diff --git a/scheduler/1-Scheduler_intro.ipynb b/scheduler/1-Scheduler_intro.ipynb
index 547f23d..6b8e729 100644
--- a/scheduler/1-Scheduler_intro.ipynb
+++ b/scheduler/1-Scheduler_intro.ipynb
@@ -18,7 +18,7 @@
     "from rubin_scheduler.scheduler.model_observatory import ModelObservatory\n",
     "from rubin_scheduler.scheduler.surveys import BaseSurvey\n",
     "from rubin_scheduler.scheduler.utils import ObservationArray\n",
-    "from rubin_scheduler.scheduler.schedulers import CoreScheduler, SimpleFilterSched\n",
+    "from rubin_scheduler.scheduler.schedulers import CoreScheduler, SimpleBandSched\n",
     "from rubin_scheduler.scheduler import sim_runner\n",
     "from rubin_scheduler.scheduler.detailers import BaseDetailer\n",
     "from rubin_scheduler.utils import _approx_ra_dec2_alt_az, _approx_altaz2pa, rotation_converter\n",
@@ -76,15 +76,15 @@
     {
      "data": {
       "text/markdown": [
-       "Conditions at 0x144164590\n",
+       "Conditions at 0x1453116d0\n",
        "============================\n",
        "nside:  32   \n",
        "site:  LSST   \n",
        "exptime:  30.0   \n",
        "lmst:  19.914909990207565   \n",
        "clouds:  None   \n",
-       "current_filter:  r   \n",
-       "mounted_filters:  ['u', 'g', 'r', 'i', 'y']   \n",
+       "current_band:  r   \n",
+       "mounted_bands:  ['u', 'g', 'r', 'i', 'y']   \n",
        "night:  0   \n",
        "wind_speed:  None   \n",
        "wind_direction:  None   \n",
@@ -97,21 +97,21 @@
        "\n",
        "Positions (radians)\n",
        "-------------------\n",
-       "| name      |         alt |       az |         RA |        decl |   rot |\n",
-       "|:----------|------------:|---------:|-----------:|------------:|------:|\n",
-       "| sun       |  -0.298117  | nan      |   3.25752  |  -0.0500932 |   nan |\n",
-       "| moon      |  -0.0933059 |   1.3813 |   0.481501 |   0.208454  |   nan |\n",
-       "| venus     | nan         | nan      |   0.627558 |   0.209499  |   nan |\n",
-       "| mars      | nan         | nan      |   3.6558   |  -0.199382  |   nan |\n",
-       "| jupiter   | nan         | nan      |   0.615007 |   0.223621  |   nan |\n",
-       "| saturn    | nan         | nan      |   5.8825   |  -0.198137  |   nan |\n",
-       "| telescope |   1.50971   |   0      | nan        | nan         |     0 |\n",
+       "| name      |         alt |        az |         RA |        decl |   rot |\n",
+       "|:----------|------------:|----------:|-----------:|------------:|------:|\n",
+       "| sun       |  -0.298117  |   4.46742 |   3.25752  |  -0.0500932 |   nan |\n",
+       "| moon      |  -0.0933059 |   1.3813  |   0.481501 |   0.208454  |   nan |\n",
+       "| venus     | nan         | nan       |   0.627558 |   0.209499  |   nan |\n",
+       "| mars      | nan         | nan       |   3.6558   |  -0.199382  |   nan |\n",
+       "| jupiter   | nan         | nan       |   0.615007 |   0.223621  |   nan |\n",
+       "| saturn    | nan         | nan       |   5.8825   |  -0.198137  |   nan |\n",
+       "| telescope |   1.50971   |   0       | nan        | nan         |     0 |\n",
        "\n",
        "Positions (degrees)\n",
        "-------------------\n",
        "| name      |       alt |       az |       RA |      decl |   rot |\n",
        "|:----------|----------:|---------:|---------:|----------:|------:|\n",
-       "| sun       | -17.0808  | nan      | 186.642  |  -2.87013 |   nan |\n",
+       "| sun       | -17.0808  | 255.965  | 186.642  |  -2.87013 |   nan |\n",
        "| moon      |  -5.34603 |  79.1424 |  27.588  |  11.9435  |   nan |\n",
        "| venus     | nan       | nan      |  35.9564 |  12.0034  |   nan |\n",
        "| mars      | nan       | nan      | 209.462  | -11.4237  |   nan |\n",
@@ -125,7 +125,6 @@
        "|:----------------|--------:|:------------------------------|\n",
        "| sunset          | 60217.9 | 2023-09-30 22:39:51.396550833 |\n",
        "| sun_n12_setting | 60218   | 2023-09-30 23:35:54.323995110 |\n",
-       "| mjd_start       | 60218   | 2023-10-01 00:00:00           |\n",
        "| mjd             | 60218   | 2023-10-01 00:00:00           |\n",
        "| sun_n18_setting | 60218   | 2023-10-01 00:04:24.044514294 |\n",
        "| moonrise        | 60218   | 2023-10-01 00:26:34.205152992 |\n",
@@ -136,33 +135,33 @@
        "\n",
        "Maps\n",
        "----\n",
-       "| map             |   nside |       min |       max |    median |\n",
-       "|:----------------|--------:|----------:|----------:|----------:|\n",
-       "| airmass         |      32 |  1.00008  |  11.4722  |  1.83598  |\n",
-       "| ra              |      32 |  0        |   6.25864 |  3.12932  |\n",
-       "| slewtime        |      32 |  5.25048  | 155.977   | 94.9251   |\n",
-       "| dec             |      32 | -1.54528  |   1.54528 |  0        |\n",
-       "| skybrightness_u |      32 | 21.6156   |  22.5797  | 22.3855   |\n",
-       "| skybrightness_g |      32 | 20.6308   |  22.1424  | 21.9003   |\n",
-       "| skybrightness_r |      32 | 19.8154   |  21.2297  | 20.964    |\n",
-       "| skybrightness_i |      32 | 19.1394   |  20.3616  | 20.0661   |\n",
-       "| skybrightness_z |      32 | 18.4153   |  19.4577  | 19.1355   |\n",
-       "| skybrightness_y |      32 | 17.6507   |  18.5773  | 18.2473   |\n",
-       "| fwhm_eff_u      |      32 |  0.810881 |   3.50529 |  1.1675   |\n",
-       "| fwhm_eff_g      |      32 |  0.771036 |   3.33305 |  1.11013  |\n",
-       "| fwhm_eff_r      |      32 |  0.734788 |   3.17635 |  1.05794  |\n",
-       "| fwhm_eff_i      |      32 |  0.709899 |   3.06876 |  1.02211  |\n",
-       "| fwhm_eff_z      |      32 |  0.693443 |   2.99763 |  0.998413 |\n",
-       "| fwhm_eff_y      |      32 |  0.680305 |   2.94083 |  0.979497 |\n",
-       "| m5_depth_u      |      32 | 22.2502   |  23.7238  | 23.2556   |\n",
-       "| m5_depth_g      |      32 | 23.5166   |  25.0076  | 24.6241   |\n",
-       "| m5_depth_r      |      32 | 23.2615   |  24.6308  | 24.252    |\n",
-       "| m5_depth_i      |      32 | 22.9295   |  24.1963  | 23.7959   |\n",
-       "| m5_depth_z      |      32 | 22.4528   |  23.6088  | 23.1961   |\n",
-       "| m5_depth_y      |      32 | 21.4032   |  22.6591  | 22.1965   |\n"
+       "| map             |   nside |       min |        max |    median |\n",
+       "|:----------------|--------:|----------:|-----------:|----------:|\n",
+       "| ra              |      32 |  0        |    6.25864 |  3.12932  |\n",
+       "| airmass         |      32 |  1.00008  | 7563.71    |  1.99823  |\n",
+       "| dec             |      32 | -1.54528  |    1.54528 |  0        |\n",
+       "| slewtime        |      32 |  5.25048  |  155.977   | 94.9251   |\n",
+       "| fwhm_eff_u      |      32 |  0.810881 |    3.50529 |  1.1675   |\n",
+       "| fwhm_eff_g      |      32 |  0.771036 |    3.33305 |  1.11013  |\n",
+       "| fwhm_eff_r      |      32 |  0.734788 |    3.17635 |  1.05794  |\n",
+       "| fwhm_eff_i      |      32 |  0.709899 |    3.06876 |  1.02211  |\n",
+       "| fwhm_eff_z      |      32 |  0.693443 |    2.99763 |  0.998413 |\n",
+       "| fwhm_eff_y      |      32 |  0.680305 |    2.94083 |  0.979497 |\n",
+       "| m5_depth_u      |      32 | 22.2502   |   23.7238  | 23.2556   |\n",
+       "| m5_depth_g      |      32 | 23.5166   |   25.0076  | 24.6241   |\n",
+       "| m5_depth_r      |      32 | 23.2615   |   24.6308  | 24.252    |\n",
+       "| m5_depth_i      |      32 | 22.9295   |   24.1963  | 23.7959   |\n",
+       "| m5_depth_z      |      32 | 22.4528   |   23.6088  | 23.1961   |\n",
+       "| m5_depth_y      |      32 | 21.4032   |   22.6591  | 22.1965   |\n",
+       "| skybrightness_u |      32 | 21.6156   |   22.5797  | 22.3855   |\n",
+       "| skybrightness_g |      32 | 20.6308   |   22.1424  | 21.9003   |\n",
+       "| skybrightness_r |      32 | 19.8154   |   21.2297  | 20.964    |\n",
+       "| skybrightness_i |      32 | 19.1394   |   20.3616  | 20.0661   |\n",
+       "| skybrightness_z |      32 | 18.4153   |   19.4577  | 19.1355   |\n",
+       "| skybrightness_y |      32 | 17.6507   |   18.5773  | 18.2473   |\n"
       ],
       "text/plain": [
-       "<Conditions mjd='60218' at 0x144164590>"
+       "<Conditions mjd='60218' at 0x1453116d0>"
       ]
      },
      "execution_count": 4,
@@ -211,8 +210,8 @@
     }
    ],
    "source": [
-    "# Print the currently mounted filters\n",
-    "conditions.mounted_filters"
+    "# Print the currently mounted bands\n",
+    "conditions.mounted_bands"
    ]
   },
   {
@@ -342,7 +341,7 @@
     }
    ],
    "source": [
-    "# If something is filter-specific, we usually store it in a dict with filtername keys\n",
+    "# If something is band-specific, we usually store it in a dict with bandname keys\n",
     "hp.mollview(conditions.m5_depth['g'], title='g-band 5-sigma depth')\n",
     "hp.mollview(conditions.m5_depth['y'], title='y-band 5-sigma depth')\n",
     "hp.mollview(conditions.fwhm_eff['r'], title='r-band FWHM')\n"
@@ -361,7 +360,7 @@
       "Help on Conditions in module rubin_scheduler.scheduler.features.conditions object:\n",
       "\n",
       "class Conditions(builtins.object)\n",
-      " |  Conditions(nside=None, site='LSST', exptime=30.0, mjd=None)\n",
+      " |  Conditions(nside=32, site='LSST', exptime=30.0, mjd=None)\n",
       " |  \n",
       " |  Holds telemetry information, keeping calculated values in sync\n",
       " |  for `self.mjd` (such as ra/dec mappings to alt/az).\n",
@@ -394,7 +393,7 @@
       " |  \n",
       " |  Methods defined here:\n",
       " |  \n",
-      " |  __init__(self, nside=None, site='LSST', exptime=30.0, mjd=None)\n",
+      " |  __init__(self, nside=32, site='LSST', exptime=30.0, mjd=None)\n",
       " |      Attributes (Set on init)\n",
       " |      -----------\n",
       " |      nside : `int`\n",
@@ -420,19 +419,19 @@
       " |          XXX--to be done. HEALpix array with cloudy pixels set to NaN.\n",
       " |      slewtime : `np.ndarray`, (N,)\n",
       " |          Healpix showing the slewtime to each healpixel center (seconds)\n",
-      " |      current_filter : `str`\n",
-      " |          The name of the current filter. (expect one of u, g, r, i, z, y).\n",
-      " |      mounted_filters : `list` [`str`]\n",
-      " |          The filters that are currently mounted and thus available\n",
+      " |      current_band : `str`\n",
+      " |          The name of the current band. (expect one of u, g, r, i, z, y).\n",
+      " |      mounted_bands : `list` [`str`]\n",
+      " |          The bands that are currently mounted and thus available\n",
       " |          (expect 5 of u, g, r, i, z, y for LSSTCam).\n",
       " |      night : `int`\n",
       " |          The current night number (days). Probably starts at 1.\n",
       " |      skybrightness : `dict` {`str: `np.ndarray`, (N,)}\n",
-      " |          Dictionary keyed by filter name.\n",
+      " |          Dictionary keyed by band name.\n",
       " |          Values are healpix arrays with the sky brightness at each\n",
       " |          healpix center (mag/acsec^2)\n",
       " |      fwhm_eff : `dict` {`str: `np.ndarray`, (N,)}\n",
-      " |          Dictionary keyed by filtername.\n",
+      " |          Dictionary keyed by bandname.\n",
       " |          Values are the effective seeing FWHM at each healpix\n",
       " |          center (arcseconds)\n",
       " |      moon_alt : `float`\n",
@@ -464,8 +463,6 @@
       " |      cumulative_azimuth_rad : `float`\n",
       " |          The cumulative telescope azimuth (radians).\n",
       " |          Used for tracking cable wrap.\n",
-      " |      airmass : `np.ndarray`, (N,)\n",
-      " |          A healpix map with the airmass value of each healpixel. (unitless)\n",
       " |      wind_speed : `float`\n",
       " |          Wind speed (m/s).\n",
       " |      wind_direction : `float`\n",
@@ -491,15 +488,13 @@
       " |          during the current night. From interpolation.\n",
       " |      sunrise : `float`\n",
       " |          The MJD of sunrise during the current night. From interpolation\n",
-      " |      mjd_start : `float`\n",
-      " |          The starting MJD of the survey.\n",
       " |      moonrise : `float`\n",
       " |          The MJD of moonrise during the current night. From interpolation.\n",
       " |      moonset : `float`\n",
       " |          The MJD of moon set during the current night. From interpolation.\n",
       " |      moon_phase_sunset : `float`\n",
       " |          The phase of the moon (0-100 illuminated) at sunset.\n",
-      " |          Useful for setting which filters should be loaded.\n",
+      " |          Useful for setting which bands should be loaded.\n",
       " |      targets_of_opportunity : `list` [`rubin_scheduler.scheduler.targetoO`]\n",
       " |          targetoO objects.\n",
       " |      planet_positions : `dict` {`str`: `float`}\n",
@@ -508,15 +503,19 @@
       " |      scheduled_observations : `np.ndarray`, (M,)\n",
       " |          A list of MJD times when there are scheduled observations.\n",
       " |          Defaults to empty array.\n",
-      " |      tel_az_limits : `list` [[`float`, `float`]]\n",
+      " |      sky_az_limits : `list` [[`float`, `float`]]\n",
       " |          A list of lists giving valid azimuth ranges. e.g.,\n",
       " |          [0, 2*np.pi] would mean all azimuth values are valid, while\n",
       " |          [[0, np.pi/2], [3*np.pi/2, 2*np.pi]] would mean anywhere in\n",
       " |          the south is invalid.  Radians.\n",
-      " |      tel_alt_limits : `list` [[`float`, `float`]]\n",
+      " |      sky_alt_limits : `list` [[`float`, `float`]]\n",
       " |          A list of lists giving valid altitude ranges. Radians.\n",
-      " |      altaz_limit_pad : `float`\n",
-      " |          Pad to surround the tel_az_limits and tel_alt_limits with.\n",
+      " |      tel_az_limits : `list` [`float`, `float`]\n",
+      " |          A simple two-element list giving the valid azimuth ranges\n",
+      " |          for the telescope movement. Radians.\n",
+      " |      tel_alt_limits : `list` [`float`, `float`]\n",
+      " |          A simple two-element list giving the valid altitude ranges\n",
+      " |          for the telescope movement. Radians\n",
       " |      \n",
       " |      Attributes (calculated on demand and cached)\n",
       " |      ------------------------------------------\n",
@@ -528,13 +527,15 @@
       " |          Azimuth of each healpixel (radians). Recalculated if mjd is\n",
       " |          updated. Uses fast approximate equation for converting RA,Dec\n",
       " |          to alt,az.\n",
+      " |      airmass : `np.ndarray`, (N,)\n",
+      " |          A healpix map with the airmass value of each healpixel. (unitless)\n",
       " |      pa : `np.ndarray`, (N,)\n",
       " |          The parallactic angle of each healpixel (radians). Recalculated\n",
       " |          if mjd is updated. Based on the fast approximate alt,az values.\n",
       " |      lmst : `float`\n",
       " |          The local mean sidereal time (hours). Updates is mjd is changed.\n",
       " |      m5_depth : `dict` {`str: `np.ndarray`, (N,)}\n",
-      " |          the 5-sigma limiting depth healpix maps, keyed by filtername\n",
+      " |          the 5-sigma limiting depth healpix maps, keyed by bandname\n",
       " |          (mags). Will be recalculated if the skybrightness, seeing,\n",
       " |          or airmass are updated.\n",
       " |      HA : `np.ndarray`, (N,)\n",
@@ -562,6 +563,8 @@
       " |  __str__(self)\n",
       " |      Return str(self).\n",
       " |  \n",
+      " |  calc_airmass(self)\n",
+      " |  \n",
       " |  calc_alt_az(self)\n",
       " |  \n",
       " |  calc_az_to_antisun(self)\n",
@@ -586,11 +589,150 @@
       " |      azimuth : : `np.array`\n",
       " |          The azimuth of each healpix at MJD (radians)\n",
       " |  \n",
+      " |  set_attrs(self, **kwargs)\n",
+      " |      Convience function for setting lots of attributes at once.\n",
+      " |      See __init__ docstring for full list of potential attributes.\n",
+      " |  \n",
+      " |  set_auxtel_info(self, mjd, slewtime, sun_n18_setting, sun_n18_rising, moon_alt, moon_az, tel_alt_limits, tel_az_limits, sky_alt_limits, sky_az_limits, wind_speed, wind_direction, **kwargs)\n",
+      " |      Method to set all the information we expect will be required by\n",
+      " |      a standard auxtel scheduler. Extra attributes can be set via **kwargs.\n",
+      " |      \n",
+      " |      Parameters\n",
+      " |      ----------\n",
+      " |      mjd : `float`\n",
+      " |          Modified Julian Date (days).\n",
+      " |      slewtime : `np.ndarray`, (N,)\n",
+      " |          Healpix showing the slewtime to each healpixel center (seconds)\n",
+      " |      moon_alt : `float`\n",
+      " |          The altitude of the Moon (radians)\n",
+      " |      moon_az : `float`\n",
+      " |          The Azimuth of the moon (radians)\n",
+      " |      wind_speed : `float`\n",
+      " |          Wind speed (m/s).\n",
+      " |      wind_direction : `float`\n",
+      " |          Direction from which the wind originates. A direction of\n",
+      " |          0.0 degrees means the wind originates from the north and 90.0\n",
+      " |          degrees from the east (radians).\n",
+      " |      sun_n18_setting : `float`\n",
+      " |          The MJD when the sun is at -18 degrees altitude and setting\n",
+      " |          during the current night. From interpolation.\n",
+      " |      sun_n18_rising : `float`\n",
+      " |          The MJD when the sun is at -18 degrees altitude and rising\n",
+      " |          during the current night. From interpolation.\n",
+      " |      sky_az_limits : `list` [[`float`, `float`]]\n",
+      " |          A list of lists giving valid azimuth ranges. e.g.,\n",
+      " |          [0, 2*np.pi] would mean all azimuth values are valid, while\n",
+      " |          [[0, np.pi/2], [3*np.pi/2, 2*np.pi]] would mean anywhere in\n",
+      " |          the south is invalid.  Radians.\n",
+      " |      sky_alt_limits : `list` [[`float`, `float`]]\n",
+      " |          A list of lists giving valid altitude ranges. Radians.\n",
+      " |      tel_az_limits : `list` [`float`, `float`]\n",
+      " |          A simple two-element list giving the valid azimuth ranges\n",
+      " |          for the telescope movement. Radians.\n",
+      " |      tel_alt_limits : `list` [`float`, `float`]\n",
+      " |          A simple two-element list giving the valid altitude ranges\n",
+      " |          for the telescope movement. Radians\n",
+      " |  \n",
+      " |  set_maintel_info(self, mjd, slewtime, current_band, mounted_bands, night, skybrightness, fwhm_eff, moon_alt, moon_az, moon_ra, moon_dec, moon_phase, sun_alt, sun_az, sun_ra, sun_dec, tel_ra, tel_dec, tel_alt, tel_az, wind_speed, wind_direction, sun_n12_setting, sun_n12_rising, sun_n18_setting, sun_n18_rising, moonrise, moonset, planet_positions, tel_alt_limits, tel_az_limits, sky_alt_limits, sky_az_limits, **kwargs)\n",
+      " |      Method to set all the information we expect will be required by\n",
+      " |      a standard maintel scheduler. Extra attributes can be set via **kwargs.\n",
+      " |      \n",
+      " |      mjd : `float`\n",
+      " |          Modified Julian Date (days).\n",
+      " |      slewtime : `np.ndarray`, (N,)\n",
+      " |          Healpix showing the slewtime to each healpixel center (seconds)\n",
+      " |      current_band : `str`\n",
+      " |          The name of the current band. (expect one of u, g, r, i, z, y).\n",
+      " |      mounted_bands : `list` [`str`]\n",
+      " |          The bands that are currently mounted and thus available\n",
+      " |          (expect 5 of u, g, r, i, z, y for LSSTCam).\n",
+      " |      night : `int`\n",
+      " |          The current night number (days). Probably starts at 1.\n",
+      " |      skybrightness : `dict` {`str: `np.ndarray`, (N,)}\n",
+      " |          Dictionary keyed by band name.\n",
+      " |          Values are healpix arrays with the sky brightness at each\n",
+      " |          healpix center (mag/acsec^2)\n",
+      " |      fwhm_eff : `dict` {`str: `np.ndarray`, (N,)}\n",
+      " |          Dictionary keyed by bandname.\n",
+      " |          Values are the effective seeing FWHM at each healpix\n",
+      " |          center (arcseconds)\n",
+      " |      moon_alt : `float`\n",
+      " |          The altitude of the Moon (radians)\n",
+      " |      moon_az : `float`\n",
+      " |          The Azimuth of the moon (radians)\n",
+      " |      moon_ra : `float`\n",
+      " |          RA of the moon (radians)\n",
+      " |      moon_dec : `float`\n",
+      " |          Declination of the moon (radians)\n",
+      " |      moon_phase : `float`\n",
+      " |          The Phase of the moon. (percent, 0=new moon, 100=full moon)\n",
+      " |      sun_alt : `float`\n",
+      " |          The altitude of the sun (radians).\n",
+      " |      sun_az : `float`\n",
+      " |          The Azimuth of the sun (radians).\n",
+      " |      sun_ra : `float`\n",
+      " |          The RA of the sun (radians).\n",
+      " |      sun_dec : `float`\n",
+      " |          The Dec of the sun (radians).\n",
+      " |      tel_ra : `float`\n",
+      " |          The current telescope RA pointing (radians).\n",
+      " |      tel_dec : `float`\n",
+      " |          The current telescope Declination (radians).\n",
+      " |      tel_alt : `float`\n",
+      " |          The current telescope altitude (radians).\n",
+      " |      tel_az : `float`\n",
+      " |          The current telescope azimuth (radians).\n",
+      " |      wind_speed : `float`\n",
+      " |          Wind speed (m/s).\n",
+      " |      wind_direction : `float`\n",
+      " |          Direction from which the wind originates. A direction of\n",
+      " |          0.0 degrees means the wind originates from the north and 90.0\n",
+      " |          degrees from the east (radians).\n",
+      " |      sun_n12_setting : `float`\n",
+      " |          The MJD of when the sun is at -12 degrees altitude and\n",
+      " |          setting during the current night. From interpolation.\n",
+      " |      sun_n18_setting : `float`\n",
+      " |          The MJD when the sun is at -18 degrees altitude and setting\n",
+      " |          during the current night. From interpolation.\n",
+      " |      sun_n18_rising : `float`\n",
+      " |          The MJD when the sun is at -18 degrees altitude and rising\n",
+      " |          during the current night. From interpolation.\n",
+      " |      sun_n12_rising : `float`\n",
+      " |          The MJD when the sun is at -12 degrees altitude and rising\n",
+      " |          during the current night. From interpolation.\n",
+      " |      moonrise : `float`\n",
+      " |          The MJD of moonrise during the current night. From interpolation.\n",
+      " |      moonset : `float`\n",
+      " |          The MJD of moon set during the current night. From interpolation.\n",
+      " |      moon_phase_sunset : `float`\n",
+      " |          The phase of the moon (0-100 illuminated) at sunset.\n",
+      " |          Useful for setting which bands should be loaded.\n",
+      " |      targets_of_opportunity : `list` [`rubin_scheduler.scheduler.targetoO`]\n",
+      " |          targetoO objects.\n",
+      " |      planet_positions : `dict` {`str`: `float`}\n",
+      " |          Dictionary of planet name and coordinate e.g., 'venus_RA',\n",
+      " |          'mars_dec'\n",
+      " |      sky_az_limits : `list` [[`float`, `float`]]\n",
+      " |          A list of lists giving valid azimuth ranges. e.g.,\n",
+      " |          [0, 2*np.pi] would mean all azimuth values are valid, while\n",
+      " |          [[0, np.pi/2], [3*np.pi/2, 2*np.pi]] would mean anywhere in\n",
+      " |          the south is invalid.  Radians.\n",
+      " |      sky_alt_limits : `list` [[`float`, `float`]]\n",
+      " |          A list of lists giving valid altitude ranges. Radians.\n",
+      " |      tel_az_limits : `list` [`float`, `float`]\n",
+      " |          A simple two-element list giving the valid azimuth ranges\n",
+      " |          for the telescope movement. Radians.\n",
+      " |      tel_alt_limits : `list` [`float`, `float`]\n",
+      " |          A simple two-element list giving the valid altitude ranges\n",
+      " |          for the telescope movement. Radians\n",
+      " |  \n",
       " |  ----------------------------------------------------------------------\n",
       " |  Readonly properties defined here:\n",
       " |  \n",
       " |  HA\n",
       " |  \n",
+      " |  airmass\n",
+      " |  \n",
       " |  alt\n",
       " |  \n",
       " |  az\n",
@@ -614,8 +756,6 @@
       " |  __weakref__\n",
       " |      list of weak references to the object\n",
       " |  \n",
-      " |  airmass\n",
-      " |  \n",
       " |  cloud_map\n",
       " |  \n",
       " |  fwhm_eff\n",
@@ -675,8 +815,8 @@
     {
      "data": {
       "text/plain": [
-       "ObservationArray([(0, 0., 0., 0., 0., 0., '', 0., 0., 0, 0., 0., 0., 0., 0., 0, 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., '', '', '', 0, 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0, '', '')],\n",
-       "                 dtype=[('ID', '<i8'), ('RA', '<f8'), ('dec', '<f8'), ('mjd', '<f8'), ('flush_by_mjd', '<f8'), ('exptime', '<f8'), ('filter', '<U40'), ('rotSkyPos', '<f8'), ('rotSkyPos_desired', '<f8'), ('nexp', '<i8'), ('airmass', '<f8'), ('FWHM_500', '<f8'), ('FWHMeff', '<f8'), ('FWHM_geometric', '<f8'), ('skybrightness', '<f8'), ('night', '<i8'), ('slewtime', '<f8'), ('visittime', '<f8'), ('slewdist', '<f8'), ('fivesigmadepth', '<f8'), ('alt', '<f8'), ('az', '<f8'), ('pa', '<f8'), ('pseudo_pa', '<f8'), ('clouds', '<f8'), ('moonAlt', '<f8'), ('sunAlt', '<f8'), ('note', '<U40'), ('scheduler_note', '<U40'), ('target_name', '<U40'), ('block_id', '<i8'), ('lmst', '<f8'), ('rotTelPos', '<f8'), ('rotTelPos_backup', '<f8'), ('moonAz', '<f8'), ('sunAz', '<f8'), ('sunRA', '<f8'), ('sunDec', '<f8'), ('moonRA', '<f8'), ('moonDec', '<f8'), ('moonDist', '<f8'), ('solarElong', '<f8'), ('moonPhase', '<f8'), ('cummTelAz', '<f8'), ('scripted_id', '<i8'), ('observation_reason', '<U40'), ('science_program', '<U40')])"
+       "ObservationArray([(0, 0., 0., 0., 0., 0., '', '', 0., 0., 0, 0., 0., 0., 0., 0., 0, 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., '', '', 0, 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., '', '')],\n",
+       "                 dtype=[('ID', '<i8'), ('RA', '<f8'), ('dec', '<f8'), ('mjd', '<f8'), ('flush_by_mjd', '<f8'), ('exptime', '<f8'), ('band', '<U40'), ('filter', '<U40'), ('rotSkyPos', '<f8'), ('rotSkyPos_desired', '<f8'), ('nexp', '<i8'), ('airmass', '<f8'), ('FWHM_500', '<f8'), ('FWHMeff', '<f8'), ('FWHM_geometric', '<f8'), ('skybrightness', '<f8'), ('night', '<i8'), ('slewtime', '<f8'), ('visittime', '<f8'), ('slewdist', '<f8'), ('fivesigmadepth', '<f8'), ('alt', '<f8'), ('az', '<f8'), ('pa', '<f8'), ('pseudo_pa', '<f8'), ('clouds', '<f8'), ('moonAlt', '<f8'), ('sunAlt', '<f8'), ('scheduler_note', '<U40'), ('target_name', '<U40'), ('target_id', '<i8'), ('lmst', '<f8'), ('rotTelPos', '<f8'), ('rotTelPos_backup', '<f8'), ('moonAz', '<f8'), ('sunAz', '<f8'), ('sunRA', '<f8'), ('sunDec', '<f8'), ('moonRA', '<f8'), ('moonDec', '<f8'), ('moonDist', '<f8'), ('solarElong', '<f8'), ('moonPhase', '<f8'), ('cummTelAz', '<f8'), ('observation_reason', '<U40'), ('science_program', '<U40')])"
       ]
      },
      "execution_count": 14,
@@ -699,7 +839,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Help on class ObservationArray in module rubin_scheduler.scheduler.utils.utils:\n",
+      "Help on class ObservationArray in module rubin_scheduler.scheduler.utils.observation_array:\n",
       "\n",
       "class ObservationArray(numpy.ndarray)\n",
       " |  ObservationArray(n=1)\n",
@@ -723,8 +863,8 @@
       " |     (time shutter opens)\n",
       " |  exptime : `float`\n",
       " |     Total exposure time of the visit (seconds)\n",
-      " |  filter : `str`\n",
-      " |      The filter used. Should be one of u, g, r, i, z, y.\n",
+      " |  band : `str`\n",
+      " |      The band used. Should be one of u, g, r, i, z, y.\n",
       " |  rotSkyPos : `float`\n",
       " |      The rotation angle of the camera relative to the sky E of N\n",
       " |      (Radians). Will be ignored if rotTelPos is finite.\n",
@@ -788,6 +928,14 @@
       " |      numpy.ndarray\n",
       " |      builtins.object\n",
       " |  \n",
+      " |  Methods defined here:\n",
+      " |  \n",
+      " |  __array_function__(self, func, types, args, kwargs)\n",
+      " |  \n",
+      " |  tolist(self)\n",
+      " |      Convert to a list of 1-element arrays\n",
+      " |  \n",
+      " |  ----------------------------------------------------------------------\n",
       " |  Static methods defined here:\n",
       " |  \n",
       " |  __new__(cls, n=1)\n",
@@ -823,8 +971,6 @@
       " |      \n",
       " |      Present so subclasses can call super. Does nothing.\n",
       " |  \n",
-      " |  __array_function__(...)\n",
-      " |  \n",
       " |  __array_prepare__(...)\n",
       " |      a.__array_prepare__(array[, context], /)\n",
       " |      \n",
@@ -2265,67 +2411,6 @@
       " |      cannot be used with files objects supporting compression (e.g., GzipFile)\n",
       " |      or file-like objects that do not support ``fileno()`` (e.g., BytesIO).\n",
       " |  \n",
-      " |  tolist(...)\n",
-      " |      a.tolist()\n",
-      " |      \n",
-      " |      Return the array as an ``a.ndim``-levels deep nested list of Python scalars.\n",
-      " |      \n",
-      " |      Return a copy of the array data as a (nested) Python list.\n",
-      " |      Data items are converted to the nearest compatible builtin Python type, via\n",
-      " |      the `~numpy.ndarray.item` function.\n",
-      " |      \n",
-      " |      If ``a.ndim`` is 0, then since the depth of the nested list is 0, it will\n",
-      " |      not be a list at all, but a simple Python scalar.\n",
-      " |      \n",
-      " |      Parameters\n",
-      " |      ----------\n",
-      " |      none\n",
-      " |      \n",
-      " |      Returns\n",
-      " |      -------\n",
-      " |      y : object, or list of object, or list of list of object, or ...\n",
-      " |          The possibly nested list of array elements.\n",
-      " |      \n",
-      " |      Notes\n",
-      " |      -----\n",
-      " |      The array may be recreated via ``a = np.array(a.tolist())``, although this\n",
-      " |      may sometimes lose precision.\n",
-      " |      \n",
-      " |      Examples\n",
-      " |      --------\n",
-      " |      For a 1D array, ``a.tolist()`` is almost the same as ``list(a)``,\n",
-      " |      except that ``tolist`` changes numpy scalars to Python scalars:\n",
-      " |      \n",
-      " |      >>> a = np.uint32([1, 2])\n",
-      " |      >>> a_list = list(a)\n",
-      " |      >>> a_list\n",
-      " |      [1, 2]\n",
-      " |      >>> type(a_list[0])\n",
-      " |      <class 'numpy.uint32'>\n",
-      " |      >>> a_tolist = a.tolist()\n",
-      " |      >>> a_tolist\n",
-      " |      [1, 2]\n",
-      " |      >>> type(a_tolist[0])\n",
-      " |      <class 'int'>\n",
-      " |      \n",
-      " |      Additionally, for a 2D array, ``tolist`` applies recursively:\n",
-      " |      \n",
-      " |      >>> a = np.array([[1, 2], [3, 4]])\n",
-      " |      >>> list(a)\n",
-      " |      [array([1, 2]), array([3, 4])]\n",
-      " |      >>> a.tolist()\n",
-      " |      [[1, 2], [3, 4]]\n",
-      " |      \n",
-      " |      The base case for this recursion is a 0D array:\n",
-      " |      \n",
-      " |      >>> a = np.array(1)\n",
-      " |      >>> list(a)\n",
-      " |      Traceback (most recent call last):\n",
-      " |        ...\n",
-      " |      TypeError: iteration over a 0-d array\n",
-      " |      >>> a.tolist()\n",
-      " |      1\n",
-      " |  \n",
       " |  tostring(...)\n",
       " |      a.tostring(order='C')\n",
       " |      \n",
@@ -3067,12 +3152,12 @@
     "        obs['dec'] = np.radians(-87.)\n",
     "        obs['exptime'] = 30.  # Seconds\n",
     "        obs['nexp'] = 2\n",
-    "        obs['filter'] = 'r'\n",
+    "        obs['band'] = 'r'\n",
     "        # If it's been 12 hours or more, don't try to execute the observation anymore\n",
     "        obs['flush_by_mjd'] = conditions.mjd + 0.5\n",
-    "        obs['note'] = 'scp'  # Always good to set the note to which survey generated the observation\n",
-    "        # Make it a list of 3\n",
-    "        result = [obs] * 3\n",
+    "        obs['scheduler_note'] = 'scp'  # Always good to set the note to which survey generated the observation\n",
+    "        # Make it 3\n",
+    "        result = np.concatenate([obs] * 3)\n",
     "        return result\n",
     "        "
    ]
@@ -3122,11 +3207,12 @@
        "      <th>mjd</th>\n",
        "      <th>flush_by_mjd</th>\n",
        "      <th>exptime</th>\n",
+       "      <th>band</th>\n",
        "      <th>filter</th>\n",
        "      <th>rotSkyPos</th>\n",
        "      <th>rotSkyPos_desired</th>\n",
-       "      <th>nexp</th>\n",
        "      <th>...</th>\n",
+       "      <th>sunRA</th>\n",
        "      <th>sunDec</th>\n",
        "      <th>moonRA</th>\n",
        "      <th>moonDec</th>\n",
@@ -3134,7 +3220,6 @@
        "      <th>solarElong</th>\n",
        "      <th>moonPhase</th>\n",
        "      <th>cummTelAz</th>\n",
-       "      <th>scripted_id</th>\n",
        "      <th>observation_reason</th>\n",
        "      <th>science_program</th>\n",
        "    </tr>\n",
@@ -3149,9 +3234,9 @@
        "      <td>60218.5</td>\n",
        "      <td>30.0</td>\n",
        "      <td>r</td>\n",
-       "      <td>147.028312</td>\n",
+       "      <td></td>\n",
+       "      <td>2.566128</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -3160,7 +3245,7 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "    </tr>\n",
@@ -3173,9 +3258,9 @@
        "      <td>60218.5</td>\n",
        "      <td>30.0</td>\n",
        "      <td>r</td>\n",
-       "      <td>147.028312</td>\n",
+       "      <td></td>\n",
+       "      <td>2.566128</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -3184,7 +3269,7 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "    </tr>\n",
@@ -3197,9 +3282,9 @@
        "      <td>60218.5</td>\n",
        "      <td>30.0</td>\n",
        "      <td>r</td>\n",
-       "      <td>147.028312</td>\n",
+       "      <td></td>\n",
+       "      <td>2.566128</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>2</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
@@ -3208,37 +3293,32 @@
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td></td>\n",
        "      <td></td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>3 rows × 47 columns</p>\n",
+       "<p>3 rows × 46 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "   ID   RA       dec  mjd  flush_by_mjd  exptime filter   rotSkyPos  \\\n",
-       "0   0  0.0 -1.518436  0.0       60218.5     30.0      r  147.028312   \n",
-       "1   0  0.0 -1.518436  0.0       60218.5     30.0      r  147.028312   \n",
-       "2   0  0.0 -1.518436  0.0       60218.5     30.0      r  147.028312   \n",
-       "\n",
-       "   rotSkyPos_desired  nexp  ...  sunDec  moonRA  moonDec  moonDist  \\\n",
-       "0                0.0     2  ...     0.0     0.0      0.0       0.0   \n",
-       "1                0.0     2  ...     0.0     0.0      0.0       0.0   \n",
-       "2                0.0     2  ...     0.0     0.0      0.0       0.0   \n",
+       "   ID   RA       dec  mjd  flush_by_mjd  exptime band filter  rotSkyPos  \\\n",
+       "0   0  0.0 -1.518436  0.0       60218.5     30.0    r          2.566128   \n",
+       "1   0  0.0 -1.518436  0.0       60218.5     30.0    r          2.566128   \n",
+       "2   0  0.0 -1.518436  0.0       60218.5     30.0    r          2.566128   \n",
        "\n",
-       "   solarElong  moonPhase  cummTelAz  scripted_id  observation_reason  \\\n",
-       "0         0.0        0.0        0.0            0                       \n",
-       "1         0.0        0.0        0.0            0                       \n",
-       "2         0.0        0.0        0.0            0                       \n",
+       "   rotSkyPos_desired  ...  sunRA  sunDec  moonRA  moonDec  moonDist  \\\n",
+       "0                0.0  ...    0.0     0.0     0.0      0.0       0.0   \n",
+       "1                0.0  ...    0.0     0.0     0.0      0.0       0.0   \n",
+       "2                0.0  ...    0.0     0.0     0.0      0.0       0.0   \n",
        "\n",
-       "   science_program  \n",
-       "0                   \n",
-       "1                   \n",
-       "2                   \n",
+       "   solarElong  moonPhase  cummTelAz  observation_reason  science_program  \n",
+       "0         0.0        0.0        0.0                                       \n",
+       "1         0.0        0.0        0.0                                       \n",
+       "2         0.0        0.0        0.0                                       \n",
        "\n",
-       "[3 rows x 47 columns]"
+       "[3 rows x 46 columns]"
       ]
      },
      "execution_count": 18,
@@ -3250,7 +3330,7 @@
     "# Here's what we get when we call our survey object\n",
     "observations = scp_survey.generate_observations(conditions)\n",
     "# Pandas makes a prettier table to look at\n",
-    "pd.DataFrame(np.hstack(observations))"
+    "pd.DataFrame(observations)"
    ]
   },
   {
@@ -3342,7 +3422,7 @@
     {
      "data": {
       "text/plain": [
-       "(20, 0., -1.51843645, 60218.01030023, 60218.5094206, 30., 'r', 3.68081665, 0., 2, 1.89664641, 0.98008402, 1.73277524, 1.47634125, 20.92305527, 0, 2.4, 34.4, 0., 23.44362787, 0.55637516, 3.08694668, 5.24522132, -1.04078248, 0.25, -0.04118173, -0.3519616, 'scp', '', '', 0, 20.16279227, -0.00921015, 0., 1.34939344, 4.42978765, 3.25768712, -0.05016292, 0.48383751, 0.20978717, 1.73417563, 1.57264143, 87.34263115, 3.08765188, 0, '', '')"
+       "(20, 0., -1.51843645, 60218.01030023, 60218.5094206, 30., 'r', 'r', 3.68081665, 0., 2, 1.89664641, 0.98008402, 1.73277524, 1.47634125, 20.92305527, 0, 2.4, 34.4, 0., 23.44362787, 0.55637516, 3.08694668, 5.24522132, -1.04078248, 0.25, -0.04118173, -0.3519616, 'scp', '', 20, 20.16279227, -0.00921015, 0., 1.34939344, 4.42978765, 3.25768712, -0.05016292, 0.48383751, 0.20978717, 1.73417563, 1.57264143, 87.34263115, 3.08765188, '', '')"
       ]
      },
      "execution_count": 22,
@@ -3467,7 +3547,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x165903350>"
+       "<matplotlib.legend.Legend at 0x30491a650>"
       ]
      },
      "execution_count": 26,
@@ -3529,7 +3609,7 @@
    "source": [
     "# OK, so a detailer is an object that takes a list of observations and the current conditions, \n",
     "# and returns a list of observations. So you might do something like, \"repeat the list until expected sunrise\",\n",
-    "# or, \"repeat in 3 different filters\". \n",
+    "# or, \"repeat in 3 different bands\". \n",
     "# Let's make a detailer to adjust the rotation angle\n",
     "\n",
     "class PerpRotDetailer(BaseDetailer):\n",
@@ -3606,7 +3686,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x167375010>"
+       "<matplotlib.legend.Legend at 0x30388a790>"
       ]
      },
      "execution_count": 30,
diff --git a/scheduler/2-Scripted_survey.ipynb b/scheduler/2-Scripted_survey.ipynb
index 992ac6f..0271f44 100644
--- a/scheduler/2-Scripted_survey.ipynb
+++ b/scheduler/2-Scripted_survey.ipynb
@@ -10,7 +10,7 @@
     "from rubin_scheduler.scheduler.model_observatory import ModelObservatory\n",
     "from rubin_scheduler.scheduler.surveys import BaseSurvey, ScriptedSurvey\n",
     "from rubin_scheduler.scheduler.utils import ObservationArray, ScheduledObservationArray\n",
-    "from rubin_scheduler.scheduler.schedulers import CoreScheduler, SimpleFilterSched\n",
+    "from rubin_scheduler.scheduler.schedulers import CoreScheduler, SimpleBandSched\n",
     "from rubin_scheduler.scheduler import sim_runner\n",
     "\n",
     "import numpy as np\n",
@@ -62,9 +62,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Help on class ScheduledObservationArray in module rubin_scheduler.scheduler.utils.utils:\n",
+      "Help on class ScheduledObservationArray in module rubin_scheduler.scheduler.utils.observation_array:\n",
       "\n",
-      "class ScheduledObservationArray(numpy.ndarray)\n",
+      "class ScheduledObservationArray(ObservationArray)\n",
       " |  ScheduledObservationArray(n=1)\n",
       " |  \n",
       " |  Make an array to hold pre-scheduling observations\n",
@@ -105,16 +105,32 @@
       " |  \n",
       " |  Method resolution order:\n",
       " |      ScheduledObservationArray\n",
+      " |      ObservationArray\n",
       " |      numpy.ndarray\n",
       " |      builtins.object\n",
       " |  \n",
+      " |  Methods defined here:\n",
+      " |  \n",
+      " |  to_observation_array(self)\n",
+      " |      Convert the scheduled observation to a\n",
+      " |      Regular ObservationArray\n",
+      " |  \n",
+      " |  ----------------------------------------------------------------------\n",
       " |  Static methods defined here:\n",
       " |  \n",
       " |  __new__(cls, n=1)\n",
       " |      Create and return a new object.  See help(type) for accurate signature.\n",
       " |  \n",
       " |  ----------------------------------------------------------------------\n",
-      " |  Data descriptors defined here:\n",
+      " |  Methods inherited from ObservationArray:\n",
+      " |  \n",
+      " |  __array_function__(self, func, types, args, kwargs)\n",
+      " |  \n",
+      " |  tolist(self)\n",
+      " |      Convert to a list of 1-element arrays\n",
+      " |  \n",
+      " |  ----------------------------------------------------------------------\n",
+      " |  Data descriptors inherited from ObservationArray:\n",
       " |  \n",
       " |  __dict__\n",
       " |      dictionary for instance variables\n",
@@ -143,8 +159,6 @@
       " |      \n",
       " |      Present so subclasses can call super. Does nothing.\n",
       " |  \n",
-      " |  __array_function__(...)\n",
-      " |  \n",
       " |  __array_prepare__(...)\n",
       " |      a.__array_prepare__(array[, context], /)\n",
       " |      \n",
@@ -1585,67 +1599,6 @@
       " |      cannot be used with files objects supporting compression (e.g., GzipFile)\n",
       " |      or file-like objects that do not support ``fileno()`` (e.g., BytesIO).\n",
       " |  \n",
-      " |  tolist(...)\n",
-      " |      a.tolist()\n",
-      " |      \n",
-      " |      Return the array as an ``a.ndim``-levels deep nested list of Python scalars.\n",
-      " |      \n",
-      " |      Return a copy of the array data as a (nested) Python list.\n",
-      " |      Data items are converted to the nearest compatible builtin Python type, via\n",
-      " |      the `~numpy.ndarray.item` function.\n",
-      " |      \n",
-      " |      If ``a.ndim`` is 0, then since the depth of the nested list is 0, it will\n",
-      " |      not be a list at all, but a simple Python scalar.\n",
-      " |      \n",
-      " |      Parameters\n",
-      " |      ----------\n",
-      " |      none\n",
-      " |      \n",
-      " |      Returns\n",
-      " |      -------\n",
-      " |      y : object, or list of object, or list of list of object, or ...\n",
-      " |          The possibly nested list of array elements.\n",
-      " |      \n",
-      " |      Notes\n",
-      " |      -----\n",
-      " |      The array may be recreated via ``a = np.array(a.tolist())``, although this\n",
-      " |      may sometimes lose precision.\n",
-      " |      \n",
-      " |      Examples\n",
-      " |      --------\n",
-      " |      For a 1D array, ``a.tolist()`` is almost the same as ``list(a)``,\n",
-      " |      except that ``tolist`` changes numpy scalars to Python scalars:\n",
-      " |      \n",
-      " |      >>> a = np.uint32([1, 2])\n",
-      " |      >>> a_list = list(a)\n",
-      " |      >>> a_list\n",
-      " |      [1, 2]\n",
-      " |      >>> type(a_list[0])\n",
-      " |      <class 'numpy.uint32'>\n",
-      " |      >>> a_tolist = a.tolist()\n",
-      " |      >>> a_tolist\n",
-      " |      [1, 2]\n",
-      " |      >>> type(a_tolist[0])\n",
-      " |      <class 'int'>\n",
-      " |      \n",
-      " |      Additionally, for a 2D array, ``tolist`` applies recursively:\n",
-      " |      \n",
-      " |      >>> a = np.array([[1, 2], [3, 4]])\n",
-      " |      >>> list(a)\n",
-      " |      [array([1, 2]), array([3, 4])]\n",
-      " |      >>> a.tolist()\n",
-      " |      [[1, 2], [3, 4]]\n",
-      " |      \n",
-      " |      The base case for this recursion is a 0D array:\n",
-      " |      \n",
-      " |      >>> a = np.array(1)\n",
-      " |      >>> list(a)\n",
-      " |      Traceback (most recent call last):\n",
-      " |        ...\n",
-      " |      TypeError: iteration over a 0-d array\n",
-      " |      >>> a.tolist()\n",
-      " |      1\n",
-      " |  \n",
       " |  tostring(...)\n",
       " |      a.tostring(order='C')\n",
       " |      \n",
@@ -2375,7 +2328,7 @@
     "obs['mjd'] = conditions.mjd + np.arange(10)*0.5/24 + 2./24.\n",
     "obs['exptime'] = 30\n",
     "obs['nexp'] = 2\n",
-    "obs['filter'] = 'i'\n",
+    "obs['band'] = 'i'\n",
     "obs['scheduler_note'] = 'scripted'\n",
     "obs['flush_by_mjd'] = conditions.mjd + 10\n",
     "\n",
@@ -2405,43 +2358,43 @@
      "output_type": "stream",
      "text": [
       "Our 10 scheduled observations\n",
-      "   ID   RA       dec           mjd  flush_by_mjd  exptime filter  rotSkyPos  \\\n",
-      "0   0  0.0 -1.570796  60218.083333       60228.0     30.0      i        0.0   \n",
-      "1   0  0.0 -1.570796  60218.104167       60228.0     30.0      i        0.0   \n",
-      "2   0  0.0 -1.570796  60218.125000       60228.0     30.0      i        0.0   \n",
-      "3   0  0.0 -1.570796  60218.145833       60228.0     30.0      i        0.0   \n",
-      "4   0  0.0 -1.570796  60218.166667       60228.0     30.0      i        0.0   \n",
-      "5   0  0.0 -1.570796  60218.187500       60228.0     30.0      i        0.0   \n",
-      "6   0  0.0 -1.570796  60218.208333       60228.0     30.0      i        0.0   \n",
-      "7   0  0.0 -1.570796  60218.229167       60228.0     30.0      i        0.0   \n",
-      "8   0  0.0 -1.570796  60218.250000       60228.0     30.0      i        0.0   \n",
-      "9   0  0.0 -1.570796  60218.270833       60228.0     30.0      i        0.0   \n",
+      "   ID   RA       dec           mjd  flush_by_mjd  exptime band  rotSkyPos  \\\n",
+      "0   0  0.0 -1.570796  60218.083333       60228.0     30.0    i        0.0   \n",
+      "1   0  0.0 -1.570796  60218.104167       60228.0     30.0    i        0.0   \n",
+      "2   0  0.0 -1.570796  60218.125000       60228.0     30.0    i        0.0   \n",
+      "3   0  0.0 -1.570796  60218.145833       60228.0     30.0    i        0.0   \n",
+      "4   0  0.0 -1.570796  60218.166667       60228.0     30.0    i        0.0   \n",
+      "5   0  0.0 -1.570796  60218.187500       60228.0     30.0    i        0.0   \n",
+      "6   0  0.0 -1.570796  60218.208333       60228.0     30.0    i        0.0   \n",
+      "7   0  0.0 -1.570796  60218.229167       60228.0     30.0    i        0.0   \n",
+      "8   0  0.0 -1.570796  60218.250000       60228.0     30.0    i        0.0   \n",
+      "9   0  0.0 -1.570796  60218.270833       60228.0     30.0    i        0.0   \n",
       "\n",
-      "   rotTelPos  rotTelPos_backup  ...   mjd_tol  dist_tol alt_min  alt_max  \\\n",
-      "0        0.0               0.0  ...  0.000116   0.05236     0.0  1.48353   \n",
-      "1        0.0               0.0  ...  0.000116   0.05236     0.0  1.48353   \n",
-      "2        0.0               0.0  ...  0.000116   0.05236     0.0  1.48353   \n",
-      "3        0.0               0.0  ...  0.000116   0.05236     0.0  1.48353   \n",
-      "4        0.0               0.0  ...  0.000116   0.05236     0.0  1.48353   \n",
-      "5        0.0               0.0  ...  0.000116   0.05236     0.0  1.48353   \n",
-      "6        0.0               0.0  ...  0.000116   0.05236     0.0  1.48353   \n",
-      "7        0.0               0.0  ...  0.000116   0.05236     0.0  1.48353   \n",
-      "8        0.0               0.0  ...  0.000116   0.05236     0.0  1.48353   \n",
-      "9        0.0               0.0  ...  0.000116   0.05236     0.0  1.48353   \n",
+      "   rotTelPos  rotTelPos_backup  ...  observation_reason   mjd_tol dist_tol  \\\n",
+      "0        0.0               0.0  ...                      0.000116  0.05236   \n",
+      "1        0.0               0.0  ...                      0.000116  0.05236   \n",
+      "2        0.0               0.0  ...                      0.000116  0.05236   \n",
+      "3        0.0               0.0  ...                      0.000116  0.05236   \n",
+      "4        0.0               0.0  ...                      0.000116  0.05236   \n",
+      "5        0.0               0.0  ...                      0.000116  0.05236   \n",
+      "6        0.0               0.0  ...                      0.000116  0.05236   \n",
+      "7        0.0               0.0  ...                      0.000116  0.05236   \n",
+      "8        0.0               0.0  ...                      0.000116  0.05236   \n",
+      "9        0.0               0.0  ...                      0.000116  0.05236   \n",
       "\n",
-      "  HA_max HA_min  sun_alt_max  moon_min_distance  observed  scripted_id  \n",
-      "0    0.0   24.0          0.0                0.0     False            0  \n",
-      "1    0.0   24.0          0.0                0.0     False            0  \n",
-      "2    0.0   24.0          0.0                0.0     False            0  \n",
-      "3    0.0   24.0          0.0                0.0     False            0  \n",
-      "4    0.0   24.0          0.0                0.0     False            0  \n",
-      "5    0.0   24.0          0.0                0.0     False            0  \n",
-      "6    0.0   24.0          0.0                0.0     False            0  \n",
-      "7    0.0   24.0          0.0                0.0     False            0  \n",
-      "8    0.0   24.0          0.0                0.0     False            0  \n",
-      "9    0.0   24.0          0.0                0.0     False            0  \n",
+      "  alt_min  alt_max HA_max  HA_min  sun_alt_max  moon_min_distance  observed  \n",
+      "0     0.0  1.48353    0.0    24.0          0.0                0.0     False  \n",
+      "1     0.0  1.48353    0.0    24.0          0.0                0.0     False  \n",
+      "2     0.0  1.48353    0.0    24.0          0.0                0.0     False  \n",
+      "3     0.0  1.48353    0.0    24.0          0.0                0.0     False  \n",
+      "4     0.0  1.48353    0.0    24.0          0.0                0.0     False  \n",
+      "5     0.0  1.48353    0.0    24.0          0.0                0.0     False  \n",
+      "6     0.0  1.48353    0.0    24.0          0.0                0.0     False  \n",
+      "7     0.0  1.48353    0.0    24.0          0.0                0.0     False  \n",
+      "8     0.0  1.48353    0.0    24.0          0.0                0.0     False  \n",
+      "9     0.0  1.48353    0.0    24.0          0.0                0.0     False  \n",
       "\n",
-      "[10 rows x 26 columns]\n"
+      "[10 rows x 25 columns]\n"
      ]
     }
    ],
@@ -2479,11 +2432,11 @@
     "        obs['dec'] = np.radians(-87.)\n",
     "        obs['exptime'] = 30.\n",
     "        obs['nexp'] = 2\n",
-    "        obs['filter'] = 'r'\n",
+    "        obs['band'] = 'r'\n",
     "        # If it's been 12 hours or more, don't try to execute the observation anymore\n",
     "        obs['flush_by_mjd'] = conditions.mjd + 0.5\n",
-    "        obs['note'] = 'scp'  # Always good to set the note to which survey generated the observation\n",
-    "        result = [obs] * 3\n",
+    "        obs['scheduler_note'] = 'scp'  # Always good to set the note to which survey generated the observation\n",
+    "        result = np.concatenate([obs] * 3)\n",
     "        return result"
    ]
   },
@@ -2548,7 +2501,9 @@
     {
      "data": {
       "text/plain": [
-       "ObservationArray(['', 'scripted'], dtype='<U40')"
+       "array(['scp', 'scripted, 1', 'scripted, 10', 'scripted, 2', 'scripted, 3',\n",
+       "       'scripted, 4', 'scripted, 5', 'scripted, 6', 'scripted, 7',\n",
+       "       'scripted, 8', 'scripted, 9'], dtype='<U40')"
       ]
      },
      "execution_count": 12,
@@ -2557,7 +2512,7 @@
     }
    ],
    "source": [
-    "# Wow, note now we have 895 observations. Down from 959 before. That's what 10 filter changes in a night will do.\n",
+    "# Wow, note now we have 895 observations. Down from 959 before. That's what 10 band changes in a night will do.\n",
     "np.unique(observations['scheduler_note'])"
    ]
   },
@@ -2589,15 +2544,15 @@
     }
    ],
    "source": [
-    "# let's plot and color-code by filter\n",
+    "# let's plot and color-code by band\n",
     "f2c = {'u': 'purple', 'g': 'blue', 'r': 'green',\n",
     "       'i': 'cyan', 'z': 'orange', 'y': 'red'}\n",
     "\n",
-    "for filtername in f2c:\n",
-    "    in_filt = np.where(observations['filter'] == filtername)[0]\n",
+    "for bandname in f2c:\n",
+    "    in_filt = np.where(observations['band'] == bandname)[0]\n",
     "    if in_filt.size > 0:\n",
     "        plt.plot(observations['mjd'][in_filt], np.degrees(observations['alt'][in_filt]), 'o',\n",
-    "                 color=f2c[filtername], label=filtername)\n",
+    "                 color=f2c[bandname], label=bandname)\n",
     "plt.legend()\n",
     "plt.xlabel('MJD')\n",
     "plt.ylabel('Altitude (degrees)')\n"
diff --git a/scheduler/3-MDP_surveys.ipynb b/scheduler/3-MDP_surveys.ipynb
index 8721848..4e00111 100644
--- a/scheduler/3-MDP_surveys.ipynb
+++ b/scheduler/3-MDP_surveys.ipynb
@@ -41,7 +41,7 @@
    "source": [
     "## Footprints ##\n",
     "\n",
-    "First up, we want to define a large area footprint. Here's how we do it for the baseline. The end result is a dict of HEALpix maps, with filternames for keys"
+    "First up, we want to define a large area footprint. Here's how we do it for the baseline. The end result is a dict of HEALpix maps, with bandnames for keys"
    ]
   },
   {
@@ -178,101 +178,32 @@
    "execution_count": 9,
    "id": "fe525e55",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "'Conditions' object has no attribute 'mjd_start'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[9], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Instatiate our Footprint object, and set each band\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m fp \u001b[38;5;241m=\u001b[39m Footprint(\u001b[43mconditions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmjd_start\u001b[49m, mo\u001b[38;5;241m.\u001b[39msun_ra_start)\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m bandname \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mugrizy\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m      4\u001b[0m     fp\u001b[38;5;241m.\u001b[39mset_footprint(bandname, sky_maps[bandname])\n",
+      "\u001b[0;31mAttributeError\u001b[0m: 'Conditions' object has no attribute 'mjd_start'"
+     ]
+    }
+   ],
    "source": [
-    "# Instatiate our Footprint object, and set each filter\n",
+    "# Instatiate our Footprint object, and set each band\n",
     "fp = Footprint(conditions.mjd_start, mo.sun_ra_start)\n",
-    "for filtername in 'ugrizy':\n",
-    "    fp.set_footprint(filtername, sky_maps[filtername])"
+    "for bandname in 'ugrizy':\n",
+    "    fp.set_footprint(bandname, sky_maps[bandname])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "da526e54",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# The footprint object now scales our footprint properly by how long\n",
     "# different parts of the sky have been visible.\n",
@@ -285,7 +216,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "f42e103d",
    "metadata": {},
    "outputs": [],
@@ -320,131 +251,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "38604434",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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gf4HwYfvwk+5ko0Ku8xZ2Z4Vx8e1Tkp0OH+VZKNkRrvuX/zglRoamBFuLEr5dGhMR0bRwzqKEP2eRYGsq0M77d3qMGBkSfSfCe0SI2CyyfCFPCT/CLRJ+JF2U8PsMSSW4ieKX4Y4uiNbfsZOYKgdAU2miGCpmL7B/qJ/YFeaqFkSBPgoVgYj8GlUligpHAXvyiZwgmv3Xvnha8COIJRDOOAgikfmJ3Z1vnzOa+39jHWPep8RNYvzxduafd4V2sz8R0YJOjzrMh0+SpLSAEVGdJGX7L9AERkfwb56nzsmNd77fAkO0dAU7qm+XmaB3kpSmmAl9J0mpy3xxKNvmOapvxzhH9euSec29XJ+Brflxcv6nEuk6ejTNXQf1WDvdwXXMsu3mdUzPR1jM9qEdvp17LaaTnphmJu1LZNuTqO8/e9TcqFWxgLo0tewvgvdiQLmAiaepYoiogSW3A/ASF1WX3A7w0QQxVIgq0i4VFjFElE+dU2LIfAyAL73fXUu9311b9zDio/2dbvnfXa15+Dem/7npkZ5U+CKYE9rN/krw9IwPQ+V7tmdMQufbe5RkzjGFS0/zo4sj6RxpvLM9PjpgjlfZmiN+vOvTLq1Pu7n2ubRDc9qXhz651/vrgqMnfNnMWb5QdFuZcwxbSjjlr6Pvfybt0ox+HfPCybyObuY6FrDt0nVI7eul/sZ1TyfqPZUtktBNhlXnzGOq4lzuHM22XlhBrzg3isIKUSNE+kInRIlA04klhIgamOoUO3WuCjFUxn7k1LmmiaFCAka4hqrEkM7UD3/FCiBEiUAZxiZaJPxocefb59hoTifhU9+SJM1FZYj6ERWuXYz+UMr6JSKaFlLopNS2/nh5/x1KcyJqMF4p+hNghygflVFIKXTdhI+UTSVzfCQp6bE+upTmoiwZW1KaWWBK3HQyNxBEGf9JLxetUna49k7SG0SHzHauP5GcQie1d4gvwa2OmSW4B+cwInMq6eRKcBP1I0ULaCgWY0aJKlEtEEMAxKOqggdgjLAIulGU8JbWGCFKBAA1bouFHiVi1KkXGMUZFWIUKfA6RoUZ/VFIUSQpYjMKpKiX1M4VVRglVRVWiH5VEEOgLcQsHlFVye1CkaEqCitUVXK7wHgbUXK7CN6pe4F2q6oyZy5oKOgDoggUYWyiQwrj71StIzKFifqzmzPS2FREx5zod4V2xWyvk0+Jm/9QFFPrzDGRSq3LT+Y7gn/bOUT5FCzFXJp4p9apKIzpW0V08veKTx0cpLCJaWRdVsj00o5VyJiiSPk3bQ2vI9tfrSUyV+ooOzYhwx2boS7NkJDWl7snvA/1upqiSD3jqs2pY7ZKc1y1OZ8S3DGJpl5QTAG0kSaX3G5cQYXYoqiIcKuwylzl+xB5nNOE/YcyQBSBGhg7MaSY/3s1iyooYWL+uZmiSGGLiqhjZkqcEkVmupjybabWKTtmf12UmGlyPtGlrrHWSIkTMyVuzuHfTElTvs30NvFeiYJsuE7HTIlTQsZMMdOFkelfiSIzHW9oy7wOaQ2PvKZpblCQYDZ3jLsOJYrM9qEdvt3EFimSynDr+xKZZytRZBZWUKLILKwwS3NR9ySCggEAAAAAAABMLNEEEaJDALSPNq1PKlRyu2rqTVMPouaUekSJALAgVpLrddgCCKNYI2OL+NjW9HBFC2KuQSqynogrmCBFiYoiV6aLs55ILnIdjm/qnN7Ova6x1xP5bNSqEzN1LtqVzKVNnK0AYKe2kttE8dOdCny2B32nxq40N4qS2wE0odJcVWvRiAq+RwMqzfn44ETR7FMeR7NPgVgCQ8ay7LaGXnZbkSQp++fW7fRYsTQsKW2uQeLXBykkEWCuM1K2uP4LOnO0oDPHChB1jlgyu2TpbWWLExmdJGVFRidJcyWriYbpeLk1PQm/pkchiYZO0mP9d6nHrk+aSvrXYSu/nR3vsPw2h156W4e7jmmaY9u7lNL6tJMrv90l/nXVy29LSMe49i4lmdLbig51aC5Nc+W3FwjCrghRphgxc/gAGBVNF0Oj+kXfy09VZberFkXjvgcRUXX7EAWKIV8yexU9hX8MwFiKopJ7EQ3XGmX/Nn32I9LXCOmTWt23Lop89hXqj3e4bim3pshSOGHgh3T/8lojzr8uJHTfehGE/L0qHq3R1wfpoqiT9DLrcTJ7G2nTfl2USWuNTExRpNsa+gjbj0gvv62vfzLXRvnuSTRsz6KX4Ob2IzLbzf2IlDAyy2+boiiWBomyDxH2HwJto+liqJSP2MUVGrYHEVHc4gpNFEO170NUQAzFep8u+DH2LgJDxqbAgvDDxV3v4PefmerKH3LcHkVERFNSu7C3EJdGRiTvRWTbD4goX5hhYE/YE8hcvK9Y2BX25LHshRS6H5HUX9onaKG4f5A9ZWtRwp8Xuh+RZGda3CuI7287Jt6TwPa+Lb5d2o+IiGhKEFoLEz7ypbfH2I8oqnqBGAJtIOaGrFVHcWoXQ0TVldwmql0MERUsuR2c2hbQNbLIHkXJ7WAs14hIEdAZm0iR8De6xVv4yd5cr8NWmeun1uX/PrtCe5KkfDocpcF7ERHJqW0dwX+HUvacriUdLzStrks91vdUwqf1dZMe63sqmSsUQZLKb6uUOM6/lFrHprclc9Yqc1I7d6yT9Nj1Q52kx/afEto7lBaqMkfEl9/uEL9+aCrpsOuHukkSvfR26QiRig5BDIGmE1MImVRRLnkUYsjbRyHbLiVSwGaFZbdHEdlynVNlxLEJa4iIyPu+IVIEdCYpUmT+HqEiQmZxBZUO1hXazf56BEdPVdP7mVEeZYtbUK+iRWZamnSOHl3Sx6z38+mj9zPLVivfZrRjeK+M/ppd/Ry9n1meWvUzU8z0vqZ/NU7Tf8Yn8T71KFBH62PaUuMxo0yq3bwOlTpntncz96THtpuvh1pLxCkBlTpnHlORIrNdT53TS3DrqXN6CW61jqhslKi0IOqt2qXUAAAYBVWKIUVMUdQoMVTKh3BSw8TQwEeNoqiR6ZdEcUVRoH+IIqAz7qKIiOjud/IpUwuENDYpTa6TpGx1ugWdHitukiQVU94WWD58p4X0tk6SiiLKFHBE9nQ8MbVOSDvrJCmb/tVJUjZNsEN8/66xNkhnkZDaZhtXl3qs/6lkLifs+uPtiSlxoal1XUrZa5mmOba9S6l436eEMgmLLO+TbsKLpekk4UUUJbn9iIj6osjcj0ixeNmNon8fENYBE0HVG7A2bkNNnyFUnu5nW7hTre8iFFpLFIrFRePSLxuAlD6HtDowrjzizfkUOqnSHJFcUKEIIZXmFFWX/5ZS64jkQgQxCa00RySn1xWBK6rQEarW9X3zKZhF4IoqqGpzHKOqNW0WVYhF6XcTym2DSacKMRRefjmwf6ifqgsr+AyhogpzRM0prFBV2e3CYih2ylyB96kpftRziKLJYhKiQwpOFBHlS2mHlt5WESBzQitVmtOR1vsQ5UWR8u9beltFkqz7G0m2ciWr+7ZMUTK8V3Lpbd99gVQ0SVqjw/lXESDT/9BWvvy2wqfSXN+HupYFbLt5HSplTloD1bfl937Qy29L1ebMdpUyl+s/b1uvNGdSRfntUoJIrR+CKAJtoIooUZWRoVGJIidViaEi+yZVIIqaIoYGXSOLosaIoUHH8KFIIgiiaDKYJDGkUKLIrCjnKr1ttqv+ZjqcLeqjRJFURlvtQ5Q55ii9bfa3RbaUKDJT60RbxI83tPS2fo6Z2tYTy2Vny2+ztowpv83/8Fqy5yhR1BFs5UtmL2DbJeGjH5PKb+dszV/7NJMqp1q6Cd/O9ZeOucpvKzFUtvw2UuYAADItTLMCEahoD6IBESJFrnYA2o4UKQoldJPW2PjsR1QVUtTHJkrGxX/IRq1VELIhaxOIcldQYQ60gVEUVnAS8AthIworFIni+F5jQwortL7stiPCNaqy20F+IustiKLxZtxLb9vY9I3TmecqvU1auxNaers/LCG1rkhqW2DpbaJiqXW+vm2ltznfgxQ2M7VOSIXL+pdLb5vpcF1Hal0uvW1+XCHlt6eSWbb8troWs/y2areV8uaQym93iC+/rXqb5bdVO1d+m4jY8ttEFK38dikl0006EEOgFVQlhgpNNj0m4I0QQ4OO4badIqMhYmjQtYgoCsUrfS/QpucEq1GiqKLgE0TReANRlEef6OvpZXq7tD7IrAAnptZ57knUEfzrfnQh5Z0O57EnkZ6SpvvW09t6aTI4lkuHm/edS4fz2JPIlpKWT6/rsP591y4Nx6uXnx7a0gWLWYVOHcul4glrb7K2eB/6azuTdjLCyBy5EkVmO7cnUd+PXvp7eJYuivRqc7M0V1oYFVYzZXP1ABgVVUeGYkf9R7UZaxA1V4ULFkMFCBZFhcSw5VDFlQobsUFrxe9ViKLxZtJFEVdGu5cmbBnrXpqw/aWiCf1hyVEnroR23143t0bHdY6ELbWOszXb67LlqntpwpbRLua7w5alXp922X2I+v7da4R4e9y1dNjS2z3qsCW8bdXvxAgPddlrnKOELb09R+GvLZF9o1bursxRypbe7lFPLL1dRpsgvAPGmrbtP0TUoGIKOrELKwSOeRQpz3VvzFpVhblB9xHsQeQeRFxzHJwomn3K4yCWxoSxEEUFI9KbnL4w19ZJUjaK0klSVuBIleb6wxJS6yylrxd0+JQ0V7ludsyW1Dqpyh0nMDpJaq0ax0V+OpSy/btJz5IKx1+fLb2uK5TMVql1nK3Q0tt930z5dkrZa5mmOba9S6m19La1HDvT1k349ukk4ftTYq0yF7v8dqlpBqrLgSbTRjFUmEJpbb4dw+xWtZ9Po8puRxZDgy5NKrtdQAx5+RmxKJIeg/YyFqKoILoo0iMzusDQ26WoD1FWFImpdXoqnLDWh8hIkzPO0c/Tz5mzpNYpuoL/jB3LVFYXJdn7xacPZtLhEj0Vj0+Fs0Vkcva0af+caE+/98P+ttLbuq1u5loWsO36tUzTHNuetWOpTKddv1ltTn+mV5vT26e17zBblTldGOnV5nRRVLb0dpKmxWYvelgK64hA0xgHMVRoEht7LVHVYqgBa4maIoZ0Yr63GiWGdGqsYLjgx7+qzzmIRivLcUdar7j6vWvZ9m6SsilsSZLm1gcNz+Hbp7t82tl0Z5ZtJ+qLDs6/7TwuLYuIaGGX79+hNLfWiKgvOCTfC0Xf/DUu6qznfSc9azqeaC/h7Ul++teSvy/TyVyu9LZ+LMi30N5JemI64CLRh+2e8O0dygoivb0rCM2FCV85T2+fWvYXcSw2SisZiCHQJA465RXNqCbHUfXC/QaUyK66OMEo1hI5qfhlLLxvUExirx0yqfkaESlqP60UQxHZ6A2L2PbV313Gtt/37a3pb+dvm2v/27e2pVXnb5drX3X+dnTz13dkbf35a7vSn7+2K3vsj//fbmz7deftTr8/d89c++/P3ZN+tXKvXPuvVu5Fv/jSPqytn36Z//v94RcPoB984cBc+w++cCB95/P/nGv/zuf/mb6x4smsrSJlsaWUNCkdrpv0rFXrJLhKc92kZ600xyEVVJCYEnx0KHVWmguFqzQ3lXTYSnPdJIlSaa50lTkAmsKohVBVFeaIRldlrk1ltwuJoZaV3S4WFayg7DZRsCiqKgWzKiCK2kurxVDElGJTFD34va2IiOjv31meadef66Lob98aPtZFkf7YFEX6c1MUqefXnbd7pl1/rosi/TEniogoJ4p+/uX+8598cb9Mu/5cF0X6Y04UEVFOFIWW3u5SKqakSelwOqGlt4n8Ks3pFCm9XaTSnERo6e2+H3elOZ2yoqhQytz6O3aCGAKNos6oUOxJbKNKbpfyYasgEGirIjGU8VFkohLxPlYhhkrbJwpOn4uZgjkKkD7XLlothnQiRtNXv3ftQAzpbHL47TlxNPTPN2915E1sxOiRz/6rGDHa+Tl/ZCNGux99XU4cKfZ6/tVsxOhxx/yeFUcHHffrgRjS+ZcXXp4TRy4OP/6nrDg66iUXsylv3YRPXyMiWpTY0gf59Lou9dg0xalkjq0010l6YjqcWV576CNlj3Up5VPxaM5yjbzvLqVitbnphN8xqZvwkZjpJBEjNF1K2GpzHeqw1eYWULdQ2lwhVfPYD76abd/rzFcFtxc5R2IU5zTRh7qPo/AjMaprDB1XI6mqsELIECpP+6r/GitnAi5xErBFihBFah6TXFBBYunpi9l2UQxZ4MQQUT5SpCOlz0liiIhYMUTkHylShIohIv9IkWLlZ5/Ktn/5M4fSZz/9DNHPp885nG3/yDlHse3v/+TRbPu7PnGs6OONH3sJ2/76j72UbT/po/yPxy//yGtEH8ed/Vq2/ZizXyeec9SH/4ttP/xDfPtTzzqN/vWs09hjTz7rVLb9wA+ezLZLGsVF4TCPOQlVz0PbbbZttsr6LzPmkHbXJL7K+1iFn7ruo4Q69sDW9UQsqyis0Liy21VEWkZRdrtlVeYalYKpiBkdIqp9PysJqVS3dAzUS+tFUcTokEr53epn9wf4j+Z+pIxifeV5n/tX9vmXP3OoeM5nP/2MnDBSzz/+qSMz7R8/p//8Q5/690y7ev6eTz6f9fHWj7+Q3vrxF+baiPKiSD1/7UdfnmlXz1/zkeycSj3/j7NPyvn9j4/020xRpJ4/7+ysWHne2acO2o40RJF6/gxBFBFRThSp50/4YNa/er7fmdkxP/6D+WvwJcosMuaENyQKUGbC7eunikn9KMSJdDym/1H4CPE9alHUmJLbRNWV3a4y7awhexGNJJrl6aIKUdQYMTToGD6UUaDvVWSKIIii5tF6URQBc/2jlyhq6N+fL3WIIoUuijiBpESQKY6UKFJiSKFEkCmOdFFkCiQlgkxxpESQKY6UCDLFkSmKFP9x9kkDYaTEkEKJIFMcKQFkiiOivChS6KLIFEhKBJniSIkgUxyZoqgohdYQ7Xnqh6I4ByA2S24bTRmyqtd72Hyse/F9tPB/Ns21P/yi+2gx005E9OAL76cNv7hxkJ+/H7eGNvni0lz7fcc9QJt+aYlgK06k5c5j1tKWK/NVlFY9bx0tW5nfnLCIDyKiW5+3nrY9N1/G85bnzdK2X+XLe4aKxJue06Pt/r+8mrvp31Pa7n/zs5Obnp3S9ky7jRufRbT9N/IDu/FZHdrhG/m/iRue1aEdvmn5WwkUQzcesYB2OD+fr37DEQtoh28JOfaB9/HGZ07R9t/Nl4m96elTtN0FfPnYItx86DQ98sKZXPsth0zTDm+4NNd+w3sOpB1Oz7fbuPFdB9L2b8qfc+M7D6Tt35xvv+ntB9J2/x3mQ+Lmtx5Ej3zbL3Ltt7zlINr2Hfn2otz6xoNom3fn7d16+kG0zXvi+GnleqIKokMmq/6J/6xvuxjSqTrtOzptGy9R68asvyeuPvOU4PNRGQGMDaMSQ0TVpjcR2cUQx8Mv6rc/bBx/8IX304MvvH/w2GTNcatp9QtX59r/ftwa1s99xz2Q+dckqGKbRQzp/ypWPW8dERHdccy63Dm3P3+Gbn9+fhJ72/PW023P5yfLtz6v337L87MT9lueN5v5V+fm587RzUfnF5je/Nwe3fzc/Pvvpuf0224yjt3072nmX5MbmfYbj+r/n2t/FmuCbnxW/+P9hqOyH/M3qPZndQaPM8eP7NANR+XLsd545AK68ci8SLzxiAXz52WP3aDaj2DOOXyKbvy3Kb79cKb9mVOZfxU3PX0q82/m2GHTdNNh07n2m582TTc/jWk/dJpuPnR68FjnlkP6z294b76kL1FfFOXa3n0g3fDufPuN7+Jt3PjOAzP/Km56+4GZfzPH3nYQ3fS2g3LtN59xEN18BtP+1oMy/ypuectBmX9NbnnzQXTLm/PHbnnTQXTLm/Ltt77xoMy/g/bTD8r8q3PbGw6i297AtL/+ILrt9fn2VoohoqiZAtIPUGKkaEzWPUIMjYiWvV/KRg8hiMBYMEoxpKhKFPmIIf2xEkOD54JoIsqKojXHDYWQLop0MfT3Fw4fmyKolChyiCHzuRJDCl0U6UJIf3zb84ZCyBRFtz4v+1yJIlME6c9vfu5QCOmiSBdC+mMlhkxMEaQ/v+nZw8e6KNKFUObxs/T2RGs3RNBRQxFkorfdcKT2WBNFuhDKPDbEjhJFpgjSn+uCRxdFmXb9sSGC1HNTBOnPdSGkP9aFUObxobxAIhqKocG1aKJIF0KZx+/mH+tiKPPYEEHmc4UuinQhpD/WhVDmsSGC1HNTBOWea0Io8/hN/OOcCHojL4L057oQyjx+Pf+4tWJIAVFUmNaJobbTsvdLGVGElDnQeuoQQzox0+dCI0O2zKZeT/69oyd8q0jtqdhOtNmXA9PnPMXQoHtP/gaUxyWPVzZmOSSNIdSP5VpE/6JvyU4BH5ZjSbB/2UUsW0lqO4f3If6dFi2FXmTMof6lj7aY1yj6kM8JvsYi5wjt2/6f/INP60D6XBCtFENtHDNHy67jqg8iZQ5MGOMkhoj4D/yZ4++lhHFkE0NpmrDnKDrMsZRIPMdmi+OeYx+ku1/wUK79b8c+TH97wcO5dlEMpSTeZFH0kHxOkghzEMe9FL8MuPtom6hLdoqcw16H41vLdpg5loT6t5Em8vACXhN3JTvh/RL4ulPq+HE04FqKCBVKLS8nYzC+D4r3utj+vgJ8QAzx2KLyXKRoq5/dT1v9NKAqXUMYRUGF6LRxzCYtE0NFhTMEEWgt4yaGBl20P+aZ4+8d+tMcusSQD7oo0s35iiJ1Kfe+IJs6d8+xDw4e66Lob8cOhZAuiqxiaODc9G0RQ8I5mUP66b730mNyahVDkp0i53DtMX4+1V2G+ifyuhYvUeTzt2UVdx6iyPPvt6woKipUBg893neV+SDyel3Kbsbr87pADPH4pCjroijzGKJoNLRxzIoJEUNEEESgpYyrGBp0TbJiaOA3SYPEUJKkzkgRd9QlisxLUaJIF0OKu1/wUEYMKf72godFMcQ7V749xJBxDnsokU4i2Y9lcuolhkw7Rc7h2kO+BVxdE0MM+fgnCroWqygKSWErKopcf4qp9anfGJKinxNMk+V9V1YMOX0QWV+XsmIo4x9iKIiQIjbSmiKIohHRxjG3TAyVBYIItI4tfs1Poje4c2bwv3RMOi+0ffFdnI91tMGd+Qpo6hjbvkrwsWqGNn5vfm1OmibUifgh1UsTPiumwM8sZqTIZStNw1PxbLBeyqSQsfak9kSe58S6RtvEN+YMISVKOXsRXVgn8bHe37Z1NjG/6C3XEmvNg3y/AtMQi/ggsr4uUa9RsHXL0zaN46QJjKCggoQoin4ut0vHQCATJi7aCAQRaBVKDJlixfZceqw/D20noowo0gWPKX7U8w0MEaXEkCmK9Oe6KNKFhSSK8mltiShI9AIKmYwVywxHHZMm/5x/3o58zrDdPEn59s11sn8DDcbgeS0+ERBvUeTwLfbP+bacI+GdRpWy7eI5ntfiFdHwnXyHRNhM375pYrauHtcSLFhM37HSEIv4ICr2urj8m908fEAU8ZTeWHp+FmgKH/1500RR64ortG28ihZGtcr8NghBBFqDGRmSRIt5XGovK46I+qKIi/4MRJApju6yiyApYsQJC5cosgmb0Gpy3DGXKAqp9OYURUwqINt/4MRTDOVOFMYVMPF2iiLftC+Xb9s5EsFpVIH2HNcSlN7lmnyXEUMOH/qxMmLIMSSnYPERQ9X5oGKvi69/dTjAB0QRT2FRZMwAlfBpmgDSgRgaMRMkiiCIQKuRRI/reKx2u28hTY5JtyOSxRAAAAAwCmzpc9bzfpHf4BuANgFBBFrDXfssqnsIOWL9Muf0E1B2O/VILePKbrvOkarMhfrnIijOaFJolTnHT0T5dDy+38BPwPogZ3GF0LSvkF8Yqyi7HWLPcS1Ry24HrtkqUnbb2iXgWoILHyjfAdcY3wcVe118/avDAT5QXIEnpLhChsDaRKJYmhdDoxBFrSuo0LbxmrQwwoWy22AiaJIoipW7beP+NwwLFfiU3Q6pMhdadls/5hJDLlv697d3ap1HKiDXXzzsSL3K+fGYnHpXmgtN+/KZfHvfF79jXmW39WOe11Km7LZ3lbmyZbc9l3BVUnbb9O1xjZX5ICr2urj8m908fEAM8RQWQ4qSosgUQRBFDG0br2KCxBARBBEAhSgthjzQxdDAr6PsdiihZbeLYBNFRarZSbBeyqypYe1J7YFlt4tgm3zHTKxPhMhQRBdFy24HUabsdpAfuT1agUHL+66sGHH6ILK+LlGvEWIoiNJiqCCq+pwkfkLbJ4K2iqIJAoIIgAJE+SJy/DJXpOx2SJU5ovCy26FV5uy2AoWXKxXPco7k3zbJZ/1YRE9Q2e0iaV+2iW/QfXQfDyq7XeBaipbd9q4yx3bWfLv+fD0DdNYxpAV1alDKXcGy2yE+iKyvi3d0yQHKbocT5Ye5MrPAAP8x0+paV1iBqJXRlkkTcRBEoFVIexDVwSh+nQstu03kLzJCy26HVpmz2+L7i/ZDq8wx50j+vUWRRwTISxQVSfvyiQLE+Kledxnqn8jrWsqU3bb6zhyziKEQH65uHtdSVrBUUnbb1weR1+tSVhSh7HZxSomiGDNAwb8ufGKm1UEMjZiWiSKU3QYTQZPEkGIUi1k3fu+SoLLbRP2JfGjZ7YT8xZALm//gstvS5NYmiiy+2e9vlygKSIeziiLJTpFz2OsokSLIBYVC/dsITe8qMvm2dChSdrusGHIMye0/4H0X3wfFe11sf18BPiCKeAqJopizP4soipk+BzFUExMiiiCIQCtoohgiKvHrXMBf3v1veCCoyhxRX8CEVplLySZMwq7T5j+kylz/BGEtiK3SnMV3qIZNU8vMOLTKnGSnyDlsrmOJb182jSrQv43Q9K6iX8Kxqsy5DgdcS6F1PraUuxhV5lzHEgp6XbyjTOahAB9YS8RT6Ie5wGIKViJey1aXrqGtLl3Du2nZxJyIWicmWFom6lBlDowtYyeGFBVUmSPyj+aEVpkLLbttt8X3z9tSJ5i+LWJo4ES+ScFlt4m8RJHXW8LTN3n5Fvr7+rYc96oyV+BaylSZ64/LMaZMJ3EY7olK6tHN41qiCxXGcBkfzreNxz0rKoYGXTx8QAzxlErdjiGKSvjPpdJpQmisRFGbmRAxRARBBBrO2IohheUvUKoyZyOk7DZReJW50LLbdlueYmhwgvLtIYaMcyT/8omCH4sosr4lypbdtvq2+C3SPzHEkK//WOldPmLINSa2s+bbUwwJT/2wpaOF+HZcYwzB5SWKKhJDmTFADAUxiuI+ViL4HxRbEAQQ67Ztoqht41VMkBgigiACoBDRCipYvoy4KnOxkarMxcQmeqKW92adR746y6S/8hobo/pSTYmvMheRolXmgihTZS6K/xGseShaZS7Yj2wvWlV5y1sOa4fGG0kMSe2tXEsEKqfs1xYEEWg0TdqI1WQUG+KZokiJC6mgQkjZbanKnO7HJLTstk8EyHutkaPsNlHYHHCYjifYMv14REC8S2+70r58fWdseX4beP6inxNFrkiE57WUqTLnXXa7bJU5IaCX9+NuDxYspu9YaYhFfBCFp7z5+De7eaRBjpUoikSbym6LOL5HTVHUSjHUxjETtTeyVRAIItB4xlIUBVaZI8qLC5coCq4MN/9vrLLbIelwTlHkWXabSPvuCUrHE2wpPwFfDE5R5Jv25eNbSCv07u84lrrGEHgtQb/guURRGTHk8KEfKyOGHENyCpaQKnMihX2Q/+trG5JjqCFpkGMjiuquMKeosOy2F57fn0oUQQzVQMtEEcpug7GnyaKojXBlt2MSMxWu0VT9DT0x97HuAbSfVk4WJ5jrTqg+JdpKy2Z/IWuMAChCoT+Jq888JfY4ALAydsUVAstuE+VFhq3SHNc/414ou207z7fKXP+Yvey3+cOgc8+iAGEw6BmzypxvahtZ7otky1WMISC1yzkrDrFFQnEFq3+h37ydGGW3nelVscpuuwJ0AdcSXPhA+Q64xvg+KOi9Wqi4A+ff4ePWQ9sfJbru5Uv7/0YQRaPIUrAygg3KFct+AVE0clr2Q0uaFNcoLfuNAEwiYyeGFIFlt4mGosS37LatylwnSQfCKJe1UmI/Ip+y2/1j+f5ZO+YJqXZMOCfnxEMU+b6MHpNTpxgybbnEkMt3xpbvgg2/Y15ltzP+hePGuMqU3fZOrypbdtt3CZfHtRQVKoOnHtdYmQ8ir/dqUTGU8+/po82iSImhwfMSomgU61itlPVf4Du0daKordFv7geRhoMqc2CsaaoYikZg2W0iu8iQhELUam6WEtMhZbeLOU/Dym6XIGrZbfYcm/MA31L/or4TITIU8cuxSNnt4LdR0bLbsV7HpLxQcfsuUHY78h9KWTFU1EcbRdH1J2zEthcRRaOodCpSZIdrCYgiEIEYKcMQRKCxNF0MVbkHhCSGiPoTdd8qc/o5rHtVuU0eIWvLt8qczXdwlTkiIksqHuulxGalrB9LFMT6dpBshUQ4bBPPULXgEARs2W3XxDdWepdgJzzlTfhxwHbfiT9mfRdZrqVs9Tcix0tbpOx2sA+7vRhlv11pkJyPbS68z99BA1BiSEpDDRVFo9gLTyRN4xWGGGHKXW1MwCXWTYzfXSGIQCNpuhhSjHqXcF1c+Igi37LbREbGkkelOR9R5FvpzksUeaTiZbw5fGe+z31EkUdKmLco8vAt9s/4Fvrb8IyOpKH+ibyuJVrZ7aJiyOHDPFZUDDmGUi7dzjBcmQ9Pe2VEkffbVrPVVjHkYuSiqOwMsKz/Et+frYkStVUMtTCqhX2IAKiZaKkL80jRIU5c2ERRaNltovmMJc+y230/xfxz36NWURSQiudz1ez3uE0U+a4NIg9RFOBb7E8k2HF8IwSmiqWh/m2EpneFTr4dHYqU3S4rhhxDKpZuJxiM74OCXuMioij0NUmT8RBDzmIlAYyisI+Vov4jfG82XhS1VQwpWiiKylD4TwKV5kBVtCU6pIiWujCPuRnrwA8ze7AVVyiydie1nMenw8Xzb02tC0jFK4ww3NRW6S04VU2wZRNcEVKSvM5hU6ki+g9N74r8ZVykylyhIYSkpBVJt5PcjsBHVP8U8Rpr5voTNmKFjxQZYlNS57nu5WFRotg/yAVTo//dP3Ut/csLL8+1H/KiS+mQF13KnnP48T9l2496ycVs+zEvu4iOedlFufbjT7iAjj/hAvacE17+HTrh5d9hj/3ny7/Btv/XK8+j/3rlebn2N73qK/SmV30l1/6OE/+H3nHi/+Ta3/fqz9H7Xv051kcwLRR0ZbQJIkSgUUyUGLL89fmIIp9Kc64qc5lzBD+Sf1fZbbsdvn/ejn6S370e9IpZdpvIWxR5VZrzSf3y8m05R8I3VayQf6FfaHqXTWg71pvYXvciVebEbp6ThTJFD3zLblfjg7xf3zKFFXzLbisfTSumoIse6bGOTQyp++0rikadsp2jjP+SPyTu/qlrB491UaQLIf3x4cf/dCCGTFGkxJApijghREQZIWSKIl0InXBCVhQpMWSKIk4IERErhIgoI4T0x7oQKi2KWiaG0qT8DzwQRKAxtE0MRaGkKOIIqfQmld22nRPq3yWKvMtuEw1mRaMoux1aZa5/jnBc+qQO6e8SEiHfBq5UsUL+heOh6V0+Ysg5JocoCk0dFAdkb49Rgc0limJUmStTdjvqNXr6aIookkRPGTGkcImiKov6OIlVZa6gKNLFkA4XFTrkRZeyUSHVZoog9dwUQ+q5FBUiIjYqdMIJ36H/fPk3ciJIPTfFkHpuiiH1nIsKEfECqLAoaqEYikE0QfT7Uz8RrT30nLr9N9F33f6LtP9w5Qr2GJhM6s8EqTE/p2rfrqVGFfu3mq/4dXdeWssmA5NK3aIoVAwV4bpXlN+41UrdP4lH/JA/+IW/ZNunkjm2vZv06MiXXMIeO/qlP2LbX/AfF7LtLzvhe/SyE74X7P+UV/wve+z0V57Ltr/txC+y7e9+NT93mkpm2faP/ucn6KP/yc/FPnPS2Wz7l046i23/6klnsu1EROef/H62/XunvJ++dwp/7Eev/QDb/vPX8f4vP5UfbxFK/TmoXD01yTUnu1K7ftx34myzFerfNa4Ytkbtu27/sXy3TRRVmb/tKq4QUnrbtd6GzY5xFFfwLb3tU3bbu/S2KxUv50S+7sGPk5Zbk/PjiIKIbwfJjvWXeV/fQn8JV7f54zlR5PQvHPdN7/Kw5Zte5Sys4PqzTaxPPfxbhxG0lkuOwCTFfISscSIKf01c/hnfRcpuE9UnioqKnqBiCip9ThBFtVaYi1F2u8R353Wv2CPzvDsf6jIrpyoxYrZ3Ezk0ps6ZS7M3qDN/zvq0a/jW09iz5wxsGTfb5n94LdlzptW1CLbmyLz2vhg66zXnZNolIUQ0FEOf+c+syFBiyBRFSgxxokiJIVMU2YSQSwyZokiJoSte1/+3bG2D0r8PSJNerl/MibXrHNc4qxpXXb6LjqtqsVPE90SJosB9iExx4RJFtrLbRHLpbd9Kcy5RFFL4wCmKfFPx1INIKWQDP56Tb29R5OGbnL49ffhiaqBg/0I/V3pXgC1XepV3lTnfCbt0wPOeVFKS2jBaSdntlMJfE1//Lt8BPkYtispGgERRpN8LbzFZ8O99DCrMKVHUNb5E1XeaGZlR7aYY6dGwvxTN6RjnKFHUZT4ElJAxbSlRZPof2urlrkUxbYkyZX2oa8lGhpQoMsWQev6Zk84uHRlSz88/+f05EaSem2JIPTeFkHr+89ed5R0ZUqKoDEmalpP5vVW7lB4EACYHH/OSuocQTPCXkyCG1py+JidUFJzAsBVX6PXkbz7Rh+BH8m+7bMm/dI41msT6tkWAPKJDuQMWWyFrZGxvhZ7HhMi0HzJemxAMXDtDND+BC/Ivu0iCr10ak+0cT0Hk8m07x3Ye017EjuVHZPYaC12f5KPQ+6SA/yKvu9B/mx/cJzuKRKx0OGtKqvCRvfunhB/JioiLmKlyRfxHyqx49KeuYds7ScqKm06SstGZDvH9u0kvJ4YUi4R0NCKihZ31bHuXeqz/qWSOFUOdpCeKISkdblEi+U7Za5mmOba9SylNCdc+JUxeFtkiXwn/tptOEra9SwlNJfkjHepQV3j/LF52o+jfh9J/FnNpj+bSGOVKAOgzEWKIqP/XZ/wFrjm9v6+CWQFu4CfgJ9U0TYKqzBFp2TER/fN2+P68HXWSXyoe0fx1hFSZG5xkGVdo5Ic1lvB2XJN731/gXVGxgFQtIo8UH98UNiKKVXa7aJW56GW3Pa+lqKgKCnAWECNWH1J7RDFEFPaaxCjeUBSprHYRRDGUzP8vHOZS5wpnJ8SashX1H2Grit0/dW0uFY1I/u4U2+dveC4VLuFT14j6AsZMURv66eVsEeUjWbotonxanRIpM4atDvWoQ71cSl/fR0rr0wVsO8c0CZGnwT3p5Nq7lA6iahlbSU98W3WFt8m08P7pzttfb2iLzvw9mjPePwuoSwsof89DKS2Ippb9hYgIoghMLLFyuZUYGjR7iBIpOuRb6a2TpGKluTKlt3X/PqLIu9Kch/jI9PAVRb4RK49JeCVlt62+hXYJT1HkVXZbP+YQQ8xDeVy+k+IyoshTqBT661Y6tmSEyafsdlEx5PZBxV4TH/96t0g+bj2kmtS5mEUSrGIo05HvpouiWvcfilVlrgC7f+raTJU5XUjo35m6KNHbdSHREW50Lq1OS4PTI0mmKNIjLbp/XQzp/n1T9IbjNVLk5m0poTL0PRRF0honXQzp7ZJ4EkVV0qNpbbw9yuptXQzp7boYyvSXhKYgV5QQUlqkDFFrjEAUgbK0LToUbVNW4S/RJop8xZB+jug+MCKUJGlQ2ptNFAVvsJqk/mW35/uLpiy/yIrjskxSg8puW3yLs1Tb5LWustuuY5HKbgcvj7KJokChIna3XHesdDubKCorhpw+iIq9JoGvle01CfERWxTVIoYcXPeKJfWX3I5Bge9Oqdz2HHXY77D1aZdtn0s7rBhan3bFggc28dIRUuvWp102MjSXdlh7/evI959JuzkxpLAJGGmNExcZ6qUdtv96ob1HSUYI5fwnYZGhHvFiaH3aY8XQXJpGiQrpRBVEXSbfDwBf2iaGiOL9SvfAG1azosG2liikypyLXprwWUsW/75V5mx2pP7DY5xzSyoe1+haSxR6Hy0iJqiggsW3OAu0TQ6DUvfsx9jJm2uSHXAt1kmuYCc85U34YcA2VuKPid0t1+G1t4+Pb8v7rWyFN6cPovDXJLL/0DTLW5/qL4psqXAxxRCRJf2Uu/ZRBF/qnq4V+O40q8sR2YsR2Epec2lfU8kcm4omp8GlbEqdsmXzz7ZTj7U3nczlqsspO1zq3lQyy7ZLwk0d45gSfHQopRnuXs3/P8e8r6W3HLN6QPPPH+kmCc0KKX9FKV1UQbH+jp0giEBh2iiGdMpEih54w+rMcyUefAsr+EaKJFFi+lHmfAsr+ESKfFPinP08r2lg1hE1yfi3TcqUHc+IjjNSZB73sev7S7krUhQQPUhC/XsIFO9f/H0iBoERtpxvj3sRLIaMY2WiOL5V5oJ9FB1f5EiR7+vhFW0z+mxz0X1W36bg2e3Tq9n22DgjRZ46YbdzHiw+iLJTtbI/BJY8X0WKTCGkokGmENGjRLoY0aNE+jmZPoZQUP24qInqa/pX4zSFUMYn8T71ogp6lMi0pcZjFltQ7eZ1qCiR2d7N3JMe267ft+nM/cyjokTmMRUlMttVlMgUQnqUSC+qsIC6UdLluLEUBmIITDJFI0WmGCIKj/D4RIp8xRDRfIZMQJW5oqW3OdFgXW8UkorHD8nu35b+lKRBk+9opbdDy17bfNjsCMeild2eH1fQxNkVlSgrhiw+1LGyYsgyHOeb1FcMFfKRuHxYBuY3JLt/yXdoJGrQId9kixRxoidm4YRCuCKXBte/fMNifmJM1crsQxSp5DYXFeqlCRuV6aUJdZN8hTe95LaOihJJURMpTa1nSYXjokIqpS5fOrzv36wwp6JEclofX3mOTcOjLts+RwlNJb1chbk5SqhDaS7VUEWJbG8rW2Qo7z9lo0I96lE3SXIV5mJGiaKpGKwfAkVpe3SoDYRUmrP1L5KOF4JVPFXs20YqVYcjYscVa2lZIWyzxyJpXLGIVGUuKq7UQenYKFKaRN+BKYgjoIj/0KWDsahV9NgIvR9JSte/YoNKhuL2ncRbS1QAaS2RrcIcmwoX+Q9EFlDh65LY9mjlAd0V5rh2qbpcTIoWVYgBwjoAAAAAAACAiSWaIJpa9hdEiUAwkxwd4tLliIZREt/oTYzS25nzHP3NdtcaIt+9iLyqzXnuRTToFVKwwec+hqbC5YypXCU/39H3IbLZYo4lwf6FfmXHlRmTo7/vPkSB6YN5P37tRdf3+EZQyqxRirovVIh/1cXzNXH6EK7DTJurOzrkXD/kG7AoEy0vO00rGxkqGT5X0aH8vj19u2bxA9f+QyZ6ap1Z4GC4Z1D2HujFCnL7Gc3fcDNC5dp/KD9eOX1vuG/Qgtwx7jpUdMhst+0/xFGkytx0kgzWD5lnF9l/KNb6ob6fyEAUgUkktKiCSwwpXKJIEkMSLlGUWxLi8O9betsmilzfr9JeRN6lt31Eked19E+SjNnvibivUGh/aTwRy24TMVWxnP6F42bBCR9B5jsxLiqKQtYAWbpGX6Pjvf4oLWY/yAeFvx4+/qX+ZX04RFHjxdCgo8OQYadQ2lzdJbcLYqbKKTFhfk8qUWK2D9YGEd/fVnKbS2+zVW0jyqfKzWn7GfHXke2vNmW17T/E++VLbk/TnHeq3HrBh0qbM8WQesYJIXXMthErlyrXmf+PI3bJ7b6/CoAoAkDmodPvD+ofus6nqTR1vDV/x8ehZddgFUUNfJs0cEjFaNmFxBJctx0sF1gYBaIYisT1rwwURUVmfg0TQwrbuqE6ibVuaBQU2Yy1TqoQQ0SRBZEKXaHiHPDlhytX1D2EKIRWmQsROa69iEL2I3JVmwte1xvBt4qo+KbWkSsVjx+SSPBeRI5IiHeFuYKpX7zvAv0dx3KTuIJpS7H2IbL6zrXzRpzpdsIxsXvRCXvpdLtE/6ewfbsPcl5H2X2IXK9HpSl9I0Tcg4jt7DguRG69RVHR6VmsSjEFhZW5B5GqzsZ9P04lc2x7kU1Xibg0OD4VTbdlpsKpVDwupc62/xBH0SpzM2SmE86n8xlvOlVlLpcaOF9lTtp/SCKkylzfv7z3ENGwslzMdDnbeAAYGZMkivTokI8o8t2LyCaKXOWvc+dY/HDtPqLIt/S2UxT5puJlnMjXnfHvI4o8J+BOUVQk9ctn8u0z+wtKpxLGK9nyuA6vX/19JshFxZDDh3msjBgqVEnNmW7nmYLo0V42Hc2K4xzf18Pr+jzE0JK/VvOrsi9eG7MG/yIV2L/sjK+sKCoZZVKiKF+mum/XTG1T7WbJbb1amt5fX+cTWnLbtJU5x7A1SNGzlNvWxZBeblu3NZe5jlm2vchGrGx/S7lt/W01lw43ZTWPzcy/f3LnZPY+Gh7pZfZdqj5CGV0QIToEijAJoohLlYuZDieJIpe9qvci8hVi+jl8e2B/In8xlDlJ8BH4kkTdiygkEhFxH6JCWK4j2j5EgWKot0hI8XCIohiRoWh79FiMrd12JsxHUiAdLVSwWJB8r/vHh8J8WN4LnI+6RZFIcGSUf3Nao0R1T80iTWhDU9GkaIp0zlzaYcVCf88gLoOjI64xkvYfIpKvo0hUKOb+Q1y7VIAidlTIFRnSibn/kCL6n0hnqz9hDREIZlyqzUnFFR4+/f5CP7KGpdbJdtI0CdqLKBV8SL5tPxzqUar8MX6sHNJeRNbiCiFV5gYnCWOyTp4D7olkK7Q/kWDHNtOWDxU6FngdMVK8qENkFFMiIqLedEq9hcxmjZIYIqK5DXo0tyF/fG5Jj2aXMhOjjedo/Sb5L+P1m87R+s2Y9s3maGbzfPvMI2Zp5h/yE5mZLWZp3Vb59nXL19O6rfPCZ902ghgiorWPnKG12+WPr91+HT2847p8+85rae0ua3lbu66ltbvlj63b/WFau8fD+f6PepjWPjrfvu4xD9HavfLCZx3TRkQ0s/eDNLP3g+yxdfs8QOv2fSDXvn6/NTSz/5p8+wFraOEWvJ+qsRZVCI4MyT+SiKIoxrSs5nVEaUJ09SsfnWvvJGkuFU21h+w/xG3eSiQXVej7sBdV4PxPJXO5lDpla4a7DsFOl9JcZTnVziEVVZCKMFhtJT32LaWKKnDHppOEP4eSXGU5IvveQ4uX3cgeK0NlvxlAFAGQx/zu80mJ80ut4/2laWKkt7lFUSaDo2QEy8e3/h3rlVrnk4qXcRAoimx4iiKvSnOh6V9eqUMeFxQgfLzWPgReRylRpH1j6fOA3rT2t8CIIiKiucVGpaYNLEJpyfCYLorWbzycTOiiaP2m2uPN+Me6KJp5xFDw6KJoZovhY10UrVu+fvhYE0W6GDKjRGsfyQultdvnhRBRXwwNHhuiaO2u2jFNFK3bfSh4dFG09lHaY00UrXvMUIzookgXQ3qUSBdC6x6bFUXr9skLIaK+GGLbDxi2j1oUeVWY843Q1lVyu+Zy29Lnhv7dpYsivT2TCkd8/0xKndY/k1JnpKLpa4wytubXBZkUEVa2ctvD61jAtuvXoQshvT1rJ9s+WCulXfd00mOLKkhltofn8Qd9NmLVy21XVVCBiChJ02r2VF9/x05EhBQ64GYSokMccwEpaUSyeJrr2dLCwn1wV2Gz41t62+lbuA7Rfk/+bGFPcaXPhVyHLRonvR6Sf2mS4rPmwGwPyV9ypM+xYsh2TuB1REvZ6ggif12HjQ51H+6wYqj74PxeF0vyxxas6WTEkGLq792MGPIiNGVSuD6p/6JbplkxtOimaVYMLf7rwowYGvT/0yIiyoqhwbHrF2XEkM+4EuE6RB0s3ie+feGVS1gxNH3Z0owYUqy7q0C56gJ4l9t2tofZ2e2Tguiru8JcoC3pI23PT17D/lg4lcyx7d2kx0aGppI5NirUSXqieJHaiYgWJev59g7fLqW7SXa6SY+N2kwls2x7J+mxUaGOaIdv749Juh9s8/w5/MEp4Y27MGHC/9RPm1NiKHYxBQXUCgARmH3jvbT+Tffl2iUxlFK89UO2tUOjIFaluVhrh2olTcLWDtnWDjTx+iRsQw2tMsfasPkWBLZnpGjQvqTHiiEiovUb8RMBLnXOSpHJcaAwDo4M7SS07yKnzwWLIcvrxy4fCxRDSUI083g+YsSlzhGNPkrkRej73NL/+leNRvAFUUBYcS/5np+8hu1rEyqxiFFUYWgr3joijpilvEe1johjFAUViCoURFUpODBejEt0SMGJIhu+osiVWudTZc48x0QqvR2r0pwPlZXe9imu4HsNHmlhUQsqePl22Jf6W45FK7ttEG0zT9JueZFoWmZQNh/qhnjakigTKfC9vsD3nVS90eZDFitCs48PL/uRUm41RiGKvKrLERVYR2Rpnz+WEUVmaa8QYiQSRZrUhoohn3VBZnW50HLbGVtMuW3eVo+1pcRQT7CTv44wMSRtJqtKbef6z5faJqJMuW397TTHvD3UsRnjvTM4x/gDUGLIXJlkiqEqtQUiRKA2xkUMzb7x3sxzJYps0SEdlygqW3pbtxVSejv4+9khKGorvR1Sac4ligLmBdFLb3tP7h2D9BBDg6eRy24XCnr5ZiAWFUU+YsjXlkSstCmrjzDf0o8MLKk6p6AYcvgYvBQlxFCTcYoi3+tQdkLfN3XP9Eq+UOrlN8WQXm6bazdFhFoLE7qORyo6YFsTJAmxvj2/yJBebltnbnAds2y7eR1q/yGzfWiHbw+NCnVI1t1Su1RdrpskI4sMKSr9M0GUCIw7c2+6h21f98a/R7EfM32ukSlmTaRItKvQhjNjSpEUwNB1Q7jdQwqkXbZFSIyCRVvyFezGhetPXFzvAGqKDDWVkDS5DvGiqktpocgQh+++Q8P2+qhaU1R+bag2BzjGJTpEJE+UxchPgO00TaKX3vYdr+tX23wqnuzXbofvLxIq7EZReju07DYRk5sY2H/gW+gvYTtsHEuK/CJtuY7gCnMhAYOiURjL2yn3y37RiE7ZlD4bic1OQAqZ7e8qloByfCaKf/uxosu59n7/qkVRcGEFiYiffWF2SrwBIlSXK1Jum8NWbpujaKntIrbMctuqupxZbltFqsxy2yqKlUvBmy+1bbar/uuF9p7x5lTV5aRS2xJlqsvpVFldbuh7BMylPQgjMHbo0aFsCezhH7qPKPItvc3Z0gWOSwyZ53EoH7lMqEgFIEInLDojKb3tEHX9EyRD+piEPtIEO7R/zrfQXyJAFAW1e1xHJaKo1pQ0z/PLiKIyZZsDS9nbfMiCRWj28BFNa5UsylKFKEqTNF7Jbd1O4Hvm+leWiBLVGE40325KFJnfh0oUme1KTOjrYPT+ZlqbEg1mKpxZbtu0o9DF0JxYuju7XonDp9S2TztXXa6QHSn1L5HF0HSSsGKoS0lGDKn9hzrz/ylUqe0F1B2JGOqPoWL0EBdEESAaj+gQlyqXJCkrbmJEipy2CvwSGBzZsrSHlN62TVyCFkUnqZ8Y0vpLJJZf2VkfFlHkLYaKEmuSn9htsesebL4DrjuqKIohhlxRopjCKoTQ6ysiimz2mdMKiaKAz8AiUaImVqiMvhFrzoHkmO9fSBTFEkMFokQ++w55tUeMCnECRu05FLLvkGSrQ70gMbQ+XcC299IOK4Z6aUeww7f3KGHFUI94IdQjWQj1qFxUaBRLcEYSIcJaIqDzw5Ur6h5Cae75/tZ0z/e3zrVLkRwbYSlxcjQpdP2QrdpcyEQltZSarrT09nwKINufdSDfoP6kjT8WHgWTDhRISYowERJJ7bbYCZ3Vt3CMi2yGporZ5sgx0tEsfztpkkZKbSuQNlVE5Ab4Tlz3jzmtUGGFgB8uihRWCK0ux/Vfe+eGfOeCeFeXI4r3Y0Zo+6iIWG6b+w6cSubY9m7Sy6V+qf5mKhpRX6hwKXhcKtrAjjCN7oq2eqyt6WQuV1lO2eGYSmbZdUSi2CpRXS7bHlY0wXXMp9T2qDREZRuzmqy/Yyds0gpytDFadNc+izLPNz/sNiLKf8mqD2hRxBjPXalzvtXmfFLnfDd/VaZ8N1n1mYD4TF68Jjg+NjNPHIKIPUkYk09qmM+v9R5+M+f4Tsxd0Sirr+zTJNi31C+Ztxc4Jt+AQdFIkUsMhdiSKCSGPc5PhMcevhMf+4bdUlXmPH68KFtlrmikKLYY0nGmzPlqBWXH9z0o9N/tE8IeUqLfEkqqZIRJ/xvXiyroPyLqERi9XRcS+sRe75/poz3O9NHOlfuYpaLd/XRbekEFPUKk2+lmrmGWbTcFj4oSme3qHFMIqXZTCKkokTmDV1EibmavokS5cwaV7bJHVJTIrCy3gLojE0QjUyiIEgGOcYkWcVQZKbLbkY8FRzuCersnHmNdejs3JqGfZMd1s4MiHjZVHOYjOEJiue7KxJDYaLFti2pRgQhZEXwnt0XLNvsKhAkuuV2lGHISLQIYyT5H0d/MI7xASdoXQly5bS4drZcmbLnrHvH959IOGzlZn3bZUtu9tMPboQ7NUYf13beVT6nrpR2aTubYUtucndBS24qqq8sV2Zg1ZAPWUWqHkYZssIYItB0zOgRAIym6Xok5LXgNjUUwNq7KnC0wgtreYAy5/lWBa4kaVFRBUec6ItaOsIaoiC3bGiIuRa5LKWtrmuaENU8pK4a6QorcdMIl8vWjQ1JkaDpJ+HMoYcVQhzqsGBpVMYXhOEbI1LK/QBSBDG1KmZPEkEqZM3/hVOlnvkUVXClxvhEkn5S5tpbeHtjP+XWkzPlWmcucJIzJ89f42spuu8A8vzhFX4Oy65xcYs8zajlo9rWv+ShVYc7iY3AJY1hy25ku5xt8cUanw/p7i6Kay20T5cttq+8oc32OajfXBqlJfq4i3LwoMNfzKAEzZ/xRK3HhW1kua8sYU8RS29w1qFQ5rtR23w7fzpXa7rdnUalyZrteTCF3zrzt9YYGUKlyc8b7ZZSpckOfNaBEEdYUgXEjESqfdYQKdI4fqf3tWCquSQSPVegf6lu2E/gdmqRhkRBL/3DfJKeqBY1JsBPsV2v38W/zqx3LREm8fAs2jbLbfIRHOF9Ibcvc6jKV5iypc0maDCe1VaYl2ShSjKFJ9i0+ol1C26rMhRA61ljXVlNkqE1RIYmYUaGQ9lGU2eb7y++VJu43JDFyRYIy3EAxDtEhjio3arXaKfBFGLP0dgy/Iym9ba24xR6qtvS2TZwEl74OFGMWWyi7rXwEpgxKFFrjFHBtRaJEgfeu6pLbRYghhhZv9UCk0fRpgxi6/kRLlKjGNDkOblPWSWVSxFAddQdqDdEgQgTGgXEsqqAiRLmsLkdan+8kxFV6mxtnknDpbYncn3WQOCaI7CH+vlkmoEGlty1+UXZbnSB0t4nAEB+Wv5naym6HXlvIe4jUDwBh9479OxCE9eDv1fMHi6JFFcqW3B5FtEgkWCBV3B6TikWVFIWJFwHi3xeSHZtvKZpkFlRw2ZlKZnOpfET9a5hhIiudpMf2nxLaO5TSDFeOnIjmmNvRIaIZ4Q+tQ0Rzxj2cSjo0lXSol6vKl1A3SWhWEHWjohZFgopzYNyiQ7oo0r9wdZHjU37bRxT5lN/2FUU+qW7B39mR0lRi/PJrC4LIjj3se/wa7yWKdDuh/TN+hf4Sti66u2DfQh/NTiWV5sqIIpcYCrElUSqlz+PaioihAKQfHbwrzHnY5w/EGb+P35hRIq89iHyuwUxZZZ0V7y9GicruxlLiBZLeCr9/xZ6Dx7oo0b8PdSGhr4cJ2RyVqy6nbHB2VEU4TsRIxRa46nK6rbzvduw51LEca2plOZ3aQjQQRWDcKBIp4o7YRJHvXkR9O6Jb67ofca1TgG+baAn5RdcqioT1TGx/4vuLvqOJOulA6ATZ4ldIJQzqbzmGstuetiRipPTZKCuGbPcttYkVoTngtUkpjhgqEiWqOnXOKorGNTLEhvHj4RIlPv1VqW0TVWrbRJXaNlFltjlUqW3OFieEeoKtOUpYITRHCXsNM9Strcy2TUxwYkhFhXJ9a9QGteasYQ3RZDJu0aEyhH51tGX9UOhEpG+H78/bIXbCZF1PZLlHDUuZDyPW5Eo4NtZlt0OpMwWpKmz3LSm4bsjTh+2HFu8KeRQnmkxE9PCqJfwJBYi2jiiEAmuOrn818x1X9AOxbGSJZH2+16euZtvHtaiCFKmS2qdpjl1H1NY1RHVQqyBSZbghjMA4YaaX6OW3uQ9vM61rHMpvuwidwMiG3H4zPVxFFdiTtOa2lN52pUIGiqJC7cJ4Yomi7LkFxZDFdu4X/qLX3+SS2573LbSCZdaWJWobgaJiyLymysWQ/kHv+55Wdsr8DYT2b+C+Q0oMlSm1rUeR9HLUehRJX1ejp51l7GhpcFyZ7ZD0vA71RDHEMU4FFfQy2wuoW0uZbZPaqxqoGwBRBJpGaHRI7UekqLLanCiupFx/Dd9Fxcp+bn7mEEVlFzMHL5YWJjhWYggyhyjyrjQXOrF1TvI9L8JU4oytYFHgOSeLsefp4CUsGxnyEUVlI0NFRZHvtRX5YT5GBMMVJfL8rCsaJSobGVJ+Y4mhNEllMRSCr7iR7nPg+2oQJYohhgpEiaRaN3t96mo2MiR9/0lrYaqOCrGpefPTa9OW2nvIFEJKXJliRe09FCKGgqNLSY8VQ92EF0Nq89W8/WTwv0ln/j8TFRWqWwwRNUAQ6cylPdrrzFfVPQwAxhq+glt16XNjjWekqLCdcSC0FDhrI8pI2kUdKVctIkrRlSSNGhlqBVVHhiqOMH3vf/6JbT9/xZPY9vM+969sewwx9JFzjhLtvP+TR7O23vWJY9mo0Fs+/mJWrLz+Yy9l21/zkVexYug/zj6JHc9xZ7+WbX/e2aey7aFRISki9OSzTmWF0IEfPLn2FDmTWjZmNZla9hdaf8dOg+d7nfkq+v2pn6hxRKBKfrhyRePXERVZO3TP97fORYmI5I1OJcpuvjpMrZPT5kxbtgIL3I//tgIL0ianVW/gKvYnZj7tij6xJzE+LFEdcbPXJM37T2Wf3pu96r/+hvS3HEuTNBsl8k3z0mHGE6u4Qv+chDeo7qmr3WJ78Gu/ry2JIlGskOvi7LgEQ4D9KIUVLBQprCCtR+yX7s+fY/ZXjxdv9cDoRVFwxCig3SeCzNy3609cSLt9fF3gwEwf1YqhH3zhQLb9O5//51zbN1Y8me278rNPHTw+/oQLBo8//+mnDx6f8PLvDB5/+tOHDx7/58u/MXj8kXOOIqK+8PmvV56X8fH+Tx7N+n7XJ45l29/y8Rez7a//2EvZ9pM++gq2/eUfeU2u7SUfOZnte8zZr2Pbj/rwfw0ef+eU9w8eH/6hYftFr/3A4PFTzzqNiIgufu2ZOVtPPosXWwd+MDumJkSHiBoiiIh4UUREEEZjyg9XriCidhVY8EFVmtv8sNvY8tu9NPEuv+0SRT4iS1Wa44RRsECZH6NPtblh2pvs0yclzksUZfwGiCIXLlHkkeLmJYr04z6iyOdCfEURh5l9o0SRj4jxGH8sMZQru11EFPmIobKUSenzua4iYiiAUmJIGH9m+AFiyBx/qCga2qkm5JikiVyd0PZ65frP37cQIVSkPSYlS21zH1e/f8WetNenrg4SQkR+YkhHF0M6uhjSUWKIQxdD7/rEsfSmV30lJ4Te8vEX0ztO/J+cEHr9x15K73v156IIIaJyYkhHF0M6SgwR9cXPxa89kxVBB37wZLr0dR/OCSGi5oghIqIkTSOUBYnEnqd+iG2HKBpvmiaKYlWW2+xpt7Ptsz0+U1X6Q+SEz5xkwzIJlqJFPcGWJLhCSn/32/m+XH/f9UeD9l7oWOT7I6/5EZoF39w3u2hbtBGpf+jaFeFYEuyXbw6243+L5/sHTN4tCePBFcJijCfUjiToQsWQ1L9jeZOERoYCU3J9xNCwPex6Ox0+JaryogqhCxSk+y/d49D+wn0LjhJFigpJf9OrDlwaxT7H8SdcwIuhUQjIKmnR+K/64Cl1D2FAo9YQXX0mf2P2OvNV4toi6Zitv2+7zXbV7aFjb/P4x5HND7uN/aLupUlQUQVJfNiKKoQSsn4otfQPKb8t9Y9RZc5ZejtkAmUTaDG+dAJ8UnD5a9tP5PZhefcPHH+jym7b3pvcQIv8+l5EkOYHE9BZ9hlSDluV2w4tuc3b8v+8sxGr3HapinkOrEUVQu9ZyI8NwWsW8/13+/i6YilzFZbarlIMEcmRoVavWWyJGEqTZokhooYJIiJZFBHZJ9RlJvLq8SiES9GxS2M0H7dt/OMaHVJUUWmOS8UzffqW4A4tv637CGnnfEr9zb39nJGnIukvPhMpn2iVxy/0waW3XfimWhXFODVKpbW2l90eVSqSOR7XdQVGBouU3A5BqgBpmh8MP7C6XMZOhKIKOmU3ZY2271BRceOV0sr/IFR67VBBpOpyqw5cWrkYGktaJIZsc/26aJwgInKLoqKRDPNYE6NIZccYek5RESWNM8b4xw0lUMxoj0sU+RZiiLVZq1SyO3b5bal/vj0gDW/g0xIdyjkITC2SsIii2kpv+yClXGl2UHY7MCrH0fKS24U3ZhXEUBlil9uOhbcYcr1Wph1bf0u028v2PFHEUMFS2xwQQgWwfZY3CCWAmyiGiKhZa4h0pPVEYLzY4tdr6x5ChlgRIq7aXCoUVJCEz1zAOhjXuh5XhMjVFjqefrpNeZ9pGrg2KXB9lvWX9IDxx1hnRBafYn+2r9BfwmKHTR2z+pWO5e0EFVew3cYY63QstysNXZvB9i0wRin1ytuGRTQEF0rw72+zzw4/YB2Rsh+SbhuyzUCSED10R/haoqDoUMjrFeP9YekfLTJUYB2RFBlqDC0QGETUmnHqr3dTBVEjI0REzb1hIB7jKoaIhtXmTMxojq3iXMx1Qh3PyYKr/HbuB0/LxLvsr7XBvwYLFaeIwr4zMqW3Wb+ev+KmSfAic+/JUtHoQiC5iZ7Tr5/dIDEkdU3MBwVt2cRQ6FoO1n4EwSb5LCKGiIIEc7AYstj3jTIXid7G2hC6Mly/4peNAkviy+Lz+hMXWgbkScQbt9Wla6LZKkxLoi1tpclz+8YKIqJm3zgAXOiiyLXux4ZrnZBv1TdfUeRiMOcJKL9d2mfABM9bFPlMCl3j94iIeImiTJ6/R3/Wp/0w299jsu8sP+0zSddsBIshLkjFiGFvfO41GdddVBSVEUMuoVdUDNnQTpVSaCXfo9h7SBESNfbxqdveYFn4WiI2kprpEGrQo11f2xcY9SyNWuhZuYocMW28nEbmePE0fU7faEFE1PwbCMaD2MUUFPd8f2s2WmQTRdyRWOuEOgkvjGzVl9j9kAJ8St+bNp9lK0pJk7nB3CGoEhfbNejeW0VRgE9r9Smur4TNBpeKGOLXMp4YYigImz9fMeSyJREjMiRNtGOIIYvgsgohXzFkiRKF7j1Udt4t7Vek7FeG433GEhLpifBeCo4SRbphkYLYcUBUqHLaMJdvvCAC7YdLjWtaulyVSCW4iYToD/l/Nqe2Mt5Cu7SeqI7y2yGTFKt4Yn1a7mLQxJE3YS297fttL9mwRZ5ifHHbbHAT3hh+I5bd9sbmz2I7qOy2RNFiCtmB8OPwiExmmn1tK/sS4t+Cv/3g21jyxxFbf6nvhsvDUreiVJgL/QEjtKBCRWKzCFJ1OaKa0uaaJM5CaImQq7DSfVRaIYjaoCwBjxI+W/x67USJII4yJbhdFedsoiikFLar0hxn39Xuyu0XoznBv6zqPuVfpwe9Svxi7Cy9nRuPw6BXOpPDZ2game3LVHcV7NfuNlgUcV1zaXqCcHD58Y62BbYP7JeYCbiuKVAUOW1r9q0/JvjcM8dnWmi5bf3vp6gY8olGF1mfKe47NLhYDyOhfp0pu27bhYVQyTpcbZkcN54W3MemV5UzaYUgImrPDQV2miiKqkqX45DW/ZTZl8hlI+vXz5YkijpJGlx+2xebKAotv+3v1DFZKDthJsv8IbT0to/PgY0QdSG3O9dG5PwKxw07QZMiV3ZV0C/lAV1j7L8k4ZrIVpBP5Ny3q3Ramt1+TjcXmBnHSJv1te0TJRLFUAi+hUtU39DIENdsjPGPr45QXMGBLSoEAmhZVKhNc/fWCCKidt3YSSNE6DRRFI2SJOGrx4UWW+DwEUVlYefhFSaEV1/9qcJ8iUYlyreAFnzR10aV96bi+17lZ0Zd6/qdxUZ8iCGoQmwTf792/Vg9G7M2hrZ87rRgnLrwbducvVWCiKh9N3iSmHShI1G2BDfXVxEyqeivN5KLKvigxhjya2+M8tuhaXW2SnO5U6xrjTztWyIjIy+9bbPNYYlWeE/6BtEBv/EEFVdwZVeV2XPJFtmrasJr8xuyfifwfWUVDsYp1s8D8W/C23xrym2HriXiHViOVVlq2/PvIkgMjWjR0UjXEbVAZLSRNs7VG7sxqw/YvLU5mGJIpaG1QSSNKmVObdZqflErkWHbk4jrn+njsMH7lfv5VpxTJnw2W3VNXHzT4nhf6oHp03I/Bg8s9nKdhbFwxz2vnyQbtv6+gsJnUsSOPfs0sV0n65frMy+mQ8QQETthyV1WUeEhii3zBviPrfSYfM4vK4YskYkoYkgoFmO17zn2Ij+M+JwjjevB2+XNQq3FFHwn2spGyPui5HsoSQpEhUoKodB0uco3aW2jEGrBmK/6YPuEkKJ1ESLQDtpSRGGU64eqLMHtypfnhEGMfYkSwTZvV871L1t+u0h1qYTI/1vaZt97XZZ0QLARGllibVgGlwrncF1t1+k79iRO2W32JSuyOauvGLLZEccdMTLkbaNAZEgnjR8ZMsxXVm7b9rOu7+eF9BlUKEoUOnG1RXp8bQf4HLUYIgoLWldOC4RFG2n7GrFWC6I2huTazriV0K5DuIWW4PalSAluyU7QGAN8Vll+O5SUqPwkkihcuPjacEWUvGxYLiTgV2xr2e2AsQdVmBNsdGaZtvVEnRlG9K/rUGdt/muu+yDTtqZD3TUdWrC6mzs2tbpLU/cz7X/PtxERTd+9IN/2twU0fRfTfme+jYho4e1TubZFt07Topun8+035duIiBbdkF8sv+gvC2nRn/M/BC364yJaeN1i3s61Qvs1+faFVy+mhVdtkGsP/auNsRdZHNt8e+Wltsv2j11drgQoqBCBht+/NlWTk2i1ICJq/wvQRtoS/QlhVNej0ubK7EsUqwS3q+KczxhTR9/Qkt+8DaeJbIUrfXwlShBn/LpS5jxEkTNlzucLr8rKZz52vMYotSf6P3bbykbP6DLX/5cTRURZUdRZx3+9dR/qt3cfkL/+dFE0xQgkoqEYmrove3z6nv5zXRRN/40XPUoMTa/KHl94R/+5LooW3SqInnkxtOjGrPhRYmjhX4fti/7CVxNb9Ec5Uq7E0KI/DMXPomsWD8TQwquH7fpjHfWqhJbbztiIJIZ8bdui7k4x5OPeNUb9cITqcnXuOQRKEJJ+WQNtK61to/WCiGg8Xog2AlFUjuA9fwJsx6o2FxopkiYWRPa0FrcNmrfhHdKwHs4dLbSY21yEUGAsZUpvu4RFyXTAwZoSn+t0jTuk7LZpY14UKTGkUKKosz5vwhRDKkqkxJBCiaLuGv6r0BRDKkpkRoaUKFJiSMcUQypKZEaGlChSYkjHFEMqSmRGhpQokiJDmefzUSJTDKko0aJrF7ORIS4qRJQXQypKVGYupz4zpM8EHzFkL/hi/8xSLNl6NS3ZenXfnrT+qqrIUGgxFY8UQZTZbgkNv39trSYnMRaCiGh8XpAmM27pchxb/Hot/f7UT3j3l/qG2OBoqyiK4U+2UdrE+FF1RKgpNnp8MyuGmNQ5IqLuw0LESBBDXOockSVNjhNDTOocEbGpc0S8GFp4mxAZYlLniPzE0KD9T3xkSEyR+4OfGFJwr8T0bzdk+0pwnx3Tl/EL7kM+Z7qXbBxso9LKg759A//O2M/NRi3oASwN/r5rc2ltG2MjiIjG64UB9WIKmt+f+onB/66+Nhs/efS32L6+4iK19C1SgruMnV6aeH9mp5by077+VPlt3kaY7eDvmjJpOYOUQM5uyXUIrl+LfbEGsTx/oU7JO0pmLa5Q9tqZn6WttyJgSZa9RHmY/Vw3zrYrzdDDX3Ahi1B/0jBSooW/z64lWvi7/NoiIqKFv9mQFv56Sb79yiU0dXlW/EhiaOrSpbTgFxtl236+EU39fKNc3wX/jxdD3Z9sQp0fb5pp6/xo08H/3kRZg0hyBDnAX6nNq2vKs6uswlzD08/axrjNucdKEBGN3wsE6iMk+hPS9yeP/hYrjHSh47NOyFXgwGWjb4dv1+240tQySz9cfT3SXNw2fNb8JFq7hyjyqXLnEkVFf3SVbLgElM9E12fyU2DCbPdp7+o1QWdsZF6iADGUde7XHiqGfN1LTgr/YF/RvS7jU/KriyE9SrTwN/mI0cIrl9DCK/MCSRdDU7/UHl+an0DrQmjBz4YCyCaGTEwRtPG1fGRvgM+EW3+TSOmntrRU33a2b6AYGjGrDlxarRgC0RjHuXar9yGygT2K4jNu6XEcP1y5wrvvXme+yjs1Tur75KuPZPvP9vjfKrg/VmlfopA9ifp2+H58X962uJeSz14/Fn++my8O+nrsizRoJ6k/75N7EVJpb6Agu5KNkn2Fcdjt55uSYJ/8OPhIiL/dREifk64x1F9RMWT1Z/Ep9/eMdAXfJ38bwT4Drn1m7wdZMcSlR67fbw0fGQoYx+w/3c+KIa5v7yn3iRGh+/eQKnrwzXzfgMhwkvoLJOnHH8Hfrh+dEcZRXj00Zt+htgqhBo+7zXsN2RhbQUQEURSbSRBERGGiqCz/cs0RouAos1ErkV0UlRVEkt9UsF1WENn6s/0iCCLJZ5AgYmxXKoi4/q6ZiacdURCxPqV+giAKsJGkwjFfQeTwL94tb+Hoee58u68giie0/NqswYQQQRTat6Rt63WXFLDJwffS32/Lp+AFb8TqG+0J7ct1S4RjCdGuH2EE0TiJIaJGCwuWBo93XKrJSYxdypzOOL9woDoOPuYldPAxLxmZvyqqzanJvy21zrcEt+/4Uq0/ZyM7vnB/5ve0NbUuoNIU11/yWWSjT7+0tYS3YZv4x0ih8eyfxPAZsh4mNAJhORjqL+gXQjPVrkAErURleKu48V7TFEkMsT4F29b7VDDtUNlm7YaMmXNz8L2UHHwvERFtMl9tThqD3VDAu0v19TklZG1liHgrACrLlaDB927cxRDRmAsiovF/AUF1jFIUEQ1Fgx55cYkin3VCVjslK8WF2LXt6+Fvw35Ods2P21emh2tSIZjLiC2HKPKKxzv8sX1FG57fsDHXLAREb0LsZl6eouIzRLDkbNvbg9YBBUxyy0R6nLc9ohgqZTvgNwOJIDEagBJC+QOUfU+4fIWsNyxZiU6sheD3a5q/b/20BGKoMBWL1DKM0z5DLsZeEBFNxgsJqqEuUaQjRnkCbYeKIi6qEjS+ivwliUfEZ9A59e87359tLvGrtcs2O4uQbJTtG0qiRYdcPhPynoBaoxe+E+mAy0sDxka2roLPsulp0v0oa9dKRWJIutdlxJANZ8Qp0znEsEMMeduRBliyr+pvNnFjSxNEhZpIC4QQ0eTMoSdCEBFNzgsK2oVUbc4UGFIkKFSMSHDV5kIiOjFKcHO+JDETa9d6/zHLnUPKb3uX3pb8SX3ZgUX4eTwlfu8VaQLqr1NFf84Kc7Yx2PyF6GLpgHDdZcpiE0kT+qQiu7KJWOW2S9kWzpeuJciur1CzpNmxf++2iS1XOlv8QSHgxwdfBJElrh8acXU5lNhuNpM0d54YQUQ0WS9sFdy1D7+JHyhH2b2JpL7++/sk8zb441WW4Lb5krDtXp+zOz8Gm7jLDKNg2eaQ8tul9yPyWpMU0FfvLx0OSvfh2gLGLI7Bo69vZbZMB+tTu88i98LsUiTFsLDdMBuFfRYVcoFiaNR21d/5plvfz/txEZKGahNO3v54IVRVMYUQKiuxDSEUjUmbM0+UICKavBcYtAOfvYlc2Ion+IqjTiJHi3wJ+r4uGZnyLcDg7O/lzd7ZOmazYphNNJhmQvqy57uUhl97mqTefW1j9pqECvfYmvrmI4YsE1LrPMpjzEWiOT5iKJ7dADuBhGZ6sQjRm9LXUtKu9TO0rBgKET0hE/1JjgqB0kzKmiGTiRNERJP5QoPijHodkUlZURSLUYqiGITajSGKAMgx4vdKhR8B1VFS4Iy8L1GcyFDZvgE2x77Edts+kxs63kkVQ0QTKoiIJvcFB8UYdRlukyoLK/hGZPprf/h+XAlu36IKrhLc+Tb7ODN2A2aHKcn9S5ffDrhmr9LbVl+W/r42mPbEtjA7YMzsBMrz/NC1QD5loFW7ZdmIMBjjqW/0zDYOxlBQhCR0TY3dtZ/PsrYDX9Og+15i0ikVVAiqlllVQQWhb3BluZLbUKKYQgEanNI3yWKIaIIFEdFkv/AgnKbuTaR/tvqU4S5bgjtobGJKm92Xvv7IJYpC9hiybfzK9Zd8chS1OzSgne96GV19mXVUVpxDDxmb1F5uXUzm9gWsUypSejpv23G4oBgq+5Zx+soYs/ctI4Zc67uC7k8AoQUR7Ma0hxYxpNhs67877AUMomTfUmW2A1HVxyCGCtDQezZJpbVtLKh7AHWj3gB7nvqhmkcC2oASRT9cuWIk/pIkpble9neLTpLmhE/RSFHOTuJfpprry41N6lvWV7/8Nt8/157YfzrPmRH6JwlR2nOPVyxBnaSU9jxfrYSIfHxJ/mzrbcraCPXHrIsJmSR7zxdtr7NnpCUosJAQJdJrVGbtS5JSIr1PPOxGvb9VRIY8bdquo4p1Uj5CyM+Q+YKQJboaEBXimkckhIgaLIKaOi5FQ8c3aWW1XUx0hEgHb4g8W/x6bd1DmDh8CytIUZ4mrCGKMQb/aFW5tLpB/yo6C/2i7Gk0YfingY3JDQsRdQyjXkeUFI3K+NgNaM8RIcImpwkLdnyLLyRCX9am0BwQKfU3wBPjT6uyqnJNpqHjgxjKA0EEAAAAAAAAmFggiDSglPOYUSLsRVQ9vpu1StjWCIWU35ZsuFCbtHoHUkr4su1JFFrS22e8g1Q8wXa2M2cgEcfGptlIA/PyJfSVsHTLbc5q9ccc8ykUMDhoOWbzL5kL9MW6t6Sfldk8lU/7SvR/rOezLgqs1ynz639ie919CUm1873nJVPt1GcFl9YrRodyRsi9xq9IX9ZXGhBxkhYdVUOlew6BwmDOmwWCyABvkDxb/Hot0udGjGuzVlfxBJuAqmNPIp9NWotu1GrrGyq2Bt0LFiIIGy/XWGCm71UUoGA+U6YAQIA/yxi8JuzMvXEXR2DWfDlsknE4VAxZXLv9WcRQMInFJpHz3halcGre4IOBoq87kvqKekEQQxzSZ2LWnnoxhONlBRJrs5o0uRhM9OarDR0jCijwQBAx4I3Sx4wGQRiNllibtUrV33wq0vVt5NtGvVFrSPEF1qZQ6IG1IdhmCzhI98ZzsiuKIvP80AXZoRPV2BPQisYrbszqKySEiWfwvKXMehmpUABzDSFCq6pKbsH+TPfiH1SA3QhiiO1nBj5/uJlQQTMgKkRUPgIU5AtRIRAG5rg8EEQCeMOApuBb4poo7LuibARJ6isJsDK+5PO9Tg//Kds32iSZ9Yz+iNuA+F6XtDdQ6KSh9KTMs580O/bVM+L9KpEWKOjXEILeXgHX4C0OQlL3fAWDzV9Av0qqwVVgk4jYKnPSZ8/dt24iGPEVKGmpCFCSCL5K/oDF0ZhaJU0Zhw8NHGuaEF31QcxtJSa+7LYNlOQGTUEqcU3ElM4m/7nBKMtvSzb1dtcmrfz5w/OsY078Zo2DITD9baW+B+frKTO5yInHGGznh6CfXyYVa95GEjIuSwTEWhLacn5mrUpAdGJwXpn0Li4CVugeMOOS3AaIIW9CxJDrfe5xb63XUPD9XYnACiy3zYqhIumuBfv5ltoeGyHUJhp4z5Ai5wciRB5M8hsJRRSaQ9HNWn0IiepwVLlRq2uT1n67PLaMgAlZeKz6B/jKd5Ztem0Sr6+1MPHZLLWKKI/U1zZWA2sqWMh9ybQVmPyl2YdFpo9RhYttnVUZQSecHyXNrq2RIaXvhahQJWIoqPAB/9nTBjFUSapck0m0/xsENlwNA4LIE7yhgI7aoLUOQkRRyGd0iIAJGRd3dqgo8hlTmFDxj4CJoogZLmszZPLuez6HuFYj4MZIa2y8r6vkGEquVxFdl51Ii/fF0y73Xgm5Vk/hErJepyoxFFK8wJuQex1i1jNF7u5bNxn8nz+hXLTHt68ohBKzn/9nNoeaRDeOpo6pgePSX0PMXf2BIAoAbyygMypRVLYMt+pv4vulmaZJqcIK3HeGJEZ8K83J5/sLpTLlt6WOrE3pF3RfoSTd5iomYqJO8xxXSuWiN746MUZ2kjmRzDfZ/Xnaldr4Cb70ZhV8ednk+5ad9IZoer6jp82Q0F1Jm1JBBW+kN1FIm/cPIL5//wE2YxB0wzxpoOhoA5izhpGkqVfiBjCYtHVFqC4n88OVK0bm61+uOYKIsoJArdWxVY1Ljb654xYbWV/yueZjc3z6OCRBY1tL5PKjn+M63m9IxL76WNnqXynXUfDvmPiyn8Dc+eIv+onFj2BTwmEjsfnS2x3X5Jy4uya2nmLCfY7WlznsdV6BKJFLDMWzaT+/aNTFdV+rGEslNucjRLoQ0h+rub1YQEF34hI9iePNJvUdjMvPTiIc3+XsWcZpnsJCWRNCq/ZfUtCIQZOFUEPHhhS54iBCVBC84YDi4GNeUnu0yBdbGW6/8/NtQWl1lmPZtUIl/bgiRT7rkrw88R2j7Uekmyn7Bewak8fkmI0UcX0t1+R1a5jzBy9ZETEkjkk+JPuSOnv6CokMefqpZM2RdLjsT6gRhdmgXwmblZbZ5trMdrPNdoMLRoV8xVAhjJsVRQw1NBWt6UAMlQOCqAR44wGdukXRqFLopIlCDFGUteefQuc7HptNtr+XJ75jlP2IfAYk+vG0GYq3rwD/JVKiyhIkhrhuARM3XzFUev+hivI+GimGGMqKoSDKpsj5uEgoTAyNiklNj2voGDEnLQdS5iIxCSl0SJvzY1QpdE+++shcm5Q+J/2Rcylyc7387yR8Kly+j5R+xvlxpecN2/g+IX3Zfh7+B+a8UvA4P0m+3ceW3tfDT1A/Cd9JJJc2J46fOb/HhX98z5X8eESIJJu2b8CiNoTz5EIGHuMPtuk4l/Nh6es7Jut4jGOlX6MSNjtPvSfX1u3wjsSUOa4/9ycm2HX9aMCmyQnnJkkqTtQrS5djBFGpCFFDhUaGBo4RewvFARGiSECZg1Fz8Z7n59pU5MeMGIV8hnc7+Vmn65dUJSSk6A0XkfKNUoVUj0uYMemkqSY+QqJkzhQ826Asx2zo+/74MOo0kwZODBqBZUJeeH1GGZuRxFDOV8hPqYO/uXD/TsFXwCYnhiRKiyGJMmJIP8WRSlxJupyQUxht7VATaWgaH8RQPCCIIgJRBIjqLcltooRRJ0n5Hy6D1rr4pZeErJ8JFUVl9yTKd5b9544EirWMICv7ZWpbPyP1DaFonoDNVwW5B2kF31jRSgwz0YpBe102I4qhmHar8F/WJhcdshZT8CVQOIl7DRnn54RQyfdxI0ttN4WG3huIobgsqHsA44YSRZOQQgfq5+I9z8+lznWSlE1H6yQpzQntZv9up8emznF0EqI5M20lye/zI42Lgzs/SfKpZVy/YJI0NxsIscuNqxIS8k+Dk/qG2q763CZQ5dirsF3SZlVrjqqwGyXt0SAkVU42UjJVjiFhbfJ+fH90qiRVrop1Q0TNFB1NHBNBCFUFIkQVMY7Rorv2WVT3EBqLuW5olFEiW+qcSTdg5uCbOifhvYGsGOnJtqepFD3yO7/fxvz6Ku1pxLbmSVO+c+H0Oxshkaayi8PbLHIkKrjG8oUGPNc/hfiPEO3x9hUyBlf6WxGbEhFT5bba7p7B/1WkyrFiiDtPEkO59UT+nymxIkOF0+UamorWyDERxFCVoKjCCBinaBEKK/DogkgXQ3UWWCCS9x3iIkViX88iC3PMYnlXkYXU0Te795BfX1e/nD2X38wBfl0S35kZQ6avxZY0bs4X11caU8heROLkl7HBFTuQzi9RVKF/Ptc3QFQw1yfeFYeNxPHaO1PLiuydJPnnznH6F+wLcGMLEi76PbeMwatQhOrr+d6TxJAtVW6r7bLnrLplM35cvtEh4Y1mjQ7pmbeiIlXHh007f9geHSokhCzRoUKCqImio4ljIgihUYAI0QgYx2gRyGKKoFFu1krER4lscJGisuuJuIlFSJEFW/SHS5ULOZ/D9xfUwQ+YPjMIIVLEluAOjRTlzncPZ9Cv7GLvcWNUkSHr6+kh4mxrTXyESMQ1XmxgomQUaFRiSEISQ4NokA9VpMopuz5/i0l4RCj2eqFgMdTEqFATxzQPxNBoQIRoxLQ9WoQIkcyoRRBHSKSIixKJfQNKcbsiPbofdo7E9eWiCkzffulvP5v9dnJGiAZtJPXlDAtjMNulcflGUYiIQiIuITOhNG+HjQ4RNTJCRMRMrplrInLMgxgbZYUAew9IGC/XTyw/XvJ8Ael6fccrCp/c+8v//JDXITn43tyPI9K6oQXduVxbUGRIKn8t9GWFjO+PS4IQ4qJDpUVQrOhQE0VHE8dEEEKjBhGiEdP2aBHWEck0qbqcCReRqWo9kU+kxlZcIb92KBF//fQt021d+xSz/DaR/Rdq76iONNtjfJVecGLrH9a90cT46a/ka+v7slp9pZ6TW9tbOOB1Hdn6IImyvg6+19tVkBjKOUplMST09RVD+fNJFEPREUpsS2x12QO01WUP8Aeb9nmCqBDQQJW5GkAlOlAVXNU5G12m8pxUDY6rPKdXYzM3ajVhK8cRP7fxrTIX0tfslznuqDSXMcX2FSJFHNJFe46Ltzl/km/fkJ+LHeNtBY7xe2mEkvcgCXldQ0SA7/nmGByERmt8+2bvw7BPkSIKaaKd5xBD/R9W+p246BAnhqyol8+n9DXTN2x/NXWT3H2jRYc8RZCKDokiqIk0VAQRQQjVCSJENdL2aBHI04QokbSeKKTyXOh6IlMM2aJHptgS5xCC0CnT17qJYexIkUYuBS9oTU/gLNan++DXbE/bDf4l1YqQIlfIjv408F5UFhHJOZL7ll6fxIwjtYnlgMhQmRRE6xgYQsSQNVXO9+8npG/AeiLfVLlgIkSEGr1Ba4M/xyCG6gWCqGauPvOURgsjbs0Q0ubsNEEUSYQIHa6vKKoCCiqw6XfSGNhUPb6vb/qcbWxlRdHEMqJJxshveSxBNSoiCI6gogajTJOT7ArrobhUuZD9hiQxtO12d/MXI/6y4/m5JIyNK7oQIoZGvcdQygxuy8sfbIYQacIYGK764CkQQw0ARRUaRBNT6HRBpAshFFew0+QCC0TFiywM0+P4viGlt9lCDWxPoh5b1IH3wRd1kMfEF0Xg7bHjk2wJ42ON+Y7HPMb1FRbsy5NM//5SMQC2VLc04S5YVMGWGiUWVQgp9iD1KyMyrOlgQ4+J677pWVkuseAzXse3vk+xBNFeAeHkNbaSYmhBl+/sWje07XZ3Z47dcsvmjEN+HHxxBP2JPd1OqkBXWXntEoJICaE799tw0Lbl5Q8OHt+5/4a5c0ZOAwURhFBzgCBqIE0TRpwogiBy02RRVGR/InNSz1ej4+1WLYq4anNSX74/41C4bpsoytlJ5WvnKs6Jn8amDVvkIqRCHWfb0t9LzFgm5k5BxbT7VzLL2/auxkbGXClUEJh9JTGX65sEVWrzjsjYxuuT5RUqcGyvueeYuapztjEQ8a+vVESBE0S2VDlTCBEJYoiIn2jbxIx5U6RItkVQ+aTHjUIMmRGhO/fbMCOEiCCGOCCEmgcEUUNpkiiC+ClGEwSRghNGIaKIEy6SjRBRJNkNEUW+Jbltffv9mbaA8bGlsqV24QIlG+zMRprs1y2IBuPwPN/qz79vaUFkvUcB/bnrDrmfkr+Aawm6nwJi9CXCdfuW4Zb6ElUnhqaYNF1RCBGFiSHbGiHPvruc7b9OqCpBxKXFEfFiiAiCyARiqJlgDVFDqWttEcRPPA4+5iW015mvYo9x7Xud+SqxvUxfiZAiC9y6H8mGlKfPrcWRxsB9d+lVojI2AvzZiir4luuW5njB65V8bUizGqlvg774Y5N282296ZR60/l73FuUf8/ObdijuQ3z7bMbyRXG1m+SP7Z+szma2TzfPvOI/GR1ZqtZWrcs375u+fpc29pHztDaR87k27dfx45t7c75z+u1u66ltbvl29ft8XC+bc+Had2e+faZxzzE+pvZ+0Fa99j8hHfmcfkKY+v3W0Mz+6/Jtx+QbyMimv2n+3Ntc0+8n+aelG9P/+U+1kb6w/y6H66NE0MPX7BlTgyt/u4yWv3dZawvIsr/rTHFDwaHPMVQkqRs313OnvUWQ0GbrwYWUZDEEBGxYqhMv2g05DMRa4WaDSJELWFUESOkx8VHX3v1+1M/QURZ4aLapPaQvrb2GJu2xowU6REcKVqVydxxrBNyRYps64iy7fqT/FjFD0xuHZCUpudYU8KNId+feSz5cPiz2taoK0KkC6FEmxPqQqizrv/e1IVQ96Hh+1UXQt0Hhu2mGJq6v+9MF0JT9w0HsH6zYfv0Pf12XQhN3zXczWJmq2H7wjuG7boYWnTrNBFRRggtuml68FgXQ4v/urDfpgmhRX8afr6s3VVrv37YrsTQomsWD9s0IbTw6mG7KYYW/m6Dfvvew0nswt8Mf/HXxdD0Ff3qYuv3G4qe6cuWDh7rYmjq0mH73BOGomfBTzfutz1x2Na9ZOPBY10MdX60KZlkSm1rYmjq0GEKnBJED1+w5aBto2feMXisi6D7/zEvUPuOpMcB0SHtvIRZTxQSDSKqJ0XOhR4dyqwp2m8EUaMGCSHQfCCIWsQoRJEpfiCKysNV5fv9qZ/IRXO4ttB2qa86VpUoCimyQNQXBz5rkojml2Swa4LCRBGbEmcTRYJP2xqivA3Bn6dAkcYhphZJfVssiMyoUDJLbESos66TiwopQWRGhboPdMSo0NT93VxUaOq+bkYIKabv6bJRoem7FmTEEFFfEHFRoUW3TueiQkoQmZGhxX9dyEaFFv1pUUYMEfUFERcVWnTNYjYqtPDqxWxkaOHvNsiIoUH7bzbMRYamr1iSEUOD9suWspGhqUuXZsQQUV8Q6WJI0b1k41xkiBNERH1RxEWGpg69mxZ05zJCiGgohsxokCiGiPhoUIgYmreRiyAnFabFEUUpnBDCnfsza4qqFkMNEUJEEENtAoKohVQpjCB8qqFJpco3e9rtubaQ9UREcUQRux6IEwVkEy5+okgSRJINIn49T4gg6tsQ/AUIlJA1SOL6oRiCKCVKAtYbsWucuCICNhucu4B1GME2JDuibeFXf9aG4FNKXOdSPkPWoCSp0C6YsOwdxrYHlNqXfIaU1ef6EsmiqCxWMRThNWPT4j7SvIhQ1l+gDaE7J4i2vOIhuvPxG3iZ3eLKh+iufZm+EEKgBBBELaYKYQRBVD1NEEdtEkWDbDAPUeSqOmf7tGNLcUt2RCP2tLmMH9OIrTIeV2WOwyaePPxZ7c+35URRoCDq2/DwRxRfEKlbb1vXlfvVX+4qVgvzEVAhfUkTCh574AyESa5d9pO7bOs9SnP2IIaG1299rSgvhnY5e71xoptRl9MOwnKKKYa2vKIflTTFENe+xZX9NlMMDdo9BVWVQAi1lwXuLqCpqKILMYXRXfssgiiqGHV/myCMdDpJygqabpKKosjbRidlRVGn08uJIt2GPm1IkpQVRVy73qYfU9/tnDBi7ScpO/NISJjDc/3VU/ME3Yjr/qqJla2fpYKedRyBKDHBRou8bcwPaZQ/x4UO16d/mgwvIsS+3je1n+s1H9VsBAkTra8+DB8xlLU9PmLIikMM+bxWSgwNRNDgQEViqCCxhZCJEjy2dk4M6XBtdQARNB4gQjRGxBJGEESjpS5hxEWJiKorx93vHxYpYgMVgm05VU6KLLHN8jqkgD2TpD2FxLLa4ton/75BG7JK642k/kJ7IqX/EVkjRDk7UjnoGBEiYRIrRomklDeJkPEIaWxBlcks42YrK4akd1G4GJKrPPImmi6GgqNDSeoUmzq7fpSxHyg+qowOVS2EuGu98/EbsALpzsdvECR66ogQQQyNDxBEY4ivMJIiFRBEo2dSRFGaJtQThUjejhSZkoosyCJH2E+IEy2SHUZchQoicaNWRqBYN2kNETkhosp2jjQP52yJe+aUF0REgigqK4iY1DonksDhbEiRJEvKnPdEW4oOJZa5doggskSA+PL2gkum7H3TxdDGv5+m+/fmRZK8pivfzgohouojQ5FKaouUFEM2Qq6XE0NbXPkw3bXvYqZ3eSCExg8IojHGRxhxZbbNdjAa2iCKypTjzpbZ5sdSVBSx6388bHPnsOuNJF+iQWE83Bon0Y/btlha21Xi2yWIXPY1xkIQ+YqUwXHLuVy71N8hVhLJhuCHK92cs8PYy7jJiSp3BEg/x1W0wadv3WJo498Py55LYojIHcGLIYKISqTIVR0dCh1XheLvrkx63bCKYmxBBCE0vkAQTQA2YYQy281iXEURWw0uoijKF1Hwt62fI9oJKa7gWYJ7YEeMRkkDNeynxr96PzGdLWC2Idmfp9WCyDe6kzlmiSxx7Vz/kKhNwrdzvoOKKcz7Y7VSkso+GXsJJ+C4cWnPmyiGdCFEVEAMERElaX3RIJMJiQ4R9QWRLoSI4oohCKHxB4JoguCEEYRPs6iz0EJVleds7Zwosq374fyGpMO5zuHXIZEgcsqX4O63S/259DdhliAJitD1RjZC9hWqQxBJ/SVBFFp6m8hbmAzauP4Ba3qIbBNvpilWqW1BlNhscWuJJPvSuqNaCigI11NEDO36sXVsey0FE6oUQ0XGWOU9EGzHEEQQQpMDBNEEogsjCKLmUaco2vyw24jITG8brSiSoj42v76iSEqz0/tGiRKx/dUDZjxcdIfy4w8WRKJ9D5sePhotiBKmzceG5RxvQWSLDnnaF0s3u8RNQHSIMze0E7o2SLBjIBdhyKfUETVDDO328WHk4Y+vyX4+iyJo4GNE6XFEzUuRI6pFCClMQbTFr/uv4137uNshhCYPCKIJBaKo2dQlipQgUqgJ+6hEkbR/kK9flzCy2efWEZntJIg1lyjKCxt+PFIZbnE/IoWPALGtB3LNRAT7jRVEkkDxsWHx6xREOb+8SAlaO2Szow4LosmnoEJGQ2bWIPmvCzL7FRVD5vPKS2sz16WLIV0IEWXFkFMIEY1ODDVNCFV93Z72lSBSgocoK3qkdoihyQSCaMLZ89QPQRA1lKaIIoUociKJIqkkdyxRJJXTth1j24WUPpsoKltxjkhO3esPlPfr3bfgOY0TRGI6WqAdyzlilTc2bU5Yp2SxLRZACEl7S4Q5oyRUbOuFPEXMwJaYDudvJ0nSWsQQEdFWP7/fck7AzH0UYqjFaXFE1Qkhor4Y0gXPoH0fuR1CaLKBIAJERPSUp7yn7iEAgyakzpk0SRTZ9iniy3LL4koqtW0r5c3tS0TECKOqo0S2ogocoxBEQhGJJgkia1EFi2/vNDjXhq1C/5DoUKViyFIooUoxRETU/fEm/Jhi4SmGVj1h4377L1YX8FFhqliVEaGWCyEikj8HBH70kzeGnQDGEggikAHCqFlAFA2R1jWlQh9bKW6ffj6lvL1EkaMEt+nLqwx3aOltnVEJooAxjVIQWctte/j2KqFdoiy3WGrbJ0KU6O2CHQ2XGOJsTYIYUkKIqHoxRNQQQQQhBCYcCCLAAmHUHCCKhkhrmlLjuNlfiv7w50i22CG5RVGVZbjF/rxfIhq9IPIY0ygEUW4jVot96zFbGlyID6G/WGbbJYgSs109KCeGdFvjLIZ0ETRoH3cxVLVAoRGIICIIIRAFCCJgBcKoGUAUufsTycUf7OuHwtYcScJEXFdUpSAiCi+tXZcgsoypakEUVKbbdUz0HbgeKaYgYtPaBPskCBLLOiJZ2ISLpKaJIQmIIbN/u6NBRBBCwA4EEfAG4qheJlEU9Y+F2apFFLmqz3mU4M6cb1kPVCp1TuojjDPX11w+41PWW6ekIBoMT5q8xxBEoalyGf+efoTriF5q27Rvnkd8Px2bGMqNI/eY72MySWKolelxNZbOzoFoEKgICCIQDIRRPdQpiIiqF0VWW00WRWwEyL5pa20FFqRUNs6WeZxpS3z9KwoKotzQAgURkYcoskaL/ASKUxAJ11G6zLbWV7KVa7bsN0QkCyHOh7SHkCvVrnIhRNQIMVR1Bbm+D8/+RcbiYRtCCLQdCCJQGAij0TMuosh6TsWiiCiyMJJKdksV7QLt9I0FniMJjAI+RHGTMoKooH9JEKXimqCIgsg20fLdiHVgK9yHVNZasiWJi0TwIfeXcydDxNDwHN6eZGtsxBCReFMaEQ0yiShcCgk9CCHQUCCIQGkgjEZL20QRUXXrimwbx6ba8dwxIVJTuNBCHVEiq7iR2uMJInH9UAH/UQSRI9JTuSBypbtFiA6JaWeRokOuiA7EkG4/clQoUAz1fbQkKoRCCaAFQBCBaEAYjQ6Ioj6meFDCKKc1BKHTb8v3yz+W+pjGBEFlHGfPF3xI6W/B0SGi8RREudm+ZCuiINL9+AqahOlDxlxREFMuIeSylWnO3DthHEa/UCHUPzaGYqgh64T6PjzOqSiNrTIhhEIJoEYgiEB0IIxGwySLIiKi2bmwND1pw9b+MTmaJKXKiWl3gRXniIhSSRDYqs7FTJezHQ8VRAUEWbAgIvIvYDCwVUAQEYWn54WW5SZL2lziL4Zctmxltm2br8aKChG1UAyNosw0Ub3V44iCr9N6jSOIBhFBCIH4QBCBSoE4qpa6RZGCE0cxii30BHHRm//Uktb7SD6k/sPjQuob8ykptUtRIiJZFIlluC0iJu0l/MxEsFW4sMI4CKKE7PsQWSd4wnmsH4sYEmzZymzbiiewQw0UQ6IQI7uwKSKGOklKyY82FY9HIYIYWnXQRv1jl64Jdl/7mqEQc7HFHtLiQMuBIAIjAcKoOpoiihS6OCojinKbr2rPe9qnVqgocp3XE1LypLQ581i2RLb22HQkltLWHvoWUyhTfpt9buk7TysEkX4ZBdLs+seE8zxS3Wz9xFQ5S+paaFSIKFwM2URN/3iYGDL9VyaKSoghJYIGx6oUQ3VWj6si4oW0ODAmQBCBkQJhVA1NE0WKzQ+7rXAFOrZQQppkxJDCFvmx+bGd1+sJqW9Cel0/ymNJ12MPSFGm+X9CqstJ6XXKnq2sthRRsi2habIgErMZHREc1p5wzsBXYASJhDmkuMGqxT/VHxWynceNoRJBVEAMmSJocKwKMVRlwQQi9/XHFEJFIkFEEEKg8UAQgdqAOArnrn0W0Ra/Xsu2N5lNDr2DbbeJlfVzXf6cAiWzbX6ktUVpWnBvopCKc0SiKOqnxIWdI4oY5/oh2U/rIkRl9iIK9hUghojE9To20SUJIjHVTg2BFWryeiHrspQkZe0lUlqfOodrjymICs7NJTgxtOrApVaRZBVDVQshIoeYD41GxbNFRBBBoFVAEIHagTAKQxc/ujhqqygikgWLJIqIZGEUEi3yqSrniiJx5+SryQmpc5aKdZkokJiSZwxISnUrI4g4ewRBxLaHpsoZx/RzbKlywdXkLGOQqsnxAsjHBj8eovaIoVUHLmXbFV7pcXWX0a6zYhyEEGghEESgUUAc+cGJny1+vRaiaB5X8YQ5MSqUzP/rb1OJIiliIxZXmD+eH4OlmIIYgeLbB+cUKZEtjI9Sixiy2bOcIwkiIososq11Ec4RBRGRfZJp9WVJw7Pt52MpmCAVUxCjSyQMIUlZP7b9hlxRH/188xhrT/3bcDGkiyC9naj6Ygl9H45zQk3G3CfJRwxBBIGWA0EEGgmEUR8pRU4dayt1p9AREc16Rn587PXT68SFK4XKcEtlwCVhYRVFc5YJjbSGyDI+6hEllmN8e4MFUdEIUWI5JrTbUt1sleXEOamQmkZElBSpBhe78lzsNUORxZDElr8MX0tERHHFUJFrtYiXQiXBXWIIQgiMCRBEoPFMujiSUuTMY20jpigiCosW6QUbuOIN/fP80uv6z4XzbOdknhjHevw5YtU4YwyZYz2hnbVpHnOLnpwwaqAgGlSYy+VwySb6xz0qzLmiR/ppg3CJnGqXT3Vjzjds5C5L2HyVyFIAwVldTjrPUmwBYkgkqggiEoVLdBFUQAARQQSB5gNBBFrDJAujtqbIuRhVCh1RXxiJ4sdaiU6lxPEpdnx63XxfW1oe5yxN2E1aB77FtDy+vT8YyzHRJtlnUozNxOaPqBZBJO49FCKE9PP0f33G0ilYVU7wIwoqshdSIBptVIhoAsUQkVMQNVoEWewVFUFEEEKgPUAQgVYyieKo7eJHoogo6qWJXM7bMvGetYgpZZcjTRNLGp18jlg221J1LhXS21JrWW1BFBHZ0+WIZKFScN1RIvkboSBKu+HpdGIam895Ys4ayWWuxZQ6W8U5EsdpK7MtrwmS1wsV3o+opUKISBZDan2RWG3OIoSsa4OanhKHaBCYICCIQOuZJHE0rqKIyD+FThctkijqH5NT3mznWjeEtUagLCl2wrHch2/mHOOQdWNVPTXPHJgQXXJWnisoiAr4iyKI9NtTYH3R0I5gN5eXJleBy6S55cZpqx7HR4fETVxJFkKmb1P4SIUVigohovaJIf1PyhQ7rkpzPulx0cSQR1GDaEUSIILAhAJBBMaGSRFGkyiKiPrCSIrguKJFUoECm6BSvrhzXcKITa+zpd4NHnDnkXieLbUtlarLKWcVCCK2+pyHv0K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-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Let's look at how the rolling footprints look over time\n",
     "\n",
@@ -466,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "67e03d8e",
    "metadata": {},
    "outputs": [],
@@ -479,37 +289,16 @@
     "simple_fp['g'][indx] = 2\n",
     "\n",
     "fp = Footprint(mo.mjd_start, mo.sun_ra_start)\n",
-    "for filtername in simple_fp:\n",
-    "    fp.set_footprint(filtername, simple_fp[filtername])"
+    "for bandname in simple_fp:\n",
+    "    fp.set_footprint(bandname, simple_fp[bandname])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "017de7af",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "hp.mollview(simple_fp['r'], title='r band footprint')\n",
     "hp.mollview(simple_fp['g'], title='g band footprint')\n"
@@ -517,7 +306,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "3dd0bfb0",
    "metadata": {},
    "outputs": [],
@@ -525,16 +314,16 @@
     "# Let's make two survey objects, one that will observe blobs in r, one in g\n",
     "footprint_weight = 1.\n",
     "\n",
-    "red_fp_basis = bf.FootprintBasisFunction(filtername='r', footprint=fp)\n",
-    "red_survey = BlobSurvey([red_fp_basis], [footprint_weight], filtername1='r', survey_name='r_blob')\n",
+    "red_fp_basis = bf.FootprintBasisFunction(bandname='r', footprint=fp)\n",
+    "red_survey = BlobSurvey([red_fp_basis], [footprint_weight], bandname1='r', survey_name='r_blob')\n",
     "\n",
-    "blue_fp_basis = bf.FootprintBasisFunction(filtername='g', footprint=fp)\n",
-    "blue_survey = BlobSurvey([blue_fp_basis], [footprint_weight], filtername1='g', survey_name='g_blob')\n"
+    "blue_fp_basis = bf.FootprintBasisFunction(bandname='g', footprint=fp)\n",
+    "blue_survey = BlobSurvey([blue_fp_basis], [footprint_weight], bandname1='g', survey_name='g_blob')\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "bf0e1c94",
    "metadata": {},
    "outputs": [],
@@ -544,7 +333,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "e78d7896",
    "metadata": {},
    "outputs": [],
@@ -558,7 +347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "5e85d4ad",
    "metadata": {},
    "outputs": [],
@@ -569,17 +358,17 @@
     "footprint_weight = 1.\n",
     "m5_weight = 0\n",
     "\n",
-    "red_fp_basis = bf.FootprintBasisFunction(filtername='r', footprint=fp)\n",
-    "m5_basis_r = bf.M5DiffBasisFunction(filtername='r', nside=nside)\n",
+    "red_fp_basis = bf.FootprintBasisFunction(bandname='r', footprint=fp)\n",
+    "m5_basis_r = bf.M5DiffBasisFunction(bandname='r', nside=nside)\n",
     "red_survey = BlobSurvey([red_fp_basis, m5_basis_r],\n",
     "                        [footprint_weight, m5_weight],\n",
-    "                        filtername1='r', survey_name='r_blob')\n",
+    "                        bandname1='r', survey_name='r_blob')\n",
     "\n",
-    "blue_fp_basis = bf.FootprintBasisFunction(filtername='g', footprint=fp)\n",
-    "m5_basis_g = bf.M5DiffBasisFunction(filtername='g', nside=nside)\n",
+    "blue_fp_basis = bf.FootprintBasisFunction(bandname='g', footprint=fp)\n",
+    "m5_basis_g = bf.M5DiffBasisFunction(bandname='g', nside=nside)\n",
     "blue_survey = BlobSurvey([blue_fp_basis, m5_basis_g],\n",
     "                         [footprint_weight, m5_weight],\n",
-    "                         filtername1='g', survey_name='g_blob')\n",
+    "                         bandname1='g', survey_name='g_blob')\n",
     "\n",
     "\n",
     "scheduler = CoreScheduler([red_survey, blue_survey], nside=nside)\n"
@@ -587,36 +376,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "47bcf0b5",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "progress = 42.64%"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/skybrightness_pre/sky_model_pre.py:352: UserWarning: Requested MJD between sunrise and sunset, returning closest maps\n",
-      "  warnings.warn(\"Requested MJD between sunrise and sunset, returning closest maps\")\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "progress = 99.81%Skipped 0 observations\n",
-      "Flushed 0 observations from queue for being stale\n",
-      "Completed 5380 observations\n",
-      "ran in 1 min = 0.0 hours\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "mo = ModelObservatory(nside=nside, mjd_start=mjd_start, downtimes=\"ideal\")\n",
     "\n",
@@ -626,61 +389,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "id": "91f20dda",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "ObservationArray(['g', 'r'], dtype='<U40')"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "np.unique(observations['filter'])"
+    "np.unique(observations['band'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "4a5f31b1",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Altitude (degrees)')"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "f2c = {'u': 'purple', 'g': 'blue', 'r': 'green',\n",
     "       'i': 'cyan', 'z': 'orange', 'y': 'red'}\n",
     "\n",
-    "for filtername in f2c:\n",
-    "    in_filt = np.where(observations['filter'] == filtername)[0]\n",
+    "for bandname in f2c:\n",
+    "    in_filt = np.where(observations['band'] == bandname)[0]\n",
     "    if in_filt.size > 0:\n",
     "        plt.plot(observations['mjd'][in_filt], np.degrees(observations['alt'][in_filt]), 'o',\n",
-    "                 color=f2c[filtername], label=filtername)\n",
+    "                 color=f2c[bandname], label=bandname)\n",
     "plt.legend()\n",
     "plt.xlabel('MJD')\n",
     "plt.ylabel('Altitude (degrees)')\n"
@@ -688,37 +419,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "fbe46476",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.lines.Line2D at 0x325451fd0>"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "for filtername in f2c:\n",
-    "    in_filt = np.where(observations['filter'] == filtername)[0]\n",
+    "for bandname in f2c:\n",
+    "    in_filt = np.where(observations['band'] == bandname)[0]\n",
     "    if in_filt.size > 0:\n",
     "        plt.plot(observations['mjd'][in_filt], np.degrees(observations['moonAlt'][in_filt]), 'o',\n",
-    "                 color=f2c[filtername], label=filtername)\n",
+    "                 color=f2c[bandname], label=bandname)\n",
     "plt.legend()\n",
     "plt.xlabel('MJD')\n",
     "plt.ylabel('Moon Altitude (degrees)')\n",
@@ -727,7 +437,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "75cf20c6",
    "metadata": {},
    "outputs": [],
@@ -736,17 +446,17 @@
     "footprint_weight = 1.\n",
     "m5_weight = 50\n",
     "\n",
-    "red_fp_basis = bf.FootprintBasisFunction(filtername='r', footprint=fp)\n",
-    "m5_basis_r = bf.M5DiffBasisFunction(filtername='r', nside=nside)\n",
+    "red_fp_basis = bf.FootprintBasisFunction(bandname='r', footprint=fp)\n",
+    "m5_basis_r = bf.M5DiffBasisFunction(bandname='r', nside=nside)\n",
     "red_survey = BlobSurvey([red_fp_basis, m5_basis_r],\n",
     "                        [footprint_weight, m5_weight],\n",
-    "                        filtername1='r', survey_name='r_blob')\n",
+    "                        bandname='r', survey_name='r_blob')\n",
     "\n",
-    "blue_fp_basis = bf.FootprintBasisFunction(filtername='g', footprint=fp)\n",
-    "m5_basis_g = bf.M5DiffBasisFunction(filtername='g', nside=nside)\n",
+    "blue_fp_basis = bf.FootprintBasisFunction(bandname='g', footprint=fp)\n",
+    "m5_basis_g = bf.M5DiffBasisFunction(bandname='g', nside=nside)\n",
     "blue_survey = BlobSurvey([blue_fp_basis, m5_basis_g],\n",
     "                          [footprint_weight, m5_weight],\n",
-    "                          filtername1='g', survey_name='g_blob')\n",
+    "                          bandname='g', survey_name='g_blob')\n",
     "\n",
     "\n",
     "scheduler = CoreScheduler([red_survey, blue_survey], nside=nside)\n"
@@ -754,21 +464,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "0728129e",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "progress = 114.10%Skipped 0 observations\n",
-      "Flushed 0 observations from queue for being stale\n",
-      "Completed 3904 observations\n",
-      "ran in 0 min = 0.0 hours\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "mo = ModelObservatory(nside=nside, mjd_start=mjd_start)\n",
     "# run it for a week\n",
@@ -777,38 +476,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "513e621f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Altitude (degrees)')"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "# let's plot and color-code by filter\n",
-    "for filtername in f2c:\n",
-    "    in_filt = np.where(observations['filter'] == filtername)[0]\n",
+    "# let's plot and color-code by band\n",
+    "for bandname in f2c:\n",
+    "    in_filt = np.where(observations['band'] == bandname)[0]\n",
     "    if in_filt.size > 0:\n",
     "        plt.plot(observations['mjd'][in_filt], np.degrees(observations['alt'][in_filt]), 'o',\n",
-    "                 color=f2c[filtername], label=filtername)\n",
+    "                 color=f2c[bandname], label=bandname)\n",
     "plt.legend()\n",
     "plt.xlabel('MJD')\n",
     "plt.ylabel('Altitude (degrees)')"
@@ -816,38 +494,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "0e120e2e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.lines.Line2D at 0x177ce1b90>"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "# let's plot and color-code by filter\n",
-    "for filtername in f2c:\n",
-    "    in_filt = np.where(observations['filter'] == filtername)[0]\n",
+    "# let's plot and color-code by band\n",
+    "for bandname in f2c:\n",
+    "    in_filt = np.where(observations['band'] == bandname)[0]\n",
     "    if in_filt.size > 0:\n",
     "        plt.plot(observations['mjd'][in_filt], np.degrees(observations['moonAlt'][in_filt]), 'o',\n",
-    "                 color=f2c[filtername], label=filtername, alpha=0.1)\n",
+    "                 color=f2c[bandname], label=bandname, alpha=0.1)\n",
     "plt.legend()\n",
     "plt.xlabel('MJD')\n",
     "plt.ylabel('Moon Altitude (degrees)')\n",
@@ -864,21 +521,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "id": "3fc8a4da",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<rubin_scheduler.scheduler.basis_functions.rolling_funcs.FootprintBasisFunction at 0x1677fdd50>"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# We stopped mid-twilight, so let's grab the current conditions and see what the basis function looks like\n",
     "conditions = mo.return_conditions()\n",
@@ -888,42 +534,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "id": "830a9fb8",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "hp.mollview(fp_bf(conditions), title='r-band footprint basis function')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "id": "07af35b8",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# The basis function holds a dict of Feature objects that track the progress of the survey\n",
     "hp.mollview(fp_bf.survey_features['N_obs'](), title='r-band N_obs feature')"
@@ -931,21 +555,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "68f77ea6",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# And now in the g-band\n",
     "hp.mollview(scheduler.survey_lists[0][1].basis_functions[0].survey_features['N_obs'](),\n",
@@ -954,21 +567,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "id": "e007674d",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Here's what the r-band m5 basis function looks like\n",
     "hp.mollview(scheduler.survey_lists[0][0].basis_functions[1](conditions),\n",
@@ -977,31 +579,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "id": "8c02be04",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 850x540 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# The MDP survey objects have reward maps that look thusly\n",
     "hp.mollview(scheduler.survey_lists[0][0].calc_reward_function(conditions), title='r-band reward')\n",
@@ -1010,31 +591,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "id": "442c207f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'dec')"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# We can reach into the scheduler and check what observations the survey objects\n",
     "# would generate, if the scheduler decided to call them.\n",
@@ -1089,7 +649,7 @@
     "\n",
     "## Detailer objects\n",
     "\n",
-    "Detailer objects take a list of observations and the current conditions and return a list of observations. Useful for survey objects as they can take a list of observations and set the camera rotation for the night, or adjust the exposure times of visits, or take a list of observations in one filter and duplicate the pointings in a different filter.\n",
+    "Detailer objects take a list of observations and the current conditions and return a list of observations. Useful for survey objects as they can take a list of observations and set the camera rotation for the night, or adjust the exposure times of visits, or take a list of observations in one band and duplicate the pointings in a different band.\n",
     "\n",
     "\n",
     "## Core Scheduler\n",
@@ -1106,7 +666,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "id": "c064b75e",
    "metadata": {},
    "outputs": [],
@@ -1125,7 +685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "id": "67734953",
    "metadata": {},
    "outputs": [],
@@ -1135,18 +695,18 @@
     "footprint_weight = 1.\n",
     "m5_weight = 0\n",
     "\n",
-    "red_fp_basis = bf.FootprintBasisFunction(filtername='r', footprint=fp)\n",
-    "m5_basis_r = bf.M5DiffBasisFunction(filtername='r', nside=nside)\n",
+    "red_fp_basis = bf.FootprintBasisFunction(bandname='r', footprint=fp)\n",
+    "m5_basis_r = bf.M5DiffBasisFunction(bandname='r', nside=nside)\n",
     "red_survey = BlobSurvey([red_fp_basis, m5_basis_r],\n",
     "                        [footprint_weight, m5_weight],\n",
-    "                        filtername1='r', survey_name='r_blob')\n",
+    "                        bandname='r', survey_name='r_blob')\n",
     "\n",
-    "blue_fp_basis = bf.FootprintBasisFunction(filtername='g', footprint=fp)\n",
-    "m5_basis_g = bf.M5DiffBasisFunction(filtername='g', nside=nside)\n",
+    "blue_fp_basis = bf.FootprintBasisFunction(bandname='g', footprint=fp)\n",
+    "m5_basis_g = bf.M5DiffBasisFunction(bandname='g', nside=nside)\n",
     "moon_basis = MoonDownBasisFunction()\n",
     "blue_survey = BlobSurvey([blue_fp_basis, m5_basis_g, moon_basis],\n",
     "                         [footprint_weight, m5_weight, 0.],\n",
-    "                         filtername1='g', survey_name='g_blob')\n",
+    "                         bandname='g', survey_name='g_blob')\n",
     "\n",
     "\n",
     "scheduler = CoreScheduler([red_survey, blue_survey], nside=nside)\n"
@@ -1154,21 +714,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "id": "b46d0a53",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "progress = 114.10%Skipped 0 observations\n",
-      "Flushed 0 observations from queue for being stale\n",
-      "Completed 3884 observations\n",
-      "ran in 0 min = 0.0 hours\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "mo = ModelObservatory(nside=nside, mjd_start=mjd_start)# run it for a week\n",
     "mo, scheduler, observations = sim_runner(mo, scheduler, sim_duration=7.0, verbose=True)"
@@ -1176,37 +725,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "id": "6eb68c79",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.lines.Line2D at 0x165a551d0>"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "for filtername in f2c:\n",
-    "    in_filt = np.where(observations['filter'] == filtername)[0]\n",
+    "for bandname in f2c:\n",
+    "    in_filt = np.where(observations['band'] == bandname)[0]\n",
     "    if in_filt.size > 0:\n",
     "        plt.plot(observations['mjd'][in_filt], np.degrees(observations['moonAlt'][in_filt]), 'o',\n",
-    "                 color=f2c[filtername], label=filtername)\n",
+    "                 color=f2c[bandname], label=bandname)\n",
     "plt.legend()\n",
     "plt.xlabel('MJD')\n",
     "plt.ylabel('Moon Altitude (degrees)')\n",
@@ -1215,7 +743,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "id": "e2c5a316",
    "metadata": {},
    "outputs": [],
diff --git a/scheduler/comcam_example.ipynb b/scheduler/comcam_example.ipynb
index daec6b5..73d872c 100644
--- a/scheduler/comcam_example.ipynb
+++ b/scheduler/comcam_example.ipynb
@@ -19,8 +19,8 @@
    "source": [
     "from rubin_scheduler.scheduler.model_observatory import ModelObservatory\n",
     "from rubin_scheduler.scheduler.surveys import BaseSurvey\n",
-    "from rubin_scheduler.scheduler.utils import empty_observation, SkyAreaGenerator, Footprint, make_rolling_footprints\n",
-    "from rubin_scheduler.scheduler.schedulers import CoreScheduler, SimpleFilterSched\n",
+    "from rubin_scheduler.scheduler.utils import SkyAreaGenerator, Footprint, make_rolling_footprints\n",
+    "from rubin_scheduler.scheduler.schedulers import CoreScheduler, SimpleBandSched\n",
     "from rubin_scheduler.scheduler import sim_runner\n",
     "from rubin_scheduler.scheduler.detailers import BaseDetailer\n",
     "from rubin_scheduler.utils import _approx_ra_dec2_alt_az, _approx_altaz2pa\n",
@@ -30,6 +30,8 @@
     "from rubin_scheduler.scheduler.surveys import BlobSurvey, GreedySurvey\n",
     "from rubin_scheduler.scheduler import sim_runner\n",
     "\n",
+    "from rubin_scheduler.site_models import Almanac\n",
+    "\n",
     "\n",
     "import numpy as np\n",
     "import healpy as hp\n",
@@ -51,6 +53,10 @@
     "mjd_start = 60218.\n",
     "mo = ModelObservatory(nside=nside, mjd_start=mjd_start)\n",
     "\n",
+    "almanac = Almanac(mjd_start=mjd_start)\n",
+    "sun_moon_info = almanac.get_sun_moon_positions(mjd_start)\n",
+    "sun_ra_start = sun_moon_info[\"sun_RA\"].copy()\n",
+    "\n",
     "conditions = mo.return_conditions()\n"
    ]
   },
@@ -59,19 +65,7 @@
    "execution_count": 4,
    "id": "9f32149a-3d41-4587-b3af-215aa1cadb33",
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "AttributeError",
-     "evalue": "'Conditions' object has no attribute 'sun_ra_start'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[4], line 9\u001b[0m\n\u001b[1;32m      6\u001b[0m simple_fp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m'\u001b[39m][indx] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m      7\u001b[0m simple_fp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mg\u001b[39m\u001b[38;5;124m'\u001b[39m][indx] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m----> 9\u001b[0m fp \u001b[38;5;241m=\u001b[39m Footprint(conditions\u001b[38;5;241m.\u001b[39mmjd_start, \u001b[43mconditions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msun_ra_start\u001b[49m, nside\u001b[38;5;241m=\u001b[39mnside)\n\u001b[1;32m     10\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m filtername \u001b[38;5;129;01min\u001b[39;00m simple_fp:\n\u001b[1;32m     11\u001b[0m     fp\u001b[38;5;241m.\u001b[39mset_footprint(filtername, simple_fp[filtername])\n",
-      "\u001b[0;31mAttributeError\u001b[0m: 'Conditions' object has no attribute 'sun_ra_start'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Let's start out with a simple 2-band footprint where we want 1 observations in r for every 2 observations in g\n",
     "blank_map = np.zeros(hp.nside2npix(nside)) + np.nan\n",
@@ -81,14 +75,14 @@
     "simple_fp['r'][indx] = 1\n",
     "simple_fp['g'][indx] = 1\n",
     "\n",
-    "fp = Footprint(conditions.mjd_start, conditions.sun_ra_start, nside=nside)\n",
-    "for filtername in simple_fp:\n",
-    "    fp.set_footprint(filtername, simple_fp[filtername])"
+    "fp = Footprint(mjd_start, sun_ra_start, nside=nside)\n",
+    "for bandname in simple_fp:\n",
+    "    fp.set_footprint(bandname, simple_fp[bandname])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "1d6dcc6a-64dc-483d-8a7e-3a3b292780b4",
    "metadata": {
     "scrolled": true
@@ -106,19 +100,19 @@
     "# Specify no detailers so there's no unwanted rotational dithers.\n",
     "detailers = []\n",
     "\n",
-    "red_fp_basis = bf.FootprintBasisFunction(filtername='r', footprint=fp, nside=nside)\n",
-    "m5_basis_r = bf.M5DiffBasisFunction(filtername='r', nside=nside)\n",
+    "red_fp_basis = bf.FootprintBasisFunction(bandname='r', footprint=fp, nside=nside)\n",
+    "m5_basis_r = bf.M5DiffBasisFunction(bandname='r', nside=nside)\n",
     "red_survey = BlobSurvey([red_fp_basis, m5_basis_r],\n",
     "                        [footprint_weight, m5_weight],\n",
-    "                        filtername1='r', survey_name='r_blob', nside=nside,\n",
+    "                        bandname1='r', survey_name='r_blob', nside=nside,\n",
     "                        camera=\"comcam\", grow_blob=False, detailers=detailers, \n",
     "                        dither=False, twilight_scale=False)\n",
     "\n",
-    "blue_fp_basis = bf.FootprintBasisFunction(filtername='g', footprint=fp, nside=nside)\n",
-    "m5_basis_g = bf.M5DiffBasisFunction(filtername='g', nside=nside)\n",
+    "blue_fp_basis = bf.FootprintBasisFunction(bandname='g', footprint=fp, nside=nside)\n",
+    "m5_basis_g = bf.M5DiffBasisFunction(bandname='g', nside=nside)\n",
     "blue_survey = BlobSurvey([blue_fp_basis, m5_basis_g],\n",
     "                         [footprint_weight, m5_weight],\n",
-    "                         filtername1='g', survey_name='g_blob', nside=nside,\n",
+    "                         bandname1='g', survey_name='g_blob', nside=nside,\n",
     "                         camera=\"comcam\", grow_blob=False, detailers=detailers, dither=False, twilight_scale=False)\n",
     "\n",
     "scheduler = CoreScheduler([red_survey, blue_survey], nside=nside, camera=\"comcam\")\n"
@@ -126,10 +120,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "b58fea88-9ee4-484b-b440-ebcf0a20102e",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "progress = 78.55%"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/skybrightness_pre/sky_model_pre.py:352: UserWarning: Requested MJD between sunrise and sunset, returning closest maps\n",
+      "  warnings.warn(\"Requested MJD between sunrise and sunset, returning closest maps\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "progress = 99.49%Skipped 0 observations\n",
+      "Flushed 0 observations from queue for being stale\n",
+      "Completed 2214 observations\n",
+      "ran in 1 min = 0.0 hours\n"
+     ]
+    }
+   ],
    "source": [
     "mo = ModelObservatory(nside=nside, mjd_start=mjd_start)\n",
     "\n",
@@ -139,7 +159,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "4b8f1876-d629-405a-b99f-b66d28c2b32a",
    "metadata": {},
    "outputs": [],
@@ -150,10 +170,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "75cd6069-dccf-43ab-accc-bd0d6fa6ea68",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 850x540 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# The basis function holds a dict of Feature objects that track the progress of the survey\n",
     "hp.mollview(fp_bf.survey_features['N_obs'](), title='r-band N_obs feature')\n"
@@ -161,30 +192,63 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "c7db692e-c5c8-4c14-83b9-9eac8bad91cb",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 850x540 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "hp.mollview(fp_bf(conditions), title='r-band footprint basis function')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "7f6ce0f4-b679-4d22-b54e-67a6eaf42780",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 850x540 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "hp.mollview(scheduler.survey_lists[0][0].basis_functions[1](conditions), title='r-band')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "id": "dfc0e2ab-b366-470e-b293-4ff9e1f24a5d",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 850x540 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "conditions = mo.return_conditions()\n",
     "rw = scheduler.survey_lists[0][0].calc_reward_function(conditions)\n",
@@ -193,10 +257,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "id": "c1dcd3b0-a7e1-4328-b2ff-093b5c532aa1",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 850x540 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# And now in the g-band\n",
     "hp.mollview(scheduler.survey_lists[0][1].basis_functions[0].survey_features['N_obs'](),\n",
@@ -205,30 +280,158 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "be79c5df-26ab-4747-bc0a-7c8d8bc981d2",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "Conditions at 0x374251790\n",
+       "============================\n",
+       "nside:  512   \n",
+       "site:  LSST   \n",
+       "exptime:  30.0   \n",
+       "lmst:  [20.15383354]   \n",
+       "clouds:  None   \n",
+       "current_band:  g   \n",
+       "mounted_bands:  ['g', 'r', 'i', 'z', 'y']   \n",
+       "night:  3   \n",
+       "wind_speed:  None   \n",
+       "wind_direction:  None   \n",
+       "len(scheduled_observations):  0   \n",
+       "len(queue):  None   \n",
+       "moonPhase:  66.25041932505319   \n",
+       "bulk_cloud:  [0.125]   \n",
+       "targets_of_opportunity:  None   \n",
+       "cumulative_azimuth_rad:  [0.73583428]   \n",
+       "\n",
+       "Positions (radians)\n",
+       "-------------------\n",
+       "| name      |        alt |        az |       RA |       decl |   rot |\n",
+       "|:----------|-----------:|----------:|---------:|-----------:|------:|\n",
+       "| sun       |  -0.299606 |   4.44103 | 3.30496  | -0.0703776 |   nan |\n",
+       "| moon      |  -0.754652 |   1.42281 | 1.19855  |  0.452355  |   nan |\n",
+       "| venus     | nan        | nan       | 0.708795 |  0.239783  |   nan |\n",
+       "| mars      | nan        | nan       | 3.67937  | -0.208655  |   nan |\n",
+       "| jupiter   | nan        | nan       | 0.619617 |  0.225214  |   nan |\n",
+       "| saturn    | nan        | nan       | 5.8841   | -0.197575  |   nan |\n",
+       "| telescope |   1.32839  |   0.36459 | 5.35471  | -0.299691  |     0 |\n",
+       "\n",
+       "Positions (degrees)\n",
+       "-------------------\n",
+       "| name      |      alt |       az |       RA |      decl |   rot |\n",
+       "|:----------|---------:|---------:|---------:|----------:|------:|\n",
+       "| sun       | -17.1662 | 254.452  | 189.36   |  -4.03234 |   nan |\n",
+       "| moon      | -43.2384 |  81.5208 |  68.6721 |  25.918   |   nan |\n",
+       "| venus     | nan      | nan      |  40.611  |  13.7385  |   nan |\n",
+       "| mars      | nan      | nan      | 210.812  | -11.955   |   nan |\n",
+       "| jupiter   | nan      | nan      |  35.5014 |  12.9038  |   nan |\n",
+       "| saturn    | nan      | nan      | 337.134  | -11.3202  |   nan |\n",
+       "| telescope |  76.111  |  20.8894 | 306.802  | -17.1711  |     0 |\n",
+       "\n",
+       "Events\n",
+       "------\n",
+       "| event           |     MJD | date                          |\n",
+       "|:----------------|--------:|:------------------------------|\n",
+       "| sunset          | 60220.9 | 2023-10-03 22:41:37.111929953 |\n",
+       "| sun_n12_setting | 60221   | 2023-10-03 23:37:50.935432609 |\n",
+       "| mjd             | 60221   | 2023-10-04 00:02:30.047868493 |\n",
+       "| sun_n18_setting | 60221   | 2023-10-04 00:06:30.864506365 |\n",
+       "| moonrise        | 60221.2 | 2023-10-04 03:46:27.084178626 |\n",
+       "| sun_n18_rising  | 60221.4 | 2023-10-04 08:56:51.575312915 |\n",
+       "| sun_n12_rising  | 60221.4 | 2023-10-04 09:25:30.419862274 |\n",
+       "| sunrise         | 60221.4 | 2023-10-04 10:21:41.600530739 |\n",
+       "| moonset         | 60221.6 | 2023-10-04 13:42:10.994023379 |\n",
+       "\n",
+       "Maps\n",
+       "----\n",
+       "| map             |   nside |       min |           max |    median |\n",
+       "|:----------------|--------:|----------:|--------------:|----------:|\n",
+       "| slewtime        |     512 |  3.51977  | 156           | 91.9337   |\n",
+       "| dec             |     512 | -1.5692   |   1.5692      |  0        |\n",
+       "| ra              |     512 |  0        |   6.28165     |  3.14083  |\n",
+       "| airmass         |     512 |  1        |   6.23427e+06 |  1.99994  |\n",
+       "| skybrightness_u |     512 | 21.6196   |  22.5496      | 22.3529   |\n",
+       "| skybrightness_g |     512 | 20.6725   |  22.1295      | 21.8867   |\n",
+       "| skybrightness_r |     512 | 19.866    |  21.2268      | 20.9643   |\n",
+       "| skybrightness_i |     512 | 19.185    |  20.3578      | 20.0655   |\n",
+       "| skybrightness_z |     512 | 18.4529   |  19.4532      | 19.1365   |\n",
+       "| skybrightness_y |     512 | 17.6794   |  18.5703      | 18.2457   |\n",
+       "| fwhm_eff_u      |     512 |  0.691128 |   2.98799     |  0.99632  |\n",
+       "| fwhm_eff_g      |     512 |  0.663458 |   2.86837     |  0.956431 |\n",
+       "| fwhm_eff_r      |     512 |  0.638528 |   2.76058     |  0.920492 |\n",
+       "| fwhm_eff_i      |     512 |  0.621559 |   2.68722     |  0.896031 |\n",
+       "| fwhm_eff_z      |     512 |  0.610413 |   2.63903     |  0.879962 |\n",
+       "| fwhm_eff_y      |     512 |  0.601557 |   2.60075     |  0.867196 |\n",
+       "| m5_depth_u      |     512 | 22.3884   |  23.8923      | 23.4308   |\n",
+       "| m5_depth_g      |     512 | 23.6978   |  25.1714      | 24.7894   |\n",
+       "| m5_depth_r      |     512 | 23.437    |  24.7861      | 24.4104   |\n",
+       "| m5_depth_i      |     512 | 23.0947   |  24.3412      | 23.9459   |\n",
+       "| m5_depth_z      |     512 | 22.6084   |  23.746       | 23.3408   |\n",
+       "| m5_depth_y      |     512 | 21.4833   |  22.7898      | 22.3368   |\n"
+      ],
+      "text/plain": [
+       "<Conditions mjd='[60221.00173667]' at 0x374251790>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "conditions"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "d6892f4d-1947-482e-8eb6-05bc74c371b7",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 850x540 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "hp.mollview(scheduler.survey_lists[0][0].calc_reward_function(conditions))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "id": "86b2eb25-ff93-4afd-a4b9-98f52b76b4f3",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x177d21710>]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.plot(np.degrees(observations[\"RA\"]), np.degrees(observations[\"dec\"]), 'ko', alpha=.1)\n"
    ]
diff --git a/scheduler/pointings_example.ipynb b/scheduler/pointings_example.ipynb
index 9a8203a..efa51fd 100644
--- a/scheduler/pointings_example.ipynb
+++ b/scheduler/pointings_example.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "There are three general cases where we want to construct a scheduler to make observations:\n",
     "\n",
-    "1) We have a large area we would like to observe (in one or more filters) in an intelligent way.  In this case, we typically define a survey footprint with HEALpix maps and use one or more `BlobSurvey` objects to execute the observations. This is how we execute the main LSST survey, including things like the Wide Fast Deep area and the North Ecliptic Spur. \n",
+    "1) We have a large area we would like to observe (in one or more bands) in an intelligent way.  In this case, we typically define a survey footprint with HEALpix maps and use one or more `BlobSurvey` objects to execute the observations. This is how we execute the main LSST survey, including things like the Wide Fast Deep area and the North Ecliptic Spur. \n",
     "2) We have a list of pointings we would like executed at a specific time. This case can be done with `ScriptedSurvey` objects. \n",
     "3) We would like to select the best choice from a list of potential pointings. This doesn't come up for the main LSST survey, but can be useful for AuxTel and commissioning studies.  "
    ]
@@ -196,7 +196,7 @@
     "\n",
     "obs['flush_by_mjd'] = 0.\n",
     "obs['nexp'] = 1\n",
-    "obs['filter'] = 'r'\n",
+    "obs['band'] = 'r'\n",
     "obs['exptime'] = 60."
    ]
   },
@@ -225,7 +225,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/scheduler/surveys/pointings_survey.py:268: RuntimeWarning: invalid value encountered in divide\n",
+      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/scheduler/surveys/pointings_survey.py:270: RuntimeWarning: invalid value encountered in divide\n",
       "  result = np.floor(1.0 + self.n_obs / sum_obs)\n"
      ]
     },
@@ -233,7 +233,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "progress = 65.27%"
+      "progress = 33.35%"
      ]
     },
     {
@@ -248,9 +248,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "progress = 99.98%Skipped 0 observations\n",
+      "progress = 100.07%Skipped 0 observations\n",
       "Flushed 0 observations from queue for being stale\n",
-      "Completed 1877 observations\n",
+      "Completed 976 observations\n",
       "ran in 0 min = 0.0 hours\n"
      ]
     }
@@ -279,7 +279,7 @@
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -309,92 +309,92 @@
     {
      "data": {
       "text/markdown": [
-       "Conditions at 0x3041a2e90\n",
+       "Conditions at 0x1543ade50\n",
        "============================\n",
        "nside:  32   \n",
        "site:  LSST   \n",
        "exptime:  30.0   \n",
-       "lmst:  [10.09478658]   \n",
+       "lmst:  [22.23953009]   \n",
        "clouds:  None   \n",
-       "current_filter:  r   \n",
-       "mounted_filters:  ['g', 'r', 'i', 'z', 'y']   \n",
+       "current_band:  r   \n",
+       "mounted_bands:  ['g', 'r', 'i', 'z', 'y']   \n",
        "night:  3   \n",
        "wind_speed:  None   \n",
        "wind_direction:  None   \n",
        "len(scheduled_observations):  0   \n",
        "len(queue):  None   \n",
-       "moonPhase:  45.903710925335766   \n",
-       "bulk_cloud:  [0.]   \n",
+       "moonPhase:  88.10391882191729   \n",
+       "bulk_cloud:  [0.25]   \n",
        "targets_of_opportunity:  None   \n",
-       "cumulative_azimuth_rad:  [2.20400493]   \n",
+       "cumulative_azimuth_rad:  0   \n",
        "\n",
        "Positions (radians)\n",
        "-------------------\n",
-       "| name      |        alt |        az |       RA |       decl |   rot |\n",
-       "|:----------|-----------:|----------:|---------:|-----------:|------:|\n",
-       "| sun       |  -0.437797 | nan       | 0.715277 |  0.27698   |   nan |\n",
-       "| moon      |   0.573293 |   5.87194 | 2.26262  |  0.404406  |   nan |\n",
-       "| venus     | nan        | nan       | 4.32439  | -0.374159  |   nan |\n",
-       "| mars      | nan        | nan       | 2.89319  |  0.138134  |   nan |\n",
-       "| jupiter   | nan        | nan       | 1.54546  |  0.404308  |   nan |\n",
-       "| saturn    | nan        | nan       | 6.19314  | -0.0798694 |   nan |\n",
-       "| telescope |   1.08287  |   2.29125 | 3.16376  | -0.792473  |     0 |\n",
+       "| name      |        alt |         az |           RA |        decl |   rot |\n",
+       "|:----------|-----------:|-----------:|-------------:|------------:|------:|\n",
+       "| sun       |  -0.209579 |   4.2591   |   3.82284    |  -0.266491  |   nan |\n",
+       "| moon      |   0.537318 |   0.923535 |   0.30587    |   0.188455  |   nan |\n",
+       "| venus     | nan        | nan        |   3.23987    |   0.0188273 |   nan |\n",
+       "| mars      | nan        | nan        |   4.34907    |  -0.396791  |   nan |\n",
+       "| jupiter   | nan        | nan        |   1.84012    |   0.39734   |   nan |\n",
+       "| saturn    | nan        | nan        |   0.00895613 |  -0.0393505 |   nan |\n",
+       "| telescope |   1.50971  |   0        | nan          | nan         |     0 |\n",
        "\n",
        "Positions (degrees)\n",
        "-------------------\n",
-       "| name      |      alt |      az |       RA |      decl |   rot |\n",
-       "|:----------|---------:|--------:|---------:|----------:|------:|\n",
-       "| sun       | -25.0839 | nan     |  40.9823 |  15.8698  |   nan |\n",
-       "| moon      |  32.8473 | 336.437 | 129.639  |  23.1708  |   nan |\n",
-       "| venus     | nan      | nan     | 247.769  | -21.4378  |   nan |\n",
-       "| mars      | nan      | nan     | 165.767  |   7.91451 |   nan |\n",
-       "| jupiter   | nan      | nan     |  88.5482 |  23.1651  |   nan |\n",
-       "| saturn    | nan      | nan     | 354.841  |  -4.57618 |   nan |\n",
-       "| telescope |  62.0439 | 131.279 | 181.27   | -45.4053  |     0 |\n",
+       "| name      |      alt |       az |         RA |      decl |   rot |\n",
+       "|:----------|---------:|---------:|-----------:|----------:|------:|\n",
+       "| sun       | -12.008  | 244.029  | 219.033    | -15.2688  |   nan |\n",
+       "| moon      |  30.7861 |  52.9146 |  17.525    |  10.7977  |   nan |\n",
+       "| venus     | nan      | nan      | 185.631    |   1.07873 |   nan |\n",
+       "| mars      | nan      | nan      | 249.184    | -22.7344  |   nan |\n",
+       "| jupiter   | nan      | nan      | 105.431    |  22.7659  |   nan |\n",
+       "| saturn    | nan      | nan      |   0.513148 |  -2.25462 |   nan |\n",
+       "| telescope |  86.5    |   0      | nan        | nan       |     0 |\n",
        "\n",
        "Events\n",
        "------\n",
        "| event           |     MJD | date                          |\n",
        "|:----------------|--------:|:------------------------------|\n",
-       "| sunset          | 60798.9 | 2025-05-03 22:01:24.180378913 |\n",
-       "| sun_n12_setting | 60799   | 2025-05-03 22:58:56.840710042 |\n",
-       "| sun_n18_setting | 60799   | 2025-05-03 23:27:08.767199813 |\n",
-       "| mjd             | 60799   | 2025-05-04 00:00:08.862715958 |\n",
-       "| moonset         | 60799.2 | 2025-05-04 03:44:58.853677511 |\n",
-       "| sun_n18_rising  | 60799.4 | 2025-05-04 09:52:40.349746044 |\n",
-       "| sun_n12_rising  | 60799.4 | 2025-05-04 10:20:54.727278648 |\n",
-       "| sunrise         | 60799.5 | 2025-05-04 11:18:33.493913412 |\n",
-       "| moonrise        | 60799.8 | 2025-05-04 18:02:53.684754964 |\n",
+       "| sunset          | 60983   | 2025-11-03 23:03:26.969963016 |\n",
+       "| mjd             | 60983   | 2025-11-04 00:03:23.219497200 |\n",
+       "| sun_n12_setting | 60983   | 2025-11-04 00:03:23.219497200 |\n",
+       "| sun_n18_setting | 60983   | 2025-11-04 00:34:59.838499724 |\n",
+       "| sun_n18_rising  | 60983.3 | 2025-11-04 08:17:48.730044364 |\n",
+       "| moonset         | 60983.4 | 2025-11-04 08:41:17.797557413 |\n",
+       "| sun_n12_rising  | 60983.4 | 2025-11-04 08:49:24.629718659 |\n",
+       "| sunrise         | 60983.4 | 2025-11-04 09:49:20.262358191 |\n",
+       "| moonrise        | 60983.9 | 2025-11-04 22:31:19.081606869 |\n",
        "\n",
        "Maps\n",
        "----\n",
        "| map             |   nside |       min |        max |   median |\n",
        "|:----------------|--------:|----------:|-----------:|---------:|\n",
-       "| airmass         |      32 |  1.00011  | 2023.39    |  1.99986 |\n",
+       "| airmass         |      32 |  1.00002  | 6646.94    |  2.00417 |\n",
        "| ra              |      32 |  0        |    6.25864 |  3.12932 |\n",
        "| dec             |      32 | -1.54528  |    1.54528 |  0       |\n",
-       "| slewtime        |      32 |  4.02758  |  155.97    | 87.8253  |\n",
-       "| m5_depth_u      |      32 | 21.641    |   23.4351  | 22.9119  |\n",
-       "| m5_depth_g      |      32 | 22.7408   |   24.5751  | 24.068   |\n",
-       "| m5_depth_r      |      32 | 22.7132   |   24.4004  | 23.9248  |\n",
-       "| m5_depth_i      |      32 | 22.5993   |   24.0901  | 23.6323  |\n",
-       "| m5_depth_z      |      32 | 22.2565   |   23.5454  | 23.1085  |\n",
-       "| m5_depth_y      |      32 | 21.2968   |   22.614   | 22.1473  |\n",
-       "| skybrightness_u |      32 | 20.2512   |   21.8022  | 21.4947  |\n",
-       "| skybrightness_g |      32 | 19.1271   |   21.2938  | 20.8658  |\n",
-       "| skybrightness_r |      32 | 18.7849   |   20.8594  | 20.4332  |\n",
-       "| skybrightness_i |      32 | 18.6028   |   20.2587  | 19.8609  |\n",
-       "| skybrightness_z |      32 | 18.2143   |   19.4469  | 19.0707  |\n",
-       "| skybrightness_y |      32 | 17.6182   |   18.6018  | 18.2513  |\n",
-       "| fwhm_eff_u      |      32 |  0.866154 |    3.73443 |  1.24897 |\n",
-       "| fwhm_eff_g      |      32 |  0.820989 |    3.5397  |  1.18384 |\n",
-       "| fwhm_eff_r      |      32 |  0.779768 |    3.36198 |  1.1244  |\n",
-       "| fwhm_eff_i      |      32 |  0.751378 |    3.23958 |  1.08346 |\n",
-       "| fwhm_eff_z      |      32 |  0.732565 |    3.15846 |  1.05634 |\n",
-       "| fwhm_eff_y      |      32 |  0.717519 |    3.09359 |  1.03464 |\n"
+       "| slewtime        |      32 |  4.82899  |  155.955   | 94.7114  |\n",
+       "| skybrightness_u |      32 | 17.6559   |   19.2689  | 18.8756  |\n",
+       "| skybrightness_g |      32 | 16.769    |   19.1083  | 18.6338  |\n",
+       "| skybrightness_r |      32 | 16.5842   |   19.2284  | 18.703   |\n",
+       "| skybrightness_i |      32 | 16.5811   |   18.8207  | 18.3353  |\n",
+       "| skybrightness_z |      32 | 16.2886   |   18.1281  | 17.6825  |\n",
+       "| skybrightness_y |      32 | 15.2288   |   17.1761  | 16.7651  |\n",
+       "| m5_depth_u      |      32 | 20.2691   |   22.3192  | 21.698   |\n",
+       "| m5_depth_g      |      32 | 21.5173   |   23.4701  | 22.9173  |\n",
+       "| m5_depth_r      |      32 | 21.5874   |   23.5491  | 23.0166  |\n",
+       "| m5_depth_i      |      32 | 21.5678   |   23.3323  | 22.8188  |\n",
+       "| m5_depth_z      |      32 | 21.2464   |   22.8444  | 22.3612  |\n",
+       "| m5_depth_y      |      32 | 20.0578   |   21.8623  | 21.3506  |\n",
+       "| fwhm_eff_u      |      32 |  0.916004 |    3.95438 |  1.32089 |\n",
+       "| fwhm_eff_g      |      32 |  0.866165 |    3.73922 |  1.24902 |\n",
+       "| fwhm_eff_r      |      32 |  0.820562 |    3.54235 |  1.18326 |\n",
+       "| fwhm_eff_i      |      32 |  0.789084 |    3.40646 |  1.13787 |\n",
+       "| fwhm_eff_z      |      32 |  0.768186 |    3.31625 |  1.10774 |\n",
+       "| fwhm_eff_y      |      32 |  0.75145  |    3.244   |  1.0836  |\n"
       ],
       "text/plain": [
-       "<Conditions mjd='[60799.00010258]' at 0x3041a2e90>"
+       "<Conditions mjd='[60983.00235208]' at 0x1543ade50>"
       ]
      },
      "execution_count": 7,
@@ -416,104 +416,104 @@
     {
      "data": {
       "text/markdown": [
-       "# CoreScheduler at 0x1788ed6d0\n",
-       "|              | value                            |\n",
-       "|:-------------|:---------------------------------|\n",
-       "| camera       | LSST                             |\n",
-       "| nside        | 32                               |\n",
-       "| survey index | [0, 0]                           |\n",
-       "| Last chosen  | <PointingsSurvey at 0x1789b6e90> |\n",
+       "# CoreScheduler at 0x152e4d3d0\n",
+       "|              | value        |\n",
+       "|:-------------|:-------------|\n",
+       "| camera       | LSST         |\n",
+       "| nside        | 32           |\n",
+       "| survey index | [None, None] |\n",
+       "| Last chosen  | None         |\n",
        "\n",
        "## Surveys\n",
        "\n",
        "### Survey list 0\n",
-       "| survey                           |   reward | chosen   |\n",
-       "|:---------------------------------|---------:|:---------|\n",
-       "| <PointingsSurvey at 0x1789b6e90> | -3.25957 | True     |\n",
+       "| survey                           | reward   | chosen   |\n",
+       "|:---------------------------------|:---------|:---------|\n",
+       "| <PointingsSurvey at 0x1548261d0> |          | False    |\n",
        "\n",
-       "Conditions at 0x178a015d0\n",
+       "Conditions at 0x15413add0\n",
        "============================\n",
        "nside:  32   \n",
        "site:  LSST   \n",
        "exptime:  30.0   \n",
-       "lmst:  [10.07676106]   \n",
+       "lmst:  [6.91435297]   \n",
        "clouds:  None   \n",
-       "current_filter:  r   \n",
-       "mounted_filters:  ['g', 'r', 'i', 'z', 'y']   \n",
-       "night:  3   \n",
+       "current_band:  r   \n",
+       "mounted_bands:  ['g', 'r', 'i', 'z', 'y']   \n",
+       "night:  1   \n",
        "wind_speed:  None   \n",
        "wind_direction:  None   \n",
        "len(scheduled_observations):  0   \n",
        "len(queue):  0   \n",
-       "moonPhase:  45.900517715105885   \n",
+       "moonPhase:  75.09361048258049   \n",
        "bulk_cloud:  [0.]   \n",
        "targets_of_opportunity:  None   \n",
-       "cumulative_azimuth_rad:  [2.20400493]   \n",
+       "cumulative_azimuth_rad:  [-3.42134666]   \n",
        "\n",
        "Positions (radians)\n",
        "-------------------\n",
-       "| name      |       alt |        az |       RA |       decl |   rot |\n",
-       "|:----------|----------:|----------:|---------:|-----------:|------:|\n",
-       "| sun       |  -0.43375 | nan       | 0.715264 |  0.276976  |   nan |\n",
-       "| moon      |   0.57481 |   5.87663 | 2.26251  |  0.40447   |   nan |\n",
-       "| venus     | nan       | nan       | 4.32437  | -0.374155  |   nan |\n",
-       "| mars      | nan       | nan       | 2.89318  |  0.138137  |   nan |\n",
-       "| jupiter   | nan       | nan       | 1.54546  |  0.404308  |   nan |\n",
-       "| saturn    | nan       | nan       | 6.19314  | -0.0798696 |   nan |\n",
-       "| telescope |   1.08258 |   2.28339 | 3.1614   | -0.789168  |     0 |\n",
+       "| name      |        alt |        az |         RA |        decl |   rot |\n",
+       "|:----------|-----------:|----------:|-----------:|------------:|------:|\n",
+       "| sun       |  -0.213046 |   2.01546 | 3.79476    | -0.257574   |   nan |\n",
+       "| moon      |  -0.274952 |   4.53916 | 6.19251    | -0.00934494 |   nan |\n",
+       "| venus     | nan        | nan       | 3.19811    |  0.0377516  |   nan |\n",
+       "| mars      | nan        | nan       | 4.33274    | -0.394127   |   nan |\n",
+       "| jupiter   | nan        | nan       | 1.83755    |  0.397537   |   nan |\n",
+       "| saturn    | nan        | nan       | 0.00807382 | -0.0397146  |   nan |\n",
+       "| telescope |   1.13447  |   3.49692 | 1.55857    | -0.925268   |     0 |\n",
        "\n",
        "Positions (degrees)\n",
        "-------------------\n",
-       "| name      |      alt |      az |       RA |      decl |   rot |\n",
-       "|:----------|---------:|--------:|---------:|----------:|------:|\n",
-       "| sun       | -24.852  | nan     |  40.9816 |  15.8695  |   nan |\n",
-       "| moon      |  32.9342 | 336.706 | 129.632  |  23.1744  |   nan |\n",
-       "| venus     | nan      | nan     | 247.768  | -21.4375  |   nan |\n",
-       "| mars      | nan      | nan     | 165.767  |   7.91464 |   nan |\n",
-       "| jupiter   | nan      | nan     |  88.5481 |  23.1651  |   nan |\n",
-       "| saturn    | nan      | nan     | 354.841  |  -4.57619 |   nan |\n",
-       "| telescope |  62.0272 | 130.829 | 181.135  | -45.216   |     0 |\n",
+       "| name      |      alt |      az |         RA |       decl |   rot |\n",
+       "|:----------|---------:|--------:|-----------:|-----------:|------:|\n",
+       "| sun       | -12.2066 | 115.477 | 217.424    | -14.7579   |   nan |\n",
+       "| moon      | -15.7536 | 260.075 | 354.805    |  -0.535426 |   nan |\n",
+       "| venus     | nan      | nan     | 183.238    |   2.16301  |   nan |\n",
+       "| mars      | nan      | nan     | 248.248    | -22.5818   |   nan |\n",
+       "| jupiter   | nan      | nan     | 105.284    |  22.7772   |   nan |\n",
+       "| saturn    | nan      | nan     |   0.462596 |  -2.27548  |   nan |\n",
+       "| telescope |  65.0003 | 200.359 |  89.2995   | -53.0139   |     0 |\n",
        "\n",
        "Events\n",
        "------\n",
        "| event           |     MJD | date                          |\n",
        "|:----------------|--------:|:------------------------------|\n",
-       "| sunset          | 60798.9 | 2025-05-03 22:01:24.180378913 |\n",
-       "| sun_n12_setting | 60799   | 2025-05-03 22:58:56.840710042 |\n",
-       "| sun_n18_setting | 60799   | 2025-05-03 23:27:08.767199813 |\n",
-       "| mjd             | 60799   | 2025-05-03 23:59:04.148039820 |\n",
-       "| moonset         | 60799.2 | 2025-05-04 03:44:58.853677511 |\n",
-       "| sun_n18_rising  | 60799.4 | 2025-05-04 09:52:40.349746044 |\n",
-       "| sun_n12_rising  | 60799.4 | 2025-05-04 10:20:54.727278648 |\n",
-       "| sunrise         | 60799.5 | 2025-05-04 11:18:33.493913412 |\n",
-       "| moonrise        | 60799.8 | 2025-05-04 18:02:53.684754964 |\n",
+       "| sunset          | 60981   | 2025-11-01 23:01:52.150843441 |\n",
+       "| sun_n12_setting | 60981   | 2025-11-02 00:01:29.942742887 |\n",
+       "| sun_n18_setting | 60981   | 2025-11-02 00:32:52.216339407 |\n",
+       "| moonset         | 60981.3 | 2025-11-02 07:35:09.169676900 |\n",
+       "| sun_n18_rising  | 60981.3 | 2025-11-02 08:19:55.483611528 |\n",
+       "| mjd             | 60981.4 | 2025-11-02 08:50:19.131092727 |\n",
+       "| sun_n12_rising  | 60981.4 | 2025-11-02 08:51:17.125990392 |\n",
+       "| sunrise         | 60981.4 | 2025-11-02 09:50:54.405923190 |\n",
+       "| moonrise        | 60981.8 | 2025-11-02 20:11:31.654680671 |\n",
        "\n",
        "Maps\n",
        "----\n",
        "| map             |   nside |       min |         max |   median |\n",
        "|:----------------|--------:|----------:|------------:|---------:|\n",
-       "| airmass         |      32 |  1.00006  | 21866.5     |  2.00084 |\n",
+       "| airmass         |      32 |  1.00014  | 41345.3     |  2.00212 |\n",
        "| ra              |      32 |  0        |     6.25864 |  3.12932 |\n",
        "| dec             |      32 | -1.54528  |     1.54528 |  0       |\n",
-       "| slewtime        |      32 |  3.90365  |   155.962   | 88.1657  |\n",
-       "| m5_depth_u      |      32 | 21.6466   |    23.4348  | 22.9122  |\n",
-       "| m5_depth_g      |      32 | 22.7445   |    24.5747  | 24.0647  |\n",
-       "| m5_depth_r      |      32 | 22.7164   |    24.4002  | 23.9238  |\n",
-       "| m5_depth_i      |      32 | 22.6028   |    24.0898  | 23.6318  |\n",
-       "| m5_depth_z      |      32 | 22.2604   |    23.5453  | 23.1088  |\n",
-       "| m5_depth_y      |      32 | 21.3019   |    22.614   | 22.1475  |\n",
-       "| skybrightness_u |      32 | 20.2563   |    21.8017  | 21.4938  |\n",
-       "| skybrightness_g |      32 | 19.1335   |    21.2936  | 20.8641  |\n",
-       "| skybrightness_r |      32 | 18.7893   |    20.8589  | 20.4336  |\n",
-       "| skybrightness_i |      32 | 18.6063   |    20.2585  | 19.8606  |\n",
-       "| skybrightness_z |      32 | 18.2161   |    19.4467  | 19.0711  |\n",
-       "| skybrightness_y |      32 | 17.6207   |    18.6017  | 18.2509  |\n",
-       "| fwhm_eff_u      |      32 |  0.866154 |     3.73443 |  1.24897 |\n",
-       "| fwhm_eff_g      |      32 |  0.820989 |     3.5397  |  1.18384 |\n",
-       "| fwhm_eff_r      |      32 |  0.779768 |     3.36198 |  1.1244  |\n",
-       "| fwhm_eff_i      |      32 |  0.751378 |     3.23958 |  1.08346 |\n",
-       "| fwhm_eff_z      |      32 |  0.732565 |     3.15846 |  1.05634 |\n",
-       "| fwhm_eff_y      |      32 |  0.717519 |     3.09359 |  1.03464 |\n",
+       "| slewtime        |      32 |  4.23523  |   155.997   | 88.7153  |\n",
+       "| skybrightness_u |      32 | 17.8363   |    19.9617  | 19.5879  |\n",
+       "| skybrightness_g |      32 | 18.1954   |    20.2905  | 19.9064  |\n",
+       "| skybrightness_r |      32 | 18.2544   |    20.2876  | 19.8924  |\n",
+       "| skybrightness_i |      32 | 17.212    |    19.2461  | 18.849   |\n",
+       "| skybrightness_z |      32 | 16.2851   |    18.2629  | 17.8683  |\n",
+       "| skybrightness_y |      32 | 15.1657   |    17.1821  | 16.7906  |\n",
+       "| m5_depth_u      |      32 | 20.5181   |    22.8332  | 22.2213  |\n",
+       "| m5_depth_g      |      32 | 22.2996   |    24.2451  | 23.7275  |\n",
+       "| m5_depth_r      |      32 | 22.4821   |    24.2639  | 23.7815  |\n",
+       "| m5_depth_i      |      32 | 21.9661   |    23.7119  | 23.2388  |\n",
+       "| m5_depth_z      |      32 | 21.3877   |    23.0689  | 22.6089  |\n",
+       "| m5_depth_y      |      32 | 20.1611   |    22.0156  | 21.5143  |\n",
+       "| fwhm_eff_u      |      32 |  0.916004 |     3.95438 |  1.32089 |\n",
+       "| fwhm_eff_g      |      32 |  0.866165 |     3.73922 |  1.24902 |\n",
+       "| fwhm_eff_r      |      32 |  0.820562 |     3.54235 |  1.18326 |\n",
+       "| fwhm_eff_i      |      32 |  0.789084 |     3.40646 |  1.13787 |\n",
+       "| fwhm_eff_z      |      32 |  0.768186 |     3.31625 |  1.10774 |\n",
+       "| fwhm_eff_y      |      32 |  0.75145  |     3.244   |  1.0836  |\n",
        "\n",
        "\n",
        "## Queue\n",
@@ -521,10 +521,10 @@
       ],
       "text/plain": [
        "CoreScheduler(\n",
-       "            surveys=[[<PointingsSurvey at 0x1789b6e90>]],\n",
+       "            surveys=[[<PointingsSurvey at 0x1548261d0>]],\n",
        "            camera=\"LSST\",\n",
        "            nside=32,\n",
-       "            survey_index=[0, 0],\n",
+       "            survey_index=[None, None],\n",
        "            log=<Logger CoreScheduler (WARNING)>\n",
        "        )"
       ]
@@ -545,6 +545,14 @@
    "id": "2b34c57d-73f7-406c-868f-04c65c12e57f",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/skybrightness_pre/sky_model_pre.py:352: UserWarning: Requested MJD between sunrise and sunset, returning closest maps\n",
+      "  warnings.warn(\"Requested MJD between sunrise and sunset, returning closest maps\")\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -582,113 +590,113 @@
        "      <td>visit_gap</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>776</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>799</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>776</td>\n",
+       "      <td>799</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>balance_revisit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>799</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>776</td>\n",
+       "      <td>799</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>m5diff</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>-0.138504</td>\n",
-       "      <td>313</td>\n",
+       "      <td>-0.944224</td>\n",
+       "      <td>235</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.861496</td>\n",
-       "      <td>290</td>\n",
+       "      <td>0.055776</td>\n",
+       "      <td>235</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>slew_time</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>-4.099342</td>\n",
-       "      <td>313</td>\n",
+       "      <td>-61.241754</td>\n",
+       "      <td>320</td>\n",
        "      <td>-1.0</td>\n",
-       "      <td>-3.319316</td>\n",
-       "      <td>290</td>\n",
+       "      <td>-61.328779</td>\n",
+       "      <td>235</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>wind_limit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>799</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-3.319316</td>\n",
-       "      <td>290</td>\n",
+       "      <td>-61.328779</td>\n",
+       "      <td>235</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>ha_limit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>234</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>132</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-3.319316</td>\n",
-       "      <td>109</td>\n",
+       "      <td>-155.351488</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>alt_limit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>369</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>313</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-3.319316</td>\n",
-       "      <td>109</td>\n",
+       "      <td>-155.351488</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>moon_limit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>799</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>735</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-3.319316</td>\n",
-       "      <td>45</td>\n",
+       "      <td>-155.351488</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "            method blank  feasible max_reward n_possibles  weight  \\\n",
-       "0        visit_gap  None      True        0.0         776     1.0   \n",
-       "1  balance_revisit  None      True        1.0         799     1.0   \n",
-       "2           m5diff  None      True  -0.138504         313     1.0   \n",
-       "3        slew_time  None      True  -4.099342         313    -1.0   \n",
-       "4       wind_limit  None      True        0.0         799     0.0   \n",
-       "5         ha_limit  None      True        0.0         132     0.0   \n",
-       "6        alt_limit  None      True        0.0         313     0.0   \n",
-       "7       moon_limit  None      True        0.0         735     0.0   \n",
+       "            method blank  feasible  max_reward  n_possibles  weight  \\\n",
+       "0        visit_gap  None      True    0.000000          799     1.0   \n",
+       "1  balance_revisit  None      True    1.000000          799     1.0   \n",
+       "2           m5diff  None      True   -0.944224          235     1.0   \n",
+       "3        slew_time  None      True  -61.241754          320    -1.0   \n",
+       "4       wind_limit  None      True    0.000000          799     0.0   \n",
+       "5         ha_limit  None      True    0.000000          234     0.0   \n",
+       "6        alt_limit  None      True    0.000000          369     0.0   \n",
+       "7       moon_limit  None      True    0.000000          799     0.0   \n",
        "\n",
        "   max_accum_reward  accum_n  \n",
-       "0          0.000000      776  \n",
-       "1          1.000000      776  \n",
-       "2          0.861496      290  \n",
-       "3         -3.319316      290  \n",
-       "4         -3.319316      290  \n",
-       "5         -3.319316      109  \n",
-       "6         -3.319316      109  \n",
-       "7         -3.319316       45  "
+       "0          0.000000      799  \n",
+       "1          1.000000      799  \n",
+       "2          0.055776      235  \n",
+       "3        -61.328779      235  \n",
+       "4        -61.328779      235  \n",
+       "5       -155.351488        4  \n",
+       "6       -155.351488        4  \n",
+       "7       -155.351488        4  "
       ]
      },
      "execution_count": 9,
@@ -721,7 +729,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -806,7 +814,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "-rw-r--r--  1 yoachim  staff   4.2M Oct  8 16:58 save_test.pkl\n"
+      "-rw-r--r--  1 yoachim  staff   4.1M Jan  6 11:44 save_test.pkl\n"
      ]
     }
    ],
@@ -828,7 +836,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/scheduler/surveys/pointings_survey.py:268: RuntimeWarning: invalid value encountered in divide\n",
+      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/scheduler/surveys/pointings_survey.py:270: RuntimeWarning: invalid value encountered in divide\n",
       "  result = np.floor(1.0 + self.n_obs / sum_obs)\n"
      ]
     },
@@ -836,7 +844,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "progress = 65.27%"
+      "progress = 33.35%"
      ]
     },
     {
@@ -851,9 +859,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "progress = 99.98%Skipped 0 observations\n",
+      "progress = 100.07%Skipped 0 observations\n",
       "Flushed 0 observations from queue for being stale\n",
-      "Completed 1876 observations\n",
+      "Completed 976 observations\n",
       "ran in 0 min = 0.0 hours\n"
      ]
     }
@@ -906,87 +914,87 @@
        "      <td>visit_gap</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>776</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>799</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>776</td>\n",
+       "      <td>799</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>balance_revisit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>799</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>776</td>\n",
+       "      <td>799</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>slew_time</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>-4.191563</td>\n",
-       "      <td>313</td>\n",
+       "      <td>-61.241754</td>\n",
+       "      <td>320</td>\n",
        "      <td>-1.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>290</td>\n",
+       "      <td>-60.241754</td>\n",
+       "      <td>320</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>wind_limit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>799</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>290</td>\n",
+       "      <td>-60.241754</td>\n",
+       "      <td>320</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>ha_limit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>234</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>132</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>109</td>\n",
+       "      <td>-108.117466</td>\n",
+       "      <td>89</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>alt_limit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>369</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>313</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>109</td>\n",
+       "      <td>-108.117466</td>\n",
+       "      <td>89</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "            method blank  feasible max_reward n_possibles  weight  \\\n",
-       "0        visit_gap  None      True        0.0         776     1.0   \n",
-       "1  balance_revisit  None      True        1.0         799     1.0   \n",
-       "2        slew_time  None      True  -4.191563         313    -1.0   \n",
-       "3       wind_limit  None      True        0.0         799     0.0   \n",
-       "4         ha_limit  None      True        0.0         132     0.0   \n",
-       "5        alt_limit  None      True        0.0         313     0.0   \n",
+       "            method blank  feasible  max_reward  n_possibles  weight  \\\n",
+       "0        visit_gap  None      True    0.000000          799     1.0   \n",
+       "1  balance_revisit  None      True    1.000000          799     1.0   \n",
+       "2        slew_time  None      True  -61.241754          320    -1.0   \n",
+       "3       wind_limit  None      True    0.000000          799     0.0   \n",
+       "4         ha_limit  None      True    0.000000          234     0.0   \n",
+       "5        alt_limit  None      True    0.000000          369     0.0   \n",
        "\n",
        "   max_accum_reward  accum_n  \n",
-       "0          0.000000      776  \n",
-       "1          1.000000      776  \n",
-       "2         -3.208896      290  \n",
-       "3         -3.208896      290  \n",
-       "4         -3.208896      109  \n",
-       "5         -3.208896      109  "
+       "0          0.000000      799  \n",
+       "1          1.000000      799  \n",
+       "2        -60.241754      320  \n",
+       "3        -60.241754      320  \n",
+       "4       -108.117466       89  \n",
+       "5       -108.117466       89  "
       ]
      },
      "execution_count": 14,
@@ -1037,7 +1045,7 @@
     "for i in range(5):\n",
     "    five_obs[i][\"scheduler_note\"] = \"seq2_%i\" % i\n",
     "\n",
-    "obs_boost = np.hstack([obs_boost, five_obs])\n",
+    "obs_boost = np.concatenate([obs_boost, five_obs])\n",
     "\n",
     "# Here we've used the sequence boost to try and make things be taken in sequences.\n",
     "# One could also imagine making a detailer that makes sure every time a pointing is selected,\n",
@@ -1054,7 +1062,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/scheduler/surveys/pointings_survey.py:268: RuntimeWarning: invalid value encountered in divide\n",
+      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/scheduler/surveys/pointings_survey.py:270: RuntimeWarning: invalid value encountered in divide\n",
       "  result = np.floor(1.0 + self.n_obs / sum_obs)\n"
      ]
     },
@@ -1062,7 +1070,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "progress = 65.27%"
+      "progress = 33.35%"
      ]
     },
     {
@@ -1077,9 +1085,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "progress = 99.98%Skipped 0 observations\n",
+      "progress = 100.07%Skipped 0 observations\n",
       "Flushed 0 observations from queue for being stale\n",
-      "Completed 1876 observations\n",
+      "Completed 976 observations\n",
       "ran in 0 min = 0.0 hours\n"
      ]
     }
@@ -1136,10 +1144,10 @@
        "      <td>None</td>\n",
        "      <td>True</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>781</td>\n",
+       "      <td>804</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>781</td>\n",
+       "      <td>804</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -1150,18 +1158,18 @@
        "      <td>804</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>781</td>\n",
+       "      <td>804</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>slew_time</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>-4.191563</td>\n",
-       "      <td>313</td>\n",
+       "      <td>-61.241754</td>\n",
+       "      <td>320</td>\n",
        "      <td>-1.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>290</td>\n",
+       "      <td>-60.241754</td>\n",
+       "      <td>320</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -1171,8 +1179,8 @@
        "      <td>0.000000</td>\n",
        "      <td>804</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>290</td>\n",
+       "      <td>-60.241754</td>\n",
+       "      <td>320</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -1180,10 +1188,10 @@
        "      <td>None</td>\n",
        "      <td>True</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>132</td>\n",
+       "      <td>234</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>109</td>\n",
+       "      <td>-108.117466</td>\n",
+       "      <td>89</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
@@ -1191,10 +1199,10 @@
        "      <td>None</td>\n",
        "      <td>True</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>313</td>\n",
+       "      <td>369</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>109</td>\n",
+       "      <td>-108.117466</td>\n",
+       "      <td>89</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
@@ -1204,8 +1212,8 @@
        "      <td>0.000000</td>\n",
        "      <td>804</td>\n",
        "      <td>5.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>109</td>\n",
+       "      <td>-108.117466</td>\n",
+       "      <td>89</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1213,22 +1221,22 @@
       ],
       "text/plain": [
        "            method blank  feasible  max_reward  n_possibles  weight  \\\n",
-       "0        visit_gap  None      True    0.000000          781     1.0   \n",
+       "0        visit_gap  None      True    0.000000          804     1.0   \n",
        "1  balance_revisit  None      True    1.000000          804     1.0   \n",
-       "2        slew_time  None      True   -4.191563          313    -1.0   \n",
+       "2        slew_time  None      True  -61.241754          320    -1.0   \n",
        "3       wind_limit  None      True    0.000000          804     0.0   \n",
-       "4         ha_limit  None      True    0.000000          132     0.0   \n",
-       "5        alt_limit  None      True    0.000000          313     0.0   \n",
+       "4         ha_limit  None      True    0.000000          234     0.0   \n",
+       "5        alt_limit  None      True    0.000000          369     0.0   \n",
        "6   sequence_boost  None      True    0.000000          804     5.0   \n",
        "\n",
        "   max_accum_reward  accum_n  \n",
-       "0          0.000000      781  \n",
-       "1          1.000000      781  \n",
-       "2         -3.208896      290  \n",
-       "3         -3.208896      290  \n",
-       "4         -3.208896      109  \n",
-       "5         -3.208896      109  \n",
-       "6         -3.208896      109  "
+       "0          0.000000      804  \n",
+       "1          1.000000      804  \n",
+       "2        -60.241754      320  \n",
+       "3        -60.241754      320  \n",
+       "4       -108.117466       89  \n",
+       "5       -108.117466       89  \n",
+       "6       -108.117466       89  "
       ]
      },
      "execution_count": 17,
@@ -1263,7 +1271,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/scheduler/surveys/pointings_survey.py:268: RuntimeWarning: invalid value encountered in divide\n",
+      "/Users/yoachim/git_repos/rubin_scheduler/rubin_scheduler/scheduler/surveys/pointings_survey.py:270: RuntimeWarning: invalid value encountered in divide\n",
       "  result = np.floor(1.0 + self.n_obs / sum_obs)\n"
      ]
     },
@@ -1271,7 +1279,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "progress = 65.27%"
+      "progress = 33.35%"
      ]
     },
     {
@@ -1286,9 +1294,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "progress = 99.98%Skipped 0 observations\n",
+      "progress = 100.07%Skipped 0 observations\n",
       "Flushed 0 observations from queue for being stale\n",
-      "Completed 1876 observations\n",
+      "Completed 976 observations\n",
       "ran in 0 min = 0.0 hours\n"
      ]
     },
@@ -1329,87 +1337,87 @@
        "      <td>visit_gap</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>776</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>799</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>776</td>\n",
+       "      <td>799</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>balance_revisit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>799</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>776</td>\n",
+       "      <td>799</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>slew_time</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>-4.191563</td>\n",
-       "      <td>313</td>\n",
+       "      <td>-61.241754</td>\n",
+       "      <td>320</td>\n",
        "      <td>-1.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>290</td>\n",
+       "      <td>-60.241754</td>\n",
+       "      <td>320</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>wind_limit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>799</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>290</td>\n",
+       "      <td>-60.241754</td>\n",
+       "      <td>320</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>ha_limit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>234</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>132</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>109</td>\n",
+       "      <td>-108.117466</td>\n",
+       "      <td>89</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>alt_limit</td>\n",
        "      <td>None</td>\n",
        "      <td>True</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>369</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>313</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-3.208896</td>\n",
-       "      <td>109</td>\n",
+       "      <td>-108.117466</td>\n",
+       "      <td>89</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "            method blank  feasible max_reward n_possibles  weight  \\\n",
-       "0        visit_gap  None      True        0.0         776     1.0   \n",
-       "1  balance_revisit  None      True        1.0         799     1.0   \n",
-       "2        slew_time  None      True  -4.191563         313    -1.0   \n",
-       "3       wind_limit  None      True        0.0         799     0.0   \n",
-       "4         ha_limit  None      True        0.0         132     0.0   \n",
-       "5        alt_limit  None      True        0.0         313     0.0   \n",
+       "            method blank  feasible  max_reward  n_possibles  weight  \\\n",
+       "0        visit_gap  None      True    0.000000          799     1.0   \n",
+       "1  balance_revisit  None      True    1.000000          799     1.0   \n",
+       "2        slew_time  None      True  -61.241754          320    -1.0   \n",
+       "3       wind_limit  None      True    0.000000          799     0.0   \n",
+       "4         ha_limit  None      True    0.000000          234     0.0   \n",
+       "5        alt_limit  None      True    0.000000          369     0.0   \n",
        "\n",
        "   max_accum_reward  accum_n  \n",
-       "0          0.000000      776  \n",
-       "1          1.000000      776  \n",
-       "2         -3.208896      290  \n",
-       "3         -3.208896      290  \n",
-       "4         -3.208896      109  \n",
-       "5         -3.208896      109  "
+       "0          0.000000      799  \n",
+       "1          1.000000      799  \n",
+       "2        -60.241754      320  \n",
+       "3        -60.241754      320  \n",
+       "4       -108.117466       89  \n",
+       "5       -108.117466       89  "
       ]
      },
      "execution_count": 19,
@@ -1441,7 +1449,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Did we point differently with the sequence boost on? True\n"
+      "Did we point differently with the sequence boost on? False\n"
      ]
     }
    ],