diff --git a/plotnine_examples/examples/geom_linerange.ipynb b/plotnine_examples/examples/geom_linerange.ipynb
new file mode 100644
index 0000000..c21c63e
--- /dev/null
+++ b/plotnine_examples/examples/geom_linerange.ipynb
@@ -0,0 +1,283 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "fe927d29-24a6-4c07-bbb8-8eaaff8aa049",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-14T14:38:36.147069Z",
+     "iopub.status.busy": "2024-03-14T14:38:36.146682Z",
+     "iopub.status.idle": "2024-03-14T14:38:36.855676Z",
+     "shell.execute_reply": "2024-03-14T14:38:36.854829Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from plotnine import (\n",
+    "    ggplot,\n",
+    "    aes,\n",
+    "    geom_point,\n",
+    "    geom_line,\n",
+    "    geom_linerange,\n",
+    "    element_blank,\n",
+    "    element_rect,\n",
+    "    theme,\n",
+    "    theme_matplotlib,\n",
+    "    theme_set,\n",
+    ")\n",
+    "\n",
+    "# Set default theme\n",
+    "# matplotlib + the background of 538\n",
+    "theme_set(\n",
+    "    theme_matplotlib()\n",
+    "    + theme(\n",
+    "        plot_background=element_rect(fill=\"#F0F0F0\"),\n",
+    "        panel_background=element_rect(fill=\"#F0F0F0\"),\n",
+    "    )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0e1b0f91-5c82-4b9f-b575-5b9597dfb081",
+   "metadata": {},
+   "source": [
+    "### Upper & Lower Trends"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a9a939c7-0315-48b6-8080-e687ae6cc3df",
+   "metadata": {},
+   "source": [
+    "The data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "01567645-ce85-443f-a6e0-cfa4a9b60a21",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-14T14:38:36.859400Z",
+     "iopub.status.busy": "2024-03-14T14:38:36.859057Z",
+     "iopub.status.idle": "2024-03-14T14:38:36.863221Z",
+     "shell.execute_reply": "2024-03-14T14:38:36.862566Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.DataFrame({\n",
+    "    \"x\": range(0, 6),\n",
+    "    \"y\": [3, 4, 3.5, 4.5, 4, 4]\n",
+    "})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b7d8bf3-00af-4f43-a7c9-c2e37770bdf8",
+   "metadata": {},
+   "source": [
+    "Create the line ranges"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6826be8a-2b4d-4d7e-a4c1-b141c4877fff",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-14T14:38:36.866465Z",
+     "iopub.status.busy": "2024-03-14T14:38:36.866210Z",
+     "iopub.status.idle": "2024-03-14T14:38:37.816164Z",
+     "shell.execute_reply": "2024-03-14T14:38:37.815402Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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"
+     },
+     "metadata": {
+      "image/png": {
+       "height": 480,
+       "width": 640
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "(ggplot(df, aes(\"x\", \"y\"))\n",
+    " + geom_linerange(aes(ymin=\"y-2\", ymax=\"y\"))\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "54ce80a5-0557-4c97-b273-a9fb2b5bf383",
+   "metadata": {},
+   "source": [
+    "Add points at each end of the ranges."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "fcdf3904-b509-4bc3-aac6-c25c145364a9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-14T14:38:37.819538Z",
+     "iopub.status.busy": "2024-03-14T14:38:37.819301Z",
+     "iopub.status.idle": "2024-03-14T14:38:38.066266Z",
+     "shell.execute_reply": "2024-03-14T14:38:38.065630Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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"
+     },
+     "metadata": {
+      "image/png": {
+       "height": 480,
+       "width": 640
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "(ggplot(df, aes(\"x\", \"y\"))\n",
+    " + geom_linerange(aes(ymin=\"y-2\", ymax=\"y\"))\n",
+    " + geom_point()\n",
+    " + geom_point(aes(y=\"y-2\"))\n",
+    "\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "326197f6-4d8f-43d3-8781-44e047d4560a",
+   "metadata": {},
+   "source": [
+    "Add a trend-line along the top of the ranges and one along the bottom of the ranges. The line is added before(below) the points."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "c8d1664c-d014-4316-9106-8e90498e31b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-14T14:38:38.069252Z",
+     "iopub.status.busy": "2024-03-14T14:38:38.068910Z",
+     "iopub.status.idle": "2024-03-14T14:38:38.370686Z",
+     "shell.execute_reply": "2024-03-14T14:38:38.370071Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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"
+     },
+     "metadata": {
+      "image/png": {
+       "height": 480,
+       "width": 640
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "(ggplot(df, aes(\"x\", \"y\"))\n",
+    " + geom_linerange(aes(ymin=\"y-2\", ymax=\"y\"))\n",
+    " \n",
+    " + geom_line()\n",
+    " + geom_point()\n",
+    "\n",
+    " + geom_line(aes(y=\"y-2\"))\n",
+    " + geom_point(aes(y=\"y-2\"))\n",
+    "\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bb055e57-a3be-4280-b323-1c564f5688ed",
+   "metadata": {},
+   "source": [
+    "Add some color."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "0ee8ab23-e42a-43e7-b9c5-e2da80cbc4fe",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-14T14:38:38.373391Z",
+     "iopub.status.busy": "2024-03-14T14:38:38.373160Z",
+     "iopub.status.idle": "2024-03-14T14:38:38.676303Z",
+     "shell.execute_reply": "2024-03-14T14:38:38.675785Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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AJWDV8a1K3LBALrmM5HnbvPRyx0GKdcPWU1xbqyr19ObtT2py58fVtFJNy9c/m5+tKZu/0OClr2vJ4Q2yOx2WzwAAKN0oAAEAAADDUk5s1yvrPpLD5TSS5yWbXmz/qOJrNDeSB/NsNpvaV2uk6V2fUmLcUDUIrWH5DCfzMpWY/okeWz5FK45ultPQ//8AAGUfBSAAAABgUNqpDL20dp6x8s8mm164rb+6RbcykoeSZbPZ1Kl6jN7p/ke90nGw6oRUs3yGozln9cr6jzRsxTR9f3ybXC4zV6ECAMouH3cPAAAAAHiKDWf26MW0D2R3mduC+UzbB9WjVltjebCGl81LXaJaKr5Gc608ulnv7Vqm47nnLJ3h4MVTenHtXDUOi9awmF7qWK2xbDabpTMAAEoHCkAAAADAgC3nDuiFNe+ryOBBDONaP6DedToYy4P1vG1e6lGrrbpFt1LSkXTNzViuU3kXLJ1hd9YxPfvDHDULr60RMXepbUQDS9cHALgfW4ABAACAW7T9/CE9+8O7KnQUG8t8quX9ur9enLE8uJePl7d61+mgeT0naGzrfqoSUNHyGXZkHtbYlJkakzxD284ftHx9AID7UAACAAAAt2BX5lFNSJ2jfHuhscwnmvfWgw3ijeWh9PD18lHfep30ca/n9IcW9ynMP9jyGTad3a/Rq9/WM6mzlXHhqOXrAwCsxxZgAAAA4CbtzTqu8anvKNdeYCxzeEwvDWjU1VgeSid/b1893PB23Vu3o77cn6r5e1bpUnG+pTOsO71b607vVnz1ZhoW01P13XByMQDAGhSAAAAAwE04kH1KT6fMUo7B0mZI4zs0pMmdxvJQ+gX5+Gtg4+66v16cFu5L1qd7k40Wytcj5eQOpZzcoe7RrfRY056qHRJh6foAgJLHFmAAAADgBh2+dEbjUmYquyjPWGb/hl00LKaXsTyULRV8A/VY056a3+s5DWzUTQHevpbPsPLYFj22bLJe3bBAx3OsPbEYAFCyKAABAACAG3As55zGJs/UhcIcY5kP1o/XE817y2azGctE2RTqH6yRze/R/F7P66EGCfLzsnbTllMuJR1J1+Blr+v1jQt12uITiwEAJYMCEAAAALhOJ3MzNTZ5ps4XXDSW2adurEa37EP5h18IDwjR6JZ99HGv59S3Xpx8bN6Wru9wOfXtobUauHSS3tj8lc7nm/v/PADAehSAAAAAwHU4k5elMckzdCY/y1jm3bXba2zrfpR/uKqqgaEa2/oBzes5Qb1rd5C3zdof4YqdDn15IFX9kxI1fdu3yjJ45SsAwDoUgAAAAMBvOJ9/UWOSZ+qUwe2QPWq20TNtH5SXxYUOyqbqweGa0O4hze0xXj1qtpFN1pbGRU67Fuxdrf5LEjV7xxJdMnj/SwBAyePdBgAAAHANFwpyNDZlpo7nmjsUoWtUSz3X7hHLr+ZC2Rddoar+3P5RvXfnOHWJamn5+vmOIn24e4X6JyXqg13LlFts7YnFAICbwzsOAAAA4CqyC3M1LmWmDl86Yywzvnozvdj+Ufl4WXtPN3iWuhUj9UrHwXqn+xjFRTa1fP2c4gK9u2upBiQlav6eVSqwF1k+AwDg+lEAAgAAAFdwqShPT6e8owMXTxnLjK3WRC91GET5B2MahUVpYqdhmt71Kd0W0dDy9bOL8jRj+2INSErUwn0pKnQUWz4DAOC3UQACAAAA/yW3uEDPpM7W3uzjxjLbRTTUK7FD5OftYywT+ElMeC1NiR+pN29/Ui0r17V8/czCHL21dZEGLp2krw+sUbHTbvkMAICrowAEAAAAfibPXqgJqbO168JRY5mtq9TTq7GPyd/b11gmcCWtqtTTm7c/qcmdH1dMpVqWr382P1tTNn+hwUtf15LDG2R3OiyfAQDwaxSAAAAAwP8qsBfp+R/e0/bMw8Yym4fXVmKnYQrw8TOWCVyLzWZT+2qN9HbX0UqMG6oGoTUsn+FkXqYS0z/RY8unaMXRzXK6nJbPAAD4PxSAAAAAgKRCR7H+lPa+Np/bbyyzSaWamtR5uIJ8/I1lAtfLZrOpU/UYvdP9j3ql42DVCalm+QxHc87qlfUfadiKafr++Da5XC7LZwAASNyABAAAAOVekcOuv6TN1YYze41lNgitocmdR6iCb6CxTOBmeNm81CWqpeJrNNfKo5v13q5lOp57ztIZDl48pRfXzlXjsGgNi+mpjtWayGazWToDAJRnFIAAAAAo1+xOh15eN09ppzOMZdatGKkp8SMV4hdkLBO4Vd42L/Wo1Vbdolsp6Ui65mYs16m8C5bOsDvrmJ794V01C6+tETF3qW1EA0vXB4Dyii3AAAAAKLfsTof+vn6+Uk7uMJZZKyRCU+NHKsw/2FgmYJKPl7d61+mgeT0naGzrfqoSUNHyGXZkHtbYlJkakzxD284ftHx9AChvKAABAABQLjlcTk1M/1TfHd9iLDMquIqmxY9UeECIsUygpPh6+ahvvU76uNdz+kOL+9xSWm86u1+jV7+tZ1JnK8PgydsAgF9iCzAAAADKHafLqckbF2rZ0Y3GMiODKumNhFGqEhhqLBOwgr+3rx5ueLvurdtRX+5P1fw9q3SpON/SGdad3q11p3crvnozDYvpqfpuOLkYADwZBSAAAADKFZfLpTc2f6V/H15vLDMiMExvJDyhiKAwY5mA1YJ8/DWwcXfdXy9OC/cl69O9ycq1F1g6Q8rJHUo5uUPdolrpsaY9VKei9ScXA4AnYgswAAAAyg2Xy6V/bv1aiw6uMZZZOaCipiWMUvXgcGOZgDtV8A3UY017asFdz2tgo+4K8Pa1fIbvjm/R0OVT9OqGBTqeY+2JxQDgiSgAAQAAUC64XC7N3PFvLdyfYiyzkn8FTUsYpegKVYxlAqVFRb8gjWx+txb0ekEPNUiQn5e1G8iccinpSLoGL3tdr29cqNMWn1gMAJ6EAhAAAADlwru7lmr+nlXG8kL9gjQ1fpRqh0QYywRKo0oBFTS6ZR993Os59a0XJx+bt6XrO1xOfXtorQYunaQ3Nn+l8/kXLV0fADwBBSAAAAA83ocZKzQ3Y7mxvAq+gZocP1L1QiONZQKlXdXAUI1t/YDm9Zyg3rU7yNtm7Y+TxU6HvjyQqv5JiZq+7VtlFeZYuj4AlGUUgAAAAPBoC/as0uydS4zlBfn4a3LnEWoUFmUsEyhLqgeHa0K7hzS3x3j1qNlGNtksXb/IadeCvavVf0miZu9YoktFeZauDwBlEQUgAAAAPNbn+1M0fftiY3mB3n56vfMINQ2vZSwTKKuiK1TVn9s/qvfuHKcuUS0tXz/fUaQPd69Q/6REfbBrmXKLrT2xGADKEgpAAAAAeKSvD6bpzS2LjOX5e/tqYqdhal65jrFMwBPUrRipVzoO1uzuY9QpMsby9XOKC/TurqUakJSo+XtWqcBeZPkMAFDaUQACAADA4/zn8HpN2fS5sTw/Lx+9GveYWletbywT8DQNw6KU2Gmopnd9SrdFNLR8/eyiPM3YvlgDkhK1cF+KCh3Fls8AAKUVBSAAAAA8yrKjmzQp/TNjeT42b/0tdohui2hkLBPwZDHhtTQlfqTevP1Jtaxc1/L1Mwtz9NbWRRq4dJK+PrBGxU675TMAQGlDAQgAAACPser4ViVuWCCXXEbyvG1eernjIMVGNjWSB5QnrarU05u3P6nJnR9XTCXr75t5Nj9bUzZ/ocFLX9eSwxtkdzosnwEASgsKQAAAAHiElBPb9cq6j+RwOY3kecmmF9s/qvgazY3kAeWRzWZT+2qN9HbX0UqMG6oGoTUsn+FkXqYS0z/RY8unaMXRzXIa+jsCAMoSCkAAAACUeWmnMvTS2nnGyj+bbHrhtv7qFt3KSB5Q3tlsNnWqHqN3uv9Rr3QcrDoh1Syf4WjOWb2y/iMNWzFN3x/fJpfLzJXCAFAW+Lh7AAAAAOBWbDizRy+mfSC7y9z2vmfaPqgetdoaywPwIy+bl7pEtVR8jeZaeXSz3tu1TMdzz1k6w8GLp/Ti2rlqHBatYTE91bFaE9lsNktnAACrUQACAACgzNp8dr9eWPO+igze5H9c6wfUu04HY3kAfs3b5qUetdqqW3QrJR1J19yM5TqVd8HSGXZnHdOzP7yrZuG1NSLmLrWNaGDp+gBgJbYAAwAAoEzafv6QnvvhXRU6io1lPtXyft1fL85YHoBr8/HyVu86HTSv5wSNbd1PVQIqWj7DjszDGpsyU3/8foa2nT9o+foAYAUKQAAAAJQ5uzKPakLqHOU7ioxlPtG8tx5sEG8sD8D18/XyUd96nfRxr+c0umUfhfkHWz7D5nP7NXr123omdbYyLhy1fH0AKElsAQYAAECZsjfruManvqNce4GxzOExvTSgUVdjeQBujr+3rx5qkKDedTroy/2pmr9nlS4V51s6w7rTu7Xu9G7FV2+mYTE9Vd8NJxcDgGkUgAAAACgzDmSf0tMps5RjsBAY0vgODWlyp7E8ALcuyMdfAxt31/314rRwX7I+3ZtstPS/Hikndyjl5A51i2qlx5r2UJ2K1p9cDACmsAUYAAAAZcLhS2c0LmWmsovyjGX2b9hFw2J6GcsDYFYF30A91rSnFtz1vAY26q4Ab1/LZ/ju+BYNXT5Fr25YoOM51p5YDACmUAACAACg1DuWc05jk2fqQmGOscwH68friea9ZbPZjGUCKBkV/YI0svndWtDrBT3UIEF+XtZuZnPKpaQj6Rq87HW9vnGhTlt8YjEA3CoKQAAAAJRqJ3MzNTZ5ps4XXDSW2adurEa37EP5B5QxlQIqaHTLPvq413PqWy9OPjZvS9d3uJz69tBaDVw6SW9s/krn8839vQQAJYkCEAAAAKXWmbwsjUmeoTP5WcYy767dXmNb96P8A8qwqoGhGtv6Ac3rOUG9a3eQt83aH22LnQ59eSBV/ZMSNX3bt8oyeHUyAJQECkAAAACUSufyszUmeaZOGdxq16NmGz3T9kF5WVwWACgZ1YPDNaHdQ5rbY7x61Gwjm6wt9oucdi3Yu1r9lyRq9o4lumTwHqUAYBLvfAAAAFDqXCjI0diUWTqea+6G+12jWuq5do9YfqUQgJIXXaGq/tz+Ub135zh1iWpp+fr5jiJ9uHuF+icl6oNdy5RbbO2JxQDwW3j3AwAAgFIluzBX41Jm6silM8Yy46s304vtH5WPl7X3CwNgrboVI/VKx8Ga3X2MOkXGWL5+TnGB3t21VAOSEjV/zyoV2IssnwEAroQCEAAAAKXGpaI8PZ3yjg5cPGUsM7ZaE73UYRDlH1CONAyLUmKnoZre9SndFtHQ8vWzi/I0Y/tiDUhK1MJ9KSp0FFs+AwD8HAUgAAAASoXc4gI9kzpbe7OPG8tsF9FQr8QOkZ+3j7FMAGVHTHgtTYkfqTdvf1ItK9e1fP3Mwhy9tXWRBi6dpK8PrFGx0275DAAgUQACAACgFMizF2pC6mztunDUWGbrKvX0auxj8vf2NZYJoGxqVaWe3rz9SU3u/LhiKtWyfP2z+dmasvkLDV76uv5zeL3sToflMwAo3ygAAQAA4FYF9iI9/8N72p552Fhm8/DaSuw0TAE+fsYyAZRtNptN7as10ttdRysxbqgahNawfIaTeZmamP6pHls+RSuObpbT5bR8BgDlU7nYC7Fp0yYtXbpUaWlp2r17t86dOydfX19FRkaqY8eOGjx4sOLi4tw9JoBypNhpV/KJ7fr6YJoyzh1Ry9kj5HI49Oqpf6vLpuPqW6+T6odWd/eYAFDiCh3F+lPa+9p8br+xzCaVampS5+EK8vE3lgnAc9hsNnWqHqPYyCZKPrFd7+5cqkOXTls6w9Gcs3pl/UeauvkLOex2tZg5TDZvm14++Y2ap2xTn3pxiotsyr1LgRuUU5yvJYfT9Z/D63X04hm1evdxOQqL9frpJN2786LurdtRVQND3T2mW3h8AXj33XdrzZo1v/p8UVGR9u/fr/379+vjjz9W//799eabb8rPj98SAyg5dqdD8/es0hf7U5RZmHP58zYvm2xePsp25uvrg2n6+mCaWlauq8eb3a2WVay/Xw0AWKHIYddf0uZqw5m9xjIbhNbQ5M4jVME30FgmAM/kZfNSl6iWiq/RXCuPbtZ7u5bpeO45S2fIKc7/cRbfH4u+PFeR1p3Zo3Vn9qhqYKgeapCghxokyMvG5j3gWi4V5WnWjv9o6ZF0FfzXoTve/r4658jR+xnL9OHuFYqv0VxPNL9HNYIru2la9/D4AvDUqR9PkKtevbruv/9+xcXFqWbNmnI4HFq3bp3+9a9/6cSJE1qwYIHsdrtmz57t5okBeKp8e5FeXjdPa07tuvy5MP9gta3WSCH+QXI4HTp+6Zy2nD0gp8uprecPamzyTE1o95B61WrnxskBwDy706GX181T2ukMY5l1K0ZqSvxIhfgFGcsE4Pm8bV7qUautukW3UtKRdM3NWK5TeRcsWdvH5q021RqoWnC4vG1eyi7MUfrpPbpUlK+z+dl6e9u3+ubgWnWo1ljelIDAFeUWFyj5xHZdLM67/LkaFSqrRdV6CvLxV6GjWHsvHNPeC8flcDm1+vhWbTm3X4lxwxQTbv09Qd3F4wvARo0a6S9/+Yv69Okjb+9fXj7dvn179e/fX7169dK+ffu0cOFCDR06VJ07d3bTtAA81U8/6P5U/tUMidA99TqoVUR9ef/X1o6sghwlH9umpYfWq8hhV+KGTxTo7afbo1q4Y3QAMM7udOhv6z9WyskdxjJrhURoavxIhfkHG8sEUL74eHmrd50O6lmrrRYfWqcPM1boXMHFElkr0Mdfd9Vtr87RzX/1S4sHm3TRptP79O/9a3Uy97yO5pzV0ZyzJTIH4GlaVq2nnnVvU4OwKNlstl987UTOOa08vEnJx7YpqzBXz6S+o392+YPqVox007TW8vhfIXzyySfq16/fr8q/n1SuXFl///vfL3+8aNEiq0YDUI7M273icvnXomo9Tej4iNpGNvpV+SdJYQEVdF+DOD3d/mEF+fjLJZf+tv5jnczNtHpsADDO4XJqYvqnWnV8q7HMqOAqmhY/UuEBIcYyAZRfvl4+6luvkz7u9ZxGt+yjSv4VjOZX9AvSMx0e0V31OlzximVfLx91qN5Ez8b2V+PwmkbXBjzZ3fU66H/a3K+GlaJ/Vf5JUo0KVTSoWQ8NbXGXbJJyigv0wpr3ys2p3B5fAF6PhISEy48PHTrkvkEAeKRCR7G+2J8qSapdsZpGtuotP2/f33xdndBIPdnmftkkFTnt+nTv9yU8KQCULKfLqckbF2rZ0Y3GMiODKumNhFGqUk5v6A2g5Ph7++qhBgn6uNdzGtnsboUYuLeot81Lo9v2U1RIld98bqCPv55s00eRweG3vC7g6eJqNNP9DTpfsfj7b7E1YvS7xl0kSSdyM5V8YntJj1cqUADqxwNBfuLlxf8kAMxafXyrsot+vB9F7/qx11X+/aRReLSaVakjSfriQKre27lUecUFJTEmAJQol8ulNzZ/pX8fXm8sMyIwTG8kPKGIoDBjmQDw34J8/DWwcXctuOt5DW3aQ8E+ATed1S6ykWqHVrvu5/+4VbjDTa8HlAdeNpvub9jpusq/n3Sv1VoV/X68bciig78+ONYT0XZJSklJufy4cePGbpwEgCf6+mCaJCk8IEQtqt74ib5dara+/Pj9jGXqnzRRn+xdrQJ70dVfBACliMvl0j+3fm30DXblgIqaljBK1bkyBoBFKvgG6rGmPbXgruc1sFF3BdzAL3V/0qVmqxt+zW2RjRTse/OlI+DpWlatr0o3eBsQby9vJUQ3lyRtOrtfRy6dKYnRShWPPwTktzidTr3xxhuXP+7Xr991ve748ePX/PpPpw8DQMaFo5Kk2yIby+smTm9rXrWOgnz8lWcvlCRlF+Xq7W3fasGe1Rrc5A7dW6ej/LzL/V/nAEopl8ulmTv+rYX7U377ydepkn8FTUsYpegKv72FDgBMq+gXpJHN79ZDDRL00Z6VWnRgjYqc9t98XXhAiOqH1bjh9Xy9fdS2WkMlH9t2M+MCHq9D9SY397oaTbX4wFpJ0u6s46oVEmFyrFKn3P/E+K9//Uvp6emSpPvuu0+tW7e+rtc1a9asBKcC4Ck2nt2r4v+9qWzoTZ5M6WXzUohf0OUC8CeZhZf0jy1faf6eVRrS5E7dXfs2+VzhUBEAcKd3dy3V/D2rjOWF+gVpavwo1fbwN+kASr9KARU0umUfPdKwi+btXqFvD66T3XX1wwQq+gff0BbF/34tgCu72Z+zQv3+73U5/3vLJk9WrrcAp6Sk6OWXX5YkVa1aVVOnTnXzRAA8ya7MI3rhh/cvf+xwOW8661qvPZOfpcmbFmrwste05PCGW1oHAEz6MGOF5mYsN5ZXwTdQk+NHql5opLFMALhVVQNDNbb1A5rXc4J61+4g76vs+HDeyntBJ+/vgKu52Z9/fv46Hy/Pvz7O8/8bXsWuXbs0aNAg2e12BQQE6P3331fVqlWv+/U7duy45tdPnTqlO+6441bHBFBG7blwTONTZyvf8X/36TuZc/6msvKKC5RVmPObzzuRm6nE9E/00Z7vNLRpT3WNanFTW44BwIQFe1Zp9s4lxvKCfPw1ufMINQqLMpYJACZVDw7XhHYP6dHGXfX+rmVafnSzXHJd/vq5vGwVOYpv6EC4n5zMvbn3kUB5cDLnvBqH17zx1/3sz1WoX5DJkUqlclkAHjp0SA888ICysrLk7e2tOXPmqHPnzjeUERXFm08AV7Y/+6TGp76jnOL8X3x+w6k9eqhJ1xu+ifOaEztld159O8l/O3LpjF5eN0/zQqtrWNOe6ly92U1vNwGAm/H5/hRN377YWF6gt59e7zxCTcNrGcsEgJISXaGq/tz+UQ1s3F3v7Vqm1ce3SpLy7IVKP7VXcVExN5R3oeCStp09UBKjAh4h+ehWdanZ6oZ/5vn+6I9/Nv29fdWmav2SGK1UKXeXhpw8eVJ9+/bVyZMnZbPZ9M9//lO9e/d291gAPMThS2f0dMosZV/hHhLFTrvWHL/21cP/zeVyafXRLTc1y/7sk/pT2gca9d2bWnsqQy6X67dfBAC36OuDaXpzyyJjef7evprYaZiaV65jLBMArFC3YqRe6ThYs7r9f/L3+vGqv1VHN99wTvKxbXLyPg64qmM557Q/68QNveZSUZ42ntorSbozuo1CysEVgOWqADx//rz69eunQ4cOSZJee+01DRgwwL1DAfAYx3LOamzyTF24xnbdxfvTbmgr8Lf703Q698ItzbU765gm/DBHT33/tjad3X9LWQBwLf85vF5TNn1uLM/Py0evxj2m1uXgt/IAPFfjSjX1+6Z3SpIOZZ/SisMbr/u1h7JPadmhDSU1GuAxPtq5XPnFhb/9RP14T82525dePrSnb724khyt1Cg3BWB2drYeeOABZWRkSJL++te/6vHHH3fzVAA8xcncTI1JnqnzBRev+bw8e6GmbVioIxfPXPN5LpdL3+5bo2/3rzE247bzhzQmeYbGJs/U9vOHjOUCgCQtO7pJk9I/M5bnY/PW32KH6LaIRsYyAcBd+tSNVWRQJUnSZxmrtPxQ+m/uzth/4YTeTP9CRQ67FSMCZdqJnPOatmGhLhbmXvN5RY5izd66WFv/d1t916iWalQp2ooR3a5c3AMwLy9PjzzyiLZs+XEb3fjx4zVmzBj3DgXAY5zOu6AxyTN0Nj/7up6fXZirxLSP1bZaQ3Wp2UoNK0Vdvl9Fgb1Ia0/s0qqjm3XiJg8N+S0bz+7TxtX7FFutiYbF9FLjcvIPHoCSs+r4ViVuWPCLm93fCm+bl17uOEixkU2N5AGAu4X4BWlSp+F66vu3dbEoT5/tXq21JzPUtWYrta/e+PLBIE6XS7szj2jVkc3acuaAsb9XgfLg8MXTejHlPcXViFHXmq0VWSH88teyCnKUfGybUo5tVdb/loTNwmvr+XaPuGtcy3l8AVhUVKRBgwYpLS1NkvTEE0/oz3/+s5unAuApzuVna2zyTJ3Ku7Ftuk6XUxtO7daGU7sV5h+sEL9g2Z0OZRZcVKGjuISm/aW00xlKO52hhBrNNbRpT9UPrW7JugA8S8qJ7Xpl3UdyuJxG8rxk04vtH1V8jeZG8gCgtKhTsZr+2eUPmpA6W6fyLujIxdOau2OpPs1YpfDAEHnbvJRdmKeLRf93BZOPzUtDmtypdhEN3Tg5ULo5XU59vj9Vq45vVYG9SN8d2azvjmxW1cBQBfr6q9BRrLN52XL+7L1KbLUmeqnjIAX4+Llxcmt5fAE4fPhwrVy5UpJ0++23a/Dgwdq5c+dVn+/n56cGDRpYNR6AMiyz4JLGpszS8dxbu1IvqzD38m+h3CH5xHalnNihbtGtNLRpD9UKiXDbLADKlrRTGXpp7Txj5Z9NNr1wW391i25lJA8ASpvaIRGa3X2sFh9aq0UH1+hEbqYKHEW/2vkR7BOgu2rfpgfqd1J0hapumhYoO1pWqaeNZ/bpiwOpSj2xQ065ftyhlf/L57WqUk9963VSl6gW8raVm7viSSoHBeA333xz+fH333+vzp07X/P5NWvW1LZt20p6LABlXFZhrsalzNKRS9e+l9+NiAgMVcdqTZRnL1TKie0qdFp3vxeXXFp5bLNWHduinrXa6vdNe6hGcGXL1gdQ9mw4s0cvpn1w+QbaJjzT9kH1qNXWWB4AlEYhfoHq36irHm54u9ad3qN1p3frYlGu7E6nQvwC1TgsWt1rtlaQj7+7RwXKlLYRDdQ2ooHO5GUp6Ui6TuSeV669UIHevqocEKo7a7ZRvdBId4/pNh5fAAKAaReL8vR0yiwdvHjKWGZcZFP9LXaIfL1+/Gs5s+CSPt7znRYdWKMiC4tAp1xaciRdy45uUu86HTS48R2KCAqzbH0AZcPms/v1wpr3jf79NK71A+pdp4OxPAAo7bxsXoqNbKLYyCbuHgXwKBFBYRrc5A53j1HqeHwBmJWV5e4RAHiQnOJ8PZM6W/uyTxjLvC2ioV7uOPhy+SdJ4QEhGt2yjx5p2EUfZqzQ4kPrjF5l81scLqe+PpimJYc36L66sRrYuJsqB1S0bH0Apdf284f03A/vGr1f6VMt79f99eKM5QEAAOCXyteGZwC4BXnFBXo2dY4yLhw1ltm6Sn39v9jH5P+/J7/9t6qBoRrX5gHN6zlBd9dub/l9Koqcdn2+P0UDkiZqxvbFbr1XIQD325V5VBNS5yjfUWQs84nmvfVgg3hjeQAAAPg1CkAAuA4F9iI9v+Y9bc88bCyzReU6Suw09LpOnqoeHK7n2j2sD+4crztrtpFNNmNzXI9CR7Hm71ml/kmJmrMzSZeK8n/7RQA8yt6s4xqf+o5y7QXGMofH9NKARl2N5QEAAODKKAAB4DcUOor1Qtr72nzugLHMppVqalKn4Td8c+eaIVX1YvtH9d6d49SlRgtj81yvfHuh5mYsV/+kRH2YsUJ5xeaKAACl14HsU3o6ZZZyis2V/0Ma36EhTe40lgcAAICrowAEgGsoctj1YtpcpZ/ZayyzYWiUXu88QsG+ATedUbdipF6JHaJ3uo9RXGRTY7Ndr5zifM3euUT9kybqk72rVWA3tx0QQOly+NIZjUuZqeyiPGOZ/Rt20bCYXsbyAAAAcG0UgABwFXanQy+vm6e1pzOMZdarGKkp8Y8rxC/ISF6jsChN7DRMb3cdrXYRDY1k3ojsoly9ve1bDUiaqC/2p6rIYd2JxQBK3rGccxqbPFMXCnOMZf6ufryeaN5bNpu1tzIAAAAozygAAeAK7E6HXln/sVJO7jCWWTskQlPjRynUP9hY5k+ahdfW1PiR+kfCE2pZua7x/N+SWXhJ/9jylQYunaRvDq6V3WndicUASsbJ3EyNTZ6p8wUXjWX2qRurp1r2ofwDAACwGAUgAPwXh8upxPRPtPr4VmOZ0RWqaFr8KFUKqGAs80paV62vN29/UpM7j1DTSjVLdK0rOZOfpcmbFmrwste05PAGOVxOy2cAcOvO5GVpTPIMncnPMpZ5d+32Gtu6H+UfAACAG1AAAsDPOF1OvZb+mZYf3WQss3pQuKbFj1LlwIrGMq/FZrOpfbXGmt71Kb0aN1QNQqtbsu7PncjNVGL6J3ps+RStPLZZTopAoMw4l5+tMckzdSrvgrHMHjXb6Jm2D8rLxltPAAAAd+BdGAD8L5fLpWmbv9SSIxuMZUYEhmlawihFBIUZy7xeNptNnavH6J3uY/Ryx8GqHRJh+QxHLp3Ry+s+0oiVbyjlxHa5XC7LZwBw/TILLmlsyiwdzz1nLLNrVEs91+4ReVP+AQAAuI2PuwcAgNLA5XLpra1f6+uDacYyqwRU1LSEUaoeHG4s82Z42bzUNaqlEmo014qjm/T+rmU6nnve0hn2Z5/Un9I+UOOwaA2P6aUO1RqzDRAoZbIKczUuZZaOXDpjLDO+ejO92P5R+Xh5G8sEAADAjaMABFDuuVwuzdi+WJ/vTzGWGe5fQVMTRim6QhVjmbfK2+alnrXaqXt0ayUdSdcHu5bptMH7e12P3VnHNOGHOWpRuY6Gx9ylNlXrW7o+gCu7VJSn8Snv6ODFU8YyY6s10UsdBlH+AQAAlALsxQBQ7r27M0kL9q42lhfqF6Qp8aPcsuX2evh4eat3nQ6a1/NZjWnVT5UDrLk34c9tO39IY5JnaGzyTG0/f8jy9QH8n9ziAj2TOlt7s48by2wX0VCvxA6Rnze/awYAACgNeFcGoFybm7Fcc3evMJYX4huoKfEjVS800lhmSfHz9lG/+p10T532WnRgjT7as1JZhbmWzrDx7D5tXL1PHas10fCYXmpcKdrS9YHyLs9eqAmps7XrwlFjma2r1NOrsY/J39vXWCYAAABuDQUggHJr/p5VmrMzyVhesE+AJsc/roZhUcYyreDv7auHG96ue+t21Bf7U7VgzypdKs63dIa1pzO09nSGEmo019CmPVXfDScXA+VNgb1Iz//wnrZnHjaW2Ty8thI7DVOAj5+xTAAAANw6CkAA5dLCfcmasX2xsbxAH3+91nm4mlSqaSzTakE+/hrUuLv61ovTZ3uT9em+75VnL7R0huQT25VyYoe6RbfS0KY9VKuUbqMGyrpCR7H+lPa+Np/bbyyzSaWamtR5uIJ8/I1lAgAAwAzuAQig3Fl0YI3e2vq1sbwAb19N6jRMzSvXMZbpThV8AzU0pqcW9HpeAxt1U4DF2/hccmnlsc36/bLJStywQCcsPrEY8HRFDrv+kjZXG87sNZbZILSGJnceoQq+gcYyAQAAYA4FIIByZfGhdZq6+QtjeX5ePno1bqhaValnLLO0CPUP1sjm92h+r+f1UIME+XlZe9G4Uy4tOZKuQUtf05RNn+tMXpal6wOeyO506OV185R2OsNYZt2KkZoSP1IhfkHGMgEAAGAWBSCAcmPZkY16feNCY3m+Xt76e+zv1S6iobHM0ig8IESjW/bRRz2f1f114+Rj87Z0fYfLqa8PpunRpRP15pZFOl9w0dL1AU9hdzr0t/UfK+XkDmOZtUIiNDV+pML8g41lAgAAwDwKQADlwnfHtujVDQvkkstInrfNSy93GKyOkU2M5JUFEUFhGtfmAc3rOUF3124vb5u1/4QUOx36fH+KBiRN1Iztiy0/sRgoyxwupyamf6JVx7cay4wKrqJp8SMVHhBiLBMAAAAlgwIQgMdLObFdf1v/sZwGy7+/dBiozjWaGckra6oHh+u5dg/rgzvH686abWSTzdL1Cx3Fmr9nlfonJWrOziRdKrL2xGKgrHG6nJq8caGWHd1kLDMyqJLeSBilKoGhxjIBAABQcigAAXi0tFO79NLaeXK4nEbybLLp+dv6q2tUSyN5ZVnNkKp6sf2jeu/OcepSo4Xl6+fbCzU3Y7n6JyXqw4wVyisusHwGoLRzuVx6Y/NX+vfh9cYyIwLD9EbCE4oICjOWCQAAgJJFAQjAY60/vUcvps2V3eUwlvlsu4fUo2YbY3meoG7FSL0SO0TvdB+juMimlq+fU5yv2TuXqH/SRC3Ys0oF9iLLZwBKI5fLpX9u/VqLDq4xllk5oKKmJYxS9eBwY5kAAAAoeRSAADzS5rP79ae091XktBvLfLrN73R37fbG8jxNo7AoTew0TG93He2Wg1Gyi3I1fftiDUiaqC/2p6rIYe57D5Q1LpdLM3f8Wwv3pxjLrORfQdMSRim6QhVjmQAAALAGBSAAj7Pt/EE998O7KnQUG8v8Y6u+6lM31lieJ2sWXltT40fqHwlPqGXlupavn1l4Sf/Y8pUGLp2kbw6uld1p7gpQoKx4d9dSzd+zylheqF+QpsSPVO2QCGOZAAAAsA4FIACPsivziCakzlG+w9w20P9pca8eqN/ZWF550bpqfb15+5Oa3HmEmlaqafn6Z/KzNHnTQg1e9pqWHN5g7D6QQGn3YcYKzc1Ybiyvgm+gJsePVP3Q6sYyAQAAYC0KQAAeY8+FYxqfOlt59kJjmSNi7tIjDbsYyytvbDab2ldrrOldn9KrcUPVwA0FwoncTCWmf6LHlk/RymOb5aQIhAdbsGeVZu9cYiwvyMdfkzuPUKOwKGOZAAAAsB4FIACPsD/7pManvqOc4nxjmb9vcqcGN7nDWF55ZrPZ1Ll6jN7pPkZ/7TDILdsIj1w6o5fXfaQRK99Qyontcrlcls8AlKSF+1I0fftiY3mB3n56vfMINQ2vZSwTAAAA7uHj7gEA4FYdvnRGT6fMUnZRnrHMAY26amjTnsby8CMvm5e6RbfS7VEttOLoJr2/a5mO5563dIb92Sf1p7QP1DgsWsNjeqlDtcay2WyWzgCY9vWBNXpr6yJjef7evprYaZiaV65jLBMAAADuQwEIoEw7lnNWY5Nn6kJhjrHMB+vHa1SzeyiFSpC3zUs9a7VT9+jWSjqSrg92LdPp/CxLZ9iddUwTfpijFpXraHjMXWpTtb6l6wOm/Ofwek3Z/IWxPD8vH70a95ha82cCAADAY7AFGECZdTI3U2OSZ+p8wUVjmffXjdPoln0o/yzi4+Wt3nU6aF7PZzWmVT9VDqho+Qzbzh/SmOQZGps8U9vPH7J8feBWLDu6SZPSPzOW52Pz1t9ih+i2iEbGMgEAAOB+XAEIoEw6nXdBY5Jn6Gx+trHM3rU7aEzrvpR/buDn7aN+9Tvpnjrt9dWBH/Txnu+UVZhr6Qwbz+7TxtX71LFaEw2P6aXGlaItXR+4UauOb1XihgVyycz9LL1tXnq54yDFRjY1kgcAAIDSgwIQQJlzLj9bY5Nn6lTeBWOZPWu11dNtfycvGxdGu5O/t68eadhF99WN1Rf7U7VgzypdMniwy/VYezpDa09nKKFGcw1t2lP13XByMfBbUk5s1yvrPpLD0KnWXrLpxfaPKr5GcyN5AAAAKF0oAAGUKZkFlzQ2ZZbRgyO6RbXSs20fljflX6kR5OOvQY27q2+9OH22N1mf7vteefZCS2dIPrFdKSd2qFt0Kw1t2kO13HByMXAlaacy9NLaecbKP5tseuG2/uoW3cpIHgAAAEofftoFUGZkFeZqXMosHbl0xlhmQo3m+nP7AfLx8jaWCXMq+AZqaExPLej1vAY26qYAb19L13fJpZXHNuv3yyYrccMCnbD4xGLgv204s0cvpn0gu8thLPOZtg+qR622xvIAAABQ+lAAAigTLhbl6emUWTp48ZSxzLjIpnqpw0DKvzIg1D9YI5vfo/m9ntdDDRLk52XtBexOubTkSLoGLX1NUzZ9rjN5WZauD0jS5rP79cKa91XktBvLHNf6AfWu08FYHgAAAEonCkAApV5Ocb7Gp7yjfdknjGXeFtFQL3ccLF+LiyTcmvCAEI1u2Ucf9XxW99eNk4/N2vLW4XLq64NpenTpRL25ZZHRE6iBa9l+/pCe++FdFTqKjWU+1fJ+3V8vzlgeAAAASi8KQAClWl5xgSakztHurGPGMltXqa//F/uY/C3eTgpzIoLCNK7NA5rXc4Lurt3e8vs3Fjsd+nx/igYkTdT0bd9afmIxypddmUc1IXWO8h1FxjKfaN5bDzaIN5YHAACA0o0CEECpVWAv0vNr3tOOzMPGMltUrqPETkMV4ONnLBPuUz04XM+1e1gf3Dled9ZsI5tslq5f6CjWgr2r1T8pUXN2JulSkbUnFsPz7c06rvGp7yjXXmAsc3hMLw1o1NVYHgAAAEo/CkAApVKho1gvpL2vzecOGMtsWqmmJnUariAff2OZKB1qhlTVi+0f1Xt3jlOXGi0sXz/fXqi5GcvVPylRH2asUF6xubIG5deB7FN6OmWWcorNFctDGt+hIU3uNJYHAACAsoECEECpU+Sw68W0uUo/s9dYZsPQKL3eeYSCfQOMZaL0qVsxUq/EDtE73f6ouMimlq+fU5yv2TuXqH/SRC3Ys0oFdnNbNlG+HL50RuNSZiq7KM9YZv+GXTQsppexPAAAAJQdFIAAShW706GX183T2tMZxjLrVYzUlPjHFeIXZCwTpVujStGa2GmY3u46Wu0iGlq+fnZRrqZvX6wBSRP1+f4UFTnMndoKz3cs55zGJs/UhcIcY5m/qx+vJ5r3ls1m7TZ5AAAAlA4UgABKDbvToVfWf6yUkzuMZdYOidDU+FEK9Q82lomyo1l4bU2NH6l/JDyhlpXrWr5+ZuElvbllkQYunaRvDq6V3emwfAaULSdzMzU2eabRE6b71I3VUy37UP4BAACUYxSAAEoFh8upxPRPtPr4VmOZ0RWqaFr8KFUKqGAsE2VT66r19ebtT2py5xFqWqmm5eufyc/S5E0LNXjZa1pyeIMcLqflM6D0O5OXpTHJM3QmP8tY5t2122ts636UfwAAAOUcBSAAt3O6nHot/TMtP7rJWGb1oHBNix+lyoEVjWWibLPZbGpfrbGmd31Kr8YNVYPQ6pbPcCI3U4npn+ix5VO08thmOSkC8b/O5WdrTPJMncq7YCyzR802eqbtg/Ky8XYPAACgvOMdIQC3crlcmrb5Sy05ssFYZkRgmKYljFJEUJixTHgOm82mztVj9E73Mfprh0GqHRJh+QxHLp3Ry+s+0oiVbyjlxHa5XC7LZ0DpkVlwSWNTZul47jljmV2jWuq5do/Im/IPAAAAknzcPQCA8svlcumtrV/r64NpxjKrBFTUtIRRqh4cbiwTnsnL5qVu0a10e1QLrTi6Se/vWqbjuectnWF/9kn9Ke0DNQ6L1vCYXupQrTFbNcuZrMJcjUuZpSOXzhjLjK/eTC+2f1Q+Xt7GMgEAAFC2UQACcAuXy6UZ2xfr8/0pxjLD/StoasIoRVeoYiwTns/b5qWetdqpe3RrJR1J1we7lum0wXuwXY/dWcc04Yc5alG5jobH3KU2Vetbuj7c41JRnsanvKODF08Zy4yt1kQvdRhE+QcAAIBfYF8IALd4d2eSFuxdbSwv1C9IU+JHuWU7JzyDj5e3etfpoHk9n9WYVv1UOcD6+0duO39IY5JnaGzyTG0/f8jy9WGd3OICPZM6W3uzjxvLbBfRUK/EDpGfN7/fBQAAwC/xDhGA5eZmLNfc3SuM5YX4BmpK/EjVC400lonyy8/bR/3qd9I9ddrrqwM/6OM93ymrMNfSGTae3aeNq/epY7UmGh7TS40rRVu6PkpWnr1QE1Jna9eFo8YyW1epp1djH5O/t6+xTAAAAHgOCkAAlpq/Z5Xm7EwylhfsE6DJ8Y+rYViUsUxAkvy9ffVIwy66r26svtifqgV7VulScb6lM6w9naG1pzOUUKO5hjbtqfpuOLkYZhXYi/T8D+9pe+ZhY5nNw2srsdMwBfj4GcsEAACAZ6EABGCZhfuSNWP7YmN5gT7+eq3zcDWpVNNYJvDfgnz8Nahxd/WtF6fP9ibr033fK89eaOkMySe2K+XEDnWLbqWhTXuoFlvdy6RCR7H+lPa+Np/bbyyzSaWamtR5uIJ8/I1lAgAAwPNwD0AAllh0YI3e2vq1sbwAb19N6jRMzSvXMZYJXEsF30ANjempBb2e16ONuinA4q2WLrm08thm/X7ZZCVuWKATFp9YjFtT5LDrL2lzteHMXmOZDUJraHLnEargG2gsEwAAAJ6JAhBAiVt8aJ2mbv7CWJ6fl49ejRuqVlXqGcsErleof7BGNb9H83s9r4caJMjPy9qL6Z1yacmRdA1a+pqmbPpcZ/KyLF0fN87udOjldfOUdjrDWGbdipGaEj9SIX5BxjIBAADguSgAAZSopUfS9frGhcbyfL289bfY36tdRENjmcDNCA8I0eiWffRRz2d1f904+di8LV3f4XLq64NpenTpRL25ZZHOF1y0dH1cH7vTob+t/1gpJ3cYy6wVEqGp8SMV5h9sLBMAAACejQIQQIn57tgWJW74RC65jOR527z0cofBio1sYiQPMCEiKEzj2jygeT0n6O7a7eVts/af1mKnQ5/vT9GApImavu1by08sxtU5XE5NTP9Eq45vNZYZFVxF0+JHKjwgxFgmAAAAPB8FIIASkXJiu/62/mM5DZZ/f+kwUJ1rNDOSB5hWPThcz7V7WB/cOV531mwjm2yWrl/oKNaCvavVPylRc3Ym6VKRtScW45ecLqcmb1yoZUc3GcuMDKqkNxJGqUpgqLFMAAAAlA8UgACMSzu1Sy+tnSeHy2kkzyabnr+tv7pGtTSSB5SkmiFV9WL7R/XuHePUpUYLy9fPtxdqbsZy9U9K1IcZK5RXXGD5DOWdy+XSG5u/0r8PrzeWGREYpjcSnlBEUJixTAAAAJQfFIAAjFp/eo9eTJsru8thLPPZdg+pR802xvIAK9QLjdQrsUP0Trc/Ki6yqeXr5xTna/bOJeqfNFEL9qxSgb3I8hnKI5fLpX9u/VqLDq4xllk5oKKmJYxS9eBwY5kAAAAoXygAARiz+ex+/SntfRU57cYyn27zO91du72xPMBqjSpFa2KnYXq762i3HF6TXZSr6dsXa0DSRH2+P0VFDnN/PvFLLpdLM3f8Wwv3pxjLrORfQdMSRim6QhVjmQAAACh/KAABGLHt/EE998O7KnQUG8v8Y6u+6lM31lge4E7NwmtravxI/SPhCbWsXNfy9TMLL+nNLYs0cOkkfXNwrexOc1fp4kfv7lqq+XtWGcsL9QvSlPiRqh0SYSwTAAAA5RMFIIBbtivziCakzlG+w9wWw/9pca8eqN/ZWB5QWrSuWl9v3v6kJnceoaaValq+/pn8LE3etFCDl72mJYc3GLtXZ3n3YcYKzc1Ybiyvgm+gJsePVP3Q6sYyAQAAUH5RAAK4JXsuHNP41NnKsxcayxwRc5ceadjFWB5Q2thsNrWv1ljTuz6lV+OGqoEbSp4TuZlKTP9Ejy2fopXHNstJEXjTFuxZpdk7lxjLC/Lx1+TOI9QoLMpYJgAAAMo3CkAAN21/9kk9nfqOcorzjWUOaXKnBje5w1geUJrZbDZ1rh6jd7qP0V87DHLLVs8jl87o5XUfacTKN5RyYrtcLpflM5RlC/elaPr2xcbyAr399HrnEWoaXstYJgAAAODj7gEAlE2HLp7WuJSZuliUZyxzQKOuGta0p7E8oKzwsnmpW3Qr3R7VQiuObtL7u5bpeO55S2fYn31Sf0r7QI3DojU8ppc6VGssm81m6QxlzdcH1uitrYuM5fl7+2pip2FqXrmOsUwAAABAogAEcBOO5ZzVuJRZyirMNZb5YP14jWp2D4UDyjVvm5d61mqn7tGtlXQkXR/sWqbT+VmWzrA765gm/DBHLSrX0fCYu9Sman1L1y8r/n1ovaZs/sJYnp+Xj16Ne0yt+d8bAAAAJYAtwABuyMncTI1JnqnzBReNZd5fN06jW/ah/AP+l4+Xt3rX6aB5PZ/VmFZ9VTmgouUzbDt/SGOSZ2hs8kxtP3/I8vVLs2VHN+m1jZ8Zy/OxeetvsUN0W0QjY5kAAADAz3EFIIDrdjrvgsYkz9DZ/Gxjmb1rd9CY1n0p/4Ar8PP2Ub/6nXVPnQ766sAP+njPd0avvL0eG8/u08bV+9SxWhMNj+mlxpWiLV2/tFl1fKsSNyyQS2buleht89LLHQcpNrKpkTwAAADgSigAAVyXc/nZGps8U6fyLhjL7FmrrZ5u+zt52bgYGbgWf29fPdKwi+6rG6sv9qdqwZ5VumTw8J3rsfZ0htaezlBCjeYa2rSn6rvh5GJ3SzmxXa+s+0gOQycme8mmF9s/qvgazY3kAQAAAFdDAQjgN2UWXNLYlFlGDyXoFtVKz7Z9WN6Uf8B1C/Lx16DG3dW3Xpw+25usT/d9rzx7oaUzJJ/YrpQTO9QtupWGNu2hWm44udgd0k5l6KW184yVfzbZ9MJt/dUtupWRPAAAAOBa+MkbwDVlFeZqXMosHbl0xlhmQo3m+nP7AfLx8jaWCZQnFXwDNTSmpxb0el6PNuqmAG9fS9d3yaWVxzbr98smK3HDAp2w+MRiq204s0cvpn0gu8thLPOZtg+qR622xvIAAACAa6EABHBVF4vy9HTKLB28eMpYZlxkU73UYSDlH2BAqH+wRjW/R/N7Pa+HGiTIz8vaC/udcmnJkXQNWvqapmz6XGfysixd3wqbz+7XC2veV5HTbixzXOsH1LtOB2N5AAAAwG+hAARwRTnF+Rqf8o72ZZ8wlnlbREO93HGwfC0uKQBPFx4QotEt++ijns/q/rpx8rFZW7A7XE59fTBNjy6dqDe3LDJ6Srg7bT9/SM/98K4KHcXGMp9qeb/urxdnLA8AAAC4HhSAAH4lr7hAE1LnaHfWMWOZravU1/+LfUz+Fm9VBMqTiKAwjWvzgOb1nKC7a7e3/B6bxU6HPt+fogFJEzV927eWn1hs0q7Mo5qQOkf5jiJjmU80760HG8QbywMAAACuFwUggF8osBfp+TXvaUfmYWOZLSrXUWKnoQrw8TOWCeDqqgeH67l2D+uDO8frzpptZJPN0vULHcVasHe1+iclas7OJF0qsvbE4lu1J+u4xqe+o1x7gbHM4TG9NKBRV2N5AAAAwI2gAARwWaGjWC+kva/N5w4Yy2xaqaYmdRquIB9/Y5kArk/NkKp6sf2jeveOcepSo4Xl6+fbCzU3Y7n6JyXqw4wVyis2V6iVlAPZpzQ+ZZZyis2VlkMa36EhTe40lgcAAADcKApAAJKkIoddL6bNVfqZvcYyG4ZG6fXOIxTsG2AsE8CNqxcaqVdih+idbn9UXGRTy9fPKc7X7J1L1D9pohbsWaUCu7lttSYdvnRG41JmKrsoz1hm/4ZdNCyml7E8AAAA4GZQAAKQ3enQy+vmae3pDGOZ9SpGakr84wrxCzKWCeDWNKoUrYmdhuntrqPVLqKh5etnF+Vq+vbFGpA0UZ/vT1GRw9zJurfqWM45jU2eqQuFOcYyf1c/Xk807y2bzdot2AAAAMB/owAEyjm706FX1n+slJM7jGXWDonQ1PhRCvUPNpYJwJxm4bU1NX6k/pHwhFpUrmv5+pmFl/TmlkUauHSSvjm4Vnanw/IZfu5kbqbGJs80enpxn7qxeqplH8o/AAAAlAoUgEA55nA5lZj+iVYf32osM7pCFU2LH6VKARWMZQIoGa2r1tdbtz+pyZ1HqEmlmpavfyY/S5M3LdTgZa9pyeENcric1s+Ql6UxyTN0Jj/LWObdtdtrbOt+lH8AAAAoNSgAgXLK6XLqtfTPtPzoJmOZ1YPCNS1+lCoHVjSWCaBk2Ww2ta/WWDO6PqVX44aqQWh1y2c4kZupxPRP9NjyKVp5bLOcFhWB5/KzNSZ5pk7lXTCW2aNmGz3T9kF52XiLBQAAgNKDd6dAOeRyuTRt85dacmSDscyIwDBNSxiliKAwY5kArGOz2dS5eoze6T5Gf+0wSLVDIiyf4cilM3p53UcasfINpZzYLpfLVWJrZRZc0tiUWTqee85YZteolnqu3SPypvwDAABAKePj7gEAWMvlcunNrYv09cE0Y5lVAipqWsIoVQ8ON5YJwD28bF7qFt1Kt0e10Iqjm/T+rmU6nnve0hn2Z5/Un9I+UOOwaA2P6aUO1Rob3U6bVZircSmzdOTSGWOZ8dWb6cX2j8rHy9tYJgAAAGAKBSBQjrhcLs3Yvlhf7E81lhnuX0FTE0YpukIVY5kA3M/b5qWetdqpe3RrJR1J1we7lum0wfvkXY/dWcc04Yc5ah5eW8Ob3aW2VRvccualojw9nTJLBy+eMjDhj2KrNdFLHQZR/gEAAKDUYo8KUI68uzNJC/auNpYX6hekKfGj3LJVEIA1fLy81btOB83r+azGtOqrygHW3+Nze+ZhjU2eqbHJM7X9/KGbzsktLtD41Nnal33C2GztIhrqldgh8vPmd6oAAAAovXi3CpQTczOWa+7uFcbyQnwDNSV+pOqFRhrLBFB6+Xn7qF/9zrqnTgd9deAHfbznO2UV5lo6w8az+7Rx9T51rNZEw2N6qXGl6Ot+bZ69UBNSZyvjwlFj87SqUk+vxj4mf29fY5kAAABASaAABMqB+XtWac7OJGN5wT4Bmhz/uBqGRRnLBFA2+Hv76pGGXXRf3Vh9sT9VC/as0qXifEtnWHs6Q2tPZyihRnMNbdpT9X/j5OIip13P//CetmceNjZDs/Damhg3VAE+fsYyAQAAgJJCAQh4uIX7kjVj+2JjeYE+/nqt83A1qVTTWCaAsifIx1+DGndX33px+mxvsj7d973y7IWWzpB8YrtSTuxQt+hWGtq0h2pd4XYENh9vzb2wRnsLzR340aRSTb3WebiCfAOMZQIAAAAliXsAAh5s0YE1emvr18byArx9NanTMDWvXMdYJoCyrYJvoIbG9NSCXs/r0UbdFGDxdliXXFp5bLN+v2yyEjcs0ImfnVhs8/FSnT/cabT8axBaQ5M7j1AF30BjmQAAAEBJ4wpAwEMtPrROUzd/YSzPz8tHr8YNVasq9YxlAvAcof7BGtX8Hj3UIEEf7/lOiw6sUZHTbtn6Trm05Ei6lh7ZqA7VGqsgO1dNX+sv37BgY2vUrRipKfEjFeIXZCwTAAAAsAJXAAIeaOmRdL2+caGxPF8vb/0t9vdqF9HQWCYAzxQeEKLRLfvoo57P6v66cfKxeVu6vlMupZ3O0OaCo0bLv1ohEZoaP1Jh/uYyAQAAAKtQAAIeZuWxLUrc8IlcchnJ87Z56eUOgxUb2cRIHoDyISIoTOPaPKB5PSfo7trt5SWbpesH+PipdsVqqh9WQ9WCK91SVlRwFU2LH6nwgBBD0wEAAADWYgsw4EGST2zX39d/LKfB8u8vHQaqc41mRvIAlD/Vg8P1XLuHNbBRN72fsUwrjm429guKK6lVMUJda7ZW++qN5fez+xEevXhWq49u1tqTu1TkuP6tyZFBlfRGwihVCQwtiXEBAAAAS1AAAh4i7dQu/XXtPDlcTiN5Ntn0/G391TWqpZE8AOVbzZCqerH9oxrYqLve37VUq09sM75GnwaddE+9jrLZfn21Yc2KVTWoWQ/1qHOb3kr/Qmfzs38zLyIwTG8kPKGIoDDjswIAAABWYgsw4AHWn96jF9Pmyu5yGMt8tt1D6lGzjbE8AJCkeqGReiV2iN7p9kfFRTY1ltu7fqx614+9Yvn3c9WCK2lc+4cU+hv38qscUFHTEkaqenC4sRkBAAAAd6EABMq4zWf3609p7xs9bfPpNr/T3bXbG8sDgP/WqFK0JnYapre7jr7lA4aqBIbq3vpx1/388MCKur9B56t+vZJ/BU2NH6noClVvaS4AAACgtKAABMqwbecP6rkf3lWho9hY5h9b9VWfurHG8gDgWpqF19bU+JF6I+EJtahc96Yybq/ZUl6/ceXff2tfvbGCfPx/9flQvyBNiR+pOhWr3dQsAAAAQGnEPQANOX78+C8+PnXqlJsmQXmxK/OIJqTOUb6jyFjm/7S4Vw/Uv/pVMQBQUtpUra+3bn9SG87s0eydScq4cPS6Xudls6lzVPMbXs/P21exNWK08simy5+r4BuoyfEjVT+0+g3nAQAAAKUZBaAhzZpxSiqss+fCMY1Pna08e6GxzBExd+mRhl2M5QHAjbLZbGpfrbFui2ikH07t0rs7l2hf9slrvqaCb6Aq+AXe1HoRwZUuPw709tPkziPUKCzqprIAAACA0owCEChj9mef1NOp7yinON9Y5pAmd2pwkzuM5QHArbDZbOpcPUZxkU20+vg2vbdrqQ5fOnPF53rZbv5uJt4/e+3LHQeraXitm84CAAAASjMKQEN27Njxi49PnTqlO+6gUIFZhy6e1riUmbpYlGcsc0CjrhrWtKexPAAwxcvmpW7RrXR7VAutOLpJ7+9apuO553/xnNzifBU77fL1uvG3NNmFOZcf31at0S3PCwAAAJRWFICGREWxZQgl61jOWY1LmaWswlxjmQ/Wj9eoZvfIdoM3zwcAK3nbvNSzVjt1j26tpCPp+mDXMp3Oz5IkFTsd2nRqrzrUaHpDmU6XS2tP7JIkNQ6L/sXVgAAAAICn4d0uUAaczM3UmOSZOl9w0Vjm/XXjNLplH8o/AGWGj5e3etfpoHk9n9X/17KPvPTj31+rjm654axd5w/rbH62JOn+enFG5wQAAABKGwpAoJQ7nXdBY5JnXP5B1YTetTtoTOu+lH8AyiQ/bx/9rkHC5XuX7s86oS1n9l/364scxfp63w+SfjxE5I7o1iUxJgAAAFBqUAACpdi5/GyNTZ6pU3kXjGX2rNVWT7f93S3dOB8ASoN+9Tqrgm+AJGn21sXadf7wb76myFGsd7Ys1qHsU5KkB+p1UoCPX4nOCQAAALgbDQBQSmUWXNLYlFm/uuH9regW1UrPtn2Ye10B8AiVAirolY5D5G3zUpHDrjfTv9SnGat0OvfXvzQpdtq17sQuTVq7QFvPHpAkdazWRL9v2sPqsQEAAADLcQgIUAplFeZqXMosHbl0xlhmQo3m+nP7AfLx8jaWCQDu1i6iof5f7GP667oPVeAo1orDG7Xi8EY1Ca+lmhWrysfLR5eK8rTlzD5dKsq//LpOkTH6S4eB/J0IAACAcoECEChlLhbl6emUWTp48ZSxzLjIpnqJH3QBeKi46k31ry6jNWdnkta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+     },
+     "metadata": {
+      "image/png": {
+       "height": 480,
+       "width": 640
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Gallery, lines\n",
+    "magenta = \"#9E2F68\"\n",
+    "magenta_light = \"#E5C8D6\"\n",
+    "\n",
+    "sea_green = \"#2F9E65\"\n",
+    "sea_green_light = \"#C8E5D7\"\n",
+    "\n",
+    "(ggplot(df, aes(\"x\", \"y\"))\n",
+    " + geom_linerange(aes(ymin=\"y-2\", ymax=\"y\"))\n",
+    " \n",
+    " + geom_line(color=magenta, size=3)\n",
+    " + geom_point(color=magenta, fill=magenta_light, size=3, stroke=0.5)\n",
+    " \n",
+    " + geom_line(aes(y=\"y-2\"), color=sea_green, size=3)\n",
+    " + geom_point(aes(y=\"y-2\"), color=sea_green, fill=sea_green_light, size=3, stroke=0.5)\n",
+    ")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}