diff --git a/notebooks/make_test_schedulers.ipynb b/notebooks/make_test_schedulers.ipynb
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@@ -0,0 +1,1992 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "5bd48342-698f-4fa6-bf5a-951034d41f3f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-18T17:42:18.128209Z",
+     "iopub.status.busy": "2023-10-18T17:42:18.127911Z",
+     "iopub.status.idle": "2023-10-18T17:42:18.130573Z",
+     "shell.execute_reply": "2023-10-18T17:42:18.130150Z",
+     "shell.execute_reply.started": "2023-10-18T17:42:18.128195Z"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Create scheduler pickles for testing `schedview`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "20b7a7e4-a1dd-4703-8830-d64e6c9a7341",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:30.551765Z",
+     "iopub.status.busy": "2023-10-27T19:43:30.551649Z",
+     "iopub.status.idle": "2023-10-27T19:43:30.553836Z",
+     "shell.execute_reply": "2023-10-27T19:43:30.553496Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:30.551752Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from collections import namedtuple\n",
+    "import lzma\n",
+    "import pickle\n",
+    "from pathlib import Path\n",
+    "import warnings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b89b4ab2-8751-4518-a7dc-db9cb732ac2a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:30.570022Z",
+     "iopub.status.busy": "2023-10-27T19:43:30.569904Z",
+     "iopub.status.idle": "2023-10-27T19:43:32.522677Z",
+     "shell.execute_reply": "2023-10-27T19:43:32.522159Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:30.570010Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import healpy as hp\n",
+    "import rubin_sim\n",
+    "from astropy.time import Time\n",
+    "import astropy.units as u\n",
+    "import astropy.coordinates\n",
+    "from rubin_sim.scheduler.model_observatory import ModelObservatory\n",
+    "from rubin_sim.scheduler.surveys.field_survey import FieldSurvey\n",
+    "from rubin_sim.scheduler.schedulers import CoreScheduler\n",
+    "import rubin_sim.scheduler.basis_functions as bf\n",
+    "from rubin_sim.scheduler import sim_runner\n",
+    "import schedview.collect\n",
+    "import schedview.compute\n",
+    "from rubin_sim.utils import survey_start_mjd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "96800bac-3d6f-4325-ad09-20780c704096",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:32.523802Z",
+     "iopub.status.busy": "2023-10-27T19:43:32.523620Z",
+     "iopub.status.idle": "2023-10-27T19:43:32.526332Z",
+     "shell.execute_reply": "2023-10-27T19:43:32.525920Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:32.523788Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "SchedulerPickleContent = namedtuple('SchedulerPickleContent', ['scheduler', 'conditions'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "1681d2ba-4d80-416b-8dc3-2fdc88ce5fe7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:32.526984Z",
+     "iopub.status.busy": "2023-10-27T19:43:32.526843Z",
+     "iopub.status.idle": "2023-10-27T19:43:35.618399Z",
+     "shell.execute_reply": "2023-10-27T19:43:35.617968Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:32.526969Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "mjd_start = survey_start_mjd()\n",
+    "model_observatory = ModelObservatory(mjd_start=mjd_start)\n",
+    "nside = model_observatory.nside\n",
+    "survey_length = (4*u.hour).to(u.day).value"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2713726d-4343-4062-8df1-d904df9f77a8",
+   "metadata": {},
+   "source": [
+    "# Create a near-baseline sample scheduler"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d6e32f02-db64-4d1a-b7f2-4ac6aa98bdf2",
+   "metadata": {},
+   "source": [
+    "Use the `make_sample_test_data.py` script in `schedview`, found in `util/sample_data`:"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "id": "01f53ab6-4b7e-4062-974c-89317d47e6ba",
+   "metadata": {},
+   "source": [
+    "python ../util/sample_data/make_sample_test_data.py --duration 4 "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c946d51c-8582-4082-81e2-606efaef30a0",
+   "metadata": {},
+   "source": [
+    "# Get a production auxtel scheduler"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "958df168-c723-4b03-a0cd-29e9f9b108d0",
+   "metadata": {},
+   "source": [
+    "Use python `efd_sched.py` script in `schedview`, found in `util`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0783496d-c1ad-4d5d-b04d-b6d9b84a8e08",
+   "metadata": {},
+   "source": [
+    "# Create schedulers with problems"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "83bb41d6-6ad5-4f38-b8e0-acd83c4f8ce0",
+   "metadata": {},
+   "source": [
+    "## Introduction\n",
+    "\n",
+    "I start by making an example scheduler with two tiers. The first tier is an equatorial survey in with fields every hour, such that there should be fields visible at all times.\n",
+    "The second tier is a single greed survey (in g) covering the whole sky."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "62c36cd9-7b32-48f8-aeea-bf4951555cca",
+   "metadata": {},
+   "source": [
+    "## Make some basis functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "c4439c24-ba6a-4ca0-9406-df668cf1c507",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:35.619061Z",
+     "iopub.status.busy": "2023-10-27T19:43:35.618938Z",
+     "iopub.status.idle": "2023-10-27T19:43:35.622546Z",
+     "shell.execute_reply": "2023-10-27T19:43:35.622203Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:35.619048Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def make_sky_bf_list(band='g', nside=32):\n",
+    "    not_twilight = bf.feasibility_funcs.NotTwilightBasisFunction()\n",
+    "    moon_limit = bf.mask_basis_funcs.MoonAvoidanceBasisFunction(nside=nside, moon_distance=30.0)\n",
+    "    zenith_limit = bf.mask_basis_funcs.ZenithShadowMaskBasisFunction(nside=nside, min_alt=20.0, max_alt=82.0)\n",
+    "    sky_brightness_limit = bf.basis_functions.SkybrightnessLimitBasisFunction(nside=nside, filtername=band, sbmin=18.5, sbmax=30)\n",
+    "    wind_limit = bf.basis_functions.AvoidDirectWind(5)\n",
+    "    m5diff = bf.basis_functions.M5DiffBasisFunction(filtername=band, nside=nside)\n",
+    "    basis_functions = [\n",
+    "        not_twilight,\n",
+    "        moon_limit,\n",
+    "        zenith_limit,\n",
+    "        sky_brightness_limit,\n",
+    "        wind_limit,\n",
+    "        m5diff\n",
+    "    ]\n",
+    "    return basis_functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "2bb70e9d-925a-477f-b304-f5195986f124",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:35.623877Z",
+     "iopub.status.busy": "2023-10-27T19:43:35.623744Z",
+     "iopub.status.idle": "2023-10-27T19:43:35.626559Z",
+     "shell.execute_reply": "2023-10-27T19:43:35.626188Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:35.623862Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def make_field_bf_list(ra, decl, band='g', nside=32):\n",
+    "    basis_functions = make_sky_bf_list(band=band, nside=nside)\n",
+    "    basis_functions.append(bf.feasibility_funcs.HourAngleLimitBasisFunction(RA=ra, ha_limits=[[22,24], [0,2]]))\n",
+    "    return basis_functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "62f9d5d0-4dc8-4c4f-b2f5-524458268250",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:35.627157Z",
+     "iopub.status.busy": "2023-10-27T19:43:35.627036Z",
+     "iopub.status.idle": "2023-10-27T19:43:35.631772Z",
+     "shell.execute_reply": "2023-10-27T19:43:35.631406Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:35.627146Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def make_field_survey(ra, decl, band='g', nside=32):\n",
+    "    basis_functions = make_field_bf_list(ra, decl, band=band, nside=nside)\n",
+    "    sequence = band\n",
+    "    nvis = [1]*len(band)\n",
+    "    survey_name = f\"field_{ra}_{'n' if decl<0 else 'p'}{np.abs(decl)}_{band}\"\n",
+    "    survey = FieldSurvey(basis_functions, np.array([ra]), np.array([decl]), sequence=sequence, nvis=nvis, nside=nside, survey_name=survey_name, reward_value=1.0)\n",
+    "    return survey"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c9930fb1-3e1e-4739-b086-ba7f5d8ad805",
+   "metadata": {},
+   "source": [
+    "## Make an equatorial survey in g"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dcee9fd3-d10c-4461-82ef-215519700d71",
+   "metadata": {},
+   "source": [
+    "Start by making a list of field surveys in g on the equator, with fields spaced every hour (15 degrees):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a24c465e-719c-498e-942f-190dc604946d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:35.632364Z",
+     "iopub.status.busy": "2023-10-27T19:43:35.632235Z",
+     "iopub.status.idle": "2023-10-27T19:43:35.719031Z",
+     "shell.execute_reply": "2023-10-27T19:43:35.718605Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:35.632352Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "decl = 0\n",
+    "band = 'g'\n",
+    "field_surveys = [make_field_survey(ra, decl, band, nside) for ra in range(0, 360, 15)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3cb0b075-c16f-46c0-b17d-5f3e8cb9c9da",
+   "metadata": {},
+   "source": [
+    "As a fallback, greate a greedy survey in g that covers the whole sky:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "cf7a6c39-a974-472f-92bd-c26f6e48facf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:35.719728Z",
+     "iopub.status.busy": "2023-10-27T19:43:35.719601Z",
+     "iopub.status.idle": "2023-10-27T19:43:35.968489Z",
+     "shell.execute_reply": "2023-10-27T19:43:35.967971Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:35.719716Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "sky_basis_functions = make_sky_bf_list(band=band, nside=nside)\n",
+    "weights = [1] * len(sky_basis_functions)\n",
+    "greedy_surveys = [rubin_sim.scheduler.surveys.surveys.GreedySurvey(sky_basis_functions, weights, filtername=band, survey_name=f\"greedy_{band}\")]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "524082a6-885e-4c29-a80e-301bf7a1e2c0",
+   "metadata": {},
+   "source": [
+    "Actually create the scheduler:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "dce7eaf9-dc00-4a27-8810-5dfc2984b1df",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:35.969170Z",
+     "iopub.status.busy": "2023-10-27T19:43:35.969044Z",
+     "iopub.status.idle": "2023-10-27T19:43:35.984853Z",
+     "shell.execute_reply": "2023-10-27T19:43:35.984463Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:35.969158Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "scheduler = CoreScheduler([field_surveys, greedy_surveys], nside=nside)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c80e31a6-8372-4617-b21a-16457aab0716",
+   "metadata": {},
+   "source": [
+    "Configure the scheduler to keep reward values:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "a9351e92-5106-4209-b3dc-be8312fe4c9b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:35.985487Z",
+     "iopub.status.busy": "2023-10-27T19:43:35.985364Z",
+     "iopub.status.idle": "2023-10-27T19:43:35.987401Z",
+     "shell.execute_reply": "2023-10-27T19:43:35.987047Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:35.985476Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "scheduler.keep_rewards = True"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de8c1752-464d-41c0-b81d-ff18f7c1beb5",
+   "metadata": {},
+   "source": [
+    "Actually run the survey for a little bit:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "a74d2196-eaf5-4177-ae91-3db2a30504b1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:43:35.987983Z",
+     "iopub.status.busy": "2023-10-27T19:43:35.987866Z",
+     "iopub.status.idle": "2023-10-27T19:44:21.398305Z",
+     "shell.execute_reply": "2023-10-27T19:44:21.397838Z",
+     "shell.execute_reply.started": "2023-10-27T19:43:35.987972Z"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "progress = 75.46%Skipped 0 observations\n",
+      "Flushed 0 observations from queue for being stale\n",
+      "Completed 397 observations\n",
+      "ran in 0 min = 0.0 hours\n"
+     ]
+    }
+   ],
+   "source": [
+    "observatory, scheduler, observations, reward_df, obs_rewards = sim_runner(\n",
+    "    model_observatory,\n",
+    "    scheduler,\n",
+    "    mjd_start=mjd_start,\n",
+    "    survey_length=survey_length,\n",
+    "    record_rewards=True,\n",
+    ")\n",
+    "conditions = scheduler.conditions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff53fd9a-cc46-4fd9-ac90-7b1ff7f120d6",
+   "metadata": {},
+   "source": [
+    "Save the survey:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "78a9f360-0aea-4964-8e32-a95d1b56a8ba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:21.399088Z",
+     "iopub.status.busy": "2023-10-27T19:44:21.398924Z",
+     "iopub.status.idle": "2023-10-27T19:44:22.446474Z",
+     "shell.execute_reply": "2023-10-27T19:44:22.445986Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:21.399075Z"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('/sdf/data/rubin/user/neilsen/devel/schedview/tmp/eq_field_survey_v0.p.xz')"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "output_tuple = (scheduler, conditions)\n",
+    "fname = Path('../tmp/eq_field_survey_v0.p.xz').resolve()\n",
+    "with lzma.open(fname, 'wb') as sched_out:\n",
+    "    pickle.dump(output_tuple, sched_out)\n",
+    "\n",
+    "fname"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "657d3bc7-f77f-4911-b0b8-705437fd5f0c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:22.447260Z",
+     "iopub.status.busy": "2023-10-27T19:44:22.447079Z",
+     "iopub.status.idle": "2023-10-27T19:44:22.450233Z",
+     "shell.execute_reply": "2023-10-27T19:44:22.449837Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:22.447247Z"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Conditions calculated for 2025-05-01 03:59:35.041 (mjd 60796.16637779371)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"Conditions calculated for {Time(conditions.mjd[0], format='mjd').iso} (mjd {conditions.mjd[0]})\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e919e900-edcd-4c44-948a-3a9b8e9d9458",
+   "metadata": {},
+   "source": [
+    "Take a look at one survey:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "2b17dabd-fb8c-41e5-8306-e5a1314c62a6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:22.452208Z",
+     "iopub.status.busy": "2023-10-27T19:44:22.452014Z",
+     "iopub.status.idle": "2023-10-27T19:44:22.836211Z",
+     "shell.execute_reply": "2023-10-27T19:44:22.835784Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:22.452196Z"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>basis_function</th>\n",
+       "      <th>basis_function_class</th>\n",
+       "      <th>feasible</th>\n",
+       "      <th>max_basis_reward</th>\n",
+       "      <th>basis_area</th>\n",
+       "      <th>basis_weight</th>\n",
+       "      <th>max_accum_reward</th>\n",
+       "      <th>accum_area</th>\n",
+       "      <th>tier_label</th>\n",
+       "      <th>survey_label</th>\n",
+       "      <th>survey_class</th>\n",
+       "      <th>survey_reward</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>list_index</th>\n",
+       "      <th>survey_index</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"7\" valign=\"top\">0</th>\n",
+       "      <th>1</th>\n",
+       "      <td>NotTwilight</td>\n",
+       "      <td>NotTwilightBasisFunction</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.357175</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>41252.961249</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_15_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>MoonAvoidance</td>\n",
+       "      <td>MoonAvoidanceBasisFunction</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.357175</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>41252.961249</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_15_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ZenithShadowMask</td>\n",
+       "      <td>ZenithShadowMaskBasisFunction</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_15_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>SkybrightnessLimit g</td>\n",
+       "      <td>SkybrightnessLimitBasisFunction</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_15_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AvoidDirectWind</td>\n",
+       "      <td>AvoidDirectWind</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.357175</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_15_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>M5Diff g</td>\n",
+       "      <td>M5DiffBasisFunction</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_15_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>HourAngleLimit</td>\n",
+       "      <td>HourAngleLimitBasisFunction</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>3.357175</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_15_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               basis_function  \\\n",
+       "list_index survey_index                         \n",
+       "0          1                      NotTwilight   \n",
+       "           1                    MoonAvoidance   \n",
+       "           1                 ZenithShadowMask   \n",
+       "           1             SkybrightnessLimit g   \n",
+       "           1                  AvoidDirectWind   \n",
+       "           1                         M5Diff g   \n",
+       "           1                   HourAngleLimit   \n",
+       "\n",
+       "                                    basis_function_class  feasible  \\\n",
+       "list_index survey_index                                              \n",
+       "0          1                    NotTwilightBasisFunction      True   \n",
+       "           1                  MoonAvoidanceBasisFunction      True   \n",
+       "           1               ZenithShadowMaskBasisFunction     False   \n",
+       "           1             SkybrightnessLimitBasisFunction     False   \n",
+       "           1                             AvoidDirectWind      True   \n",
+       "           1                         M5DiffBasisFunction     False   \n",
+       "           1                 HourAngleLimitBasisFunction     False   \n",
+       "\n",
+       "                         max_basis_reward  basis_area  basis_weight  \\\n",
+       "list_index survey_index                                               \n",
+       "0          1                          0.0    3.357175      0.142857   \n",
+       "           1                          1.0    3.357175      0.142857   \n",
+       "           1                         -inf    0.000000      0.142857   \n",
+       "           1                         -inf    0.000000      0.142857   \n",
+       "           1                          0.0    3.357175      0.142857   \n",
+       "           1                         -inf    0.000000      0.142857   \n",
+       "           1                         -inf    3.357175      0.142857   \n",
+       "\n",
+       "                         max_accum_reward    accum_area tier_label  \\\n",
+       "list_index survey_index                                              \n",
+       "0          1                     0.000000  41252.961249     tier 0   \n",
+       "           1                     0.142857  41252.961249     tier 0   \n",
+       "           1                         -inf      0.000000     tier 0   \n",
+       "           1                         -inf      0.000000     tier 0   \n",
+       "           1                         -inf      0.000000     tier 0   \n",
+       "           1                         -inf      0.000000     tier 0   \n",
+       "           1                         -inf      0.000000     tier 0   \n",
+       "\n",
+       "                          survey_label survey_class  survey_reward  \n",
+       "list_index survey_index                                             \n",
+       "0          1             field_15_p0_g  FieldSurvey           -inf  \n",
+       "           1             field_15_p0_g  FieldSurvey           -inf  \n",
+       "           1             field_15_p0_g  FieldSurvey           -inf  \n",
+       "           1             field_15_p0_g  FieldSurvey           -inf  \n",
+       "           1             field_15_p0_g  FieldSurvey           -inf  \n",
+       "           1             field_15_p0_g  FieldSurvey           -inf  \n",
+       "           1             field_15_p0_g  FieldSurvey           -inf  "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scheduler_reward_df = scheduler.make_reward_df(conditions, accum=True)\n",
+    "scheduler_reward_df.loc[(0,1),:]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "37e0c383-74f5-4148-9afa-eeff4b28f22d",
+   "metadata": {},
+   "source": [
+    "Take a look at the rewards for all surveys."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "bc30a69b-7800-40a9-b18c-4e6ae1657f52",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:22.836865Z",
+     "iopub.status.busy": "2023-10-27T19:44:22.836741Z",
+     "iopub.status.idle": "2023-10-27T19:44:22.867707Z",
+     "shell.execute_reply": "2023-10-27T19:44:22.867194Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:22.836853Z"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tier</th>\n",
+       "      <th>survey_name</th>\n",
+       "      <th>survey_url</th>\n",
+       "      <th>reward</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>0: field_0_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>10: field_150_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>HourAngleLimit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>11: field_165_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>HourAngleLimit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>12: field_180_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>0.467255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>13: field_195_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>0.480597</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>14: field_210_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>0.482711</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>15: field_225_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>0.474278</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>16: field_240_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>HourAngleLimit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>17: field_255_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>HourAngleLimit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>18: field_270_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>SkybrightnessLimit g, M5Diff g, HourAngleLimit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>19: field_285_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>1: field_15_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>20: field_300_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>21: field_315_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>22: field_330_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>23: field_345_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>2: field_30_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>3: field_45_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>4: field_60_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>5: field_75_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>6: field_90_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>MoonAvoidance, ZenithShadowMask, Skybrightness...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>7: field_105_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>8: field_120_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>9: field_135_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      tier         survey_name  \\\n",
+       "0   tier 0     0: field_0_p0_g   \n",
+       "1   tier 0  10: field_150_p0_g   \n",
+       "2   tier 0  11: field_165_p0_g   \n",
+       "3   tier 0  12: field_180_p0_g   \n",
+       "4   tier 0  13: field_195_p0_g   \n",
+       "5   tier 0  14: field_210_p0_g   \n",
+       "6   tier 0  15: field_225_p0_g   \n",
+       "7   tier 0  16: field_240_p0_g   \n",
+       "8   tier 0  17: field_255_p0_g   \n",
+       "9   tier 0  18: field_270_p0_g   \n",
+       "10  tier 0  19: field_285_p0_g   \n",
+       "11  tier 0    1: field_15_p0_g   \n",
+       "12  tier 0  20: field_300_p0_g   \n",
+       "13  tier 0  21: field_315_p0_g   \n",
+       "14  tier 0  22: field_330_p0_g   \n",
+       "15  tier 0  23: field_345_p0_g   \n",
+       "16  tier 0    2: field_30_p0_g   \n",
+       "17  tier 0    3: field_45_p0_g   \n",
+       "18  tier 0    4: field_60_p0_g   \n",
+       "19  tier 0    5: field_75_p0_g   \n",
+       "20  tier 0    6: field_90_p0_g   \n",
+       "21  tier 0   7: field_105_p0_g   \n",
+       "22  tier 0   8: field_120_p0_g   \n",
+       "23  tier 0   9: field_135_p0_g   \n",
+       "\n",
+       "                                           survey_url  \\\n",
+       "0   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "1   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "2   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "3   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "4   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "5   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "6   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "7   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "8   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "9   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "10  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "11  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "12  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "13  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "14  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "15  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "16  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "17  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "18  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "19  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "20  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "21  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "22  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "23  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "\n",
+       "                                               reward  \n",
+       "0   ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "1                                      HourAngleLimit  \n",
+       "2                                      HourAngleLimit  \n",
+       "3                                            0.467255  \n",
+       "4                                            0.480597  \n",
+       "5                                            0.482711  \n",
+       "6                                            0.474278  \n",
+       "7                                      HourAngleLimit  \n",
+       "8                                      HourAngleLimit  \n",
+       "9      SkybrightnessLimit g, M5Diff g, HourAngleLimit  \n",
+       "10  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "11  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "12  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "13  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "14  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "15  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "16  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "17  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "18  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "19  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "20  MoonAvoidance, ZenithShadowMask, Skybrightness...  \n",
+       "21  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "22  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "23  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scheduler_summary_df = schedview.compute.make_scheduler_summary_df(scheduler, conditions, scheduler_reward_df)\n",
+    "scheduler_summary_df.query('tier==\"tier 0\"')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f06b17b2-6f1f-4cca-95ac-220dbb22e945",
+   "metadata": {},
+   "source": [
+    "# Make a survey where everything is infeasible"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "78145a0a-7990-45bc-afe7-527b492d5b76",
+   "metadata": {},
+   "source": [
+    "Create a combination of survey and conditions where everything is infeasible, blocked either by wind or by sky brightess, but where there are observations not blocked by both.\n",
+    "\n",
+    "The first full moon after the nominal survey start is 2025-05-12. This should be in the default limited sky brightness data set."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "856f1e9b-8a81-410b-b7da-cd348f912cba",
+   "metadata": {},
+   "source": [
+    "Find the next full moon after the start of the survey:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "81baec26-7670-4992-8db6-0408d49a2004",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:22.868408Z",
+     "iopub.status.busy": "2023-10-27T19:44:22.868273Z",
+     "iopub.status.idle": "2023-10-27T19:44:22.883968Z",
+     "shell.execute_reply": "2023-10-27T19:44:22.883567Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:22.868393Z"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'2025-05-13 00:00:00.000'"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "month_mjds = np.arange(int(mjd_start), int(mjd_start)+30)\n",
+    "month_phases = np.array([model_observatory.almanac.get_sun_moon_positions(mjd)['moon_phase'] for mjd in month_mjds])\n",
+    "mjd = month_mjds[np.argmax(month_phases)]\n",
+    "Time(mjd, format='mjd').iso"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d3b3763c-45ca-4064-a09c-2105793772b6",
+   "metadata": {},
+   "source": [
+    "Find a time during the night where the moon is at a zd of about 55 degrees."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "4e38e507-c9b5-4672-a98d-77ec46666140",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:22.884579Z",
+     "iopub.status.busy": "2023-10-27T19:44:22.884459Z",
+     "iopub.status.idle": "2023-10-27T19:44:22.893439Z",
+     "shell.execute_reply": "2023-10-27T19:44:22.892986Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:22.884569Z"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('2025-05-13 02:06:31.806', 60808.08786812174)"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sunset_info = model_observatory.almanac.get_sunset_info(mjd)\n",
+    "sunset, sunrise = sunset_info[3], sunset_info[4]\n",
+    "for mjd in np.arange(sunset, sunrise, 1.0/(24*4)):\n",
+    "    moon_alt = model_observatory.almanac.get_sun_moon_positions(mjd)['moon_alt']\n",
+    "    if np.abs(np.degrees(moon_alt)-55) < 5:\n",
+    "        break\n",
+    "\n",
+    "time_to_sched = Time(mjd, format='mjd')\n",
+    "time_to_sched.iso, mjd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "6e222897-5a42-4cbd-a58b-e28c93cf04c5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:22.894107Z",
+     "iopub.status.busy": "2023-10-27T19:44:22.893961Z",
+     "iopub.status.idle": "2023-10-27T19:44:22.896397Z",
+     "shell.execute_reply": "2023-10-27T19:44:22.895938Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:22.894096Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "model_observatory.mjd = time_to_sched.mjd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d069d75-3b17-4fc5-9dc9-c61fa6322ca3",
+   "metadata": {},
+   "source": [
+    "Set the wind so it comes from the opposite direction."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "f842487e-c53d-4c43-a4f3-1a160c682496",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:22.896988Z",
+     "iopub.status.busy": "2023-10-27T19:44:22.896874Z",
+     "iopub.status.idle": "2023-10-27T19:44:22.900153Z",
+     "shell.execute_reply": "2023-10-27T19:44:22.899698Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:22.896977Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "moon_az = model_observatory.almanac.get_sun_moon_positions(time_to_sched.mjd)['moon_az']\n",
+    "wind_az = moon_az - np.pi ;# opposite moon\n",
+    "wind_data = rubin_sim.site_models.ConstantWindData(wind_speed=18.0, wind_direction=wind_az)\n",
+    "model_observatory.wind_data = wind_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e8dd32f-e7f2-47e6-b463-0b0cc4909a54",
+   "metadata": {},
+   "source": [
+    "Actually build our instance of Conditions:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "b3b3707d-1b43-4213-98d6-6f86b01a64d6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:22.900796Z",
+     "iopub.status.busy": "2023-10-27T19:44:22.900681Z",
+     "iopub.status.idle": "2023-10-27T19:44:26.753093Z",
+     "shell.execute_reply": "2023-10-27T19:44:26.752640Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:22.900786Z"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "conditions = model_observatory.return_conditions()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "775f7e96-2a26-46d0-8284-47867ed7feea",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:26.753821Z",
+     "iopub.status.busy": "2023-10-27T19:44:26.753697Z",
+     "iopub.status.idle": "2023-10-27T19:44:27.193877Z",
+     "shell.execute_reply": "2023-10-27T19:44:27.193494Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:26.753808Z"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/sdf/data/rubin/user/neilsen/devel/rubin_sim/rubin_sim/scheduler/schedulers/core_scheduler.py:547: RuntimeWarning: All-NaN axis encountered\n",
+      "  survey_df[\"survey_reward\"] = np.nanmax(survey.calc_reward_function(conditions))\n",
+      "/sdf/data/rubin/user/neilsen/devel/rubin_sim/rubin_sim/scheduler/schedulers/core_scheduler.py:547: RuntimeWarning: All-NaN axis encountered\n",
+      "  survey_df[\"survey_reward\"] = np.nanmax(survey.calc_reward_function(conditions))\n",
+      "/sdf/data/rubin/user/neilsen/devel/rubin_sim/rubin_sim/scheduler/schedulers/core_scheduler.py:547: RuntimeWarning: All-NaN axis encountered\n",
+      "  survey_df[\"survey_reward\"] = np.nanmax(survey.calc_reward_function(conditions))\n",
+      "/sdf/data/rubin/user/neilsen/devel/rubin_sim/rubin_sim/scheduler/schedulers/core_scheduler.py:547: RuntimeWarning: All-NaN axis encountered\n",
+      "  survey_df[\"survey_reward\"] = np.nanmax(survey.calc_reward_function(conditions))\n",
+      "/sdf/data/rubin/user/neilsen/devel/rubin_sim/rubin_sim/scheduler/schedulers/core_scheduler.py:547: RuntimeWarning: All-NaN slice encountered\n",
+      "  survey_df[\"survey_reward\"] = np.nanmax(survey.calc_reward_function(conditions))\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>basis_function</th>\n",
+       "      <th>basis_function_class</th>\n",
+       "      <th>feasible</th>\n",
+       "      <th>max_basis_reward</th>\n",
+       "      <th>basis_area</th>\n",
+       "      <th>basis_weight</th>\n",
+       "      <th>max_accum_reward</th>\n",
+       "      <th>accum_area</th>\n",
+       "      <th>tier_label</th>\n",
+       "      <th>survey_label</th>\n",
+       "      <th>survey_class</th>\n",
+       "      <th>survey_reward</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>list_index</th>\n",
+       "      <th>survey_index</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">0</th>\n",
+       "      <th>0</th>\n",
+       "      <td>NotTwilight</td>\n",
+       "      <td>NotTwilightBasisFunction</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.357175</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>41252.961249</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_0_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>MoonAvoidance</td>\n",
+       "      <td>MoonAvoidanceBasisFunction</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.357175</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>41252.961249</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_0_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ZenithShadowMask</td>\n",
+       "      <td>ZenithShadowMaskBasisFunction</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_0_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>SkybrightnessLimit g</td>\n",
+       "      <td>SkybrightnessLimitBasisFunction</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_0_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>AvoidDirectWind</td>\n",
+       "      <td>AvoidDirectWind</td>\n",
+       "      <td>True</td>\n",
+       "      <td>-52.644817</td>\n",
+       "      <td>3.357175</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>field_0_p0_g</td>\n",
+       "      <td>FieldSurvey</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">1</th>\n",
+       "      <th>0</th>\n",
+       "      <td>MoonAvoidance</td>\n",
+       "      <td>MoonAvoidanceBasisFunction</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>38483.292220</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>38483.292220</td>\n",
+       "      <td>tier 1</td>\n",
+       "      <td>greedy_g</td>\n",
+       "      <td>GreedySurvey</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ZenithShadowMask</td>\n",
+       "      <td>ZenithShadowMaskBasisFunction</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>13334.697435</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>10601.957326</td>\n",
+       "      <td>tier 1</td>\n",
+       "      <td>greedy_g</td>\n",
+       "      <td>GreedySurvey</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>SkybrightnessLimit g</td>\n",
+       "      <td>SkybrightnessLimitBasisFunction</td>\n",
+       "      <td>True</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2141.877383</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2141.877383</td>\n",
+       "      <td>tier 1</td>\n",
+       "      <td>greedy_g</td>\n",
+       "      <td>GreedySurvey</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>AvoidDirectWind</td>\n",
+       "      <td>AvoidDirectWind</td>\n",
+       "      <td>True</td>\n",
+       "      <td>-0.000201</td>\n",
+       "      <td>24329.444187</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>tier 1</td>\n",
+       "      <td>greedy_g</td>\n",
+       "      <td>GreedySurvey</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>M5Diff g</td>\n",
+       "      <td>M5DiffBasisFunction</td>\n",
+       "      <td>True</td>\n",
+       "      <td>-1.634773</td>\n",
+       "      <td>12045.542396</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>tier 1</td>\n",
+       "      <td>greedy_g</td>\n",
+       "      <td>GreedySurvey</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>174 rows × 12 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               basis_function  \\\n",
+       "list_index survey_index                         \n",
+       "0          0                      NotTwilight   \n",
+       "           0                    MoonAvoidance   \n",
+       "           0                 ZenithShadowMask   \n",
+       "           0             SkybrightnessLimit g   \n",
+       "           0                  AvoidDirectWind   \n",
+       "...                                       ...   \n",
+       "1          0                    MoonAvoidance   \n",
+       "           0                 ZenithShadowMask   \n",
+       "           0             SkybrightnessLimit g   \n",
+       "           0                  AvoidDirectWind   \n",
+       "           0                         M5Diff g   \n",
+       "\n",
+       "                                    basis_function_class  feasible  \\\n",
+       "list_index survey_index                                              \n",
+       "0          0                    NotTwilightBasisFunction      True   \n",
+       "           0                  MoonAvoidanceBasisFunction      True   \n",
+       "           0               ZenithShadowMaskBasisFunction     False   \n",
+       "           0             SkybrightnessLimitBasisFunction     False   \n",
+       "           0                             AvoidDirectWind      True   \n",
+       "...                                                  ...       ...   \n",
+       "1          0                  MoonAvoidanceBasisFunction      True   \n",
+       "           0               ZenithShadowMaskBasisFunction      True   \n",
+       "           0             SkybrightnessLimitBasisFunction      True   \n",
+       "           0                             AvoidDirectWind      True   \n",
+       "           0                         M5DiffBasisFunction      True   \n",
+       "\n",
+       "                         max_basis_reward    basis_area  basis_weight  \\\n",
+       "list_index survey_index                                                 \n",
+       "0          0                     0.000000      3.357175      0.142857   \n",
+       "           0                     1.000000      3.357175      0.142857   \n",
+       "           0                         -inf      0.000000      0.142857   \n",
+       "           0                         -inf      0.000000      0.142857   \n",
+       "           0                   -52.644817      3.357175      0.142857   \n",
+       "...                                   ...           ...           ...   \n",
+       "1          0                     1.000000  38483.292220      1.000000   \n",
+       "           0                     1.000000  13334.697435      1.000000   \n",
+       "           0                     1.000000   2141.877383      1.000000   \n",
+       "           0                    -0.000201  24329.444187      1.000000   \n",
+       "           0                    -1.634773  12045.542396      1.000000   \n",
+       "\n",
+       "                         max_accum_reward    accum_area tier_label  \\\n",
+       "list_index survey_index                                              \n",
+       "0          0                     0.000000  41252.961249     tier 0   \n",
+       "           0                     0.142857  41252.961249     tier 0   \n",
+       "           0                         -inf      0.000000     tier 0   \n",
+       "           0                         -inf      0.000000     tier 0   \n",
+       "           0                         -inf      0.000000     tier 0   \n",
+       "...                                   ...           ...        ...   \n",
+       "1          0                     1.000000  38483.292220     tier 1   \n",
+       "           0                     2.000000  10601.957326     tier 1   \n",
+       "           0                     3.000000   2141.877383     tier 1   \n",
+       "           0                         -inf      0.000000     tier 1   \n",
+       "           0                         -inf      0.000000     tier 1   \n",
+       "\n",
+       "                         survey_label  survey_class  survey_reward  \n",
+       "list_index survey_index                                             \n",
+       "0          0             field_0_p0_g   FieldSurvey           -inf  \n",
+       "           0             field_0_p0_g   FieldSurvey           -inf  \n",
+       "           0             field_0_p0_g   FieldSurvey           -inf  \n",
+       "           0             field_0_p0_g   FieldSurvey           -inf  \n",
+       "           0             field_0_p0_g   FieldSurvey           -inf  \n",
+       "...                               ...           ...            ...  \n",
+       "1          0                 greedy_g  GreedySurvey            NaN  \n",
+       "           0                 greedy_g  GreedySurvey            NaN  \n",
+       "           0                 greedy_g  GreedySurvey            NaN  \n",
+       "           0                 greedy_g  GreedySurvey            NaN  \n",
+       "           0                 greedy_g  GreedySurvey            NaN  \n",
+       "\n",
+       "[174 rows x 12 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scheduler.make_reward_df(conditions, accum=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "76205852-dfba-4061-a1f0-d167255ffe3f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:27.194544Z",
+     "iopub.status.busy": "2023-10-27T19:44:27.194419Z",
+     "iopub.status.idle": "2023-10-27T19:44:27.648717Z",
+     "shell.execute_reply": "2023-10-27T19:44:27.648311Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:27.194532Z"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/sdf/data/rubin/user/neilsen/devel/rubin_sim/rubin_sim/scheduler/schedulers/core_scheduler.py:547: RuntimeWarning: All-NaN axis encountered\n",
+      "  survey_df[\"survey_reward\"] = np.nanmax(survey.calc_reward_function(conditions))\n",
+      "/sdf/data/rubin/user/neilsen/devel/rubin_sim/rubin_sim/scheduler/schedulers/core_scheduler.py:547: RuntimeWarning: All-NaN axis encountered\n",
+      "  survey_df[\"survey_reward\"] = np.nanmax(survey.calc_reward_function(conditions))\n",
+      "/sdf/data/rubin/user/neilsen/devel/rubin_sim/rubin_sim/scheduler/schedulers/core_scheduler.py:547: RuntimeWarning: All-NaN axis encountered\n",
+      "  survey_df[\"survey_reward\"] = np.nanmax(survey.calc_reward_function(conditions))\n",
+      "/sdf/data/rubin/user/neilsen/devel/rubin_sim/rubin_sim/scheduler/schedulers/core_scheduler.py:547: RuntimeWarning: All-NaN axis encountered\n",
+      "  survey_df[\"survey_reward\"] = np.nanmax(survey.calc_reward_function(conditions))\n",
+      "/sdf/data/rubin/user/neilsen/devel/rubin_sim/rubin_sim/scheduler/schedulers/core_scheduler.py:547: RuntimeWarning: All-NaN slice encountered\n",
+      "  survey_df[\"survey_reward\"] = np.nanmax(survey.calc_reward_function(conditions))\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tier</th>\n",
+       "      <th>survey_name</th>\n",
+       "      <th>survey_url</th>\n",
+       "      <th>reward</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>0: field_0_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>10: field_150_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>AvoidDirectWind, HourAngleLimit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>11: field_165_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>AvoidDirectWind</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>12: field_180_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>SkybrightnessLimit g, AvoidDirectWind</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>13: field_195_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>SkybrightnessLimit g</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>14: field_210_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>SkybrightnessLimit g</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>15: field_225_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>MoonAvoidance, SkybrightnessLimit g, HourAngle...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>16: field_240_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>MoonAvoidance, SkybrightnessLimit g, HourAngle...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>17: field_255_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>SkybrightnessLimit g, M5Diff g, HourAngleLimit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>18: field_270_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>19: field_285_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>1: field_15_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>20: field_300_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>21: field_315_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>22: field_330_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>23: field_345_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, M5Diff...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>2: field_30_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, AvoidD...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>3: field_45_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, AvoidD...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>4: field_60_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, AvoidD...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>5: field_75_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, AvoidD...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>6: field_90_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, AvoidD...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>7: field_105_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, AvoidD...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>8: field_120_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>ZenithShadowMask, SkybrightnessLimit g, AvoidD...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>tier 0</td>\n",
+       "      <td>9: field_135_p0_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/FieldSurvey.html...</td>\n",
+       "      <td>SkybrightnessLimit g, AvoidDirectWind, HourAng...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>tier 1</td>\n",
+       "      <td>0: greedy_g</td>\n",
+       "      <td>https://rubin-sim.lsst.io/api/GreedySurvey.htm...</td>\n",
+       "      <td>-inf</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      tier         survey_name  \\\n",
+       "0   tier 0     0: field_0_p0_g   \n",
+       "1   tier 0  10: field_150_p0_g   \n",
+       "2   tier 0  11: field_165_p0_g   \n",
+       "3   tier 0  12: field_180_p0_g   \n",
+       "4   tier 0  13: field_195_p0_g   \n",
+       "5   tier 0  14: field_210_p0_g   \n",
+       "6   tier 0  15: field_225_p0_g   \n",
+       "7   tier 0  16: field_240_p0_g   \n",
+       "8   tier 0  17: field_255_p0_g   \n",
+       "9   tier 0  18: field_270_p0_g   \n",
+       "10  tier 0  19: field_285_p0_g   \n",
+       "11  tier 0    1: field_15_p0_g   \n",
+       "12  tier 0  20: field_300_p0_g   \n",
+       "13  tier 0  21: field_315_p0_g   \n",
+       "14  tier 0  22: field_330_p0_g   \n",
+       "15  tier 0  23: field_345_p0_g   \n",
+       "16  tier 0    2: field_30_p0_g   \n",
+       "17  tier 0    3: field_45_p0_g   \n",
+       "18  tier 0    4: field_60_p0_g   \n",
+       "19  tier 0    5: field_75_p0_g   \n",
+       "20  tier 0    6: field_90_p0_g   \n",
+       "21  tier 0   7: field_105_p0_g   \n",
+       "22  tier 0   8: field_120_p0_g   \n",
+       "23  tier 0   9: field_135_p0_g   \n",
+       "24  tier 1         0: greedy_g   \n",
+       "\n",
+       "                                           survey_url  \\\n",
+       "0   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "1   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "2   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "3   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "4   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "5   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "6   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "7   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "8   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "9   https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "10  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "11  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "12  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "13  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "14  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "15  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "16  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "17  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "18  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "19  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "20  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "21  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "22  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "23  https://rubin-sim.lsst.io/api/FieldSurvey.html...   \n",
+       "24  https://rubin-sim.lsst.io/api/GreedySurvey.htm...   \n",
+       "\n",
+       "                                               reward  \n",
+       "0   ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "1                     AvoidDirectWind, HourAngleLimit  \n",
+       "2                                     AvoidDirectWind  \n",
+       "3               SkybrightnessLimit g, AvoidDirectWind  \n",
+       "4                                SkybrightnessLimit g  \n",
+       "5                                SkybrightnessLimit g  \n",
+       "6   MoonAvoidance, SkybrightnessLimit g, HourAngle...  \n",
+       "7   MoonAvoidance, SkybrightnessLimit g, HourAngle...  \n",
+       "8      SkybrightnessLimit g, M5Diff g, HourAngleLimit  \n",
+       "9   ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "10  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "11  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "12  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "13  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "14  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "15  ZenithShadowMask, SkybrightnessLimit g, M5Diff...  \n",
+       "16  ZenithShadowMask, SkybrightnessLimit g, AvoidD...  \n",
+       "17  ZenithShadowMask, SkybrightnessLimit g, AvoidD...  \n",
+       "18  ZenithShadowMask, SkybrightnessLimit g, AvoidD...  \n",
+       "19  ZenithShadowMask, SkybrightnessLimit g, AvoidD...  \n",
+       "20  ZenithShadowMask, SkybrightnessLimit g, AvoidD...  \n",
+       "21  ZenithShadowMask, SkybrightnessLimit g, AvoidD...  \n",
+       "22  ZenithShadowMask, SkybrightnessLimit g, AvoidD...  \n",
+       "23  SkybrightnessLimit g, AvoidDirectWind, HourAng...  \n",
+       "24                                               -inf  "
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "schedview.compute.make_scheduler_summary_df(scheduler, conditions)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "8896369f-8935-4839-aeec-1153cda52712",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-27T19:44:27.649523Z",
+     "iopub.status.busy": "2023-10-27T19:44:27.649281Z",
+     "iopub.status.idle": "2023-10-27T19:44:28.955667Z",
+     "shell.execute_reply": "2023-10-27T19:44:28.955358Z",
+     "shell.execute_reply.started": "2023-10-27T19:44:27.649510Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "PosixPath('/sdf/data/rubin/user/neilsen/devel/schedview/tmp/eq_field_survey_v0_infeasible1.p.xz')"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "output_tuple = (scheduler, conditions)\n",
+    "fname = Path('../tmp/eq_field_survey_v0_infeasible1.p.xz').resolve()\n",
+    "with lzma.open(fname, 'wb') as sched_out:\n",
+    "    pickle.dump(output_tuple, sched_out)\n",
+    "\n",
+    "fname"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "22e7c644-493d-4e3b-be0f-69eda97b243f",
+   "metadata": {},
+   "source": [
+    "# Making pickles available"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "46e78665-64db-42ca-a26f-aae401dad7d7",
+   "metadata": {},
+   "source": [
+    "Copy them to `/sdf/group/rubin/web_data/sim-data/sched_pickles` at the USDF for them to be visible at https://s3df.slac.stanford.edu/data/rubin/sim-data/sched_pickles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0993d5ce-3f0a-4827-841d-c90b223ada1b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "ehn311",
+   "language": "python",
+   "name": "ehn311"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}