN1pmsaECRPo2LEj1atXz9TnNGnShGLFirFs2TKDoxNuoXp1aNNG958G07Bxs2kbqFZN13GFwQx6HrDZ1Lgu9jx4dDJw5MgRNmzYwMiRI11iH75///74+PgQHR1tdii6++qrrzh06BBjxozJ9Od4eXnRvXt3YmJi0Iw+MyzcQ1SUrt/8NSDNYqPeviimTwfZsXIxOj8PgBovKkrfMR3Ao5OByMhInnzySXr27Gl2KJlSoEABXnzxxT+K7NzJhAkTqFWrFna7PUufFxQURHx8PLGxsQZFJtxKuXIwZYpuw1kApkyl5cvlCAuDdu0gIUG34YXRdH4eAJg6VY3rYjw2GUhMTGT+/PmEhYXh7UJ3j4aGhnL27FlWr15tdii6iY2NZf369YwZMybLKzTPPvss+fPnl60CkXmDBsH77+sz1gcfkDtsINOnw8aNcPQoBAbCvHnGN7gTOtH5eWDgQH3GcjCPTQZmzZoFwJAhQ0yOJGvq1KlDw4YN3aoj4cSJEylVqhS9evXK8uf6+PjQqVMnYmJiDIhMuK233oLZsyF37qwvE9ts6vOio+HNN//47TZt4PBhCA6Gl1+Gbt3gwgWd4xbGMOB5cDUemQzcuXOHqVOn0rdvX4oVK2Z2OFkWGhrKxo0bOe5Cfa8f5sKFCyxcuJDw8HBy5cqVrTGCg4M5ePAgJ4y+eES4l0GD4MgRuLs19bg3gbsft9vV5z3gJ8CCBWHuXFixAvbsgYAAWLJE37CFQQx4HlyJRyYDX375JefOnXP644QP8/zzz1OoUCGiXLBI5V5Tp07F29ubwYMHZ3uM9u3b4+PjI1sFIuvKlVPr+3Fx6ijYgzrT3e0kFxqqvulv3PjYPeGuXSE2Flq3ht69oVcv+O03A/8cQh+ZeB40LMRbKpIekvnnwRVYNA8rw9Y0jYYNG1KwYEE2btxodjjZNmbMGObNm8cvv/xCnjx5zA4nW5KTk/H396d///5MmjQpR2N169aNxMREduzYoVN0wmPduMGPq47z0ospzFvkQ7UuFXPUSW7JEhg2DHLlglmzVKLgKn74AerWhX37oE4ds6MxyT3PQ/KTFalvz8vOndC4sdnB6cfjVgZ27drF3r17XXZV4K6hQ4eSlJTEF198YXYo2TZv3jyuXLlCeHh4jscKCgpi586dXJBNWpFTefNyq0ot9tCQW1Vq5bilbK9e6gfN+vVVHcHLL8PVq/qEKhzgnuehVrO85MsH7tYM1uOSgYiICCpXrkz79u3NDiVHKlWqROvWrV22kDA9PZ1JkybRo0cPypYtm+PxunTpgtVqZcWKFTkPTgidPfEErFyp6gliYqBGDdi0yeyoRHbYbNC8OXz9tdmR6MujkoGEhASWLl1KeHg4Vqvr/9FDQ0PZtWsXBw4cMDuULFu5ciXx8fGMHTtWl/GKFClCixYt5FSBcFoWC7z0kjpxULUqtG2rtg9u3DA7MpFVdjt8+y2kppodiX5c/x0xC6ZNm0a+fPno37+/2aHoomvXrpQsWdIlVwcmTJhA8+bNqV+/vm5jBgUFsWXLFq5cuaLbmELozd8fNmyAadPg00/h6adh+3azoxJZYbfDzZvqxIi78JhkIDk5mVmzZjF48GDyutC1ko9is9kYMmQICxcu5Nq1a2aHk2m7du3i22+/zVLr4czo3r07aWlpbtWQSbgnq1WtChw8CCVLQosWMHYs3LpldmQiM2rVggIF3GurwGOSgfnz53P9+nWGDx9udii6GjRoELdv32bBggVmh5JpEyZMoFKlSnTp0kXXcUuXLk2DBg3kiKFwGRUrqjeU//xHdbGtUwf27jU7KvE4Xl7wzDPuVUToEclARkYGERERBAcH4+/vb3Y4uipVqhTdunVjxowZLnFZz8mTJ4mJiWHUqFGG1G0EBwezbt06bt68qfvYQhjBywvGjFHH+PLmVcfV3n7bvfaj3ZHdDjt3QkqK2ZHowyOSgfXr1/Pzzz+7/HHChwkNDSUuLs4lzthHRERQqFAhBgwYYMj4QUFB3Lp1y6V7SAjPVL26enN5913417+gQQM4dMjsqMTDtGwJt2/D7t1mR6IPj0gGIiIiqF+/Po3dqUPEnzz77LNUqlSJ6dOnmx3KI12+fJk5c+YwbNgwfH19DZmjcuXKBAQEyFaBcEm5cqlVgT171HXI9erBRx+Bm11S6haefhoKFXKfrQK3Twbi4uLYtGkTI0eOzPKNeK7CarUydOhQli5dysWLF80O56HuXr0cFhZm6DxBQUGsXLmSO3fuGDqPEEapXVvVDowdC+PGQdOm6kZE4TysVlX4KcmAi4iMjKRkyZL06NHD7FAM9dJLL+Hl5cUnn3xidigPlJqayuTJk+nbty8lSpQwdK7g4GCuXLnCtm3bDJ1HCCP5+MCHH6rz7FeuqAQhIkKtGAjnYLfDrl1qu8DVuXUy8Ntvv7FgwQLCwsLw9vY2OxxDFS5cmF69ehEVFUV6errZ4dxn8eLFnDt3jtGjRxs+V61atXjqqaekAZFwC40awf79EBICo0bBs8/CyZNmRyVA1Q2kpMB335kdSc65dTIwa9YsAEJCQkyOxDFCQ0M5ffo069evNzuUv9A0jQkTJtCxY0eqV69u+HwWi4Xg4GCWL19OhvwYJdyAr69aFdi6FU6fhsBAdemRCxwgcms1akCRIu6xVeC2yUBqairTpk2jf//+FClSxOxwHKJBgwbUqVPH6ToSfvXVVxw6dEj3JkOPEhQUxPnz59ntLqW+QqB+Ej10CPr0USsFHTrAL7+YHZXnslrV34k7NB9y22Tgyy+/5Ny5c7rciOcqLBYLoaGhrF27llOnTpkdzh8mTJhArVq1sNvtDpuzSZMmFC9eXE4VCLeTLx9ERcG6deqegxo1YMECWSUwS8uWqm7A1VubuGUyoGkakyZNom3btg5ZlnYmL7zwAvnz5/9ji8RssbGxrF+/njFjxjj0NIeXlxfdunUjJibGJZoxCZFV7dtDbCx06QL9+0NwMDjxYSK3ZbfDnTuqR4Qrc8tk4LvvvuP777932yZDj+Ln50f//v2ZM2cOKU7QGmvixImUKlWKXr16OXzu4OBg4uPjiY2NdfjcQjhCoUJqVSAmRp06qFEDvvzS7Kg8S/XqUKyY69cNuGUyEBERQZUqVWjXrp3ZoZhi6NChXLp0yfRq+gsXLrBw4ULCw8PJlSuXw+d/9tlnyZ8/v+lfByGMFhQEcXGqX37PnvDii5CUZHZUnsFicY+6AbdLBk6fPs3SpUsJDw83pPe9K6hevTotWrQwvZBw6tSpeHt7M3jwYFPm9/b2pnPnzlI3IDxCsWJqVWDhQlVPUKMGrFljdlSewW5XXSNv3DA7kuxzu3fLqVOnkj9/fvr37292KKYKDQ1l+/btpi2RJycnM2PGDAYNGkTBggVNiQHUqYKDBw9y4sQJ02IQwlEsFrUqEBenrtnt3BkGDQIXuuHcJdntqmX0t9+aHUn2uVUycOPGDWbPns2QIUPw8/MzOxxTBQUFUaJECWbOnGnK/PPmzePKlSumn+Zo3749Pj4+sjogPErJkmpVIDoalixRfQm2bDE7KvdVpQo88YRrbxW4VTLw6aefcuPGDcN737sCb29vBg0axPz587nh4LWr9PR0Jk2aRM+ePSlbtqxD575X3rx5adeunSQDwuNYLDBwoDp+WKECtGoFr74KyclmR+Z+7tYNuHIRodskAxkZGURGRvLcc8/h7+9vdjhOYciQISQnJ7No0SKHzrty5Uri4+Md2mToUYKCgti5cycXLlwwOxQhHK5sWdi8GSZPhjlz1PaBqx+Dc0Z2O3z/PVy/bnYk2eM2ycC6des4duyYRx4nfBh/f386derEjBkzHHrWfsKECTRv3pz69es7bM5H6dKlC1arlRUrVpgdihCmsFrVqsCBA1C0KDRvDq+/7h4X7DiLli0hPR127DA7kuxxm2QgIiKCBg0a0KhRI7NDcSqhoaEcOHDAYW15d+3axbfffus0qwIARYoUoUWLFnLEUHi8ypXVm9VHH6m7DurVg337zI7KPVSqpGo1XHWrwC2SgdjYWDZv3szIkSMd2uXOFbRr145y5co57JjhhAkTqFSpEl26dHHIfJkVHBzMli1buHLlitmhCGEqLy/4v/9TSYC3t7oV8e9/V130RPZZLGqrQJIBE0VGRlKqVCl69OhhdihOx2q1EhISwpIlS0hMTDR0rpMnTxITE8Po0aOdrsdD9+7dSUtLY/Xq1WaHIoRTqFEDdu+Gt96C999XSYE068yZli3hhx/g6lWzI8k65/qOnQ2//vorCxYsYPjw4aZ0uXMFr7zyCpqmMXfuXEPniYiIoFChQk7Z46FUqVI0bNhQThUI8Se5cqlVgd27Vf1A3brw8cdq71tknd0OGRmwfbvZkWSdyycDs2bNwmq1mtblzhUUK1aMHj16MHPmTDIyMgyZ4/Lly8yZM4dhw4bh6+tryBw5FRQUxLp167jp6teLCaGzunXVtsHIkfDGG6rA8Ngxs6NyPeXLQ5kyrrlV4NLJQGpqKtOmTaN///4UKVLE7HCc2rBhw4iPj2fz5s2GjB8VFUVaWppT93gICgri1q1bbNy40exQhHA6uXPDv/+tfqr99Vd4+mlYvNjsqFyLK99T4NLJwBdffMH58+cZMWKE2aE4vSZNmhAYGGhIIWFqaipTpkyhb9++lChRQvfx9VK5cmUCAgLkVIEQj9C0qTqCOHAg/Oc/6vfOnzc1JJdit8P+/XD5stmRZI3LJgOaphEREUG7du2oXr262eE4PYvFQmhoKCtXruSXX37RdezFixdz7tw5Ro8ereu4RggODmbVqlXckdJpIR7Kzw+mTIG7Pzs8/7xqWOTAdiUuy25XX6dvvjE7kqxx2WRg586dfP/999JkKAv69u2Lr68vs2fP1m1MTdOYMGECHTt2dImkLCgoiCtXrvC1K67jCeFgDRqof7Zpoy486twZzp0zNyZnV7YsPPWU69UNuGwyMGnSJKpWrUrbtm3NDsVl5MuXj759+zJ79mzdfjL+6quvOHTokFM1GXqUWrVqUbZsWTlVIEQWvPMOrF6tjs3VqAGLFskqwaPY7a5XN+CSycCpU6dYtmwZ4eHhTnee3dmFhoZy/vx53Vrzjh8/nlq1amG323UZz2gWi4WgoCCWL19u2MkKIdxRp06qD0H79tCnD/TsqQoNxf3sdjh4EAxu7aIrl3wnnTp1KgUKFKBfv35mh+JyatasSZMmTXQpJIyNjWXDhg2MGTPGpTo/BgUFcf78eYe1aBbCXRQpolYFPv9c/eQbEADLl5sdlfNp2VL9c9s2U8PIEpdLBq5fv050dDRDhgzBz8/P7HBcUmhoKFu2bOGnn37K0TgTJ06kVKlS9OrVS6fIHKNJkyYUL15ctgqEyKaePSEuDpo0gaAg6N/f9arnjeTvr3oOuNJWgcslA59++ik3btxw6vPszq5Hjx4UKVKEmTNnZnuMCxcusHDhQsLDw12u86OXlxfdunUjJibGobc5CuFOSpSAZctg/nxYuRICA2HDBrOjch6udk+BSyUDGRkZREZG0qNHD8qUKWN2OC4rd+7cDBw4kHnz5mW7G9/UqVPx9vZ22c6PwcHBxMfHEyvN2IXINosF+vVTtQQBAaqeICQErl83OzLz2e3q6+IqdRUulQysXbuW48ePy3FCHYSEhHD16lWWLFmS5c9NTk5m+vTpDBo0iIIFC+ofnAM8++yz5M+fXxoQCaGD0qVh/XqYORMWLoSaNV1rv9wIrlY34FLJQEREBI0aNaJRo0Zmh+LyypcvT7t27bJVSDhv3jyuXr1KeHi4AZE5hre3N507d5a6ASF0YrGoVYFDh9SeecuWMGoU3LpldmTmKFUKKlVyna0Cl0kGDh8+zFdffSWrAjoKDQ1l79697Nu3L9Ofk56ezqRJk+jZsydly5Y1LjgHCAoK4uDBg5w4ccLsUIRwG+XLqzfASZPUSkHt2upWRE/kSnUDLpMMREZGUrp0aYKDg80OxW106tSJMmXKZGl1YOXKlcTHx7tMk6FHad++Pblz55bVASF0ZrWqGxD374cCBdSpgzffhJQUsyNzrJYt4ccf4eJFsyN5PJdIBn799Vc+++wzhg8f7nKV687My8uLIUOGsGjRIi5n8lzQhAkTaN68OfXr1zc4OuPlzZuXtm3bSt2AEAapWhW+/Rb++U8YPx7q11eXIHmKu3UDrnDE0CWSgaioKKxWq8tWrjuzQYMGcefOHebPn//Y1+7atYtvv/3WLVYF7goODua7777jvFzLJoQhbDa1KrB3r1oxqF8f3n8f0tLMjsx4Tz6pEiJX2Cpw+mQgNTWVadOmMWDAAAoXLmx2OG7niSeeICgoiJkzZz72zP2ECROoVKkSXbp0cVB0xuvSpQtWq1W39sxCiAd7+mnYswfeeAP+/ne1dfDjj2ZHZbyWLWVlQBdLlizhwoULjBgxwuxQ3NawYcM4evToI2/yO3nyJDExMYwePdqt7oMoXLgwLVu2lLoBIRzA21ttGezcqXoR1K4NEyZAerrZkRnHboeffnL+2x6d+ru6pmlMmjSJ9u3bU61aNbPDcVstWrSgWrVqjywkjIiIoFChQvTv39+BkTlGUFAQW7Zs4cqVK2aHIoRHaNBA3YAYFgavvaZ+eo6PNzsqY7hK3YBTJwM7duxg//79cpzQYBaLhaFDh7Js2bIH7p1fvnyZOXPmMGzYMHx9fU2I0Fjdu3cnLS2N1atXmx2KEB4jTx61KrBtm/qpuWZNmDHD/a5GLl4cqld3/roBp04GIiIiqFatGm3btjU7FLfXv39/vL29mTNnzn0fi4qKIi0tzW3vgyhVqhQNGzaUrQIhTNC8ubrud8AAGDYM2rWDM2fMjkpfdrusDGTbyZMnWb58OeHh4S51Pa6rKliwIC+88AKzZs0i7U9lvqmpqUyZMoV+/fpRokQJEyM0VnBwMOvWrcv2XQ1CiOzLmxemT4eNG1VRYY0aMG+e+6wS2O1w/Dj88ovZkTyc0yYDU6dOpUCBAvTr18/sUDxGaGgoZ86cYc2aNX/83uLFizl37hyjR482MTLjBQUFcevWLTZu3Gh2KEJ4rDZt4PBhCA6Gl1+Gbt3gwgWzo8q5Fi3UP515q8Apk4Hr168THR1NSEiIW+5RO6u6detSv379PwoJNU1jwoQJdOzY0e0LOCtVqkRAQIA0IBLCZAULwty5sGKFOooYEADZuE/NqRQtqq54duatAqdMBu5ereuue9TOLDQ0lA0bNhAfH89XX33FoUOH3KrJ0KMEBwezatUq7ty5Y3YoQni8rl3VFcCtW0Pv3tCrF/z2m9lRZZ+z31PgdMlARkYGkZGR9OzZk9KlS5sdjsfp1asXhQoVIioqivHjx1OrVi0aNGlO3Lmr7E+4TNy5qySnuGfrsKCgIK5cufLIfgtCCMcpWlStCixeDJs3q1qClSvNjip7WraEkyfh9GmzI3kwm9kB3GvNmjXEx8ezaNEis0PxSL6+vrz00ktEf7EGKjajbNdhBL63kT/X8VgA/8K+2KsUp09DfyqVyGdWuLqqVasWZcuWZdmyZbRp08bscIQQv+vVS+27Dx6s6gheegkiItQlSK6iRQt1zfPXX6uTE87G6VYGIiIiaNy4MQ0aNDA7FI90Jukmp8p1Jn/vj8lXpxNJqV7cW9CrAaeTbrJg92naRHxDvzm7OZPk+lX4FouFoKAgli9fTkZGhtnhCCH+5Ikn1KrA3LkQE6NWCTZtMjuqzCtcWLVkdtatAqdKBg4dOsSWLVukyZBJFu9NoPWkbRw8fwsAi9Xrka9Pz1Bpws4TibSetI3FexMMj9FowcHBnD9/nt2eegG7EE7MYlGrAocPqwuA2rZVvQlu3DA7ssxp2VIlA854ZNKpkoHIyEjKlClDcHCw2aF4nKlbj/FGzGFS0jJIz+KDmp6hkZKWwRsxh5m69ZgxATpI48aNKV68uJwqEMKJ+fvDhg0wbRp8+qn6iXv7drOjejy7HRIS4NQpsyO5n9MkA5cuXWLhwoUMHz4cm83pShnc2uK9CYzf+LMuY43f+DNLXHiFwMvLi+7du7Ns2bLH3uIohDCP1apWBQ4ehJIl1Z782LFw65bZkT3cM8+o1Q1n3CpwmmRg5syZeHl5MWjQILND8Shnkm7y7so4Xcd8Z2WcS9cQBAUFER8fT2xsrNmhCCEeo2JFVZT3n//A1KlQpw7s3Wt2VA9WsKC6qVGSASA5Je2+Y2opKSlMnz6dAQMGULhwYUeH5NHeXHaYtAx9fwJOy9B4c9lhXcd0pGeffZb8+fPLVoEQLsLLC8aMUTch5s0LjRvD229DaqrZkd3v7j0Fzrbw6JD1+GMXr7NwdwJbf7pEQtLN+46pFcqVTmpgN7r1H+qIcMTvjl28zvbj+nfxSM/Q2H78N45fuk7F4q537NDb25vOnTuzbNky3n33XbPDEUJkUvXqsHMn/Otf8I9/wKpVMH++uhHRWdjt6rbG+Hi1quEsDF0ZOJN0k35zdtMm4hsW7D7N6XsSAVDH1JLueJG/bmdCVpxxm2NqrmDh7gS8rMZcAuVltfDZLtetHQgODubgwYOcOHHC7FCEEFmQK5daFdizBzIyoF49+OgjSHOSXmnNmql6B2fbKjAsGbh7TG3niUTgf8fQHsqiQnGnY2rObutPlx7/95JN6RkaW3++ZMjYjtC+fXty584t1xoL4aJq11a1A2PHwrhx0LQpHD1qdlSqUVLduh6SDPzlmFoW32zc6ZiaM7uRkkaCwSswCYk3XbZ1sZ+fH+3atZO6ASFcmI8PfPghfPstXLmiEoSICLViYCZnrBvQPRmQY2qu4XRi8n1bNnrTgFOJyQbPYpygoCC+++47zp8/b3YoQogcaNQI9u+HkBAYNQqefVbdE2AWux3On4ef9Xmr1IWuyYAcU3MdqWmOSY0dNY8RunTpgtVqZcWKFWaHIoTIIV9ftSqwdau6LCgwEGbNMuen86ZN1QkIZ9oq0DUZkGNqrsPb5phTpY6axwiFCxemZcuWUjcghBtp2RIOHYI+fdRKQYcO8Msvjo0hXz6oX19tFTgL3b5T3z2mpndB2p+PqQn9lC3ihzHnCP7H8vs8riwoKIgtW7Zw+fJls0MRQugkXz6IioJ169Q9BzVqwIIFjl0lcLa6Ad2SATmm5lr8fGyUKZTH0Dn8i/ji5+ParaW7d+9OWloaa9asMTsUIYTO2reH2Fjo0gX694fgYLh40TFzt2yp5vrxR8fM9zi6JQNyTM31PEkSWka6IWN7WS3YKxc3ZGxHKlWqFA0bNpRTBUK4qUKF1KpATIw6dVCjBnz5pfHzNm2qeiI4y1aBLsmAHFNzPZqmEbci6rHXFGdXeoZG30b+hoztaMHBwaxfv56bN6WQVQh3FRQEcXHqMqGePeHFFyEpybj5/PygQQPnKSLUJRmQY2qu56uvviJu52aqF7bqv72TkU71whaXbEX8IEFBQdy6dYuNGzeaHYoQwkDFiqlVgYULVT1BjRpg5A5hy5ZqZcDsvgegUzIgx9Rcz/jx46lVqxYzX3kGm87JgEXLYNMHr9C3b18uXXL97Z1KlSpRo0YN2SoQwgNYLGpVIC4OatWCzp3VPQdGsNvht9/gyBFjxs8KXZIBOabmWmJjY9mwYQNjx47Fv4gf73UN0HX8j3rWITry36xfv54qVaowe/ZsMpwh9c2BoKAgVq1axZ07d8wORQjhACVLqlWB6Gi4uyi4Z4++czRuDN7ezrFVoMu7qxxTcy0TJ06kdOnSPP/88wD0ru/P2LaVdRn7tbZV6F3fnwEDBnD06FGCgoIYMmQIzzzzDLGxsbrMYYbg4GCuXLnC185S7SOEMJzFAgMHwuefq/8ODYVXX4VknXasfX2hYUM3Sgb8fGz4F/bVY6iHcodjas7gwoULLFy4kBEjRpArV64/fn+4vRL/Cg7Ex2bFK4uZnZfVgo/Nyr+DAwmz/+9OzqJFi/LJJ5/w9ddfk5iYSO3atfnb3/7mkoV4Tz/9NGXLlpUGREJ4oJIl1T9few3mzFHbBzt36jO23Q7btplfN6Dburu9SnFD+wy4wzE1ZzB16lS8vb0ZPHjwfR/rXd+fzaNaUDBF7fM/7u/z7seblC/C5lEt6FX/wacHWrRowYEDB3j33XeZNGkSNWrUYP369Tn8kziWxWIhODiY5cuXu/yWhxAie3r3hgMHoGhRaN4cXn8dbt/O2Zh2uzq1cNjkRru6JQN9Gvob2mfAXY6pmSk5OZnp06czePBgChYs+MDX5E5P5sj0YfT0PUq/hk/xVBHf+7aALMBTRXzp1/ApNo96hgUDG1LmMStDPj4+jBs3jsOHD1O+fHk6dOhA7969XeoSoKCgIM6fP8/u3bvNDkUIYZLKlWHHDvjoI3XXQb16sG9f9sdr1Ejdrmj2VoFu6+6VSuSjecWi7DyRqGtSoGWkYfvtBJeOF6Ji8Sa6jeuJ5s2bx7Vr1wgPD3/oa2bMmIHVauVvYS9TuHBh/k4AySlpnEpMJjUtA2+blbJF/LK9ZVOpUiU2bdrEokWLGDVqFFWrVuVf//oXISEhWK3OXSDauHFjSpQoQUxMDI0bNzY7HCGESby84P/+Dzp2VJ0LGzWCt95Sv/60+5opuXOrQsKtW2HkSEPCzRRdv/t+GBSo+zE1n1w2Ch1fT9OmTQkJCZEe8dmUnp7OpEmT6NGjB0899dQDX3P79m2mTZvGSy+9ROHChf/4fT8fGwElC1DbvxABJQvkuHbDYrHQp08fjh49Sq9evRg2bBhNmzbl0KFDORrXaF5eXnTr1o1ly5ahOUtDcU9x44Zan929W/3zxg2zIxKCGjXUI/nWW/D++yopyE6dtN0O33wD6VfNe851TQbKFPbV/ZjaP7sFsnvLWqZOncrixYupWrUq//3vf+WbcRatXLmS+Ph4xowZ89DXLFy4kF9//ZWRDkpPCxcuzKxZs9i+fTvXrl2jTp06/N///R/JepXqGiAoKIj4+HgOm73B5wmOHIERI6BiRcifH2rXVt9ta9dW/12xovq4MxzSFh4rVy74+9/V+/ft21C3Lnz8MaRnttP7kSMMPDiCvVcqYi1k3nOu+7qs3sfUetX3x8vLi7CwMH788UdatGjBiy++SPv27YmPj9dlHk8wfvx4mjdvTv369R/4cU3TmDhxIl27dqVSpUoOja1Zs2bs37+ff/7zn0yZMoWAgABWr17t0Bgy69lnnyV//vxyqsBIJ09C27YQEAAzZkB8/P1Xu2ma+v0ZM9Tr2rZVnyeESerWVbUDI0fCG2+oAsNjxx7xCX96zkuumEFF4rGY+Jwbskn7l2NqWdw2eNgxNYCSJUvy+eefs2bNGn766Sdq1KjBhx9+SGpqqp7hu51du3axc+dOxo4d+9DXbNiwgSNHjjxy5cBI3t7e/O1vfyM2NpaqVavSpUsXevTowdmzZ02J52G8vb3p3LmzdCM0SnQ0VK/+v2qqtMfcR3L341u3qs+LjjY2PiEeIXdu+Pe/Yft2+PVXePppmDLlAccG73nOLenmP+eGVWzdPabWpHwRIBPH1H7/8OOOqQF07NiRuLg4RowYwTvvvEPt2rXZsWOHbrG7mwkTJlC5cmU6d+78yNfUq1ePZs2aOTCy+1WoUIF169bx3//+lx07dlCtWjWmTJlCeqbX3IwXHBzMoUOHOHHihNmhuJcPPoDBg9Va6+OSgHulpanPGzxYjSOEiZo2VVv+AweqFf7WreH06d8/6KTPuaHl22UK+7JgYEM2jXzmkcfU0i6f42m/a5k+pgbg5+fHv//9b3744Qfy5ctH8+bNGTx4MElGXjPlgk6ePElMTAyjRo16aLX+wYMH2bx5M2PGjMFiMbqX5ONZLBZ69+7N0aNH6dOnDyNGjKBRo0bs37/f7NAAaN++Pblz55atAj1FR8O4cfqMNW6c6gwjhIn8/NSqwObNaqU/MBC2D3Di51xzsBu372ixZ69oP5xO0mLPXtFu3L6jtW7dWmvdunW2x0xPT9dmzJihFShQQCtWrJi2YMECLSMjQ8eoXdeIESO0IkWKaMnJyQ99zYABAzR/f3/tzp07Dows83bu3KkFBgZqVqtVGzVqlHb9+nWzQ9K6deumNWnSxOww3MOJE5qWO7emqR1SfX7lzq3GzaZ9+9Qw+/bp+Od0QfJ1UHL6dbh6VdNef/6EdpPcWoYTPed/5vBk4EGmT5+u2Ww2LTExMUfjnDt3TuvVq5cGaK1atdJ+/vlnnSJ0TUlJSZqfn5/29ttvP/Q1Z8+e1XLlyqWNHz/egZFlXWpqqvbxxx9refLk0UqXLq0tX77c1HjmzZunWSwW7dy5c6bG4RbatNE0m03fZMBmU+Nmk7wJKvJ1UHT5OrRpo6Vbnes5/zOn6PLSrVs30tLSclxB/uSTT7J48WLWrVvHiRMnCAwM5J///CcpKSk6RepaoqKiSEtLIyws7KGvmTZtGrlz52bQoEEOjCzrcuXKxWuvvcaRI0eoWbMm3bt3p3v37pw5c8aUeLp06YLVamXFihWmzO82jhyBTZuyvnf6OGlpatwff9R3XCGy4/fn3JrhvM+5UyQDJUuWpFGjRrrtwbZv357Y2FhGjRrFP/7xD2rVqsU333yjy9iuIjU1lSlTptCvXz9KlCjxwNckJyczY8YMBg0aRIECBRwcYfaULVuW1atX88UXX7Bnzx6qVatGREQEaXq/mTxG4cKFadmypdQN5NTMmWAz6AIym00dyRLCbC7wnDtFMgCqQnvDhg26NZzx9fXlo48+Yv/+/RQuXJgWLVowcOBAEhMTdRnf2S1evJhz584xevToh74mM+2JnZHFYqFHjx78+OOPvPzyy4wePZoGDRrw/fffOzSO4OBgtmzZIl0xc2LtWv1XBe5KS4N164wZW4iscIHn3GmSgaCgIG7dusWGDRt0HbdGjRps376dqKgoYmJiqFq1KvPnz3frDoaapjFhwgQ6duxItWrVHvia9PR0IiIiHtme2NkVKFCAKVOmsGvXLjRNo2HDhowYMYJr1645ZP6721tr1qxxyHxu5/p1MPp4Zny8tC4W5nKR59ygdYusq1ixIjVq1GDZsmUEBwfrOrbVamXIkCF069aN0aNHM2DAAObNm8fMmTOpXFmfbonOZPPmzRw6dIhJkyY99DWrVq3i+PHjLFy40IGRGaNBgwbs3buXyZMn884777B06VImT55McHCwoUclS5UqRaNGjYiJiaFv376GzeO2HtRZUG+axo+rjnOrSq0sfdrdLVhPLzmQr4OSk69Dnp/iqeaA55zjx6FWrZyM4TzeeecdrWDBglpKSoqh82zYsEErX7685u3trf3973/Xbt++beh8jtauXTutdu3ajzxe2bx5c61Zs2YOjMoxTp8+rXXt2lUDtE6dOmknT540dL5///vfWp48eR55dFM8xK5d+lZWP+RXA3Y5Yhr5Jb8e+KsBjnnOtV27cvS/o0XTNE2v5CSnDhw4QO3atdmwYQNt27Y1dK5bt27xwQcf8PHHH1O+fHlmzpxJy5YtDZ3TEWJjYwkMDOSzzz6jT58+D3zN3r17adCgATExMQQFBTk4QsdYvnw5w4cP5/Lly7z33nuEh4eTK6t3i2bCsWPHqFy5slt/LQ1z4IC6jMVgPy7an62Vgb594bPP4CE7bR5Bvg5KTr4OeX46QLUXjX/O2b/ffVYGMjIytLJly2pDhw512JyxsbFas2bNNEAbMGCA9uuvvzpsbiO8/PLLWunSpbXU1NSHvqZ3795ahQoVtLS0NAdG5njXrl3TwsPDNavVqtWsWVP77rvvDJmnRo0aWr9+/QwZ261dv65pFouxPy1ZLGqeLJLz9Yp8HZQcfR2c+Dn/M6cpIARVJR4cHMzy5cvJuO9mB2MEBASwbds2oqOjWblyJVWrVmXevHlozrNgkmnnz59n4cKFjBgx4qE/BSckJPDFF18watQovLy8HByhY+XLl4+IiAj27NlDrly5aNKkCcOGDePKlSu6zhMcHMyqVau4c+eOruO6vbx5oXx5Y+eoUEHNI4RZXOQ5d6pkANSpggsXLrBr1y6HzWm1Whk4cCBHjx6lQ4cOvPzyy9jtdo4ePeqwGPQwdepUvL29GTx48ENfExkZSf78+XnppZccF5jJ6taty+7du4mIiGDBggVUq1aNJUuW6JbwBQUFceXKFb7++mtdxvMoHTsae/66QwdjxhYiK1zgOXe6ZKBx48YUL17clGYuxYsXZ8GCBWzatImzZ89Ss2ZN3n33XW7fvu3wWLLqbgOhwYMHU7BgwQe+5tq1a8yePZuhQ4fi5+fn2ABN5uXlxYgRI/jxxx9p0qQJvXv3pmPHjrrcPPj0009TtmxZaUCUHUOHGnv+OjTUmLGFyAoXeM6dLhnw8vKie/fuLFu2zLSl+tatW3P48GHeeOMNPvroI2rWrMmWLVtMiSWzMtNAKDo6mtu3bzN8+HAHRuZcSpcuzdKlS1m5ciVHjhwhICCAf/3rXzla4jdje8ttVK8Obdro/lNTusVG2rNtPLvqTTgPg55zbDY1rh7PeY4qDgyybt06DdAOHjxodijakSNHtGeeeUYDtH79+mmXLl0yO6T7pKWlaRUqVNB69er10NfcuXNH8/f31/r37+/AyJzb9evXtTFjxmheXl5ajRo1tG+//TbbY23fvl0DtJ07d+oYoYfQ+dbCDNBuklt7pswJ7ZtvsheSFM4p8nVQdPk6OOHtnH/mdCsDAM8++yz58+d3imXXatWq8fXXX/PJJ5+wZs0aqlatypw5c5zqJ8CVK1cSHx/PmDFjHvqapUuXkpCQ8Mj2xJ4mb968jB8/nu+//x5fX1+aNm1KSEhIttoLN27cmBIlShATEwNAckoaceeusj/hMnHnrpKc4ti7E1xKuXLq4nedWIBrH04l3b8cLVrA2LFw65ZuwwuRPTo/5wBMnarG1YMuKYUBXnzxRe3pp582O4y/uHTpkjZgwAAN0Jo3b67FxcWZHZKmaZrWpEkTrXnz5g/9eEZGhla/fn2tVatWDozKtaSlpWnTpk3T8ufPrxUvXlxbuHDhI5s2PciLQ0drZZ97TWv+8Rat7Burtaf+9KvsG6u1Zz7eor27Ilb7+cI1g/4ULu799/X5aemDDzRN07S0NE37z380zcdH06pW1bQ9ezIfivxErMjXQdH166Dzc64Xp1wZAFWhffDgQV0KvPRSrFgx5s2bx5YtW7h48SK1atVi3Lhx3DLxx45du3axc+dOxo4d+9DXfPvtt+zdu/eRKweezsvLi2HDhvHjjz/SsmVL+vTpQ9u2bTl+/PhjP/dM0k36zdnNtwWfJaNCMxKSbnJvtYsGnE66yYLdp2kT8Q395uzmTNJNQ/4sLuutt2D2bMidO+t7qzab+rzoaHjzTQC8vNSqwA8/gJ8fNG4Mb78NqakGxC5EZun8nOvFaZOB9u3b4+Pj4xRbBfey2+0cPHiQN998k//85z8EBgayadMmU2KZMGEClStXpnPnzo98TbVq1WjXrp0DI3NNJUuWZMmSJaxZs4bjx49To0YN3n//fVIf8g6yeG8CrSdtY+cJdRumxfro3g3pGSpN2HkikdaTtrF4b4K+fwBXN2iQuvvdblf//bhvlnc/brerzxs48L6XVK8O330H774L//oXNGgAhw7pHLcQWWHAc55TTpsM5M2bl3bt2jllMgCQO3du/v73v3Po0CHKlClD27Zt6dOnDxcvXnRYDCdPniQmJoZRo0ZhtT74r/L48eOsWLGC0aNHP/Q14n4dO3YkLi6OkSNH8t5771GrVi2++eabv7xm6tZjvBFzmJS0jD/e5DMrPUMjJS2DN2IOM3XrMT1Dd33lysHGjRAXp45MVawI91w4pWEh3loRbWio+ua4ceMj905z5VKrAnv2QHo61KsHH31k3GkvIR4rE885Fov6/dDMPec54dTvDkFBQezcuZMLFy6YHcpDValShS1btvDpp5+yYcMGqlatyuzZsx1SYBgREUGhQoXo37//I19TtGhRuVUvG3x9ffnXv/7FDz/8QMGCBWnRogUDBw4kMTGRxXsTGL/xZ13mGb/xZ5bICsH9qleHyZPh2DG4dk31Xt+1C/bvZ8faa1TMOMahQZOzdKyqdm34/nsYMwbGjYOmTcHFeosJd/OI55xr19TvT87ac54dTp0MdOnSBavVyooVK8wO5ZEsFgv9+/fn6NGjBAUFMWTIEJ555hni4uJyPPbDqtIvX77MnDlzCAsLw9fX94Gfm5SUxNy5cwkLCyN37tw5jsVTBQYGsmPHDmbOnMnSpUupVq8Z45bpu878zso4qSF4lLx51SUsDRtCrVrUt+fFxwe2bs36UD4+alXg22/hyhWVIEREgBMdEBKe6p7n3JGttJ3q1sIHadWqFbly5WL9+vVmh5Jp27ZtY+jQoRw/fpzXXnuNcePGPfQN+0GOXbzOwt0JbP3p0n3FaBbAv7Av+W4ksHX2Pzl5YCfFixd/4DgfffQR7733HmfOnKFYsWI5+0MJAC5cuEC7f63iindxLF76NRDxslpoUr4ICwY21G1Md/fss5AvH+TkZ4WbN1UdVmQktGgBc+eqVdgffoC6dWHfPqhTR7+YXY18HRRP+Do49coAqK2Cr776SvfLZYzUokULDhw4wDvvvMPEiRMJDAxkw4YNj/28u1XpbSK+YcHu05x+RFX64duFKDYgkjGrTj7wJ8rU1FSmTJlC//79JRHQ0XWLH1fzlNQ1EQBVQ7D9+G8cv3Rd13HdWcuW8M03qgYgu3x91arAli1w6hQEBsKsWerslhCexOmTge7du5OWlsaaNWvMDiVLfHx8ePvttzl06BBly5alffv2vPDCCw+tf7i3Kv1xBWl3q9YfVpW+ePFizp8/z6hRo3T404i7Fu5OwMtqefwLs8HLauGzXVI7kFl2u1rmP3hQn7EOH4YXX4SQEHj11ZyPKYQrcfpkoHTp0jRo0MBpTxU8TuXKldm8eTMLFixg8+bNVK1alZkzZ/6lwFDvqnRN05gwYQIdO3akmvRm19XWny5l+e8os9IzNLb+fMmQsd1RgwaQJ0/26gYeJF8+tSqwdi3cbS+xZo2sEgjP4PTJAKitgnXr1pna3CcnLBYLffv25ejRo/To0YPQ0FCaNWvG4cOHDalK37JlC4cOHZImQzq7kZJGgsFFfgmJN6V1cSb5+ECTJqD3zdEdOsDnn6t/f+cdCA4GB54YFsIULpMM3Lx5k40bN5odSo4UKVKE6OhovvnmG65cuUJ9e3veWnpA1zneWRnHR1NmUatWLex3G1oIXZxOTL6vhkNvGnAqMdngWdyH3a7qBvTuF5A/v/rnf/6jTh3UqAFffqnvHEI4E5dIBqpUqUL16tVddqvgXs2bN+fAgQPUHTqeNJ3fXe6kZ3A4dw1Gjx6N5d4GFiJHUtMcc/bMUfO4A7v9f0ezjfDssxAbC888Az17qpqCpCRj5hLCTC6RDIBaHVi1alWO7p13Jqcvp3A2Pf9j29dmVYYGecrVoe6znXQdV4C3zTH/uzhqHndQr546EaD3VsGfFS+uVgU++wzWrVOrBC5WzyzEY7nMd52goCCSkpLuawnrqoysSreg8fm+84aM7cnKFvHD6LUWy+/ziMzx9oZmzfQrInwYiwX69FGrBLVqQefOqr38tWvGziuEo7hMMlCnTh38/f3dZqvAyKp0DYtUpRvAz8eGf+HMN4/KDv8ivvj56NvDwN3Z7bB9Ozhi0bBUKbUqMHs2LFmi+hJs2WL8vEIYzWWSAYvFQlBQEMuXL3dI338jSVW667JXKW5onwF75Qd3kxQPZ7fDjRuqS5wjWCxqVeDwYShfHlq1Un0JkqXuU7gwl0kGQG0VnD17lr1795odSo5IVbrr6tPQ39A+A30b+RsytjurU0e1cDd6q+BeZcvCV1+pVsZz5qjtg507HRuDEHpxqWSgWbNmFCtWzOW3CqQq3XVVKpGP5hWL6r464GW10LxiUSoWz6fruJ4gVy5o3tzxyQCA1QojRsCBA1C0qIrj9dfh9m3HxyJETrhUMuDl5UXXrl2JiYnBye9XeiSpSndtHwYFYtM5GbBZLXwYFKjrmJ7EbocdOxxTN/AglSur+T/8UN11UK+eutRGCFfhcu8WQUFBHDt2jCNHjpgdSrZJVbprK1PYl/e6Bug65j+6BlDG4OJEd9aypbqB0MwdRC8vtSrw/ffqlEOjRvD3v5uXoAiRFS6XDLRq1Yp8+fK59FaBVKW7vt71/RnbtrIuY73Wtgq96kutQE7Urq26BpqxVXCvwEDYtUtdjfz++yopiI01OyohHs3lkoHcuXPTsWNHl04GQKrS3cFweyX+FRyIj82KNYsloV5WCz42K/8ODiTMXtGgCD2Hzaa6BDpDMgBqZeC991RScPs21K0LH3+cs+uWhTCSyyUDoLYKfvjhB06dOmV2KNkmVenuoXd9fzaPaoH3lVMAj03w7n68SfkibB7VQlYEdNSyparmT0kxO5L/uVs7EB4Ob7yhCgyPHTM7KiHu55LJQMeOHfH29mb58uVmh5JtUpXuPhITfuanma8yttot+jV8iqeK+N5XE2IBniriS7+GT7F51DMsGNhQagR0ZrfDrVuwZ4/ZkfxV7txqVWD7drh0CZ5+GqZMARdvlyLcjEtuKufLl482bdqwbNkyRo4caXY42fZhUCCtJ23TdYVAqtIdLzIykjJlyjD0xe7YbDb+TgDJKWmcSkwmNS0Db5uVskX8pIbDYE8/DQULqq2C5s3NjuZ+TZvCwYOqyHDECFi2DObOhaeeMjsyIVx0ZQDUVsH27du5dMl12+5KVbrru3jxIosWLWL48OHYbP97s/fzsRFQsgC1/QsRULKAJAIO4OWl6gaMvLQop/z8YOpU2LwZjh9XxYZz5oALn5QWbsJlk4GuXbtisVhYuXKl2aHkiFSlu7aoqChsNhuDBg0yOxSB2irYudP5m/60aqXaGffsqVobd+4M586ZHZXwZC6bDBQrVozmzZu7/KkC+GtVelZrCKQq3TwpKSlMnz6dAQMGULhwYbPDEahkICVFVfE7uwIF1KrAqlXqXoUaNWDRIlklEOZw2WQA1FbB5s2bueYG94jerUpvUr4I8PiqdC1DnVGSqnTzLFmyhIsXLzJixAizQxG/CwyEwoWde6vgXp07qz4E7dqpa5J79oRffzU7KuFpXD4ZSE1NZe3atWaHoosyhX1ZMLAhm0Y+89CqdIA7Seco+Osh0lf+nbkD6kqNgAk0TSMiIoL27dtTtWpVs8MRv7NaoUUL5+k3kFlFisB//wuff64SmYAAcOHDUsIFuXQy4O/vT926dd1iq+DPKpXIx9+7BrBtrJ3Yv7djzavNWBbahDWvNqPuiYX4bf0Pn4R14Jcj37Nq1Sqzw/VIO3bsYP/+/YSHh5sdiriH3a62CW7dMjuSrOvZE+LioHFjCAqC/v3h8mWzoxKewKWTAVCrA2vXruW2s1cMZdOfq9L9Ui+z/MsljBo1irp169K4cWOmTZtmdogeKTIykqpVq9K2bVuzQxH3aNkSUlPhu+/MjiR7SpRQqwKffgorV6qtjw0bzI5KuDuXTwaCg4O5ceMGmzdvNjsUw0VGRlKwYEEGDBgAQFhYGF999RVHjx41OTLPcurUKZYtW0Z4eDhWq8v/L+R2AgLUdcKutlXwZxaLWhU4fBiqV4f27SEkBK5fNzsy4a5c/jtZtWrVqFKlitttFdzrypUrREdHExoaiq+vqhHo0aMHxYoVY/r06SZH51mmTZtG/vz56devn9mhiAewWtXqgCsnA3eVKaNWBWbOhIULoWZN2LbN7KiEO3L5ZADUVsGKFStIS0szOxTDREdHk5qayvDhw//4PR8fHwYNGsSnn37KjRs3TIzOc9y4cYPZs2czZMgQ/Pzkimhn1bKlakucnGx2JDlnsahVgUOHVHLQsiWMGuWaNRHCeblFMhAcHExiYiI7duwwOxRD3Llzh8jISF588UWeeOKJv3xs6NCh3Lhxg4ULF5oUnWe5m3iFhYWZHYp4BLsd7txRDYjcRfny6qTBxIkwY4a6tnn3brOjEu7CLZKBevXqUbp0abfdKvjyyy/55ZdfGD169H0f8/f3p0uXLkybNg1NupUYKiMjg8mTJxMcHIy/v/R1cGbVqkHx4u6xVfBnVqtaFdi/H/LnhyZN4M03neumRuGa3CIZsFgsdO/enWXLlrndG6KmaUyYMIE2bdoQGPjgC4jCwsI4fPiw266MOIv169fz888/u/TlWJ7CYnGfuoEHqVZNrXr8858wfjzUrw8HDpgdlXBlbpEMgNoqOHPmDPv27TM7FF1988037Nu3jzFjxjz0Na1ataJy5cpyzNBgkZGR1KtXj8aNG5sdisgEux327gV3Laex2dSqwN69KvmpXx/efx/cuHRKGMhtkoHmzZtTpEgRt9sqmDhxIgEBAY88z261Whk2bBhLly7l/PnzDozOc8TFxbFx40ZGjhyJxZK1+yOEOex2SE8Hd18we/pplRC8/jq8+67aOvjxR7OjEq7GbZIBm81Gly5diImJMTsU3fz888+sWrWK0aNHP/YNaMCAAXh7ezN79mwHRedZJk+ezJNPPknPnj3NDkVkUuXK8OST7rtV8Gfe3mpVYOdOuHZNFRdOmKCSISEyw22SAVBbBUePHnWbJjwREREUL16cPn36PPa1BQsWpG/fvkRFRXHnzh0HROc5EhMTWbBgAcOGDcPb29vscEQm3a0bcKVLi3KqYUNVXDhsGLz2mvrzx8ebHZVwBW6VDLRp0wY/Pz+32CpITExk3rx5hIWF4ePjk6nPCQsL49y5c6xYscLg6DzL7NmzycjIICQkxOxQRBbZ7bBvn/pp2VPkyaOOH379NZw9qxoVzZghVyOLR3OrZCB37tx06NDBLbYKZs6cCUBoaGimP6dmzZo0a9ZMCgl1dOfOHaZNm0afPn0oVqyY2eGILLpbN7B9u9mRON4zz6hGRf37q5WCdu3gzBmzoxLOyq2SAVBbBd9//z1nXPipT0lJYerUqQwYMICiRYtm6XOHDRvG119/TVxcnEHReZaYmBh++eUXuZ3QRVWoAKVKedZWwZ/lzatWBdavhyNHoEYNmDdPVgnE/dwuGejYsSO5cuViuQtfBr5o0SIuXLiQrfPszz33HCVKlJD7CnQSERGB3W6nZs2aZocissFiUasDnlBE+Cjt2kFsLHTvDi+/DN26wYULZkclnInbJQMFChSgVatWLrtVoGkaEydOpEuXLlSpUiXLn+/t7c3gwYOZP38+1+WKsxzZvXs3u3btkiZDLs5uV0V1V66YHYm5ChZU1yIvX67aGAcEwOefmx2VcBZulwyA2ir45ptv+O2338wOJcs2bdpEbGzsA1sPZ1ZISAi3bt1iwYIFOkbmeSIjIylfvjydOnUyOxSRAy1bQkaGZ9YNPEi3bhAXB88+C716Qe/ekJhodlTCbG6ZDHTt2hVN01i1apXZoWTZxIkTqVOnDi1atMj2GKVLl6Zbt25yX0EOnD17li+++IIRI0bg5eVldjgiB8qVA39/2Sr4s6JF1arAf/8LGzeqVQIX/HYpdOSWyUCJEiVo2rSpy20VxMbGsmHDBsaMGZPjLndhYWEcOXKEbXL5ebZMnz6dPHny8PLLL5sdisghqRt4MItFrQrExUG9etC1q6onuHrV7MiEGdwyGQC1VbBp0yaX2jefOHEipUuX1qXLnd1up1q1anLMMBtu3bpFVFQUr7zyCvnz5zc7HKGDli3h4EFISjI7Eufz5JNqVeCTT2DpUggMhM2bzY5KOJrbJgNBQUGkpKSwfv16s0PJlAsXLrBw4UJGjBhBrly5cjyexWJh2LBhLFu2jLNnz+oQoedYuHAhSUlJvPrqq2aHInRit6vjdN98Y3YkzsliUasChw9DpUrQpg2EhcHNm2ZHJhzFbZOBsmXLUqtWLZfZKpg2bdofJwH00r9/f/LkycOsWbN0G9PdaZpGREQEXbp0oUKFCmaHI3Ty1FOqdkC2Ch7tqadg0yaYOlX1I3jhBbMjEo7itskAqK2CNWvWkJKSYnYoj3Tz5k1mzJjBwIEDKViwoG7j5s+fn379+jFr1ixSU1N1G9edbdmyhbi4ODlO6IZatpRkIDOsVrUqcOAAFCmifm/SJLh929SwhMHcOhkICgri+vXrbNmyxexQHmn+/PlcvnzZkC53w4YN48KFC25xX4MjREREULNmTVq2bGl2KEJndrtaBnfBE8emqFQJ7l6CumQJ1KmjrkoW7smtk4GAgAAqVqzo1FsFGRkZTJo0ieDgYMqVK6f7+DVq1OCZZ56RQsJMOHbsGKtXryY8PDzHpzmE87mb38kBm8y7e6p24ULw9YXGjeGdd0AWGt2PWycDFouF4OBgVqxYQbqTXuy9Zs0afv75Z8aMGWPYHGFhYWzfvp3Dhw8bNoc7mDJlCkWLFuXFF180OxRhgDJl1F0FslWQdRUqwHffqUTgo4/UVcny7cS9uHUyAGqr4Ndff2Xnzp1mh/JAEyZMoHHjxjRq1MiwOYKCgnjyySflvoJHuHr1KnPnzmXo0KHkzp3b7HCEQex2z720KKdy5VLJwO7dcOcO1K2rEoO0NLMjE3pw+2SgQYMGPPnkk065Z75v3z62bdtm6KoAQK5cuRgyZAgLFizgqnQUeaBPPvmElJSULF0ZLVyP3a6a7Fy6ZHYkrqtOHdi3D8aMgXHjoFkz+Okns6MSOeX2yYDVaiUoKIiYmBina807ceJEypUrR/fu3Q2fa8iQIaSkpDB//nzD53I16enpTJ48mV69elGyZEmzwxEGuls3IKsDOePjo1YFduxQjZxq1YLISHUHhHBNbp8MgFomP336NAcOHDA7lD+cOXOGzz//nJEjRzqk933JkiUJCgpi+vTpTpcUmW3lypWcOnXKkNMcwrmULAmVK0syoJfGjdURxCFDYORIdfnRyZNmRyWywyOSgRYtWlCoUCGn2iqYMmUKfn5+vPLKKw6bMywsjKNHjzr9UUtHi4yMpGnTptSrV8/sUIQDyD0F+vL1VasCW7bAqVNQsybMmqU6PgrX4RHJQK5cuejSpYvTHDG8fv06s2bNIiQkhLx58zps3meeeYaAgAA5ZvgnBw4cYNu2bbIq4EHsdjh6FM6fNzsS92K3w6FDqmthSAh06ADSCd11eEQyAGqrIC4ujmPHjpkdCp988gnJyckO731vsVgICwtjxYoVnDlzxqFzO6vIyEjKlClDUFCQ2aEIB7l7O7hsFegvf361KrB2rUoMatSAzz6TVQJX4DHJQNu2bcmTJ4/pWwVpaWlERETQq1cvSpcu7fD5+/bti5+fH1FRUQ6f29lcvHiRRYsW8eqrr2Kz2cwORzjIE09AtWqSDBipQweIjYVOnaBfP3juOTnB4ew8Jhnw9fWlQ4cOpm8VLF++nFOnThl+nPBh8uXLx4ABA5g9e7bT39lgtKioKGw2G4MGDTI7FOFgUjdgvMKF1arAl1/C9u0QEKCuSBbOyWOSAVBbBbt37zb1St8JEyZgt9upXbu2aTEMGzaMS5cusdSD/89MSUlh+vTpDBgwgEKFCpkdjnCwli3h2DHZ03aE555TvR2aN4cePaBPH7h82eyoxL08Khno1KkTNpuNFStWmDL/zp072bVrF6NHjzZl/ruqVauG3W736ELCJUuWcPHiRUaMGGF2KMIE0m/AsYoXV6sCn32m6glq1IB168yOSvyZRyUDhQoV4tlnnzVtq2DixIlUqVKFjh07mjL/n4WFhbFz506n6r3gKJqmERERQfv27alatarZ4QgTFCum3pBkq8BxLBa1KhAbq44fduwIgwfDtWtmRybAw5IBUFsFX3/9NUlJSQ6d98SJEyxbtoxRo0ZhtZr/Ze/WrRulSpXyyPsKduzYwf79+xk5cqTZoQgTtWwpyYAZSpVSqwOzZsHixSoxkL8H85n/ruRg3bp1IyMjg9WrVzt03sjISAoVKkT//v0dOu/D2Gw2QkJCWLhwIVeuXDE7HIeKjIykatWqtG3b1uxQhInsdjhxAhISzI7E81gsalXg8GEoV051LgwPh5s3zY7Mc3lcMvDkk0/SuHFjh24VXL58mTlz5jBs2DDy5MnjsHkfZ/Dgwdy5c4d58+aZHYrDnDp1imXLlhEeHo7FYjE7HGEi6TdgvrJl4auvVAfDWbPUHQfffWd2VJ7J45IBUFsFGzZsIDk52SHzzZo1i7S0NMLCwhwyX2Y98cQTPPfcc0yfPp0MD7lhZOrUqeTPn59+/fqZHYowWZEiskTtDKxWGDFC3XFQpIi6BfGNN8DDTz47nMcmA7dv32bDhg2Gz5WamsrkyZPp27cvJUqUMHy+rAoLC+PYsWNs3rzZ7FAMd+PGDaKjoxkyZAh+fn5mhyOcgN0uKwPOokoV1Y/ggw9g4kSoVw9++MHsqDyHRyYDFSpUoGbNmg7ZKvj88885d+4co0aNMnyu7GjatCk1a9b0iGOGn376KTdu3HC6FRphHrtdXa5z6pTZkQgAm02tCuzbp/69YUP4xz/gzh2zI3N/HpkMgFodWL16NampqYbNoWkaEydOpH379gQEBBg2T07cva9g9erVnD592uxwDJORkcHkyZMJDg7G39/f7HCEk3jmGVXMJlsFziUwEHbvhr/9TSUDjRurxkXCOB6dDFy9epWvDVwj/Prrr9m/f7/pTYYep0+fPuTLl4+ZM2eaHYph1q9fz88//yzHCcVfFCqkitZkq8D5eHurROC779Qpgzp14D//gfR0syNzTx6bDNSsWZPy5csbulUwceJEatasSevWrQ2bQw9+fn689NJLREdHc/v2bbPDMURERAT16tWjcePGZocinMzdewrkZj3nVL++qh0YMQJef12t5hw/bnZU7sdjkwGLxUJQUBArVqwwpJL+6NGjrF69mtGjR7vEEbbQ0FB+++03vvjiC7ND0V1cXBybNm1i5MiRLvF3IRyrZUs4c0b1HBDOKXdutSrwzTdw4QI8/TRMmwYecgjKITw2GQC1VXDhwgV27dql+9iTJk3iiSeeoHfv3rqPbYQqVarQunVrt+xIOHnyZJ588kl69uxpdijCCT3zjDreJnUDzq9ZMzh4EF56CYYPh7ZtpWmUXjw6GWjcuDFPPPGE7lsFv/76K/Pnz+fVV1/Fx8dH17GNFBYWxq5du/jBjc7zJCYmsmDBAoYNG4a3t7fZ4QgnVKCA2o+WugHXkDevWhXYuBF++kndMfHJJ7LNk1MenQxYrVa6devGsmXL0HR8kmbMmIHFYiEkJES3MR2hc+fOlClTxq2OGc6ePZuMjAyX+7sQjnX3ngJ5Q3EdbdqoS4969ICBA6FLFzh/3uyoXJdHJwOgtgpOnDjB4cOHdRnv9u3bTJs2jZdffpkiRYroMqaj2Gw2hg4dyqJFixx+kZMR7ty5w9SpU+nTpw/FihUzOxzhxOx2OHcOjh0zOxKRFQUKqFWBlSvh++8hIEBdfiRJXdZ5fDJgt9spUKCAblsFCxcu5Ndff3XZI2yDBg0iIyODuXPnmh1KjsXExHD27FnCw8PNDkU4uWbNwMtLtgpcVZcuqg9B27bwwgvQqxf89pvZUbkWj08GvL296dy5M8uWLcvxWHebDHXt2pVKlSrpEJ3jFS9enJ49ezJjxgyXv68gIiICu91OzZo1zQ5FOLn8+aFuXSkidGVFiqhVgcWL1eVHAQGwYoXZUbkOj08GQG0VHDp0iPj4+ByNs2HDBo4cOcKYMWN0iswcYWFhxMfHO+TuBqPs3r2bXbt2uewKjXC8P/oNXL9Bnp8O0IDd5PnpANy4YXZoIgt69VKrBA0bQvfuMGAA5OiW9hue8TxYND0r51xUcnIyRYsW5Z///Cdjx47N9jht2rThypUr7Nmzx6XPs2uaRt26dSlZsiSrV682O5xsefHFF9mzZw8//fQTXl5eZocjnN2RI5z+20zurFxLBcsJLH/+tmixQPny0LEjDB0K1aubF6eD/fCDWjHZt0+duHAlmgbz56tmRfnyqdqCtm0z+clHjsDMmbB2rWpA4QnPgyY0TdO0bt26aU2aNMn25x88eFADtP/+9786RmWe6OhozWKxaCdOnDA7lCz75ZdfNJvNpkVERJgdinB2J05oWps2mgZahpdN09S3/Qf/sv3+8TZt1Od5gH371B953z6zI8m+hARNa91a/TmGDtW069cf8eI/PQ9//H17yPMg2wS/CwoK4rvvvuN8Ns+mTJw4kTJlyvDcc8/pHJk5XnjhBQoUKMCMGTPMDiXLpk+fTp48eXj55ZfNDkU4s+ho9VPd74UClvS0R78+7fePb92qPi862uAAhR7KlFE9CaZPVysFNWuqTob3ued5+OPv+2Hc7HmQZOB3Xbp0wWq1siIbFSfnzp1j0aJFhIeHkytXLgOiczxfX19efvll5syZw61bt8wOJ9Nu3bpFVFQUr7zyCvnz5zc7HOGsPvgABg+G27cf/03/Xmlp6vMGD1bjCKdnsUBoKBw6BKVKqb4So0fDH9/a5HmQZOCuwoUL07Jly2ydKpg2bRq5c+dm0KBBBkRmntDQUJKSkvj888/NDiXTFi5cSFJSEq+++qrZoQhnFR0N48bpM9a4cTBnjj5jCcNVqKCOj44fr1YKateGk2/J8wBSQPgX06ZNY+TIkfz6668ULFgwU5+TnJxMmTJleOmll5g4caKxAZqgffv2JCUlsWfPHrNDeSxN0wgMDKRixYosX77c7HCEMzp5Ui3p6nk7Z+7cquCsXDn9xnQSrlxA+Dg//ghv9DrJ4sPVyc1tdCv5dtHnQVYG/qR79+6kpaVlqYL+008/5erVq27b2CYsLIy9e/eyd+9es0N5rC1bthAXF+e2fxdCByEhWV8Gfpy0NDWucCnVqsGyEiF4W9P0SwTAZZ8HWRm4R6NGjShVqhRLly597GvT09OpWrUqderUYcmSJQ6IzvHS09OpUKECLVu2ZN68eWaH80hdunQhISGBAwcOuPTRTmGQI0dUJxojx69WzbjxTeDOKwPyPPyVrAzcIygoiPXr13Pz5s3HvnbVqlUcP37c5ZsMPYqXlxehoaEsXryY35y4v+exY8dYvXo14eHhkgiIB5s5E2w2Y8a22cAFT954NHke/kKSgXsEBQVx8+ZNNm7c+NjXTpw4kWbNmtGgQQMHRGaegQMHAvDJJ5+YHMnDTZkyhaJFi/Liiy+aHYpwVmvX6r9FcFdaGqxbZ8zYwhjyPPyFJAP3qFy5MgEBAX+cKkhOSSPu3FX2J1wm7txVklPUw7N37162b9/O6NGjzQzXIYoWLUqvXr2YMWMG6enpZodzn6tXrzJ37lxCQ0PJnTu32eEIZ3T9uuokZ6T4eLdtVet25Hm4j0FrJK7N3v1FvjxwkWf+s4UzSbf4c1GFBfAv7EvKqR8oX6sJXbt2NStMhwoLC2P+/PmsW7eOzp07mx3OX3zyySekpKQQGhpqdijCWcXHG3+vrabB8eNQq5ax84ick+fhPrIy8Cdnkm7Sb85uVqU/jXdAKxLuSQQANOB00k3O561Eevs3eWne95xJenx9gatr0KAB9erVY9q0aWaH8hfp6elMnjyZXr168eSTT5odjnBWKSnuNY/IGXke7iPJwO8W702g9aRt7DyRCIDF+ujLbe5+fOeJRFpP2sbivQmGx2i2sLAw1q9fz/Hjx80O5Q8rV67k1KlTcpxQPJqPj3vNI3JGnof7SDIATN16jDdiDpOSlkF6RtaWjtIzNFLSMngj5jBTtx4zKELn0KtXLwoXLuxU9xVERkbStGlT6tWrZ3YowplVrKh60hrJYlHzCOcnz8N9PD4ZWLw3gfEbf9ZlrPEbf2aJG68Q5MmTh1deeYW5c+dm6uil0Q4cOMC2bdsYOXKk2aEIZ5c3r7p21kgVKqh5hPOT5+E+Hp0MnEm6ybsr43Qd852VcW5dQxAaGsqVK1dYvHix2aEQGRmJv78/3bt3NzsU4Qo6djT2XHmHDsaMLYwhz8NfeHQy8Oayw6RlcVvgcdIyNN5cdljXMZ1J+fLl6dChA9OmTcPM5pUXL15k0aJFDB8+HJtR/0ML9zJ0qLHnyuU0i2uR5+EvPDYZOHbxOtuP/5blGoHHSc/Q2H78N45fuq7ruM4kLCyMH374gd27d5sWw8yZM7HZbG53U6QwUPXq0KaN7j8NpmEjuWkbl2o9KyCjanUSqrbhjt4n7G029Zy52PPgscnAwt0JeFmNKSDxslr4bJf71g60b9+e8uXLm3bMMCUlhRkzZjBgwAAKFSpkSgzCRUVF6ZoMaECaxUa976OYMgUyMnQbWhgoIQHatoUWR6PQvGz3HSHPEZtNPWcuxmOTga0/XdJ9VeCu9AyNrT9fMmRsZ2C1WgkNDeXzzz/n0iXH/zmXLFnCxYsXGTFihMPnFi6uXDmYMkW34SyAZepUWg8ux4gR0Lo1nDql2/BCZ5oGc+dCYCD89BPM2lgO75lT9L21cOpUl7u+GDw0GbiRkkaCwUV+CYk3/2hd7I5eeeUVrFYrc+bMcei8mqYRERFB+/btqVq1qkPnFm5i0CB4/319xvrgA3yGDWTKFNi8WTW2CwyE6GjjG9yJrDl/Hrp2hVdegeBgOHxYrebr/Tzw+10ursYjk4HTicn6Lgs9gAacSkw2eBbzFC5cmBdeeIGZM2c69L6CHTt2sH//fjlOKHLmrbdg9mzInTvr2wY2m/q86Gh4880/frtVK/UG06sXDB4MnTrBuXM6xy2yTNNg8WKoUQP27oWVK9XqQMGCf3qRAc+Dq/HIZCA1zTEbe46axyxhYWEkJCSwevVqh80ZERFB1apVadu2rcPmFG5q0CB157zdrv77cW8Cdz9ut6vPe8BPgPnzq/eE1avhwAH1BrRokawSmOW331Ry9sILahUgLg66dHnIiw14HlyJRyYD3jbH/LEdNY9Z6tatS8OGDR1WSHjq1CmWL19OeHg4FqO7hwnPUK4cbNyo3iVCQx/cme5uJ7nQUPVNf+PGx+4Jd+oEsbHqqHmfPtCzJ/z6q4F/DnGfFSsgIAC++kqtDCxeDEWKPOaTDHoeXIFFM/OwuEmSU9Ko8fcNhm4VWIDYv7fDz8e9z8DPnz+fAQMG8NNPP1G5cmVD5xo7dixz5szhl19+wc/Pz9C5hAe7cUPdNpeSonrLV6yYo05yX36p3jcsFlVkHhSkY6wG++EHqFsX9u2DOnXMjiZzrlyB8HCYP1+tAsyaBU88kYMBdX4enJV7/+j6EH4+NvwL+xo6h38RX7dPBACef/55ihYtyvTp0w2d58aNG0RHRzNkyBBJBISx8uZV1842bKj+mcNv/D16qFWCpk1V4Vq/fnD5si6Rints3Ki2ZpYvh3nz1OpAjhIB0P15cFYemQwA2KsUN6zPgJaRTsYvh9m7d6+pXfocIXfu3AwcOJB58+aRnGxcweSnn37KjRs3CAsLM2wOIYxSogTExKifVletUm9Y69ebHZX7uHFDrb60a6d6/cTGwoABxt9F5E48Nhno09DfsD4DFqsXpzYtoEGDBtStW5eZM2dy7do1Q+ZyBkOHDuXatWssWrTIkPEzMjKIjIwkODgYf39/Q+YQwmgWi1oViI1Vxw87dICQELjuvs1KHeKbb6BmTZVoTZ+uVgfKlDE7KtfjsclApRL5aF6xqO6rA15WC80rFuXUoV2sWrWK0qVLExYWRsmSJRk8eLBbrhaULVuWzp07G3Zfwfr16zl27JgcJxRuoXRpWLdO1Q8sXKjeyL7+2uyoXM+tWzB6NLRsCaVKwaFD/6vNEFnnsckAwIdBgdh0TgZsVgsfBgXi5eVF586dWblyJadPn+b//u//2LBhAw0aNKBOnTput1oQFhbGwYMH2blzp+5jR0REUK9ePRo3bqz72EKYwWKBIUPUG5i/vzqdNnIkOMHN4C5hzx6oXVutBIwfr5KpChXMjsq1eXQyUKawL+91DdB1zH90DaDMPcWJpUuX5p133uHkyZOsXr0af39/wsLCePLJJxk0aJBbrBa0adOGihUr6n7MMC4ujk2bNjFy5Eg5TijcTvnysHUrTJqkVgpq14Zdu8yOynmlpsK4cdC4MeTLB/v3q9UBLy+zI3N9Hp0MAPSu78/YtvociXutbRV61X/4nraXlxedOnVixYoVnD59mtdff52NGzf+sVowY8YMl10tsFqtDBs2jC+//JKLFy/qNu7kyZN58skn6dmzp25jCuFMrFa1KnDgABQqpE4dvPmmOskm/ufgQahfH/79b3jvPfjuO5e7GNCpeXwyADDcXol/BQfiY7NmuYbAy2rBx2bl38GBhNkrZvrz/rxasGbNGvz9/Rk+fPgfqwV79uxxudWCl156CZvNxuzZs3UZLzExkQULFjBs2DC8vb11GVMIZ1WlCuzYodrkjx+v3vj27zc7KvOlpamW//Xrq06Oe/eq1QGdb6L2eJIM/K53fX82j2pBk/KqRdXjkoK7H29SvgibR7V45IrAI8fx8qJjx46sWLGChIQE3njjDTZu3EjDhg3/WC24evVqtsZ2tEKFCtGnTx+ioqJIS8v5JU2zZ88mIyODkJAQHaITwvnZbPC3v8H336sVgwYN4J//hDt3zI7MHEePQpMm8M478NprKhGoVcvsqNyTR3YgfJxjF6+zcHcCW3++RELizb90KrSgGgrZKxenbyN/KhbPp/v86enpbNiwgVmzZrF69Wp8fHzo3bs3ISEh1K9f36n3zg8cOEDt2rVZunQpwcHB2R7nzp07lCtXjnbt2jn8ZkQhnEFqqkoEPvpI1RJ8+ilUr+7YGMzqQJiRAZGRarvE318dG2zY0HHzeyJJBh4jOSWNU4nJpKZl4G2zUraIn0M7C549e5ZPPvmE6OhoEhISePrppxkyZAh9+vShQIECDosjK5o0aUKePHn46quvsj3GkiVL6N27NwcPHqRmzZo6RieEa9m7F/r3h5Mn1XL5yJGOK5gzIxk4cQJefln1Dxg5Uv2ZfY1tGCuQZMBlPGy1YMiQITRo0MCpVgsWLlxI3759OXLkCNWyWeHTuHFjfH19c5RQCOEubt2Ct9+GiRPVsvm8eapFvtEcmQxomjpRMXYsFCumrhlu2dLYOcX/SM2Ai7hbW7B8+XJOnz7N3/72NzZv3kyjRo2oXbs206dPd5ragh49elCsWDFmzJiRrc/fvXs3u3btIjw8XOfIhHBNefKoosJt2+D8eXj6aXXGPsNNbkk/cwbat1dNg/r2Vf0XJBFwLEkGXFCpUqUYN24cJ06cYO3atZQrV44RI0ZQsmRJBg4cyO7du009ieDj48PgwYP/uE8gqyIjI6lQoQKdOnUyIDohXFfz5uqI3YABEBamevEnJJgdVfZpmqoHCAxUtwavWwczZ6oeAsKxJBlwYV5eXnTo0IFly5bdt1pQq1YtU1cLQkJCuHHjBp999lmWPu/s2bN88cUXvPrqq3hJJxEh7pM37/968B89qt5I581Tb6yu5OJFdZ3zgAHQtSscPqxWB4Q5JBlwE39eLVi3bh3ly5dnxIgRPPnkk7zyyisOXy3w9/ena9euWb6vYPr06eTJk4eXX37ZwOiEcH1t2qg30OBgVXDXrRtcuGB2VJnzxRcQEAA7d/7vNsdChcyOyrNJMuBmvLy8aN++PcuWLSMhIYG33nqLLVu2/LFaMG3aNK5cueKQWMLCwoiNjWX79u2Zev2tW7eIiopi4MCB5M+f3+DohHB9BQuqQrsVK1S//oAAWLLE7KgeLjERXngBnn9e1QTExanVAWE+SQbcWMmSJXnrrbeIj49n3bp1VKhQgfDwcEqWLMkrr7zCrl27DF0taNWqFVWqVMn0fQULFy4kKSmJV1991bCYhHBHXbuqq5Fbt4bevaFXL/jtN7Oj+qvVq6FGDdiwARYtUqsDxYqZHZW4S5IBD3B3tSAmJoYzZ878sVrQuHFjnn76acNWCywWC8OGDSMmJobz58//8fvJKWnEnbvK/oTLxJ27SnJKGpqmERERQdeuXSlfvrzusQjh7ooWVasCixfD5s1qlWDlyhwMeOMGeX46QAN2k+enA5CNYmCAq1dh4EDo0kUdT4yNVasDTnQaWiB9BjxWRkYGmzZtIioqipUrV+Lt7U2vXr0YMmQIjRo10q1vwdWrVylVqhSDx7xNgbqd2frTJRKS7u/qWDQPxG9fyeQRz9O3Sytd5hbCU124AIMHq5/GBwyAiAi1pfBYR46ocv61a1X3nz+/PVgs6prFjh1h6NBMtUP86itVz3DlirqZ8ZVXJAlwVpIMCM6fP8/cuXOZPXs2p06dIjAwkCFDhtC3b18KZuo7yMOdSbpJ9w+XkJirOF5WC+kZj3jcMtLB6kXzikX5MCjwvqughRCZp2mqhXF4OOTPD3PmQNu2D3nxyZMQEgKbNqkLEh51t8jdj7dpo7oElSt330uSk+H112HaNLDbVV3DU0/p8+cSxpBkQPzh7mrBrFmzWLFiRY5XCxbvTeDdlXHcSc/gUTnAvbysFmxWC+91DaB3Ni+AEkIoCQlqmX7zZvUD/X/+o44n/iE6Gl59Vb3BZ+WCMZtN/ZoyBQYN+uO3v/1WrUacOwcffwzDhqlLl4Rzk2RAPFBOVwumbj3G+I0/5ziOsW0rM9xeKcfjCOHJMjLU6v9rr8ETT6if1J95BtX4f9y4nE/w/vvcHvMW77yjOiU2aqRWJSrJ/7ouQ5IB8UgZGRls3rz5j9qCXLly8fzzzxMSEvLQ1YLFexN4I+awbjH8Ozgw21dECyH+5/hxtYf/7bewuHU0z28arNvYbz8ZzceJA/nnP2HMGMddpiT0IcmAyLTz588zb948Zs+ezcmTJ6lRo8YfqwWFfu8YcibpJq0nbSMlTb+m6T42K5tHtZAaAiF0kJ4On7x9kr4fVSc3t9Gjnk8DUiy5Ob32CFXa319DIJyfJAMiy+6uFtytLbDZbH/UFkz/0YvvTiQ+ulAwi7ysFpqUL8KCgXKhuRC6aNsWbctWLOlZqBF4DM1mw2K3qz7JwuVIMiBy5MKFC3/UFvxyLY2Sg7N3U2FmbB71DBWLyw0mQuTIkSOqCYGR42fz6nJhHqnxFDnyxBNP8Le//Y3jx4/T970o0Iy5U9XLauGzXS58PZsQzmLmTHUKwAg2G2Tz6nJhLkkGhC6sVivxN3ODxZhHKj1DY+vPlwwZWwiPsnZt1o4QZkVamrqHWLgcSQaELm6kpJGQdNPQORISb5KcYtA3MSE8wfXrqrOgkeLjs926WJhHkgGhi9OJyRhdfKIBpxKTDZ5FCDcWH//XFsNG0DR1hlG4FEkGhC5SdTxK6AzzCOGWUlLcax6hG0kGhC68bY55lBw1jxBuycfHveYRupHvrEIXZYv46dK85FEsv88jhMimihWNvzbQYlHzCJciyYDQhZ+PDX+DOwT6F/HFz8egI1FCeIK8edU1xEaqUOGem5CEK5BkQOjGXkVdU2wEL6sFe+XihowthEfp2NHYPgMdOhgztjCUJANCN30a+uvahvjP0jM0+jaSy4qEyLGhQ43tMxAaaszYwlCSDAjdVCqRj+YVi+q+OuBltdC8YlFpRSyEHqpXhzZt9F8dsNnUuNKK2CVJMiB09WFQIDadkwGb1cKHQYG6jimER4uKMiYZiIrSd0zhMJIMCF2VKezLe131vQTlH10D5PpiIfRUrhxMmaLvmFOnqnGFS5JkQOiud31/xratrMtYr7WtQq/6UisghO4GDYL339dnrA8+gIED9RlLmEKuMBaGWbw3gXdXxpGWoWWpsNDLasFmtfCPrgGSCAhhtOhoePVVVfyXlcJCm039mjpVEgE3IMmAMNSZpJu8ueww24//hpfV8sik4O7Hm1csyodBgbI1IISjnDwJISGwaZN6g39UUnD3423aqBoB2RpwC5IMCIc4dvE6C3cnsPXnSyQk3vzLpUYWVEMhe+Xi9G3kL6cGhDDLkSMwc6a6hvjeS40sFtVQqEMHdXxQTg24FUkGhMMlp6RxKjGZ1LQMvG1Wyhbxk86CQjibGzfU7YMpKequgYoVpbOgG5NkQAghhPBwcppACCGE8HCSDAghhBAeTpIBIYQQwsNJMiCEEEJ4OEkGhBBCCA8nyYAQQgjh4SQZEEIIITycJANCCCGEh5NkQAghhPBwkgwIIYQQHk6SASGEEMLDSTIghBBCeDhJBoQQQggPJ8mAEEII4eEkGRBCCCE8nCQDQgghhIeTZEAIIYTwcJIMCCGEEB5OkgEhhBDCw0kyIIQQQng4SQaEEEIIDyfJgBBCCOHhJBkQQgghPJwkA0IIIYSHk2RACCGE8HCSDAghhBAeTpIBIYQQwsP9PwrdEPnLEt8VAAAAAElFTkSuQmCC\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
@@ -426,7 +426,7 @@
},
{
"cell_type": "markdown",
- "id": "02d93645",
+ "id": "80debed5",
"metadata": {},
"source": [
"See the examples for more ideas.\n",
@@ -466,13 +466,13 @@
{
"cell_type": "code",
"execution_count": 8,
- "id": "60f0bd11",
+ "id": "ca69d90b",
"metadata": {
"execution": {
- "iopub.execute_input": "2023-01-04T02:02:31.196994Z",
- "iopub.status.busy": "2023-01-04T02:02:31.196382Z",
- "iopub.status.idle": "2023-01-04T02:02:31.200579Z",
- "shell.execute_reply": "2023-01-04T02:02:31.200053Z"
+ "iopub.execute_input": "2023-01-04T11:13:59.486522Z",
+ "iopub.status.busy": "2023-01-04T11:13:59.485902Z",
+ "iopub.status.idle": "2023-01-04T11:13:59.491045Z",
+ "shell.execute_reply": "2023-01-04T11:13:59.490154Z"
}
},
"outputs": [
@@ -493,7 +493,7 @@
},
{
"cell_type": "markdown",
- "id": "74d0822f",
+ "id": "2900c0fc",
"metadata": {},
"source": [
"The data structure gets morphed slightly for each base graph class.\n",
@@ -511,13 +511,13 @@
{
"cell_type": "code",
"execution_count": 9,
- "id": "497a016a",
+ "id": "0211b3ab",
"metadata": {
"execution": {
- "iopub.execute_input": "2023-01-04T02:02:31.203648Z",
- "iopub.status.busy": "2023-01-04T02:02:31.203215Z",
- "iopub.status.idle": "2023-01-04T02:02:31.207393Z",
- "shell.execute_reply": "2023-01-04T02:02:31.206889Z"
+ "iopub.execute_input": "2023-01-04T11:13:59.496006Z",
+ "iopub.status.busy": "2023-01-04T11:13:59.495718Z",
+ "iopub.status.idle": "2023-01-04T11:13:59.502145Z",
+ "shell.execute_reply": "2023-01-04T11:13:59.501347Z"
}
},
"outputs": [