diff --git a/README.md b/README.md
index d682e66..5f6935f 100644
--- a/README.md
+++ b/README.md
@@ -27,13 +27,13 @@ Run the following in your terminal:
 
 Then, in order to run a small scale simulation, navigate to the sims/ directory:
 
-- clean_sim.ipynb = current working simulation you should use, shrink step is included allowing system to be packed loosely then shrunk to be dense, causing more interactions to occur
+- Onboarding.ipynb = current working simulation you should use, shrink step is included allowing system to be packed loosely then shrunk to be dense, causing more interactions to occur
 - clean_sim_with_randomwalk.ipynb = a future notebook, has a shrink step but also manipulates the geometry of the chains is randomly set so that we may set a dihedral to be something other than zero
 
 To analyze results, navigate to working_example/:
 
 - clustering_plots.ipynb = we use this to determine the magnitude of clustering over time in a simulation. this means both size and amount of clusters, also using independent samples
-- TPSvsN.ipynb = a notebook to graph TPS v. N
+- TPSvsN.ipynb = useful notebook for determining relationship between system size and timesteps per second, not included in the main workflow at the moment
 
 In order to run a large scale simulation, navigate to signac/:
 
diff --git a/analysis/TPSvN.ipynb b/analysis/TPSvN.ipynb
index 6363157..f3b8cf8 100644
--- a/analysis/TPSvN.ipynb
+++ b/analysis/TPSvN.ipynb
@@ -1,5 +1,13 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "0c42c94f-5f28-488a-b25e-d6e6c8987830",
+   "metadata": {},
+   "source": [
+    "# This notebook is only for use for evaluating the how system size affects timesteps per second"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -141,7 +149,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.11"
+   "version": "3.12.0"
   }
  },
  "nbformat": 4,
diff --git a/analysis/clustering_plots.ipynb b/analysis/clustering_plots.ipynb
index b9c7131..84e6c45 100644
--- a/analysis/clustering_plots.ipynb
+++ b/analysis/clustering_plots.ipynb
@@ -20,16 +20,70 @@
     "import matplotlib.pyplot as plt"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "133b5518-c37d-4744-9685-b1d58a7f6158",
+   "metadata": {},
+   "source": [
+    "# Adjust to whichever file you're trying to analyze, then hit run until the end, and adjust cutoff distance for the distance clusters should be from one another"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
+   "id": "a541891b-9388-4009-9d9b-0e5a126c428d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cutoff = 2.5\n",
+    "start_file = \"100_20mer10f_0.0003dt_start.txt\"\n",
+    "traj_file = \"100_20mer10f_0.0003dt.gsd\"\n",
+    "with open(start_file) as f:\n",
+    "    lines = f.read().strip().splitlines()\n",
+    "\n",
+    "start_frame     = int(lines[0])\n",
+    "beads_per_flake = int(lines[1])\n",
+    "sim_time = float(lines[2])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "115e7a96-6347-4740-be4b-0606736160dc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5982.745808601379 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(sim_time, \"seconds\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
    "id": "d07d2bcc-875d-4a60-82d4-2cda752b53ef",
    "metadata": {},
    "outputs": [],
    "source": [
-    "def compute_all_flake_coms(flake_positions, box_lengths, beads_per_flake=50):\n",
+    "def compute_all_flake_coms(flake_positions, box_lengths, beads_per_flake):\n",
     "    Lx, Ly, Lz = box_lengths\n",
-    "    n_flakes = len(flake_positions) // beads_per_flake\n",
+    "\n",
+    "    n_beads = len(flake_positions)\n",
+    "    if n_beads == 0:\n",
+    "        return np.zeros((0, 3))\n",
+    "\n",
+    "    assert n_beads % beads_per_flake == 0, (\n",
+    "        f\"len(flake_positions)={n_beads} is not divisible by \"\n",
+    "        f\"beads_per_flake={beads_per_flake}\"\n",
+    "    )\n",
+    "\n",
+    "    n_flakes = n_beads // beads_per_flake\n",
     "    flake_coms = []\n",
     "\n",
     "    for i in range(n_flakes):\n",
@@ -37,7 +91,7 @@
     "        ref = flake[0]\n",
     "        delta = flake - ref\n",
     "\n",
-    "        # Minimum image convention\n",
+    "        # minimum image\n",
     "        delta[:, 0] -= Lx * np.round(delta[:, 0] / Lx)\n",
     "        delta[:, 1] -= Ly * np.round(delta[:, 1] / Ly)\n",
     "        delta[:, 2] -= Lz * np.round(delta[:, 2] / Lz)\n",
@@ -45,69 +99,66 @@
     "        unwrapped = ref + delta\n",
     "        com = np.mean(unwrapped, axis=0)\n",
     "\n",
-    "        # Wrap CoM into [-L/2, L/2]\n",
+    "        # wrap COM into [-L/2, L/2]\n",
     "        com[0] = (com[0] + Lx/2) % Lx - Lx/2\n",
     "        com[1] = (com[1] + Ly/2) % Ly - Ly/2\n",
     "        com[2] = (com[2] + Lz/2) % Lz - Lz/2\n",
     "\n",
     "        flake_coms.append(com)\n",
     "\n",
-    "    return np.array(flake_coms)\n",
-    "    "
+    "    return np.array(flake_coms)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "id": "44a4b5b1-3a0a-499c-a4f8-a2b0fdf2eaaa",
    "metadata": {},
    "outputs": [],
    "source": [
-    "def count_clusters(flake_coms, box_lengths, cutoff):\n",
+    "def count_clusters(flake_coms, box_lengths, cutoff, include_singletons=True):\n",
     "    Lx, Ly, Lz = box_lengths\n",
     "    n = len(flake_coms)\n",
     "    adjacency = [set() for _ in range(n)]\n",
     "\n",
-    "    # Build adjacency list using MIC\n",
     "    for i in range(n):\n",
     "        for j in range(i + 1, n):\n",
     "            dr = flake_coms[j] - flake_coms[i]\n",
     "            dr[0] -= Lx * np.round(dr[0] / Lx)\n",
     "            dr[1] -= Ly * np.round(dr[1] / Ly)\n",
     "            dr[2] -= Lz * np.round(dr[2] / Lz)\n",
-    "            dist = np.linalg.norm(dr)\n",
-    "            if dist < cutoff:\n",
+    "            if np.linalg.norm(dr) < cutoff:\n",
     "                adjacency[i].add(j)\n",
     "                adjacency[j].add(i)\n",
     "\n",
     "    visited = set()\n",
     "    clusters = []\n",
     "\n",
-    "    # DFS to build clusters\n",
     "    for i in range(n):\n",
-    "        if i not in visited and adjacency[i]:\n",
+    "        if i not in visited:\n",
     "            cluster = []\n",
     "            stack = [i]\n",
     "            while stack:\n",
-    "                current = stack.pop()\n",
-    "                if current not in visited:\n",
-    "                    visited.add(current)\n",
-    "                    cluster.append(current)\n",
-    "                    stack.extend(adjacency[current] - visited)\n",
-    "            if len(cluster) > 1:  # Only count as cluster if size > 1\n",
+    "                cur = stack.pop()\n",
+    "                if cur not in visited:\n",
+    "                    visited.add(cur)\n",
+    "                    cluster.append(cur)\n",
+    "                    stack.extend(adjacency[cur] - visited)\n",
+    "\n",
+    "            if include_singletons or len(cluster) > 1:\n",
     "                clusters.append(cluster)\n",
     "\n",
-    "    return len(clusters), [len(c) for c in clusters]\n"
+    "    return len(clusters), [len(c) for c in clusters], clusters"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "id": "1e2a8371-8fc0-44f7-ae7f-c004eb1771a3",
    "metadata": {},
    "outputs": [],
    "source": [
-    "def analyze_clusters_over_time(traj, start=0, step=1000, cutoff=2.5, beads_per_flake=50):\n",
+    "def analyze_clusters_over_time(traj, start=start_frame, step=1, cutoff=cutoff, beads_per_flake=beads_per_flake):\n",
     "    times = []\n",
     "    n_clusters_list = []\n",
     "    avg_cluster_sizes = []\n",
@@ -123,7 +174,7 @@
     "        flake_positions = positions[typeids == flake_typeid]\n",
     "\n",
     "        flake_coms = compute_all_flake_coms(flake_positions, box_lengths, beads_per_flake)\n",
-    "        n_clusters, sizes = count_clusters(flake_coms, box_lengths, cutoff)\n",
+    "        n_clusters, sizes, _ = count_clusters(flake_coms, box_lengths, cutoff)\n",
     "\n",
     "        times.append(frame_idx)\n",
     "        n_clusters_list.append(n_clusters)\n",
@@ -132,40 +183,31 @@
     "    return times, n_clusters_list, avg_cluster_sizes"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "12554e81-0c42-4703-80ef-d480340cf722",
-   "metadata": {},
-   "source": [
-    "## Adjust to whichever file you're trying to analyze, then hit run until the end"
-   ]
-  },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "id": "330a659a-e793-441f-8467-ece43451d4a8",
    "metadata": {},
    "outputs": [],
    "source": [
-    "traj = gsd.hoomd.open(\"60_10mer10f_0.005dt_Sept24.gsd\")\n",
+    "traj = gsd.hoomd.open(traj_file)\n",
     "times, n_clusters, avg_sizes = analyze_clusters_over_time(\n",
     "    traj,\n",
-    "    start=5000,   # post-shrink\n",
-    "    step=1,\n",
-    "    cutoff=2.5,\n",
-    "    beads_per_flake=50\n",
-    ")"
+    "    start=start_frame,   # post-shrink\n",
+    "    step=1, # analyze every \"x\" frame, leave this at 1\n",
+    "    cutoff=cutoff\n",
+    ") # this function is used to initially calculate the decorrelation time, so that we know every how many certain amount of frames to analyze. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "id": "7217fadb-1e36-4144-856e-5e0ed85d6a1d",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1200x500 with 2 Axes>"
       ]
@@ -194,7 +236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "id": "c4c508c3-f7ad-459f-a824-3efa5d91e7b2",
    "metadata": {},
    "outputs": [],
@@ -213,9 +255,17 @@
     "n, dt = autocorr1D(avg_sizes)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "fc9d7575-7794-4b3d-af76-3effed81d4fd",
+   "metadata": {},
+   "source": [
+    "# Decorrelation time is now calculated; now we can plot all the independent samples present within this simulation. Lower independent samples means more average aggregation over time is occurring, should occur as kT is increased. "
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "id": "791c5fa4-2804-45ca-bbb2-274f7e51a8c7",
    "metadata": {},
    "outputs": [
@@ -223,7 +273,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Independent samples and decorrelation time: 25 40\n"
+      "Independent samples and decorrelation time: 4 60\n"
      ]
     }
    ],
@@ -233,11 +283,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "id": "2f0afd4b-ae71-486b-9900-600aa341a006",
    "metadata": {},
    "outputs": [],
    "source": [
+    "# now we can plot every \"dt\"th frame, whose length should be ~= independent samples\n",
     "decorrelated_times = times[::dt]\n",
     "decorrelated_sizes = avg_sizes[::dt]\n",
     "decorrelated_clusters = n_clusters[::dt]"
@@ -245,7 +296,55 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
+   "id": "a94631f6-fcdf-4473-8fa6-29c2737c3fdd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sd_times = np.std(decorrelated_times)\n",
+    "sd_sizes = np.std(decorrelated_sizes)\n",
+    "sd_clusters = np.std(decorrelated_clusters)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "b769806c-5847-44c5-9e90-c439fb83e099",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "84.8528137423857 0.17050751980751333 1.16619037896906\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(sd_times, sd_sizes, sd_clusters)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "12c865ec-ca92-4738-aa53-d258b776cd29",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(decorrelated_sizes)) # verifying it is equal to calculated independent samples"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
    "id": "614f5d74-3842-4289-944d-5134ba76a6e0",
    "metadata": {},
    "outputs": [
@@ -255,13 +354,13 @@
        "Text(0, 0.5, 'Avg Cluster Size')"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -271,41 +370,84 @@
     }
    ],
    "source": [
-    "plt.plot(decorrelated_times, decorrelated_sizes)\n",
-    "plt.title(\"Average Cluster Size (Decorrelated), kT = 5\")\n",
+    "plt.plot(decorrelated_times, decorrelated_sizes) # plot of every independent sample in simulation\n",
+    "plt.title(\"Average Cluster Size (Decorrelated)\")\n",
     "plt.xlabel(\"Frame\")\n",
     "plt.ylabel(\"Avg Cluster Size\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "a95d53e0-3cd4-4f94-8b6b-1a1ea37ed17a",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.2436507936507937"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "np.mean(decorrelated_sizes)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "id": "03ca0f50-bbe1-40f8-b70f-8a56826ab11e",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "8.2"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "np.mean(decorrelated_clusters)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "id": "06022fb2-060b-48d2-bf13-aa71836a49a4",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, '# Clusters')"
+      ]
+     },
+     "execution_count": 18,
+     "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(decorrelated_times, decorrelated_clusters)\n",
-    "plt.title(\"Number of Clusters (Decorrelated), kT = 3\")\n",
+    "plt.title(\"Number of Clusters (Decorrelated)\")\n",
     "plt.xlabel(\"Frame\")\n",
     "plt.ylabel(\"# Clusters\")"
    ]
diff --git a/environment.yml b/environment.yml
index 07e3821..82a3aaf 100644
--- a/environment.yml
+++ b/environment.yml
@@ -6,3 +6,4 @@ dependencies:
   - python=3.12
   - flowermd
   - ovito
+  - jupyter
diff --git a/signac/sim_with_shrink.py b/signac/sim_with_shrink.py
deleted file mode 100644
index 3b44b15..0000000
--- a/signac/sim_with_shrink.py
+++ /dev/null
@@ -1,88 +0,0 @@
-import flowermd
-import gsd
-import gsd.hoomd
-import hoomd
-import matplotlib.pyplot as plt
-import mbuild as mb
-import numpy as np
-import warnings
-from cmeutils.visualize import FresnelGSD
-from flowermd.base import Pack, Simulation, System, Molecule
-from flowermd.base.forcefield import BaseHOOMDForcefield
-from flowermd.library import KremerGrestBeadSpring, LJChain
-from flowermd.library.forcefields import BeadSpring
-from flowermd.utils import get_target_box_number_density
-from mbuild.compound import Compound
-from mbuild.lattice import Lattice
-import unyt as u
-warnings.filterwarnings('ignore')
-dt = 0.0005
-N_chains = 200
-initial_dens = 0.0005
-final_dens = 0.3
-cpu = hoomd.device.GPU()
-class Graphene(System):
-    def __init__(
-        self,
-        x_repeat,
-        y_repeat,
-        n_layers,
-        base_units=dict(),
-        periodicity=(True, True, False),
-    ):
-        surface = mb.Compound(periodicity=periodicity)
-        a = 3**.5
-        lattice = Lattice(
-            lattice_spacing=[a,a,a],
-            lattice_vectors=  [[a,0,0],[a/2,3/2,0],[0,0,1]],
-            lattice_points={"A": [[1/3,1/3,0], [2/3, 2/3, 0]]},
-        ) 
-        Flakium = Compound(name="F", element="F") # defines a carbon atom that will be used to populate lattice points
-        layers = lattice.populate(
-            compound_dict={"A": Flakium}, x=x_repeat, y=y_repeat, z=n_layers
-        ) # populates the lattice using the previously defined carbon atom for every "A" site, repeated in all x,y, and z directions
-        surface.add(layers) # adds populated carbon lattice layers to the 'surface' compound, which represents our graphene structure 
-        surface.freud_generate_bonds("F", "F", dmin=0.9, dmax=1.1) # generates bonds depending on input distance range, scales with lattice
-        surface_mol = Molecule(num_mols=1, compound=surface) # wraps into a Molecule object, creating "1" instance of this molecule
-
-        super(Graphene, self).__init__(
-            molecules=[surface_mol],
-            base_units=base_units,
-        )
-
-    def _build_system(self):
-        return self.all_molecules[0]
-#OK, so we want to initialize a system with some chains and some flakes
-kg_chain = LJChain(lengths=10,num_mols=N_chains)
-sheet = Graphene(x_repeat=5, y_repeat=5, n_layers=1, periodicity=(False, False, False))
-system = Pack(molecules=[Molecule(compound=sheet.all_molecules[0], num_mols=5), kg_chain], 
-              density=initial_dens, packing_expand_factor = 6, seed=2)
-target_box = get_target_box_number_density(density=final_dens*u.Unit("nm**-3"),n_beads=(500+(N_chains*10)))
-
-# this FF is for research question
-# WCA = 2.5 **1/6, kT = 3.0, needs thousand chains, maybe 10-12 flakes. large system, need lots of steps. 5e6 probably good. 
-ff = BeadSpring(
-    r_cut=2**(1/6),  
-    beads={
-        "A": dict(epsilon=1.0, sigma=1.0),  # chains
-        "F": dict(epsilon=1.0, sigma=1.0),  # flakes
-    },
-    bonds={
-        "F-F": dict(r0=1.0, k=1000),
-        "A-A": dict(r0=1.0, k=1000.0),  # increased k to avoid chain collapse
-    },
-    angles={
-        "A-A-A": dict(t0=2* np.pi / 3., k=100.0),   # moderate stiffness for chains
-        "F-F-F": dict(t0=2 * np.pi / 3., k=5000),
-    },
-    dihedrals={
-        "A-A-A-A": dict(phi0=0.0, k=0, d=-1, n=2), #need to turn this on later, messed up with straight chains
-        "F-F-F-F": dict(phi0=0.0, k=500, d=-1, n=2),
-    }
-)
-gsd = f"{N_chains}_10mer5f_{dt}dt_5kT_large.gsd"
-log = f"{N_chains}_10mer5f_{dt}dt_5kT_large.txt"
-sim = Simulation(initial_state=system.hoomd_snapshot, forcefield=ff.hoomd_forces, device=cpu, dt = dt, gsd_write_freq=int(15000), log_file_name = log, gsd_file_name = gsd)
-sim.run_update_volume(final_box_lengths=target_box, kT=6.0, n_steps=5e6,tau_kt=100*sim.dt,period=10,thermalize_particles=True)
-sim.run_NVT(n_steps=1e8, kT=5, tau_kt=dt*100)
-sim.flush_writers()
diff --git a/signac/simulation.py b/signac/simulation.py
new file mode 100644
index 0000000..59e8d97
--- /dev/null
+++ b/signac/simulation.py
@@ -0,0 +1,224 @@
+import time
+import warnings
+import flowermd
+import gsd
+import gsd.hoomd
+import hoomd
+import mbuild as mb
+import numpy as np
+import unyt as u
+from flowermd.base import Pack, Simulation, System, Molecule
+from flowermd.library import LJChain
+from flowermd.library.forcefields import BeadSpring
+from flowermd.utils import get_target_box_number_density
+from mbuild.compound import Compound
+from mbuild.lattice import Lattice
+warnings.filterwarnings("ignore")
+
+
+# ---------------------------------------------------------------------------
+# Simulation parameters
+# ---------------------------------------------------------------------------
+
+N_chains = 100          # number of polymer chains
+initial_dens = 0.001    # initial packing density
+final_dens = 0.3       # final packing density after shrink
+N_flakes = 10           # number of flakes
+chain_length = 10       # chain length
+dt = 0.0005             # time step
+temp = 5.0              # kT for production run
+
+write_frequency = 50000                     # trajectory/log write frequency
+shrink_steps = int(1e6)                     # steps for shrink phase
+sim_start = int(shrink_steps / write_frequency)  # for analysis notebook
+steps = int(25e6)                            # steps for production NVT run
+flake_repeat = 5                            # number of lattice repeats in x,y for flakes
+
+
+# Device: change to hoomd.device.GPU() if desired
+device = hoomd.device.GPU()
+
+
+# ---------------------------------------------------------------------------
+# Flake geometry
+# ---------------------------------------------------------------------------
+
+
+class Flake(System):
+    def __init__(
+        self,
+        x_repeat,
+        y_repeat,
+        n_layers,
+        base_units=dict(),
+        periodicity=(True, True, False),
+    ):
+        surface = mb.Compound(periodicity=periodicity)
+        a = 3 ** 0.5
+
+        lattice = Lattice(
+            lattice_spacing=[a, a, a],
+            lattice_vectors=[[a, 0, 0], [a / 2, 3 / 2, 0], [0, 0, 1]],
+            lattice_points={"A": [[1 / 3, 1 / 3, 0], [2 / 3, 2 / 3, 0]]},
+        )  # define lattice vectors, points, and spacings for flakes
+
+        Flakium = Compound(
+            name="F", element="F"
+        )  # defines an atom that will be used to populate lattice points
+
+        layers = lattice.populate(
+            compound_dict={"A": Flakium},
+            x=x_repeat,
+            y=y_repeat,
+            z=n_layers,
+        )  # populates lattice for every "A" site, repeated in x, y, z
+
+        surface.add(
+            layers
+        )  # adds populated flake lattice layers to the 'surface' compound
+
+        surface.freud_generate_bonds(
+            "F", "F", dmin=0.9, dmax=1.1
+        )  # generates bonds based on distance range
+
+        surface_mol = Molecule(
+            num_mols=1,
+            compound=surface,
+        )  # wraps into a Molecule object (one flake)
+
+        super(Flake, self).__init__(
+            molecules=[surface_mol],
+            base_units=base_units,
+        )
+
+    def _build_system(self):
+        return self.all_molecules[0]
+
+
+# ---------------------------------------------------------------------------
+# Forcefield: Weeks–Chandler–Andersen-like BeadSpring
+# ---------------------------------------------------------------------------
+
+ff = BeadSpring(
+    r_cut=2 ** (1 / 6),  # r_cut defines the radius within which particles interact
+    beads={
+        "A": dict(
+            epsilon=1.0,
+            sigma=1.0,
+        ),  # chains, epsilon = well depth, strength of attraction
+        "F": dict(
+            epsilon=1.0,
+            sigma=1.0,
+        ),  # flakes, sigma = distance where PE is zero
+    },
+    bonds={
+        "F-F": dict(r0=1.0, k=1000),
+        "A-A": dict(
+            r0=1.0,
+            k=1000.0,
+        ),  # r0 = equilibrium distance, k = stiffness
+    },
+    angles={
+        "A-A-A": dict(t0=2 * np.pi / 3.0, k=100.0),
+        "F-F-F": dict(t0=2 * np.pi / 3.0, k=5000),
+    },
+    dihedrals={
+        # do not worry about dihedrals for chains here
+        "A-A-A-A": dict(phi0=0.0, k=0, d=-1, n=2),
+        "F-F-F-F": dict(phi0=0.0, k=500, d=-1, n=2),
+    },
+)
+
+# ---------------------------------------------------------------------------
+# Build system
+# ---------------------------------------------------------------------------
+
+kg_chain = LJChain(
+    lengths=chain_length,
+    num_mols=N_chains,
+)  # polymer chains
+
+sheet = Flake(
+    x_repeat=flake_repeat,
+    y_repeat=flake_repeat,
+    n_layers=1,
+    periodicity=(False, False, False),
+)  # flakes (non-periodic in all directions)
+
+system = Pack(
+    molecules=[
+        Molecule(compound=sheet.all_molecules[0], num_mols=N_flakes),
+        kg_chain,
+    ],
+    density=initial_dens,
+    packing_expand_factor=6,
+    seed=2,
+)  # pack chains + flakes into initial box
+
+snapshot = system.hoomd_snapshot           # extract bead count
+n_beads = snapshot.particles.N
+
+target_box = get_target_box_number_density(
+    density=final_dens * u.Unit("nm**-3"),
+    n_beads=n_beads,
+)  # final box size for target number density
+
+
+# ---------------------------------------------------------------------------
+# Output filenames
+# ---------------------------------------------------------------------------
+
+gsd_file = f"{N_chains}_{chain_length}mer{N_flakes}f_{dt}dt_{final_dens}_dens.gsd"
+log_file = f"{N_chains}_{chain_length}mer{N_flakes}f_{dt}dt_{final_dens}_dens.txt"
+start_file = f"{N_chains}_{chain_length}mer{N_flakes}f_{dt}dt_{final_dens}_dens_start.txt"
+
+
+# ---------------------------------------------------------------------------
+# Run simulation: shrink -> NVT
+# ---------------------------------------------------------------------------
+
+sim = Simulation(
+    initial_state=system.hoomd_snapshot,
+    forcefield=ff.hoomd_forces,
+    device=device,
+    dt=dt,
+    gsd_write_freq=int(write_frequency),
+    log_file_name=log_file,
+    gsd_file_name=gsd_file,
+)
+
+start_shrink = time.time()
+sim.run_update_volume(
+    final_box_lengths=target_box,
+    kT=6.0,
+    n_steps=shrink_steps,
+    tau_kt=100 * sim.dt,
+    period=10,
+    thermalize_particles=True,
+)
+end_shrink = time.time()
+
+start_run = time.time()
+sim.run_NVT(
+    n_steps=steps,
+    kT=temp,
+    tau_kt=dt * 100,
+)
+end_run = time.time()
+
+sim.flush_writers()
+# allow files to fully close
+del sim
+
+
+# ---------------------------------------------------------------------------
+# Save helpful metadata to a text file
+# ---------------------------------------------------------------------------
+
+flake_mol = sheet.all_molecules[0]
+beads_per_flake = flake_mol.n_particles
+
+with open(start_file, "w") as f:
+    f.write(f"{sim_start}\n")
+    f.write(f"{beads_per_flake}\n")
+    f.write(f"{(end_run - start_run) + (end_shrink - start_shrink)}\n")
diff --git a/signac/submit.sh b/signac/submit.sh
index 2171050..9c1aa30 100644
--- a/signac/submit.sh
+++ b/signac/submit.sh
@@ -15,6 +15,6 @@ source ~/miniconda3/etc/profile.d/conda.sh
 conda activate flowermd-dev  # Replace with your environment name
 
 # Run the Python script
-python sim_with_shrink.py
+python simulation.py
 
 
diff --git a/sims/Onboarding.ipynb b/sims/Onboarding.ipynb
index 45c85e5..e1cbccf 100644
--- a/sims/Onboarding.ipynb
+++ b/sims/Onboarding.ipynb
@@ -18,12 +18,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 110,
    "id": "8c3308c6-8bc7-4368-bbf6-5c53489c0a18",
    "metadata": {},
    "outputs": [],
    "source": [
     "import flowermd # wrapper we use on top of hoomd\n",
+    "import time # for measuring simulation time\n",
     "import gsd # to work with simulation data files\n",
     "import gsd.hoomd # to work with simulation data files directly coming from hoomd sims\n",
     "import hoomd # MD simulation engine used for initializing and running sims\n",
@@ -37,6 +38,7 @@
     "from mbuild.compound import Compound # base compound object to create molecule geometry\n",
     "from mbuild.lattice import Lattice # lattice object to initialize lattice spacing and points\n",
     "import unyt as u # module used for unit definitions\n",
+    "import math\n",
     "warnings.filterwarnings('ignore') # ignore warnings"
    ]
   },
@@ -50,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 111,
    "id": "2dce7cdb-61d5-4f40-b1d5-2b69849f7d10",
    "metadata": {},
    "outputs": [],
@@ -98,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 112,
    "id": "4bca3b72-54b5-4e7b-bf1b-4d3b41050ddb",
    "metadata": {},
    "outputs": [],
@@ -134,18 +136,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 113,
    "id": "f74ebf6d-79e1-488f-8921-a188ebe92673",
    "metadata": {},
    "outputs": [],
    "source": [
-    "N_chains = 20 # number of polymer chains\n",
+    "N_chains = 100  # number of polymer chains\n",
     "initial_dens = 0.001 # initial packing density to initialize system\n",
-    "final_dens = 0.3 # final packing density for shrinking\n",
+    "final_dens = 0.35 # final packing density for shrinking\n",
     "N_flakes = 5 # number of flakes\n",
     "chain_length = 10 # length of polymer chains\n",
-    "dt = 0.005 # step size of simulation\n",
-    "temp = 3.0 # kT, temperature of simulation"
+    "dt = 0.0005 # step size of simulation\n",
+    "temp = 1.0 # kT, temperature of simulation\n",
+    "write_frequency = 20000 # write frequency of simulation, the lower the more frames captured\n",
+    "shrink_steps = 1e6 # amount of steps to run shrink\n",
+    "sim_start = int(shrink_steps/write_frequency) # for use in analysis notebook, post-shrink simulation starting point\n",
+    "steps = 5e6 # amount of steps to run simulation for\n",
+    "flake_repeat = 5 # amount of repeated rows flake has of particles"
    ]
   },
   {
@@ -158,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 114,
    "id": "b06e0517-6747-4eff-a7db-ac8ab0c99b48",
    "metadata": {},
    "outputs": [],
@@ -176,16 +183,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 115,
    "id": "21378af5-3fba-491f-9360-c069360d46b5",
    "metadata": {},
    "outputs": [],
    "source": [
     "kg_chain = LJChain(lengths=chain_length,num_mols=N_chains) # initializing polymer chains\n",
-    "sheet = Flake(x_repeat=5, y_repeat=5, n_layers=1, periodicity=(False, False, False)) # initializing flakes\n",
+    "sheet = Flake(x_repeat=flake_repeat, y_repeat=flake_repeat, n_layers=1, periodicity=(False, False, False)) # initializing flakes\n",
     "system = Pack(molecules=[Molecule(compound=sheet.all_molecules[0], num_mols=N_flakes), kg_chain], \n",
     "              density=initial_dens, packing_expand_factor = 6, seed=2) # packing chains and flakes into system\n",
-    "target_box = get_target_box_number_density(density=final_dens*u.Unit(\"nm**-3\"),n_beads=(500+(N_chains*10))) # acquiring final density scaling with number density"
+    "snapshot = system.hoomd_snapshot # snapshot to extract bead count\n",
+    "n_beads  = snapshot.particles.N # beads\n",
+    "target_box = get_target_box_number_density(density=final_dens*u.Unit(\"nm**-3\"),n_beads=n_beads) # acquiring final density scaling with number density"
    ]
   },
   {
@@ -198,13 +207,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 116,
    "id": "00a6af7b-f424-4a27-a8be-f80a20c8ca03",
    "metadata": {},
    "outputs": [],
    "source": [
     "gsd = f\"{N_chains}_{chain_length}mer{N_flakes}f_{dt}dt.gsd\" # name of output gsd files\n",
-    "log = f\"{N_chains}_{chain_length}mer{N_flakes}f_{dt}dt.txt\" # name of output log files"
+    "log = f\"{N_chains}_{chain_length}mer{N_flakes}f_{dt}dt.txt\" # name of output log files\n",
+    "start_file = f\"{N_chains}_{chain_length}mer{N_flakes}f_{dt}dt_start.txt\" # name of output start of sim"
    ]
   },
   {
@@ -217,31 +227,724 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 117,
    "id": "64f9fae9-a3b9-418e-a03b-681b754e1b03",
    "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "*Warning*: dihedral.harmonic: specified K <= 0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Initializing simulation state from a gsd.hoomd.Frame.\n",
+      "Step 10500 of 1000000; TPS: 3849.49; ETA: 4.3 minutes\n",
+      "Step 21000 of 1000000; TPS: 4237.15; ETA: 3.9 minutes\n",
+      "Step 31500 of 1000000; TPS: 4365.73; ETA: 3.7 minutes\n",
+      "Step 42000 of 1000000; TPS: 4457.47; ETA: 3.6 minutes\n",
+      "Step 52500 of 1000000; TPS: 4456.35; ETA: 3.5 minutes\n",
+      "Step 63000 of 1000000; TPS: 4494.18; ETA: 3.5 minutes\n",
+      "Step 73500 of 1000000; TPS: 4537.11; ETA: 3.4 minutes\n",
+      "Step 84000 of 1000000; TPS: 4497.96; ETA: 3.4 minutes\n",
+      "Step 94500 of 1000000; TPS: 4515.82; ETA: 3.3 minutes\n",
+      "Step 105000 of 1000000; TPS: 4541.06; ETA: 3.3 minutes\n",
+      "Step 115500 of 1000000; TPS: 4581.32; ETA: 3.2 minutes\n",
+      "Step 126000 of 1000000; TPS: 4601.6; ETA: 3.2 minutes\n",
+      "Step 136500 of 1000000; TPS: 4616.38; ETA: 3.1 minutes\n",
+      "Step 147000 of 1000000; TPS: 4626.77; ETA: 3.1 minutes\n",
+      "Step 157500 of 1000000; TPS: 4640.21; ETA: 3.0 minutes\n",
+      "Step 168000 of 1000000; TPS: 4647.74; ETA: 3.0 minutes\n",
+      "Step 178500 of 1000000; TPS: 4660.76; ETA: 2.9 minutes\n",
+      "Step 189000 of 1000000; TPS: 4671.45; ETA: 2.9 minutes\n",
+      "Step 199500 of 1000000; TPS: 4683.3; ETA: 2.8 minutes\n",
+      "Step 210000 of 1000000; TPS: 4699.96; ETA: 2.8 minutes\n",
+      "Step 220500 of 1000000; TPS: 4705.91; ETA: 2.8 minutes\n",
+      "Step 231000 of 1000000; TPS: 4713.34; ETA: 2.7 minutes\n",
+      "Step 241500 of 1000000; TPS: 4721.99; ETA: 2.7 minutes\n",
+      "Step 252000 of 1000000; TPS: 4732.62; ETA: 2.6 minutes\n",
+      "Step 262500 of 1000000; TPS: 4738.25; ETA: 2.6 minutes\n",
+      "Step 273000 of 1000000; TPS: 4752.04; ETA: 2.5 minutes\n",
+      "Step 283500 of 1000000; TPS: 4762.36; ETA: 2.5 minutes\n",
+      "Step 294000 of 1000000; TPS: 4774.57; ETA: 2.5 minutes\n",
+      "Step 304500 of 1000000; TPS: 4785.97; ETA: 2.4 minutes\n",
+      "Step 315000 of 1000000; TPS: 4794.32; ETA: 2.4 minutes\n",
+      "Step 325500 of 1000000; TPS: 4801.9; ETA: 2.3 minutes\n",
+      "Step 336000 of 1000000; TPS: 4808.19; ETA: 2.3 minutes\n",
+      "Step 346500 of 1000000; TPS: 4815.02; ETA: 2.3 minutes\n",
+      "Step 357000 of 1000000; TPS: 4820.63; ETA: 2.2 minutes\n",
+      "Step 367500 of 1000000; TPS: 4825.4; ETA: 2.2 minutes\n",
+      "Step 378000 of 1000000; TPS: 4829.19; ETA: 2.1 minutes\n",
+      "Step 388500 of 1000000; TPS: 4834.36; ETA: 2.1 minutes\n",
+      "Step 399000 of 1000000; TPS: 4838.61; ETA: 2.1 minutes\n",
+      "Step 409500 of 1000000; TPS: 4842.65; ETA: 2.0 minutes\n",
+      "Step 420000 of 1000000; TPS: 4847.24; ETA: 2.0 minutes\n",
+      "Step 430500 of 1000000; TPS: 4854.81; ETA: 2.0 minutes\n",
+      "Step 441000 of 1000000; TPS: 4863.15; ETA: 1.9 minutes\n",
+      "Step 451500 of 1000000; TPS: 4870.07; ETA: 1.9 minutes\n",
+      "Step 462000 of 1000000; TPS: 4875.58; ETA: 1.8 minutes\n",
+      "Step 472500 of 1000000; TPS: 4880.2; ETA: 1.8 minutes\n",
+      "Step 483000 of 1000000; TPS: 4884.73; ETA: 1.8 minutes\n",
+      "Step 493500 of 1000000; TPS: 4886.2; ETA: 1.7 minutes\n",
+      "Step 504000 of 1000000; TPS: 4889.27; ETA: 1.7 minutes\n",
+      "Step 514500 of 1000000; TPS: 4892.82; ETA: 1.7 minutes\n",
+      "Step 525000 of 1000000; TPS: 4895.85; ETA: 1.6 minutes\n",
+      "Step 535500 of 1000000; TPS: 4896.64; ETA: 1.6 minutes\n",
+      "Step 546000 of 1000000; TPS: 4897.35; ETA: 1.5 minutes\n",
+      "Step 556500 of 1000000; TPS: 4896.71; ETA: 1.5 minutes\n",
+      "Step 567000 of 1000000; TPS: 4899.01; ETA: 1.5 minutes\n",
+      "Step 577500 of 1000000; TPS: 4901.02; ETA: 1.4 minutes\n",
+      "Step 588000 of 1000000; TPS: 4902.56; ETA: 1.4 minutes\n",
+      "Step 598500 of 1000000; TPS: 4908.18; ETA: 1.4 minutes\n",
+      "Step 609000 of 1000000; TPS: 4912.54; ETA: 1.3 minutes\n",
+      "Step 619500 of 1000000; TPS: 4910.72; ETA: 1.3 minutes\n",
+      "Step 630000 of 1000000; TPS: 4910.3; ETA: 1.3 minutes\n",
+      "Step 640500 of 1000000; TPS: 4906.48; ETA: 1.2 minutes\n",
+      "Step 651000 of 1000000; TPS: 4907.28; ETA: 1.2 minutes\n",
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+      "Step 682500 of 1000000; TPS: 4904.74; ETA: 1.1 minutes\n",
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+      "Step 4879999 of 5000000; TPS: 3151.26; ETA: 0.6 minutes\n",
+      "Step 4890499 of 5000000; TPS: 3151.26; ETA: 0.6 minutes\n",
+      "Step 4900999 of 5000000; TPS: 3151.39; ETA: 0.5 minutes\n",
+      "Step 4911499 of 5000000; TPS: 3151.52; ETA: 0.5 minutes\n",
+      "Step 4921999 of 5000000; TPS: 3151.57; ETA: 0.4 minutes\n",
+      "Step 4932499 of 5000000; TPS: 3151.66; ETA: 0.4 minutes\n",
+      "Step 4942999 of 5000000; TPS: 3151.75; ETA: 0.3 minutes\n",
+      "Step 4953499 of 5000000; TPS: 3151.88; ETA: 0.2 minutes\n",
+      "Step 4963999 of 5000000; TPS: 3151.94; ETA: 0.2 minutes\n",
+      "Step 4974499 of 5000000; TPS: 3151.98; ETA: 0.1 minutes\n",
+      "Step 4984999 of 5000000; TPS: 3151.74; ETA: 0.1 minutes\n",
+      "Step 4995499 of 5000000; TPS: 3151.58; ETA: 0.0 minutes\n"
+     ]
+    }
+   ],
+   "source": [
+    "sim = Simulation(initial_state=system.hoomd_snapshot, forcefield=ff.hoomd_forces, device=device, dt = dt, \n",
+    "                 gsd_write_freq=int(write_frequency), log_file_name = log, gsd_file_name = gsd) # initializing simulation\n",
+    "start_shrink = time.time()\n",
+    "sim.run_update_volume(final_box_lengths=target_box, kT=6.0, n_steps=shrink_steps,tau_kt=100*sim.dt,period=10,thermalize_particles=True) # shrink simulation run\n",
+    "end_shrink = time.time()\n",
+    "start_run = time.time()\n",
+    "sim.run_NVT(n_steps=steps, kT=temp, tau_kt=dt*100) # simulation run\n",
+    "end_run = time.time()\n",
+    "sim.flush_writers() # updating data files\n",
+    "del sim # drop references so files are closed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "id": "de590eda-bbb3-42a7-a87f-c278705455c8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shrink phase completed in 212.03293919563293 seconds\n",
+      "Run phase completed in 1586.5579686164856 seconds\n",
+      "Total time: 29.98 minutes\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"Shrink phase completed in {(end_shrink - start_shrink)} seconds\")\n",
+    "print(f\"Run phase completed in {(end_run - start_run)} seconds\")\n",
+    "print(f\"Total time: {((end_run - start_run)+(end_shrink - start_shrink))/60:.2f} minutes\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d9b22575-1805-4cbc-a310-d6f30aedd81a",
+   "metadata": {},
+   "source": [
+    "### Step 8.5: Saving useful simulation stuff"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "7de87f9d-da23-46a4-8033-7e5019f9d37c",
+   "metadata": {},
    "outputs": [],
    "source": [
-    "sim = Simulation(initial_state=system.hoomd_snapshot, forcefield=ff.hoomd_forces, device=device, dt = dt, gsd_write_freq=int(1000), log_file_name = log, gsd_file_name = gsd) # initializing simulation\n",
-    "sim.run_update_volume(final_box_lengths=target_box, kT=6.0, n_steps=5e5,tau_kt=100*sim.dt,period=10,thermalize_particles=True) # shrink simulation run\n",
-    "sim.run_NVT(n_steps=1e6, kT=temp, tau_kt=dt*100) # simulation run\n",
-    "sim.flush_writers() # updating data files"
+    "flake_mol = sheet.all_molecules[0]\n",
+    "beads_per_flake = flake_mol.n_particles\n",
+    "with open(start_file, \"w\") as f:\n",
+    "    f.write(f\"{sim_start}\\n\")\n",
+    "    f.write(f\"{beads_per_flake}\\n\")\n",
+    "    f.write(f\"{((end_run - start_run)+(end_shrink - start_shrink))}\\n\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 120,
    "id": "a8af76ae-efe0-4912-8417-612048485a77",
    "metadata": {},
    "outputs": [],
    "source": [
-    "!mv $gsd $log ../analysis/"
+    "!mv \"{log}\" \"{gsd}\" \"{start_file}\" ../analysis/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "62c55ad3-c32f-4b2b-80ee-2aed584119ec",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rg = math.sqrt(chain_length/6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "2758b641-237e-45f5-8c0f-f88aaaaddbdf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "q = rg/flake_repeat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "f734af70-e218-4da5-b9db-da4f7c5f6640",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.2581988897471611\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(q)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "b6540c41-122c-4854-ba30-24c6d8303302",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.2909944487358056\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(rg)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "08523f6e-ef2f-4c46-bdc2-6995b73a6266",
+   "id": "51ae94a2-ab21-4f59-8280-5683b167ea64",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/sims/clean_sim.ipynb b/sims/clean_sim.ipynb
deleted file mode 100644
index 89cf5b6..0000000
--- a/sims/clean_sim.ipynb
+++ /dev/null
@@ -1,3878 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "d1241ede-f8d9-438c-be59-da4f41137625",
-   "metadata": {},
-   "source": [
-    "## Importing necessary libraries"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6cef10db-1cf2-4d9a-a56d-9f4eec7f1e5a",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "import flowermd\n",
-    "import gsd\n",
-    "import gsd.hoomd\n",
-    "import hoomd\n",
-    "import matplotlib.pyplot as plt\n",
-    "import mbuild as mb\n",
-    "import numpy as np\n",
-    "import warnings\n",
-    "from cmeutils.visualize import FresnelGSD\n",
-    "from flowermd.base import Pack, Simulation, System, Molecule\n",
-    "from flowermd.base.forcefield import BaseHOOMDForcefield\n",
-    "from flowermd.library import KremerGrestBeadSpring, LJChain\n",
-    "from flowermd.library.forcefields import BeadSpring\n",
-    "from flowermd.utils import get_target_box_number_density\n",
-    "from mbuild.compound import Compound\n",
-    "from mbuild.lattice import Lattice\n",
-    "import unyt as u\n",
-    "warnings.filterwarnings('ignore')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cc52258a-df3f-42a7-a085-6b65531df103",
-   "metadata": {},
-   "source": [
-    "## Switch to .CPU() if running on CPU, GPU if on GPU"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "edcecf0b-e70b-4a18-ba3a-4b09b8b47137",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "cpu = hoomd.device.GPU()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4577acb4-a6e4-4d60-8d3e-40381c215496",
-   "metadata": {},
-   "source": [
-    "## Class defining flake geometry"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4bb641a0-5cb8-4843-8f3d-b247cd75a81c",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "class Graphene(System):\n",
-    "    def __init__(\n",
-    "        self,\n",
-    "        x_repeat,\n",
-    "        y_repeat,\n",
-    "        n_layers,\n",
-    "        base_units=dict(),\n",
-    "        periodicity=(True, True, False),\n",
-    "    ):\n",
-    "        surface = mb.Compound(periodicity=periodicity)\n",
-    "        a = 3**.5\n",
-    "        lattice = Lattice(\n",
-    "            lattice_spacing=[a,a,a],\n",
-    "            lattice_vectors=  [[a,0,0],[a/2,3/2,0],[0,0,1]],\n",
-    "            lattice_points={\"A\": [[1/3,1/3,0], [2/3, 2/3, 0]]},\n",
-    "        ) \n",
-    "        Flakium = Compound(name=\"F\", element=\"F\") # defines a carbon atom that will be used to populate lattice points\n",
-    "        layers = lattice.populate(\n",
-    "            compound_dict={\"A\": Flakium}, x=x_repeat, y=y_repeat, z=n_layers\n",
-    "        ) # populates the lattice using the previously defined carbon atom for every \"A\" site, repeated in all x,y, and z directions\n",
-    "        surface.add(layers) # adds populated carbon lattice layers to the 'surface' compound, which represents our graphene structure \n",
-    "        surface.freud_generate_bonds(\"F\", \"F\", dmin=0.9, dmax=1.1) # generates bonds depending on input distance range, scales with lattice\n",
-    "        surface_mol = Molecule(num_mols=1, compound=surface) # wraps into a Molecule object, creating \"1\" instance of this molecule\n",
-    "\n",
-    "        super(Graphene, self).__init__(\n",
-    "            molecules=[surface_mol],\n",
-    "            base_units=base_units,\n",
-    "        )\n",
-    "\n",
-    "    def _build_system(self):\n",
-    "        return self.all_molecules[0]\n",
-    "#OK, so we want to initialize a system with some chains and some flakes"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3f88e122-6c5f-4c04-b547-2511f9012344",
-   "metadata": {},
-   "source": [
-    "## Forcefield parameters defining WCA interactions, essentially zero attraction, pure repulsion"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f0a777f9-bcbd-41b4-8687-0dc45705e2d4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ff = BeadSpring(\n",
-    "    r_cut=2**(1/6),  \n",
-    "    beads={\n",
-    "        \"A\": dict(epsilon=1.0, sigma=1.0),  # chains\n",
-    "        \"F\": dict(epsilon=1.0, sigma=1.0),  # flakes\n",
-    "    },\n",
-    "    bonds={\n",
-    "        \"F-F\": dict(r0=1.0, k=1000),\n",
-    "        \"A-A\": dict(r0=1.0, k=1000.0),  # increased k to avoid chain collapse\n",
-    "    },\n",
-    "    angles={\n",
-    "        \"A-A-A\": dict(t0=2* np.pi / 3., k=100.0),   # moderate stiffness for chains\n",
-    "        \"F-F-F\": dict(t0=2 * np.pi / 3., k=5000),\n",
-    "    },\n",
-    "    dihedrals={\n",
-    "        \"A-A-A-A\": dict(phi0=0.0, k=0, d=-1, n=2), #need to turn this on later, messed up with straight chains\n",
-    "        \"F-F-F-F\": dict(phi0=0.0, k=500, d=-1, n=2),\n",
-    "    }\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "066b2946-1b32-4b6c-939a-09de31f23411",
-   "metadata": {},
-   "source": [
-    "## Simulation parameters"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d58821d9-adbb-4e9c-bd10-2751d1eeb77b",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "N_chains = 100\n",
-    "initial_dens = 0.001\n",
-    "final_dens = 0.3\n",
-    "N_flakes = 10\n",
-    "chain_length = 10\n",
-    "dt = 0.005\n",
-    "temp = 3"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "53c7ad4a-1e7d-40ef-9148-06612a286a6d",
-   "metadata": {},
-   "source": [
-    "## Initializing chains, flakes, and system parameters (like initial density -> final density)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "87ba678c-6699-409a-8926-9c3ffc4c5782",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "application/3dmoljs_load.v0": "<div id=\"3dmolviewer_17587546073414268\"  style=\"position: relative; width: 640px; height: 480px;\">\n        <p id=\"3dmolwarning_17587546073414268\" style=\"background-color:#ffcccc;color:black\">3Dmol.js failed to load for some reason.  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null;\nvar warn = document.getElementById(\"3dmolwarning_17587546073414268\");\nif(warn) {\n    warn.parentNode.removeChild(warn);\n}\n$3Dmolpromise.then(function() {\nviewer_17587546073414268 = $3Dmol.createViewer(document.getElementById(\"3dmolviewer_17587546073414268\"),{backgroundColor:\"white\"});\nviewer_17587546073414268.zoomTo();\n\tviewer_17587546073414268.addModel(\"@<TRIPOS>MOLECULE\\nRES\\n1110 1199 1 0 1\\nSMALL\\nNO_CHARGES\\n@<TRIPOS>CRYSIN\\n 1536.2798  1536.2798  1536.2798    90.0000    90.0000    90.0000 1 1\\n@<TRIPOS>ATOM\\n       1 F           33.8646  1253.6833  1433.4651 F             1 RES     \\n       2 F           27.9538  1266.1144  1422.9512 F             1 RES     \\n       3 F           22.0424  1278.5450  1412.4377 F             1 RES     \\n       4 F           16.1310  1290.9755  1401.9243 F             1 RES     \\n       5 F           10.2195  1303.4061  1391.4109 F             1 RES     \\n       6 F           44.9748  1263.1277  1424.1172 F             1 RES     \\n       7 F           39.0634  1275.5583  1413.6038 F             1 RES     \\n       8 F           33.1520  1287.9888  1403.0904 F             1 RES     \\n       9 F           27.2412  1300.4199  1392.5764 F             1 RES     \\n      10 F           21.3298  1312.8505  1382.0630 F             1 RES     \\n      11 F           56.0844  1272.5716  1414.7699 F             1 RES     \\n      12 F           50.1737  1285.0027  1404.2559 F             1 RES     \\n      13 F           44.2622  1297.4332  1393.7425 F             1 RES     \\n      14 F           38.3508  1309.8638  1383.2291 F             1 RES     \\n      15 F           32.4394  1322.2943  1372.7157 F             1 RES     \\n      16 F           67.1947  1282.0160  1405.4220 F             1 RES     \\n      17 F           61.2833  1294.4465  1394.9086 F             1 RES     \\n      18 F           55.3719  1306.8771  1384.3952 F             1 RES     \\n      19 F           49.4611  1319.3082  1373.8812 F             1 RES     \\n      20 F           43.5497  1331.7387  1363.3678 F             1 RES     \\n      21 F           78.3043  1291.4598  1396.0747 F             1 RES     \\n      22 F           72.3935  1303.8909  1385.5607 F             1 RES     \\n      23 F           66.4821  1316.3214  1375.0473 F             1 RES     \\n      24 F           60.5707  1328.7520  1364.5339 F             1 RES     \\n      25 F           54.6593  1341.1825  1354.0204 F             1 RES     \\n      26 F           35.5979  1260.9754  1426.8443 F             1 RES     \\n      27 F           29.6865  1273.4059  1416.3309 F             1 RES     \\n      28 F           23.7751  1285.8365  1405.8175 F             1 RES     \\n      29 F           17.8637  1298.2670  1395.3041 F             1 RES     \\n      30 F           11.9529  1310.6981  1384.7901 F             1 RES     \\n      31 F           46.7076  1270.4192  1417.4970 F             1 RES     \\n      32 F           40.7961  1282.8497  1406.9836 F             1 RES     \\n      33 F           34.8854  1295.2808  1396.4696 F             1 RES     \\n      34 F           28.9739  1307.7114  1385.9562 F             1 RES     \\n      35 F           23.0625  1320.1419  1375.4427 F             1 RES     \\n      36 F           57.8178  1279.8636  1408.1491 F             1 RES     \\n      37 F           51.9064  1292.2941  1397.6357 F             1 RES     \\n      38 F           45.9950  1304.7247  1387.1223 F             1 RES     \\n      39 F           40.0836  1317.1552  1376.6088 F             1 RES     \\n      40 F           34.1728  1329.5863  1366.0949 F             1 RES     \\n      41 F           68.9274  1289.3074  1398.8018 F             1 RES     \\n      42 F           63.0160  1301.7380  1388.2883 F             1 RES     \\n      43 F           57.1052  1314.1691  1377.7744 F             1 RES     \\n      44 F           51.1938  1326.5996  1367.2609 F             1 RES     \\n      45 F           45.2824  1339.0302  1356.7475 F             1 RES     \\n      46 F           80.0377  1298.7518  1389.4539 F             1 RES     \\n      47 F           74.1263  1311.1824  1378.9405 F             1 RES     \\n      48 F           68.2148  1323.6129  1368.4270 F             1 RES     \\n      49 F           62.3034  1336.0435  1357.9136 F             1 RES     \\n      50 F           56.3926  1348.4746  1347.3996 F             1 RES     \\n      51 F          452.4077   136.5808   548.7639 F             1 RES     \\n      52 F          439.2971   134.7843   559.9397 F             1 RES     \\n      53 F          426.1865   132.9872   571.1146 F             1 RES     \\n      54 F          413.0759   131.1901   582.2895 F             1 RES     \\n      55 F          399.9653   129.3930   593.4644 F             1 RES     \\n      56 F          452.3823   145.5271   563.5957 F             1 RES     \\n      57 F          439.2717   143.7300   574.7706 F             1 RES     \\n      58 F          426.1611   141.9329   585.9455 F             1 RES     \\n      59 F          413.0505   140.1363   597.1212 F             1 RES     \\n      60 F          399.9399   138.3392   608.2961 F             1 RES     \\n      61 F          452.3568   154.4728   578.4266 F             1 RES     \\n      62 F          439.2462   152.6762   589.6023 F             1 RES     \\n      63 F          426.1356   150.8791   600.7772 F             1 RES     \\n      64 F          413.0250   149.0821   611.9521 F             1 RES     \\n      65 F          399.9144   147.2850   623.1270 F             1 RES     \\n      66 F          452.3314   163.4190   593.2583 F             1 RES     \\n      67 F          439.2208   161.6220   604.4332 F             1 RES     \\n      68 F          426.1102   159.8249   615.6081 F             1 RES     \\n      69 F          412.9996   158.0283   626.7839 F             1 RES     \\n      70 F          399.8890   156.2312   637.9588 F             1 RES     \\n      71 F          452.3059   172.3648   608.0892 F             1 RES     \\n      72 F          439.1953   170.5682   619.2650 F             1 RES     \\n      73 F          426.0847   168.7711   630.4399 F             1 RES     \\n      74 F          412.9742   166.9740   641.6148 F             1 RES     \\n      75 F          399.8636   165.1769   652.7897 F             1 RES     \\n      76 F          448.0290   138.9642   557.4334 F             1 RES     \\n      77 F          434.9184   137.1671   568.6083 F             1 RES     \\n      78 F          421.8078   135.3701   579.7832 F             1 RES     \\n      79 F          408.6972   133.5730   590.9581 F             1 RES     \\n      80 F          395.5866   131.7764   602.1338 F             1 RES     \\n      81 F          448.0036   147.9099   572.2643 F             1 RES     \\n      82 F          434.8930   146.1129   583.4392 F             1 RES     \\n      83 F          421.7824   144.3163   594.6149 F             1 RES     \\n      84 F          408.6718   142.5192   605.7898 F             1 RES     \\n      85 F          395.5612   140.7221   616.9647 F             1 RES     \\n      86 F          447.9781   156.8562   587.0960 F             1 RES     \\n      87 F          434.8676   155.0591   598.2709 F             1 RES     \\n      88 F          421.7570   153.2620   609.4458 F             1 RES     \\n      89 F          408.6464   151.4649   620.6207 F             1 RES     \\n      90 F          395.5358   149.6684   631.7965 F             1 RES     \\n      91 F          447.9527   165.8019   601.9269 F             1 RES     \\n      92 F          434.8421   164.0048   613.1018 F             1 RES     \\n      93 F          421.7315   162.2083   624.2776 F             1 RES     \\n      94 F          408.6209   160.4112   635.4525 F             1 RES     \\n      95 F          395.5103   158.6141   646.6274 F             1 RES     \\n      96 F          447.9273   174.7482   616.7587 F             1 RES     \\n      97 F          434.8167   172.9511   627.9336 F             1 RES     \\n      98 F          421.7061   171.1540   639.1085 F             1 RES     \\n      99 F          408.5955   169.3569   650.2834 F             1 RES     \\n     100 F          395.4849   167.5603   661.4591 F             1 RES     \\n     101 F          686.4298   461.2626   114.5266 F             1 RES     \\n     102 F          686.0138   469.7551    99.4363 F             1 RES     \\n     103 F          685.5978   478.2467    84.3460 F             1 RES     \\n     104 F          685.1819   486.7382    69.2557 F             1 RES     \\n     105 F          684.7660   495.2297    54.1654 F             1 RES     \\n     106 F          683.6488   478.3572   114.2824 F             1 RES     \\n     107 F          683.2329   486.8487    99.1921 F             1 RES     \\n     108 F          682.8170   495.3402    84.1018 F             1 RES     \\n     109 F          682.4009   503.8327    69.0115 F             1 RES     \\n     110 F          681.9850   512.3242    53.9213 F             1 RES     \\n     111 F          680.8680   495.4508   114.0383 F             1 RES     \\n     112 F          680.4519   503.9433    98.9480 F             1 RES     \\n     113 F          680.0360   512.4348    83.8577 F             1 RES     \\n     114 F          679.6201   520.9263    68.7674 F             1 RES     \\n     115 F          679.2042   529.4178    53.6771 F             1 RES     \\n     116 F          678.0870   512.5453   113.7941 F             1 RES     \\n     117 F          677.6711   521.0368    98.7038 F             1 RES     \\n     118 F          677.2552   529.5283    83.6135 F             1 RES     \\n     119 F          676.8391   538.0208    68.5232 F             1 RES     \\n     120 F          676.4232   546.5123    53.4329 F             1 RES     \\n     121 F          675.3062   529.6389   113.5499 F             1 RES     \\n     122 F          674.8901   538.1314    98.4596 F             1 RES     \\n     123 F          674.4742   546.6229    83.3693 F             1 RES     \\n     124 F          674.0583   555.1144    68.2791 F             1 RES     \\n     125 F          673.6424   563.6059    53.1888 F             1 RES     \\n     126 F          685.3641   469.7920   109.4151 F             1 RES     \\n     127 F          684.9482   478.2835    94.3248 F             1 RES     \\n     128 F          684.5322   486.7750    79.2345 F             1 RES     \\n     129 F          684.1163   495.2665    64.1442 F             1 RES     \\n     130 F          683.7002   503.7590    49.0539 F             1 RES     \\n     131 F          682.5833   486.8856   109.1709 F             1 RES     \\n     132 F          682.1673   495.3771    94.0807 F             1 RES     \\n     133 F          681.7513   503.8696    78.9903 F             1 RES     \\n     134 F          681.3353   512.3611    63.9001 F             1 RES     \\n     135 F          680.9194   520.8526    48.8098 F             1 RES     \\n     136 F          679.8023   503.9801   108.9268 F             1 RES     \\n     137 F          679.3864   512.4716    93.8365 F             1 RES     \\n     138 F          678.9704   520.9631    78.7462 F             1 RES     \\n     139 F          678.5545   529.4546    63.6559 F             1 RES     \\n     140 F          678.1384   537.9471    48.5656 F             1 RES     \\n     141 F          677.0215   521.0737   108.6826 F             1 RES     \\n     142 F          676.6055   529.5652    93.5923 F             1 RES     \\n     143 F          676.1895   538.0577    78.5020 F             1 RES     \\n     144 F          675.7735   546.5492    63.4117 F             1 RES     \\n     145 F          675.3576   555.0407    48.3214 F             1 RES     \\n     146 F          674.2405   538.1682   108.4384 F             1 RES     \\n     147 F          673.8246   546.6597    93.3482 F             1 RES     \\n     148 F          673.4086   555.1512    78.2579 F             1 RES     \\n     149 F          672.9927   563.6427    63.1676 F             1 RES     \\n     150 F          672.5766   572.1352    48.0773 F             1 RES     \\n     151 F           97.6477   397.4921   120.4491 F             1 RES     \\n     152 F           92.7724   396.0863   103.8880 F             1 RES     \\n     153 F           87.8972   394.6815    87.3274 F             1 RES     \\n     154 F           83.0220   393.2767    70.7668 F             1 RES     \\n     155 F           78.1468   391.8718    54.2061 F             1 RES     \\n     156 F           95.5877   381.8386   113.3258 F             1 RES     \\n     157 F           90.7125   380.4337    96.7652 F             1 RES     \\n     158 F           85.8373   379.0289    80.2045 F             1 RES     \\n     159 F           80.9619   377.6232    63.6435 F             1 RES     \\n     160 F           76.0868   376.2183    47.0829 F             1 RES     \\n     161 F           93.5277   366.1860   106.2029 F             1 RES     \\n     162 F           88.6524   364.7802    89.6419 F             1 RES     \\n     163 F           83.7772   363.3754    73.0813 F             1 RES     \\n     164 F           78.9020   361.9706    56.5206 F             1 RES     \\n     165 F           74.0268   360.5657    39.9600 F             1 RES     \\n     166 F           91.4676   350.5325    99.0797 F             1 RES     \\n     167 F           86.5924   349.1276    82.5190 F             1 RES     \\n     168 F           81.7172   347.7228    65.9584 F             1 RES     \\n     169 F           76.8419   346.3171    49.3974 F             1 RES     \\n     170 F           71.9667   344.9122    32.8367 F             1 RES     \\n     171 F           89.4076   334.8799    91.9568 F             1 RES     \\n     172 F           84.5323   333.4741    75.3958 F             1 RES     \\n     173 F           79.6571   332.0693    58.8351 F             1 RES     \\n     174 F           74.7819   330.6645    42.2745 F             1 RES     \\n     175 F           69.9067   329.2596    25.7139 F             1 RES     \\n     176 F           95.3359   391.8054   112.5541 F             1 RES     \\n     177 F           90.4607   390.4005    95.9935 F             1 RES     \\n     178 F           85.5855   388.9957    79.4329 F             1 RES     \\n     179 F           80.7103   387.5909    62.8723 F             1 RES     \\n     180 F           75.8350   386.1851    46.3112 F             1 RES     \\n     181 F           93.2759   376.1528   105.4313 F             1 RES     \\n     182 F           88.4007   374.7479    88.8707 F             1 RES     \\n     183 F           83.5254   373.3422    72.3096 F             1 RES     \\n     184 F           78.6502   371.9374    55.7490 F             1 RES     \\n     185 F           73.7750   370.5325    39.1884 F             1 RES     \\n     186 F           91.2158   360.4993    98.3080 F             1 RES     \\n     187 F           86.3406   359.0944    81.7474 F             1 RES     \\n     188 F           81.4654   357.6896    65.1868 F             1 RES     \\n     189 F           76.5902   356.2848    48.6261 F             1 RES     \\n     190 F           71.7149   354.8790    32.0651 F             1 RES     \\n     191 F           89.1559   344.8467    91.1852 F             1 RES     \\n     192 F           84.2807   343.4418    74.6245 F             1 RES     \\n     193 F           79.4053   342.0361    58.0635 F             1 RES     \\n     194 F           74.5302   340.6313    41.5029 F             1 RES     \\n     195 F           69.6550   339.2264    24.9422 F             1 RES     \\n     196 F           87.0958   329.1932    84.0619 F             1 RES     \\n     197 F           82.2206   327.7883    67.5013 F             1 RES     \\n     198 F           77.3454   326.3835    50.9406 F             1 RES     \\n     199 F           72.4702   324.9787    34.3800 F             1 RES     \\n     200 F           67.5949   323.5729    17.8190 F             1 RES     \\n     201 F          943.6563   304.6925   837.3515 F             1 RES     \\n     202 F          936.4603   320.4350   836.7170 F             1 RES     \\n     203 F          929.2644   336.1771   836.0834 F             1 RES     \\n     204 F          922.0685   351.9192   835.4497 F             1 RES     \\n     205 F          914.8726   367.6613   834.8161 F             1 RES     \\n     206 F          940.8626   312.3285   822.0576 F             1 RES     \\n     207 F          933.6667   328.0706   821.4240 F             1 RES     \\n     208 F          926.4708   343.8126   820.7903 F             1 RES     \\n     209 F          919.2748   359.5552   820.1558 F             1 RES     \\n     210 F          912.0789   375.2972   819.5222 F             1 RES     \\n     211 F          938.0691   319.9640   806.7645 F             1 RES     \\n     212 F          930.8730   335.7065   806.1300 F             1 RES     \\n     213 F          923.6771   351.4486   805.4964 F             1 RES     \\n     214 F          916.4812   367.1907   804.8628 F             1 RES     \\n     215 F          909.2853   382.9328   804.2291 F             1 RES     \\n     216 F          935.2754   327.6000   791.4706 F             1 RES     \\n     217 F          928.0795   343.3420   790.8370 F             1 RES     \\n     218 F          920.8836   359.0841   790.2033 F             1 RES     \\n     219 F          913.6875   374.8267   789.5688 F             1 RES     \\n     220 F          906.4916   390.5687   788.9352 F             1 RES     \\n     221 F          932.4818   335.2355   776.1776 F             1 RES     \\n     222 F          925.2858   350.9780   775.5430 F             1 RES     \\n     223 F          918.0899   366.7201   774.9094 F             1 RES     \\n     224 F          910.8940   382.4622   774.2758 F             1 RES     \\n     225 F          903.6981   398.2043   773.6422 F             1 RES     \\n     226 F          940.3263   312.4855   832.0417 F             1 RES     \\n     227 F          933.1304   328.2276   831.4081 F             1 RES     \\n     228 F          925.9345   343.9697   830.7745 F             1 RES     \\n     229 F          918.7386   359.7117   830.1409 F             1 RES     \\n     230 F          911.5426   375.4543   829.5063 F             1 RES     \\n     231 F          937.5328   320.1210   816.7487 F             1 RES     \\n     232 F          930.3369   335.8631   816.1151 F             1 RES     \\n     233 F          923.1408   351.6056   815.4806 F             1 RES     \\n     234 F          915.9449   367.3477   814.8469 F             1 RES     \\n     235 F          908.7491   383.0898   814.2133 F             1 RES     \\n     236 F          934.7391   327.7570   801.4548 F             1 RES     \\n     237 F          927.5432   343.4991   800.8211 F             1 RES     \\n     238 F          920.3473   359.2411   800.1875 F             1 RES     \\n     239 F          913.1514   374.9832   799.5539 F             1 RES     \\n     240 F          905.9554   390.7257   798.9194 F             1 RES     \\n     241 F          931.9456   335.3925   786.1617 F             1 RES     \\n     242 F          924.7497   351.1346   785.5281 F             1 RES     \\n     243 F          917.5536   366.8771   784.8936 F             1 RES     \\n     244 F          910.3577   382.6192   784.2599 F             1 RES     \\n     245 F          903.1618   398.3613   783.6263 F             1 RES     \\n     246 F          929.1519   343.0285   770.8678 F             1 RES     \\n     247 F          921.9560   358.7705   770.2342 F             1 RES     \\n     248 F          914.7601   374.5126   769.6005 F             1 RES     \\n     249 F          907.5642   390.2547   768.9669 F             1 RES     \\n     250 F          900.3681   405.9972   768.3324 F             1 RES     \\n     251 F          446.9089   334.4916   839.3206 F             1 RES     \\n     252 F          438.7386   323.9319   850.3547 F             1 RES     \\n     253 F          430.5693   313.3723   861.3889 F             1 RES     \\n     254 F          422.4000   302.8127   872.4231 F             1 RES     \\n     255 F          414.2308   292.2531   883.4573 F             1 RES     \\n     256 F          429.7819   332.2294   838.0696 F             1 RES     \\n     257 F          421.6126   321.6698   849.1038 F             1 RES     \\n     258 F          413.4433   311.1102   860.1380 F             1 RES     \\n     259 F          405.2730   300.5504   871.1721 F             1 RES     \\n     260 F          397.1037   289.9908   882.2063 F             1 RES     \\n     261 F          412.6559   329.9673   836.8186 F             1 RES     \\n     262 F          404.4856   319.4075   847.8528 F             1 RES     \\n     263 F          396.3163   308.8479   858.8869 F             1 RES     \\n     264 F          388.1470   298.2883   869.9211 F             1 RES     \\n     265 F          379.9777   287.7287   880.9553 F             1 RES     \\n     266 F          395.5289   327.7050   835.5676 F             1 RES     \\n     267 F          387.3596   317.1454   846.6018 F             1 RES     \\n     268 F          379.1903   306.5858   857.6360 F             1 RES     \\n     269 F          371.0200   296.0261   868.6701 F             1 RES     \\n     270 F          362.8507   285.4665   879.7043 F             1 RES     \\n     271 F          378.4028   325.4429   834.3167 F             1 RES     \\n     272 F          370.2326   314.8832   845.3508 F             1 RES     \\n     273 F          362.0633   304.3236   856.3850 F             1 RES     \\n     274 F          353.8940   293.7640   867.4192 F             1 RES     \\n     275 F          345.7247   283.2044   878.4534 F             1 RES     \\n     276 F          438.4761   330.2176   842.5816 F             1 RES     \\n     277 F          430.3068   319.6580   853.6158 F             1 RES     \\n     278 F          422.1376   309.0984   864.6500 F             1 RES     \\n     279 F          413.9683   298.5388   875.6842 F             1 RES     \\n     280 F          405.7980   287.9791   886.7183 F             1 RES     \\n     281 F          421.3501   327.9555   841.3307 F             1 RES     \\n     282 F          413.1808   317.3959   852.3649 F             1 RES     \\n     283 F          405.0106   306.8361   863.3990 F             1 RES     \\n     284 F          396.8413   296.2765   874.4331 F             1 RES     \\n     285 F          388.6720   285.7169   885.4673 F             1 RES     \\n     286 F          404.2231   325.6932   840.0797 F             1 RES     \\n     287 F          396.0538   315.1336   851.1138 F             1 RES     \\n     288 F          387.8845   304.5740   862.1480 F             1 RES     \\n     289 F          379.7152   294.0144   873.1822 F             1 RES     \\n     290 F          371.5450   283.4547   884.2163 F             1 RES     \\n     291 F          387.0971   323.4311   838.8287 F             1 RES     \\n     292 F          378.9278   312.8715   849.8629 F             1 RES     \\n     293 F          370.7575   302.3118   860.8970 F             1 RES     \\n     294 F          362.5882   291.7522   871.9312 F             1 RES     \\n     295 F          354.4190   281.1926   882.9654 F             1 RES     \\n     296 F          369.9701   321.1689   837.5777 F             1 RES     \\n     297 F          361.8008   310.6093   848.6119 F             1 RES     \\n     298 F          353.6315   300.0497   859.6461 F             1 RES     \\n     299 F          345.4622   289.4901   870.6803 F             1 RES     \\n     300 F          337.2920   278.9303   881.7144 F             1 RES     \\n     301 F          386.9798   922.4005   119.7858 F             1 RES     \\n     302 F          383.0329   915.8375   135.3217 F             1 RES     \\n     303 F          379.0868   909.2752   150.8574 F             1 RES     \\n     304 F          375.1407   902.7129   166.3932 F             1 RES     \\n     305 F          371.1946   896.1506   181.9289 F             1 RES     \\n     306 F          374.1081   910.9120   121.3188 F             1 RES     \\n     307 F          370.1620   904.3496   136.8545 F             1 RES     \\n     308 F          366.2159   897.7873   152.3903 F             1 RES     \\n     309 F          362.2690   891.2243   167.9261 F             1 RES     \\n     310 F          358.3229   884.6620   183.4619 F             1 RES     \\n     311 F          361.2371   899.4241   122.8516 F             1 RES     \\n     312 F          357.2903   892.8611   138.3874 F             1 RES     \\n     313 F          353.3442   886.2988   153.9232 F             1 RES     \\n     314 F          349.3981   879.7364   169.4589 F             1 RES     \\n     315 F          345.4520   873.1741   184.9947 F             1 RES     \\n     316 F          348.3654   887.9355   124.3845 F             1 RES     \\n     317 F          344.4193   881.3732   139.9203 F             1 RES     \\n     318 F          340.4732   874.8109   155.4560 F             1 RES     \\n     319 F          336.5264   868.2479   170.9919 F             1 RES     \\n     320 F          332.5803   861.6855   186.5276 F             1 RES     \\n     321 F          335.4945   876.4476   125.9173 F             1 RES     \\n     322 F          331.5477   869.8846   141.4532 F             1 RES     \\n     323 F          327.6015   863.3223   156.9889 F             1 RES     \\n     324 F          323.6554   856.7600   172.5247 F             1 RES     \\n     325 F          319.7093   850.1976   188.0605 F             1 RES     \\n     326 F          381.3733   916.3831   125.4754 F             1 RES     \\n     327 F          377.4272   909.8208   141.0112 F             1 RES     \\n     328 F          373.4811   903.2585   156.5470 F             1 RES     \\n     329 F          369.5350   896.6961   172.0827 F             1 RES     \\n     330 F          365.5881   890.1331   187.6186 F             1 RES     \\n     331 F          368.5024   904.8952   127.0083 F             1 RES     \\n     332 F          364.5563   898.3329   142.5440 F             1 RES     \\n     333 F          360.6094   891.7699   158.0799 F             1 RES     \\n     334 F          356.6633   885.2076   173.6156 F             1 RES     \\n     335 F          352.7172   878.6453   189.1514 F             1 RES     \\n     336 F          355.6307   893.4067   128.5412 F             1 RES     \\n     337 F          351.6846   886.8443   144.0770 F             1 RES     \\n     338 F          347.7385   880.2820   159.6127 F             1 RES     \\n     339 F          343.7924   873.7197   175.1485 F             1 RES     \\n     340 F          339.8455   867.1567   190.6843 F             1 RES     \\n     341 F          342.7598   881.9188   130.0740 F             1 RES     \\n     342 F          338.8137   875.3564   145.6098 F             1 RES     \\n     343 F          334.8668   868.7935   161.1456 F             1 RES     \\n     344 F          330.9207   862.2311   176.6814 F             1 RES     \\n     345 F          326.9746   855.6688   192.2172 F             1 RES     \\n     346 F          329.8881   870.4302   131.6070 F             1 RES     \\n     347 F          325.9420   863.8679   147.1427 F             1 RES     \\n     348 F          321.9959   857.3056   162.6785 F             1 RES     \\n     349 F          318.0498   850.7432   178.2142 F             1 RES     \\n     350 F          314.1029   844.1802   193.7501 F             1 RES     \\n     351 F          320.3796   324.9792   170.0182 F             1 RES     \\n     352 F          337.3386   328.1552   168.4947 F             1 RES     \\n     353 F          354.2972   331.3304   166.9718 F             1 RES     \\n     354 F          371.2558   334.5056   165.4489 F             1 RES     \\n     355 F          388.2144   337.6808   163.9260 F             1 RES     \\n     356 F          325.8456   338.6521   160.8972 F             1 RES     \\n     357 F          342.8042   341.8273   159.3743 F             1 RES     \\n     358 F          359.7628   345.0025   157.8514 F             1 RES     \\n     359 F          376.7217   348.1785   156.3280 F             1 RES     \\n     360 F          393.6803   351.3537   154.8051 F             1 RES     \\n     361 F          331.3112   352.3242   151.7768 F             1 RES     \\n     362 F          348.2702   355.5002   150.2534 F             1 RES     \\n     363 F          365.2288   358.6754   148.7305 F             1 RES     \\n     364 F          382.1874   361.8506   147.2076 F             1 RES     \\n     365 F          399.1460   365.0259   145.6846 F             1 RES     \\n     366 F          336.7772   365.9972   142.6559 F             1 RES     \\n     367 F          353.7358   369.1724   141.1330 F             1 RES     \\n     368 F          370.6944   372.3476   139.6101 F             1 RES     \\n     369 F          387.6533   375.5236   138.0866 F             1 RES     \\n     370 F          404.6120   378.6988   136.5637 F             1 RES     \\n     371 F          342.2428   379.6693   133.5355 F             1 RES     \\n     372 F          359.2018   382.8453   132.0120 F             1 RES     \\n     373 F          376.1604   386.0205   130.4891 F             1 RES     \\n     374 F          393.1190   389.1957   128.9662 F             1 RES     \\n     375 F          410.0776   392.3709   127.4433 F             1 RES     \\n     376 F          327.8547   330.5958   166.4699 F             1 RES     \\n     377 F          344.8133   333.7710   164.9470 F             1 RES     \\n     378 F          361.7719   336.9462   163.4241 F             1 RES     \\n     379 F          378.7305   340.1214   161.9011 F             1 RES     \\n     380 F          395.6894   343.2974   160.3777 F             1 RES     \\n     381 F          333.3203   344.2679   157.3495 F             1 RES     \\n     382 F          350.2790   347.4431   155.8266 F             1 RES     \\n     383 F          367.2379   350.6191   154.3031 F             1 RES     \\n     384 F          384.1965   353.7943   152.7802 F             1 RES     \\n     385 F          401.1551   356.9695   151.2573 F             1 RES     \\n     386 F          338.7863   357.9408   148.2285 F             1 RES     \\n     387 F          355.7449   361.1160   146.7056 F             1 RES     \\n     388 F          372.7035   364.2912   145.1827 F             1 RES     \\n     389 F          389.6621   367.4664   143.6598 F             1 RES     \\n     390 F          406.6211   370.6424   142.1363 F             1 RES     \\n     391 F          344.2520   371.6129   139.1081 F             1 RES     \\n     392 F          361.2106   374.7881   137.5852 F             1 RES     \\n     393 F          378.1695   377.9641   136.0618 F             1 RES     \\n     394 F          395.1281   381.1393   134.5388 F             1 RES     \\n     395 F          412.0867   384.3145   133.0159 F             1 RES     \\n     396 F          349.7179   385.2859   129.9872 F             1 RES     \\n     397 F          366.6765   388.4611   128.4642 F             1 RES     \\n     398 F          383.6351   391.6363   126.9413 F             1 RES     \\n     399 F          400.5937   394.8115   125.4184 F             1 RES     \\n     400 F          417.5527   397.9875   123.8950 F             1 RES     \\n     401 F          388.3022   431.7447   812.5209 F             1 RES     \\n     402 F          375.5603   420.0192   812.9312 F             1 RES     \\n     403 F          362.8181   408.2947   813.3415 F             1 RES     \\n     404 F          350.0759   396.5702   813.7518 F             1 RES     \\n     405 F          337.3337   384.8457   814.1621 F             1 RES     \\n     406 F          392.0118   414.8744   811.2361 F             1 RES     \\n     407 F          379.2696   403.1500   811.6464 F             1 RES     \\n     408 F          366.5274   391.4255   812.0567 F             1 RES     \\n     409 F          353.7854   379.7000   812.4669 F             1 RES     \\n     410 F          341.0432   367.9755   812.8772 F             1 RES     \\n     411 F          395.7212   398.0052   809.9514 F             1 RES     \\n     412 F          382.9792   386.2797   810.3616 F             1 RES     \\n     413 F          370.2370   374.5552   810.7719 F             1 RES     \\n     414 F          357.4948   362.8307   811.1822 F             1 RES     \\n     415 F          344.7526   351.1062   811.5925 F             1 RES     \\n     416 F          399.4307   381.1349   808.6665 F             1 RES     \\n     417 F          386.6886   369.4104   809.0768 F             1 RES     \\n     418 F          373.9464   357.6859   809.4871 F             1 RES     \\n     419 F          361.2044   345.9605   809.8974 F             1 RES     \\n     420 F          348.4622   334.2360   810.3077 F             1 RES     \\n     421 F          403.1401   364.2656   807.3818 F             1 RES     \\n     422 F          390.3981   352.5402   807.7920 F             1 RES     \\n     423 F          377.6559   340.8157   808.2023 F             1 RES     \\n     424 F          364.9137   329.0912   808.6126 F             1 RES     \\n     425 F          352.1715   317.3667   809.0229 F             1 RES     \\n     426 F          385.2915   422.2125   812.2294 F             1 RES     \\n     427 F          372.5493   410.4880   812.6397 F             1 RES     \\n     428 F          359.8071   398.7635   813.0500 F             1 RES     \\n     429 F          347.0649   387.0390   813.4603 F             1 RES     \\n     430 F          334.3229   375.3135   813.8705 F             1 RES     \\n     431 F          389.0009   405.3432   810.9446 F             1 RES     \\n     432 F          376.2587   393.6187   811.3549 F             1 RES     \\n     433 F          363.5167   381.8932   811.7652 F             1 RES     \\n     434 F          350.7745   370.1687   812.1755 F             1 RES     \\n     435 F          338.0323   358.4442   812.5858 F             1 RES     \\n     436 F          392.7104   388.4729   809.6598 F             1 RES     \\n     437 F          379.9682   376.7484   810.0701 F             1 RES     \\n     438 F          367.2261   365.0240   810.4804 F             1 RES     \\n     439 F          354.4839   353.2995   810.8907 F             1 RES     \\n     440 F          341.7419   341.5740   811.3009 F             1 RES     \\n     441 F          396.4198   371.6037   808.3750 F             1 RES     \\n     442 F          383.6776   359.8792   808.7854 F             1 RES     \\n     443 F          370.9356   348.1537   809.1956 F             1 RES     \\n     444 F          358.1934   336.4292   809.6059 F             1 RES     \\n     445 F          345.4512   324.7047   810.0162 F             1 RES     \\n     446 F          400.1294   354.7334   807.0902 F             1 RES     \\n     447 F          387.3872   343.0089   807.5005 F             1 RES     \\n     448 F          374.6450   331.2844   807.9108 F             1 RES     \\n     449 F          361.9028   319.5599   808.3211 F             1 RES     \\n     450 F          349.1608   307.8345   808.7314 F             1 RES     \\n     451 F          179.5510    75.0964    48.3232 F             1 RES     \\n     452 F          164.7828    71.0990    56.4432 F             1 RES     \\n     453 F          150.0153    67.1010    64.5631 F             1 RES     \\n     454 F          135.2479    63.1029    72.6831 F             1 RES     \\n     455 F          120.4804    59.1049    80.8031 F             1 RES     \\n     456 F          166.0686    85.9475    47.6191 F             1 RES     \\n     457 F          151.3011    81.9494    55.7390 F             1 RES     \\n     458 F          136.5337    77.9514    63.8590 F             1 RES     \\n     459 F          121.7655    73.9540    71.9789 F             1 RES     \\n     460 F          106.9980    69.9560    80.0989 F             1 RES     \\n     461 F          152.5870    96.7979    46.9149 F             1 RES     \\n     462 F          137.8188    92.8005    55.0349 F             1 RES     \\n     463 F          123.0513    88.8025    63.1548 F             1 RES     \\n     464 F          108.2839    84.8045    71.2748 F             1 RES     \\n     465 F           93.5164    80.8065    79.3948 F             1 RES     \\n     466 F          139.1046   107.6490    46.2108 F             1 RES     \\n     467 F          124.3371   103.6510    54.3307 F             1 RES     \\n     468 F          109.5697    99.6530    62.4507 F             1 RES     \\n     469 F           94.8015    95.6556    70.5706 F             1 RES     \\n     470 F           80.0340    91.6576    78.6906 F             1 RES     \\n     471 F          125.6230   118.4995    45.5066 F             1 RES     \\n     472 F          110.8547   114.5021    53.6266 F             1 RES     \\n     473 F           96.0873   110.5041    61.7465 F             1 RES     \\n     474 F           81.3198   106.5061    69.8665 F             1 RES     \\n     475 F           66.5524   102.5081    77.9865 F             1 RES     \\n     476 F          170.1339    77.3811    50.7951 F             1 RES     \\n     477 F          155.3664    73.3831    58.9151 F             1 RES     \\n     478 F          140.5990    69.3851    67.0351 F             1 RES     \\n     479 F          125.8315    65.3871    75.1550 F             1 RES     \\n     480 F          111.0633    61.3897    83.2750 F             1 RES     \\n     481 F          156.6522    88.2316    50.0910 F             1 RES     \\n     482 F          141.8848    84.2336    58.2110 F             1 RES     \\n     483 F          127.1166    80.2362    66.3309 F             1 RES     \\n     484 F          112.3491    76.2382    74.4509 F             1 RES     \\n     485 F           97.5817    72.2402    82.5708 F             1 RES     \\n     486 F          143.1699    99.0827    49.3868 F             1 RES     \\n     487 F          128.4024    95.0847    57.5068 F             1 RES     \\n     488 F          113.6349    91.0867    65.6268 F             1 RES     \\n     489 F           98.8675    87.0887    73.7467 F             1 RES     \\n     490 F           84.0993    83.0913    81.8667 F             1 RES     \\n     491 F          129.6882   109.9332    48.6827 F             1 RES     \\n     492 F          114.9208   105.9352    56.8027 F             1 RES     \\n     493 F          100.1526   101.9378    64.9226 F             1 RES     \\n     494 F           85.3851    97.9398    73.0426 F             1 RES     \\n     495 F           70.6177    93.9417    81.1625 F             1 RES     \\n     496 F          116.2058   120.7843    47.9785 F             1 RES     \\n     497 F          101.4384   116.7863    56.0985 F             1 RES     \\n     498 F           86.6709   112.7882    64.2185 F             1 RES     \\n     499 F           71.9035   108.7902    72.3384 F             1 RES     \\n     500 F           57.1353   104.7928    80.4584 F             1 RES     \\n     501 A          148.4939   381.7994    91.3590 A             1 RES     \\n     502 A          144.7952   389.1564    97.0329 A             1 RES     \\n     503 A          141.0964   396.5134   102.7069 A             1 RES     \\n     504 A          137.3977   403.8705   108.3808 A             1 RES     \\n     505 A          133.6990   411.2275   114.0547 A             1 RES     \\n     506 A          130.0002   418.5845   119.7287 A             1 RES     \\n     507 A          126.3015   425.9416   125.4026 A             1 RES     \\n     508 A          122.6027   433.2986   131.0765 A             1 RES     \\n     509 A          118.9040   440.6556   136.7504 A             1 RES     \\n     510 A          115.2052   448.0126   142.4244 A             1 RES     \\n     511 A          868.0172  1268.5458   933.2382 A             1 RES     \\n     512 A          867.8014  1266.0158   923.5660 A             1 RES     \\n     513 A          867.5857  1263.4857   913.8937 A             1 RES     \\n     514 A          867.3700  1260.9557   904.2215 A             1 RES     \\n     515 A          867.1543  1258.4257   894.5492 A             1 RES     \\n     516 A          866.9386  1255.8956   884.8770 A             1 RES     \\n     517 A          866.7229  1253.3656   875.2048 A             1 RES     \\n     518 A          866.5071  1250.8355   865.5325 A             1 RES     \\n     519 A          866.2914  1248.3055   855.8603 A             1 RES     \\n     520 A          866.0757  1245.7754   846.1880 A             1 RES     \\n     521 A          245.3073   137.0032   693.2869 A             1 RES     \\n     522 A          238.0693   135.4820   700.0172 A             1 RES     \\n     523 A          230.8313   133.9608   706.7475 A             1 RES     \\n     524 A          223.5933   132.4395   713.4778 A             1 RES     \\n     525 A          216.3553   130.9183   720.2081 A             1 RES     \\n     526 A          209.1173   129.3971   726.9385 A             1 RES     \\n     527 A          201.8793   127.8758   733.6688 A             1 RES     \\n     528 A          194.6413   126.3546   740.3991 A             1 RES     \\n     529 A          187.4033   124.8333   747.1294 A             1 RES     \\n     530 A          180.1652   123.3121   753.8597 A             1 RES     \\n     531 A          177.1421   333.0457    55.4969 A             1 RES     \\n     532 A          172.2377   326.0479    50.3029 A             1 RES     \\n     533 A          167.3332   319.0501    45.1090 A             1 RES     \\n     534 A          162.4288   312.0522    39.9151 A             1 RES     \\n     535 A          157.5244   305.0544    34.7212 A             1 RES     \\n     536 A          152.6200   298.0565    29.5272 A             1 RES     \\n     537 A          147.7156   291.0587    24.3333 A             1 RES     \\n     538 A          142.8111   284.0609    19.1394 A             1 RES     \\n     539 A          137.9067   277.0630    13.9454 A             1 RES     \\n     540 A          133.0023   270.0652     8.7515 A             1 RES     \\n     541 A          892.4325   408.0414   128.3089 A             1 RES     \\n     542 A          899.8230   401.5456   130.0938 A             1 RES     \\n     543 A          907.2134   395.0498   131.8788 A             1 RES     \\n     544 A          914.6039   388.5541   133.6638 A             1 RES     \\n     545 A          921.9943   382.0583   135.4488 A             1 RES     \\n     546 A          929.3848   375.5625   137.2337 A             1 RES     \\n     547 A          936.7752   369.0667   139.0187 A             1 RES     \\n     548 A          944.1657   362.5710   140.8037 A             1 RES     \\n     549 A          951.5561   356.0752   142.5887 A             1 RES     \\n     550 A          958.9466   349.5794   144.3736 A             1 RES     \\n     551 A           47.5580   281.3266   653.5901 A             1 RES     \\n     552 A           47.0896   281.2252   643.6016 A             1 RES     \\n     553 A           46.6213   281.1239   633.6131 A             1 RES     \\n     554 A           46.1530   281.0226   623.6246 A             1 RES     \\n     555 A           45.6847   280.9212   613.6361 A             1 RES     \\n     556 A           45.2164   280.8199   603.6475 A             1 RES     \\n     557 A           44.7481   280.7185   593.6590 A             1 RES     \\n     558 A           44.2798   280.6172   583.6705 A             1 RES     \\n     559 A           43.8115   280.5159   573.6820 A             1 RES     \\n     560 A           43.3432   280.4145   563.6935 A             1 RES     \\n     561 A          277.2631  1085.2575   381.8966 A             1 RES     \\n     562 A          278.6087  1078.5463   374.6062 A             1 RES     \\n     563 A          279.9543  1071.8352   367.3158 A             1 RES     \\n     564 A          281.2998  1065.1240   360.0254 A             1 RES     \\n     565 A          282.6454  1058.4129   352.7350 A             1 RES     \\n     566 A          283.9910  1051.7017   345.4446 A             1 RES     \\n     567 A          285.3365  1044.9906   338.1542 A             1 RES     \\n     568 A          286.6821  1038.2794   330.8638 A             1 RES     \\n     569 A          288.0277  1031.5683   323.5734 A             1 RES     \\n     570 A          289.3732  1024.8571   316.2830 A             1 RES     \\n     571 A          126.6968   273.5476   812.1695 A             1 RES     \\n     572 A          127.3125   272.7695   802.2188 A             1 RES     \\n     573 A          127.9281   271.9914   792.2682 A             1 RES     \\n     574 A          128.5437   271.2132   782.3175 A             1 RES     \\n     575 A          129.1593   270.4351   772.3669 A             1 RES     \\n     576 A          129.7749   269.6569   762.4162 A             1 RES     \\n     577 A          130.3905   268.8788   752.4655 A             1 RES     \\n     578 A          131.0061   268.1007   742.5149 A             1 RES     \\n     579 A          131.6217   267.3225   732.5642 A             1 RES     \\n     580 A          132.2373   266.5444   722.6136 A             1 RES     \\n     581 A           84.8992   100.9111    49.7992 A             1 RES     \\n     582 A           78.2490    93.4429    49.7622 A             1 RES     \\n     583 A           71.5988    85.9747    49.7253 A             1 RES     \\n     584 A           64.9486    78.5065    49.6883 A             1 RES     \\n     585 A           58.2985    71.0383    49.6513 A             1 RES     \\n     586 A           51.6483    63.5702    49.6143 A             1 RES     \\n     587 A           44.9981    56.1020    49.5773 A             1 RES     \\n     588 A           38.3479    48.6338    49.5403 A             1 RES     \\n     589 A           31.6977    41.1656    49.5033 A             1 RES     \\n     590 A           25.0475    33.6974    49.4663 A             1 RES     \\n     591 A          163.0223   464.5981   246.7497 A             1 RES     \\n     592 A          164.1649   472.8453   252.2885 A             1 RES     \\n     593 A          165.3075   481.0925   257.8273 A             1 RES     \\n     594 A          166.4500   489.3397   263.3661 A             1 RES     \\n     595 A          167.5926   497.5869   268.9048 A             1 RES     \\n     596 A          168.7352   505.8341   274.4436 A             1 RES     \\n     597 A          169.8777   514.0813   279.9824 A             1 RES     \\n     598 A          171.0203   522.3285   285.5212 A             1 RES     \\n     599 A          172.1629   530.5757   291.0600 A             1 RES     \\n     600 A          173.3054   538.8229   296.5987 A             1 RES     \\n     601 A          340.0720   455.0616   823.3354 A             1 RES     \\n     602 A          332.2732   458.0283   828.8469 A             1 RES     \\n     603 A          324.4744   460.9950   834.3585 A             1 RES     \\n     604 A          316.6756   463.9617   839.8701 A             1 RES     \\n     605 A          308.8768   466.9284   845.3816 A             1 RES     \\n     606 A          301.0780   469.8951   850.8932 A             1 RES     \\n     607 A          293.2792   472.8618   856.4048 A             1 RES     \\n     608 A          285.4804   475.8285   861.9164 A             1 RES     \\n     609 A          277.6816   478.7951   867.4279 A             1 RES     \\n     610 A          269.8828   481.7618   872.9395 A             1 RES     \\n     611 A           89.7941   153.1490   378.4266 A             1 RES     \\n     612 A           81.9586   151.2346   384.3375 A             1 RES     \\n     613 A           74.1231   149.3201   390.2485 A             1 RES     \\n     614 A           66.2875   147.4057   396.1594 A             1 RES     \\n     615 A           58.4520   145.4913   402.0703 A             1 RES     \\n     616 A           50.6164   143.5768   407.9813 A             1 RES     \\n     617 A           42.7809   141.6624   413.8922 A             1 RES     \\n     618 A           34.9454   139.7480   419.8032 A             1 RES     \\n     619 A           27.1098   137.8335   425.7141 A             1 RES     \\n     620 A           19.2743   135.9191   431.6251 A             1 RES     \\n     621 A          113.5183   360.5462   107.7358 A             1 RES     \\n     622 A          113.7300   357.5560   117.2759 A             1 RES     \\n     623 A          113.9417   354.5657   126.8160 A             1 RES     \\n     624 A          114.1534   351.5754   136.3561 A             1 RES     \\n     625 A          114.3651   348.5851   145.8962 A             1 RES     \\n     626 A          114.5768   345.5948   155.4363 A             1 RES     \\n     627 A          114.7885   342.6045   164.9764 A             1 RES     \\n     628 A          115.0002   339.6142   174.5165 A             1 RES     \\n     629 A          115.2119   336.6239   184.0566 A             1 RES     \\n     630 A          115.4236   333.6336   193.5967 A             1 RES     \\n     631 A          175.1258   128.8522   102.1882 A             1 RES     \\n     632 A          170.0518   126.4877   110.4745 A             1 RES     \\n     633 A          164.9777   124.1231   118.7608 A             1 RES     \\n     634 A          159.9037   121.7585   127.0471 A             1 RES     \\n     635 A          154.8297   119.3940   135.3334 A             1 RES     \\n     636 A          149.7557   117.0294   143.6198 A             1 RES     \\n     637 A          144.6816   114.6649   151.9061 A             1 RES     \\n     638 A          139.6076   112.3003   160.1924 A             1 RES     \\n     639 A          134.5336   109.9357   168.4787 A             1 RES     \\n     640 A          129.4595   107.5712   176.7650 A             1 RES     \\n     641 A          177.4601   817.7581   501.7084 A             1 RES     \\n     642 A          186.6423   815.5493   498.4209 A             1 RES     \\n     643 A          195.8246   813.3406   495.1334 A             1 RES     \\n     644 A          205.0069   811.1319   491.8459 A             1 RES     \\n     645 A          214.1891   808.9232   488.5584 A             1 RES     \\n     646 A          223.3714   806.7144   485.2709 A             1 RES     \\n     647 A          232.5536   804.5057   481.9834 A             1 RES     \\n     648 A          241.7359   802.2970   478.6959 A             1 RES     \\n     649 A          250.9182   800.0883   475.4084 A             1 RES     \\n     650 A          260.1004   797.8796   472.1209 A             1 RES     \\n     651 A          165.6710   450.1163   877.6105 A             1 RES     \\n     652 A          166.2990   451.0534   867.6743 A             1 RES     \\n     653 A          166.9270   451.9904   857.7381 A             1 RES     \\n     654 A          167.5551   452.9274   847.8019 A             1 RES     \\n     655 A          168.1831   453.8644   837.8658 A             1 RES     \\n     656 A          168.8111   454.8014   827.9296 A             1 RES     \\n     657 A          169.4391   455.7385   817.9934 A             1 RES     \\n     658 A          170.0672   456.6755   808.0572 A             1 RES     \\n     659 A          170.6952   457.6125   798.1211 A             1 RES     \\n     660 A          171.3232   458.5495   788.1849 A             1 RES     \\n     661 A          657.8637   502.2617   187.0805 A             1 RES     \\n     662 A          652.9503   500.6351   195.6369 A             1 RES     \\n     663 A          648.0369   499.0086   204.1934 A             1 RES     \\n     664 A          643.1235   497.3821   212.7499 A             1 RES     \\n     665 A          638.2101   495.7556   221.3063 A             1 RES     \\n     666 A          633.2968   494.1291   229.8628 A             1 RES     \\n     667 A          628.3834   492.5026   238.4192 A             1 RES     \\n     668 A          623.4700   490.8761   246.9757 A             1 RES     \\n     669 A          618.5566   489.2496   255.5322 A             1 RES     \\n     670 A          613.6432   487.6231   264.0886 A             1 RES     \\n     671 A          322.7235   794.9150   627.4546 A             1 RES     \\n     672 A          329.3021   793.0099   634.7411 A             1 RES     \\n     673 A          335.8807   791.1048   642.0276 A             1 RES     \\n     674 A          342.4594   789.1998   649.3140 A             1 RES     \\n     675 A          349.0380   787.2947   656.6005 A             1 RES     \\n     676 A          355.6166   785.3896   663.8869 A             1 RES     \\n     677 A          362.1952   783.4846   671.1734 A             1 RES     \\n     678 A          368.7738   781.5795   678.4598 A             1 RES     \\n     679 A          375.3525   779.6744   685.7463 A             1 RES     \\n     680 A          381.9311   777.7694   693.0328 A             1 RES     \\n     681 A           24.6926   507.5397    30.9923 A             1 RES     \\n     682 A           25.3918   507.7774    40.9650 A             1 RES     \\n     683 A           26.0909   508.0151    50.9377 A             1 RES     \\n     684 A           26.7900   508.2528    60.9104 A             1 RES     \\n     685 A           27.4892   508.4905    70.8831 A             1 RES     \\n     686 A           28.1883   508.7282    80.8558 A             1 RES     \\n     687 A           28.8875   508.9660    90.8285 A             1 RES     \\n     688 A           29.5866   509.2037   100.8012 A             1 RES     \\n     689 A           30.2857   509.4414   110.7739 A             1 RES     \\n     690 A           30.9849   509.6791   120.7466 A             1 RES     \\n     691 A          738.5465    82.5812     2.0076 A             1 RES     \\n     692 A          746.3345    76.8675     4.5964 A             1 RES     \\n     693 A          754.1225    71.1539     7.1852 A             1 RES     \\n     694 A          761.9104    65.4403     9.7740 A             1 RES     \\n     695 A          769.6984    59.7266    12.3628 A             1 RES     \\n     696 A          777.4864    54.0130    14.9515 A             1 RES     \\n     697 A          785.2744    48.2994    17.5403 A             1 RES     \\n     698 A          793.0623    42.5857    20.1291 A             1 RES     \\n     699 A          800.8503    36.8721    22.7179 A             1 RES     \\n     700 A          808.6383    31.1585    25.3067 A             1 RES     \\n     701 A           21.6617   810.3028    98.9657 A             1 RES     \\n     702 A           19.4772   819.2981    95.1825 A             1 RES     \\n     703 A           17.2928   828.2934    91.3993 A             1 RES     \\n     704 A           15.1083   837.2887    87.6161 A             1 RES     \\n     705 A           12.9238   846.2840    83.8329 A             1 RES     \\n     706 A           10.7393   855.2793    80.0497 A             1 RES     \\n     707 A            8.5549   864.2746    76.2665 A             1 RES     \\n     708 A            6.3704   873.2699    72.4833 A             1 RES     \\n     709 A            4.1859   882.2652    68.7001 A             1 RES     \\n     710 A            2.0014   891.2605    64.9169 A             1 RES     \\n     711 A          628.5100   101.8159   552.4557 A             1 RES     \\n     712 A          629.0083   111.4355   549.7694 A             1 RES     \\n     713 A          629.5066   121.0550   547.0831 A             1 RES     \\n     714 A          630.0049   130.6745   544.3968 A             1 RES     \\n     715 A          630.5032   140.2941   541.7105 A             1 RES     \\n     716 A          631.0015   149.9136   539.0242 A             1 RES     \\n     717 A          631.4998   159.5331   536.3379 A             1 RES     \\n     718 A          631.9981   169.1527   533.6516 A             1 RES     \\n     719 A          632.4964   178.7722   530.9652 A             1 RES     \\n     720 A          632.9947   188.3917   528.2789 A             1 RES     \\n     721 A          926.6325    46.8628   159.6882 A             1 RES     \\n     722 A          936.6249    46.8633   159.2988 A             1 RES     \\n     723 A          946.6174    46.8638   158.9094 A             1 RES     \\n     724 A          956.6098    46.8644   158.5199 A             1 RES     \\n     725 A          966.6022    46.8649   158.1305 A             1 RES     \\n     726 A          976.5946    46.8654   157.7410 A             1 RES     \\n     727 A          986.5870    46.8660   157.3516 A             1 RES     \\n     728 A          996.5794    46.8665   156.9622 A             1 RES     \\n     729 A         1006.5718    46.8670   156.5727 A             1 RES     \\n     730 A         1016.5643    46.8676   156.1833 A             1 RES     \\n     731 A          840.2294   224.7896   610.5086 A             1 RES     \\n     732 A          836.1876   233.4585   607.5908 A             1 RES     \\n     733 A          832.1458   242.1274   604.6730 A             1 RES     \\n     734 A          828.1039   250.7963   601.7552 A             1 RES     \\n     735 A          824.0621   259.4653   598.8374 A             1 RES     \\n     736 A          820.0203   268.1342   595.9196 A             1 RES     \\n     737 A          815.9785   276.8031   593.0018 A             1 RES     \\n     738 A          811.9366   285.4720   590.0840 A             1 RES     \\n     739 A          807.8948   294.1409   587.1662 A             1 RES     \\n     740 A          803.8530   302.8098   584.2484 A             1 RES     \\n     741 A         1065.3027    20.8059    42.2462 A             1 RES     \\n     742 A         1065.2125    18.7169    52.0251 A             1 RES     \\n     743 A         1065.1223    16.6279    61.8041 A             1 RES     \\n     744 A         1065.0321    14.5389    71.5831 A             1 RES     \\n     745 A         1064.9419    12.4499    81.3620 A             1 RES     \\n     746 A         1064.8517    10.3609    91.1410 A             1 RES     \\n     747 A         1064.7615     8.2719   100.9199 A             1 RES     \\n     748 A         1064.6713     6.1830   110.6989 A             1 RES     \\n     749 A         1064.5811     4.0940   120.4778 A             1 RES     \\n     750 A         1064.4909     2.0050   130.2568 A             1 RES     \\n     751 A         1068.5691   102.9223   214.2690 A             1 RES     \\n     752 A         1062.0447    96.4226   218.1659 A             1 RES     \\n     753 A         1055.5203    89.9229   222.0628 A             1 RES     \\n     754 A         1048.9958    83.4232   225.9597 A             1 RES     \\n     755 A         1042.4714    76.9235   229.8566 A             1 RES     \\n     756 A         1035.9470    70.4238   233.7535 A             1 RES     \\n     757 A         1029.4226    63.9241   237.6504 A             1 RES     \\n     758 A         1022.8982    57.4245   241.5473 A             1 RES     \\n     759 A         1016.3737    50.9248   245.4442 A             1 RES     \\n     760 A         1009.8493    44.4251   249.3412 A             1 RES     \\n     761 A          160.1328   270.9976     1.9892 A             1 RES     \\n     762 A          157.1552   280.5440     1.9911 A             1 RES     \\n     763 A          154.1775   290.0903     1.9929 A             1 RES     \\n     764 A          151.1998   299.6367     1.9948 A             1 RES     \\n     765 A          148.2221   309.1831     1.9966 A             1 RES     \\n     766 A          145.2444   318.7295     1.9985 A             1 RES     \\n     767 A          142.2668   328.2759     2.0004 A             1 RES     \\n     768 A          139.2891   337.8222     2.0022 A             1 RES     \\n     769 A          136.3114   347.3686     2.0041 A             1 RES     \\n     770 A          133.3337   356.9150     2.0059 A             1 RES     \\n     771 A         1083.1747   425.1304   527.2820 A             1 RES     \\n     772 A         1079.3981   420.3660   519.3424 A             1 RES     \\n     773 A         1075.6215   415.6016   511.4028 A             1 RES     \\n     774 A         1071.8449   410.8372   503.4632 A             1 RES     \\n     775 A         1068.0683   406.0728   495.5235 A             1 RES     \\n     776 A         1064.2918   401.3083   487.5839 A             1 RES     \\n     777 A         1060.5152   396.5439   479.6443 A             1 RES     \\n     778 A         1056.7386   391.7795   471.7047 A             1 RES     \\n     779 A         1052.9620   387.0151   463.7650 A             1 RES     \\n     780 A         1049.1854   382.2506   455.8254 A             1 RES     \\n     781 A          775.1424   683.3621    57.0556 A             1 RES     \\n     782 A          781.5797   678.9732    63.3244 A             1 RES     \\n     783 A          788.0171   674.5843    69.5932 A             1 RES     \\n     784 A          794.4545   670.1954    75.8620 A             1 RES     \\n     785 A          800.8919   665.8065    82.1308 A             1 RES     \\n     786 A          807.3293   661.4176    88.3995 A             1 RES     \\n     787 A          813.7667   657.0287    94.6683 A             1 RES     \\n     788 A          820.2041   652.6398   100.9371 A             1 RES     \\n     789 A          826.6415   648.2508   107.2059 A             1 RES     \\n     790 A          833.0788   643.8619   113.4746 A             1 RES     \\n     791 A          199.3044   807.3217   719.6487 A             1 RES     \\n     792 A          202.8104   809.5515   728.7446 A             1 RES     \\n     793 A          206.3165   811.7813   737.8405 A             1 RES     \\n     794 A          209.8225   814.0110   746.9365 A             1 RES     \\n     795 A          213.3286   816.2408   756.0324 A             1 RES     \\n     796 A          216.8346   818.4706   765.1283 A             1 RES     \\n     797 A          220.3407   820.7004   774.2242 A             1 RES     \\n     798 A          223.8467   822.9301   783.3201 A             1 RES     \\n     799 A          227.3528   825.1599   792.4160 A             1 RES     \\n     800 A          230.8588   827.3897   801.5120 A             1 RES     \\n     801 A           65.9636   525.2482   671.8268 A             1 RES     \\n     802 A           73.7947   526.2083   665.6826 A             1 RES     \\n     803 A           81.6258   527.1684   659.5384 A             1 RES     \\n     804 A           89.4570   528.1286   653.3941 A             1 RES     \\n     805 A           97.2881   529.0887   647.2499 A             1 RES     \\n     806 A          105.1192   530.0489   641.1056 A             1 RES     \\n     807 A          112.9503   531.0090   634.9614 A             1 RES     \\n     808 A          120.7815   531.9691   628.8172 A             1 RES     \\n     809 A          128.6126   532.9293   622.6729 A             1 RES     \\n     810 A          136.4437   533.8894   616.5287 A             1 RES     \\n     811 A          677.3414   476.0371   934.9966 A             1 RES     \\n     812 A          682.2479   478.2984   926.5815 A             1 RES     \\n     813 A          687.1543   480.5597   918.1664 A             1 RES     \\n     814 A          692.0607   482.8210   909.7514 A             1 RES     \\n     815 A          696.9672   485.0823   901.3363 A             1 RES     \\n     816 A          701.8736   487.3436   892.9212 A             1 RES     \\n     817 A          706.7801   489.6049   884.5061 A             1 RES     \\n     818 A          711.6865   491.8661   876.0911 A             1 RES     \\n     819 A          716.5929   494.1274   867.6760 A             1 RES     \\n     820 A          721.4994   496.3887   859.2609 A             1 RES     \\n     821 A          735.9821   597.4337   967.2446 A             1 RES     \\n     822 A          740.2654   592.9582   959.3946 A             1 RES     \\n     823 A          744.5487   588.4826   951.5445 A             1 RES     \\n     824 A          748.8319   584.0070   943.6945 A             1 RES     \\n     825 A          753.1152   579.5314   935.8445 A             1 RES     \\n     826 A          757.3985   575.0559   927.9945 A             1 RES     \\n     827 A          761.6818   570.5803   920.1445 A             1 RES     \\n     828 A          765.9651   566.1047   912.2945 A             1 RES     \\n     829 A          770.2483   561.6291   904.4445 A             1 RES     \\n     830 A          774.5316   557.1536   896.5944 A             1 RES     \\n     831 A         1040.5064   560.6768   688.7037 A             1 RES     \\n     832 A         1047.8059   562.8246   682.2149 A             1 RES     \\n     833 A         1055.1054   564.9724   675.7261 A             1 RES     \\n     834 A         1062.4049   567.1202   669.2373 A             1 RES     \\n     835 A         1069.7044   569.2680   662.7485 A             1 RES     \\n     836 A         1077.0038   571.4158   656.2597 A             1 RES     \\n     837 A         1084.3033   573.5636   649.7709 A             1 RES     \\n     838 A         1091.6028   575.7114   643.2821 A             1 RES     \\n     839 A         1098.9023   577.8592   636.7933 A             1 RES     \\n     840 A         1106.2018   580.0070   630.3045 A             1 RES     \\n     841 A          348.5658    36.0699   904.6792 A             1 RES     \\n     842 A          341.5747    40.3336   898.9393 A             1 RES     \\n     843 A          334.5836    44.5973   893.1995 A             1 RES     \\n     844 A          327.5925    48.8609   887.4597 A             1 RES     \\n     845 A          320.6014    53.1246   881.7199 A             1 RES     \\n     846 A          313.6103    57.3883   875.9801 A             1 RES     \\n     847 A          306.6192    61.6520   870.2402 A             1 RES     \\n     848 A          299.6281    65.9156   864.5004 A             1 RES     \\n     849 A          292.6369    70.1793   858.7606 A             1 RES     \\n     850 A          285.6458    74.4430   853.0208 A             1 RES     \\n     851 A          109.3069   273.1017   612.9790 A             1 RES     \\n     852 A          104.3770   264.8076   615.6068 A             1 RES     \\n     853 A           99.4472   256.5136   618.2346 A             1 RES     \\n     854 A           94.5173   248.2195   620.8624 A             1 RES     \\n     855 A           89.5875   239.9255   623.4902 A             1 RES     \\n     856 A           84.6576   231.6314   626.1180 A             1 RES     \\n     857 A           79.7278   223.3374   628.7458 A             1 RES     \\n     858 A           74.7979   215.0433   631.3736 A             1 RES     \\n     859 A           69.8681   206.7493   634.0014 A             1 RES     \\n     860 A           64.9383   198.4552   636.6292 A             1 RES     \\n     861 A          300.0635   164.5998    69.1649 A             1 RES     \\n     862 A          303.4202   157.3909    63.1016 A             1 RES     \\n     863 A          306.7769   150.1819    57.0384 A             1 RES     \\n     864 A          310.1336   142.9729    50.9751 A             1 RES     \\n     865 A          313.4903   135.7640    44.9118 A             1 RES     \\n     866 A          316.8469   128.5550    38.8485 A             1 RES     \\n     867 A          320.2036   121.3460    32.7852 A             1 RES     \\n     868 A          323.5603   114.1371    26.7219 A             1 RES     \\n     869 A          326.9170   106.9281    20.6586 A             1 RES     \\n     870 A          330.2737    99.7191    14.5953 A             1 RES     \\n     871 A           86.9291   865.0873   100.3235 A             1 RES     \\n     872 A           81.2024   861.4969   107.6933 A             1 RES     \\n     873 A           75.4757   857.9066   115.0631 A             1 RES     \\n     874 A           69.7490   854.3162   122.4329 A             1 RES     \\n     875 A           64.0223   850.7259   129.8027 A             1 RES     \\n     876 A           58.2955   847.1355   137.1726 A             1 RES     \\n     877 A           52.5688   843.5451   144.5424 A             1 RES     \\n     878 A           46.8421   839.9548   151.9122 A             1 RES     \\n     879 A           41.1154   836.3644   159.2820 A             1 RES     \\n     880 A           35.3887   832.7741   166.6518 A             1 RES     \\n     881 A          721.4403   108.0378    52.4931 A             1 RES     \\n     882 A          731.3225   107.9806    50.9640 A             1 RES     \\n     883 A          741.2048   107.9235    49.4349 A             1 RES     \\n     884 A          751.0870   107.8664    47.9059 A             1 RES     \\n     885 A          760.9693   107.8093    46.3768 A             1 RES     \\n     886 A          770.8515   107.7522    44.8477 A             1 RES     \\n     887 A          780.7337   107.6951    43.3186 A             1 RES     \\n     888 A          790.6160   107.6380    41.7896 A             1 RES     \\n     889 A          800.4982   107.5809    40.2605 A             1 RES     \\n     890 A          810.3805   107.5238    38.7314 A             1 RES     \\n     891 A          150.9521  1019.9766   131.8878 A             1 RES     \\n     892 A          154.1689  1010.8606   129.3284 A             1 RES     \\n     893 A          157.3857  1001.7446   126.7690 A             1 RES     \\n     894 A          160.6025   992.6286   124.2097 A             1 RES     \\n     895 A          163.8192   983.5125   121.6503 A             1 RES     \\n     896 A          167.0360   974.3965   119.0909 A             1 RES     \\n     897 A          170.2528   965.2805   116.5315 A             1 RES     \\n     898 A          173.4696   956.1645   113.9721 A             1 RES     \\n     899 A          176.6864   947.0485   111.4127 A             1 RES     \\n     900 A          179.9032   937.9324   108.8533 A             1 RES     \\n     901 A          345.4427   225.0212   921.4307 A             1 RES     \\n     902 A          347.0744   219.3053   929.4723 A             1 RES     \\n     903 A          348.7061   213.5894   937.5138 A             1 RES     \\n     904 A          350.3378   207.8736   945.5554 A             1 RES     \\n     905 A          351.9694   202.1577   953.5969 A             1 RES     \\n     906 A          353.6011   196.4418   961.6385 A             1 RES     \\n     907 A          355.2328   190.7260   969.6800 A             1 RES     \\n     908 A          356.8645   185.0101   977.7216 A             1 RES     \\n     909 A          358.4962   179.2942   985.7631 A             1 RES     \\n     910 A          360.1279   173.5784   993.8046 A             1 RES     \\n     911 A          850.8448    28.9578   585.8879 A             1 RES     \\n     912 A          846.1439    29.0824   577.0627 A             1 RES     \\n     913 A          841.4429    29.2070   568.2374 A             1 RES     \\n     914 A          836.7419    29.3315   559.4121 A             1 RES     \\n     915 A          832.0410    29.4561   550.5869 A             1 RES     \\n     916 A          827.3400    29.5807   541.7616 A             1 RES     \\n     917 A          822.6390    29.7053   532.9363 A             1 RES     \\n     918 A          817.9381    29.8299   524.1110 A             1 RES     \\n     919 A          813.2371    29.9545   515.2858 A             1 RES     \\n     920 A          808.5361    30.0790   506.4605 A             1 RES     \\n     921 A          456.3796   780.4164   402.3802 A             1 RES     \\n     922 A          456.8656   779.6964   412.3424 A             1 RES     \\n     923 A          457.3517   778.9764   422.3046 A             1 RES     \\n     924 A          457.8378   778.2565   432.2668 A             1 RES     \\n     925 A          458.3238   777.5365   442.2290 A             1 RES     \\n     926 A          458.8099   776.8165   452.1912 A             1 RES     \\n     927 A          459.2960   776.0965   462.1534 A             1 RES     \\n     928 A          459.7821   775.3765   472.1156 A             1 RES     \\n     929 A          460.2681   774.6566   482.0778 A             1 RES     \\n     930 A          460.7542   773.9366   492.0400 A             1 RES     \\n     931 A          234.5538   855.4879    85.3993 A             1 RES     \\n     932 A          235.8463   863.7989    90.8081 A             1 RES     \\n     933 A          237.1388   872.1100    96.2170 A             1 RES     \\n     934 A          238.4313   880.4210   101.6259 A             1 RES     \\n     935 A          239.7239   888.7321   107.0348 A             1 RES     \\n     936 A          241.0164   897.0431   112.4436 A             1 RES     \\n     937 A          242.3089   905.3541   117.8525 A             1 RES     \\n     938 A          243.6014   913.6652   123.2614 A             1 RES     \\n     939 A          244.8939   921.9762   128.6703 A             1 RES     \\n     940 A          246.1864   930.2873   134.0792 A             1 RES     \\n     941 A          408.2053   946.7129   294.4128 A             1 RES     \\n     942 A          408.1227   951.1651   303.3666 A             1 RES     \\n     943 A          408.0400   955.6174   312.3205 A             1 RES     \\n     944 A          407.9574   960.0696   321.2743 A             1 RES     \\n     945 A          407.8748   964.5218   330.2281 A             1 RES     \\n     946 A          407.7922   968.9740   339.1819 A             1 RES     \\n     947 A          407.7096   973.4262   348.1358 A             1 RES     \\n     948 A          407.6270   977.8784   357.0896 A             1 RES     \\n     949 A          407.5444   982.3306   366.0434 A             1 RES     \\n     950 A          407.4617   986.7829   374.9972 A             1 RES     \\n     951 A          617.2445    44.1610   727.0160 A             1 RES     \\n     952 A          615.8809    45.3701   736.8485 A             1 RES     \\n     953 A          614.5173    46.5792   746.6810 A             1 RES     \\n     954 A          613.1536    47.7884   756.5136 A             1 RES     \\n     955 A          611.7900    48.9975   766.3461 A             1 RES     \\n     956 A          610.4264    50.2066   776.1786 A             1 RES     \\n     957 A          609.0628    51.4158   786.0111 A             1 RES     \\n     958 A          607.6991    52.6249   795.8437 A             1 RES     \\n     959 A          606.3355    53.8340   805.6762 A             1 RES     \\n     960 A          604.9719    55.0432   815.5087 A             1 RES     \\n     961 A          237.9646   323.0600   636.5056 A             1 RES     \\n     962 A          235.7079   323.3277   626.7672 A             1 RES     \\n     963 A          233.4512   323.5954   617.0289 A             1 RES     \\n     964 A          231.1944   323.8630   607.2905 A             1 RES     \\n     965 A          228.9377   324.1307   597.5522 A             1 RES     \\n     966 A          226.6810   324.3984   587.8138 A             1 RES     \\n     967 A          224.4242   324.6660   578.0755 A             1 RES     \\n     968 A          222.1675   324.9337   568.3371 A             1 RES     \\n     969 A          219.9108   325.2014   558.5988 A             1 RES     \\n     970 A          217.6540   325.4690   548.8604 A             1 RES     \\n     971 A          173.5786   340.0286   943.4374 A             1 RES     \\n     972 A          170.0400   332.0570   948.3293 A             1 RES     \\n     973 A          166.5014   324.0853   953.2212 A             1 RES     \\n     974 A          162.9629   316.1136   958.1131 A             1 RES     \\n     975 A          159.4243   308.1419   963.0050 A             1 RES     \\n     976 A          155.8857   300.1703   967.8970 A             1 RES     \\n     977 A          152.3471   292.1986   972.7889 A             1 RES     \\n     978 A          148.8085   284.2269   977.6808 A             1 RES     \\n     979 A          145.2699   276.2553   982.5727 A             1 RES     \\n     980 A          141.7314   268.2836   987.4646 A             1 RES     \\n     981 A           19.1033   485.2111   315.5906 A             1 RES     \\n     982 A           19.4165   479.8263   307.1700 A             1 RES     \\n     983 A           19.7296   474.4416   298.7495 A             1 RES     \\n     984 A           20.0428   469.0568   290.3289 A             1 RES     \\n     985 A           20.3560   463.6721   281.9083 A             1 RES     \\n     986 A           20.6691   458.2873   273.4877 A             1 RES     \\n     987 A           20.9823   452.9025   265.0671 A             1 RES     \\n     988 A           21.2954   447.5178   256.6465 A             1 RES     \\n     989 A           21.6086   442.1330   248.2259 A             1 RES     \\n     990 A           21.9217   436.7482   239.8054 A             1 RES     \\n     991 A         1034.0488    54.0020   393.8979 A             1 RES     \\n     992 A         1031.1306    63.5136   392.8911 A             1 RES     \\n     993 A         1028.2125    73.0252   391.8843 A             1 RES     \\n     994 A         1025.2943    82.5368   390.8775 A             1 RES     \\n     995 A         1022.3762    92.0485   389.8707 A             1 RES     \\n     996 A         1019.4580   101.5601   388.8639 A             1 RES     \\n     997 A         1016.5399   111.0717   387.8571 A             1 RES     \\n     998 A         1013.6217   120.5833   386.8503 A             1 RES     \\n     999 A         1010.7036   130.0949   385.8435 A             1 RES     \\n    1000 A         1007.7854   139.6065   384.8368 A             1 RES     \\n    1001 A          576.8330  1047.4416   165.0573 A             1 RES     \\n    1002 A          584.6870  1045.2771   170.8564 A             1 RES     \\n    1003 A          592.5410  1043.1127   176.6555 A             1 RES     \\n    1004 A          600.3950  1040.9482   182.4546 A             1 RES     \\n    1005 A          608.2490  1038.7838   188.2537 A             1 RES     \\n    1006 A          616.1030  1036.6193   194.0528 A             1 RES     \\n    1007 A          623.9571  1034.4549   199.8519 A             1 RES     \\n    1008 A          631.8111  1032.2904   205.6510 A             1 RES     \\n    1009 A          639.6651  1030.1260   211.4501 A             1 RES     \\n    1010 A          647.5191  1027.9615   217.2492 A             1 RES     \\n    1011 A          449.2077     3.9472   815.0333 A             1 RES     \\n    1012 A          445.1683     4.8175   805.9270 A             1 RES     \\n    1013 A          441.1289     5.6879   796.8206 A             1 RES     \\n    1014 A          437.0895     6.5583   787.7143 A             1 RES     \\n    1015 A          433.0501     7.4287   778.6079 A             1 RES     \\n    1016 A          429.0107     8.2991   769.5016 A             1 RES     \\n    1017 A          424.9713     9.1694   760.3952 A             1 RES     \\n    1018 A          420.9319    10.0398   751.2889 A             1 RES     \\n    1019 A          416.8925    10.9102   742.1825 A             1 RES     \\n    1020 A          412.8532    11.7806   733.0761 A             1 RES     \\n    1021 A          121.3983   102.6691   830.9814 A             1 RES     \\n    1022 A          124.5653    94.6874   825.8567 A             1 RES     \\n    1023 A          127.7323    86.7057   820.7320 A             1 RES     \\n    1024 A          130.8993    78.7240   815.6073 A             1 RES     \\n    1025 A          134.0663    70.7424   810.4826 A             1 RES     \\n    1026 A          137.2333    62.7607   805.3579 A             1 RES     \\n    1027 A          140.4003    54.7790   800.2332 A             1 RES     \\n    1028 A          143.5673    46.7973   795.1084 A             1 RES     \\n    1029 A          146.7343    38.8156   789.9837 A             1 RES     \\n    1030 A          149.9013    30.8339   784.8590 A             1 RES     \\n    1031 A          277.7144   911.2488    45.4478 A             1 RES     \\n    1032 A          282.4166   918.9159    41.0770 A             1 RES     \\n    1033 A          287.1189   926.5830    36.7061 A             1 RES     \\n    1034 A          291.8211   934.2501    32.3353 A             1 RES     \\n    1035 A          296.5234   941.9172    27.9644 A             1 RES     \\n    1036 A          301.2257   949.5843    23.5936 A             1 RES     \\n    1037 A          305.9279   957.2514    19.2227 A             1 RES     \\n    1038 A          310.6302   964.9185    14.8519 A             1 RES     \\n    1039 A          315.3324   972.5856    10.4810 A             1 RES     \\n    1040 A          320.0347   980.2527     6.1102 A             1 RES     \\n    1041 A          914.3873   911.4998     2.0000 A             1 RES     \\n    1042 A          904.5251   909.8458     2.0000 A             1 RES     \\n    1043 A          894.6628   908.1919     2.0000 A             1 RES     \\n    1044 A          884.8005   906.5379     2.0000 A             1 RES     \\n    1045 A          874.9383   904.8839     2.0000 A             1 RES     \\n    1046 A          865.0760   903.2299     2.0000 A             1 RES     \\n    1047 A          855.2137   901.5759     2.0000 A             1 RES     \\n    1048 A          845.3515   899.9219     2.0000 A             1 RES     \\n    1049 A          835.4892   898.2679     2.0000 A             1 RES     \\n    1050 A          825.6269   896.6140     2.0000 A             1 RES     \\n    1051 A          612.0503   108.8256   357.7422 A             1 RES     \\n    1052 A          609.9128    99.4626   360.5285 A             1 RES     \\n    1053 A          607.7752    90.0995   363.3149 A             1 RES     \\n    1054 A          605.6377    80.7364   366.1013 A             1 RES     \\n    1055 A          603.5001    71.3734   368.8876 A             1 RES     \\n    1056 A          601.3626    62.0103   371.6740 A             1 RES     \\n    1057 A          599.2250    52.6472   374.4603 A             1 RES     \\n    1058 A          597.0875    43.2841   377.2467 A             1 RES     \\n    1059 A          594.9499    33.9211   380.0330 A             1 RES     \\n    1060 A          592.8123    24.5580   382.8194 A             1 RES     \\n    1061 A           84.8928   300.7278   673.8799 A             1 RES     \\n    1062 A           94.4116   299.2254   676.5511 A             1 RES     \\n    1063 A          103.9304   297.7231   679.2224 A             1 RES     \\n    1064 A          113.4492   296.2208   681.8936 A             1 RES     \\n    1065 A          122.9680   294.7184   684.5649 A             1 RES     \\n    1066 A          132.4868   293.2161   687.2361 A             1 RES     \\n    1067 A          142.0055   291.7138   689.9074 A             1 RES     \\n    1068 A          151.5243   290.2114   692.5786 A             1 RES     \\n    1069 A          161.0431   288.7091   695.2499 A             1 RES     \\n    1070 A          170.5619   287.2068   697.9211 A             1 RES     \\n    1071 A           49.6880   112.9434    34.3062 A             1 RES     \\n    1072 A           54.6463   107.9321    41.3986 A             1 RES     \\n    1073 A           59.6046   102.9209    48.4911 A             1 RES     \\n    1074 A           64.5628    97.9096    55.5836 A             1 RES     \\n    1075 A           69.5211    92.8984    62.6760 A             1 RES     \\n    1076 A           74.4793    87.8872    69.7685 A             1 RES     \\n    1077 A           79.4376    82.8759    76.8610 A             1 RES     \\n    1078 A           84.3959    77.8647    83.9534 A             1 RES     \\n    1079 A           89.3541    72.8534    91.0459 A             1 RES     \\n    1080 A           94.3124    67.8422    98.1384 A             1 RES     \\n    1081 A          260.4689   373.6371   368.8895 A             1 RES     \\n    1082 A          261.7238   373.5473   378.8101 A             1 RES     \\n    1083 A          262.9786   373.4575   388.7306 A             1 RES     \\n    1084 A          264.2335   373.3677   398.6512 A             1 RES     \\n    1085 A          265.4884   373.2779   408.5717 A             1 RES     \\n    1086 A          266.7432   373.1881   418.4923 A             1 RES     \\n    1087 A          267.9981   373.0983   428.4128 A             1 RES     \\n    1088 A          269.2529   373.0085   438.3334 A             1 RES     \\n    1089 A          270.5078   372.9187   448.2539 A             1 RES     \\n    1090 A          271.7627   372.8289   458.1745 A             1 RES     \\n    1091 A         1051.3494   449.4030   276.1640 A             1 RES     \\n    1092 A         1044.2076   455.2012   280.0852 A             1 RES     \\n    1093 A         1037.0659   460.9993   284.0064 A             1 RES     \\n    1094 A         1029.9241   466.7975   287.9277 A             1 RES     \\n    1095 A         1022.7823   472.5957   291.8489 A             1 RES     \\n    1096 A         1015.6405   478.3938   295.7702 A             1 RES     \\n    1097 A         1008.4987   484.1920   299.6914 A             1 RES     \\n    1098 A         1001.3569   489.9902   303.6126 A             1 RES     \\n    1099 A          994.2151   495.7884   307.5339 A             1 RES     \\n    1100 A          987.0734   501.5865   311.4551 A             1 RES     \\n    1101 A          377.3298   974.7377   254.2643 A             1 RES     \\n    1102 A          369.5725   968.9022   256.6666 A             1 RES     \\n    1103 A          361.8152   963.0666   259.0689 A             1 RES     \\n    1104 A          354.0580   957.2311   261.4711 A             1 RES     \\n    1105 A          346.3007   951.3955   263.8734 A             1 RES     \\n    1106 A          338.5434   945.5600   266.2757 A             1 RES     \\n    1107 A          330.7861   939.7244   268.6780 A             1 RES     \\n    1108 A          323.0288   933.8889   271.0803 A             1 RES     \\n    1109 A          315.2716   928.0533   273.4826 A             1 RES     \\n    1110 A          307.5143   922.2178   275.8849 A             1 RES     \\n@<TRIPOS>BOND\\n       1        1       26 1\\n       2        2       26 1\\n       3        2       27 1\\n       4        3       27 1\\n       5        3       28 1\\n       6        4       28 1\\n       7        4       29 1\\n       8        5       29 1\\n       9        5       30 1\\n      10        6       26 1\\n      11        6       31 1\\n      12        7       27 1\\n      13        7       31 1\\n      14        7       32 1\\n      15        8       28 1\\n      16        8       32 1\\n      17        8       33 1\\n      18        9       29 1\\n      19        9       33 1\\n      20        9       34 1\\n      21       10       30 1\\n      22       10       34 1\\n      23       10       35 1\\n      24       11       31 1\\n      25       11       36 1\\n      26       12       32 1\\n      27       12       36 1\\n      28       12       37 1\\n      29       13       33 1\\n      30       13       37 1\\n      31       13       38 1\\n      32       14       34 1\\n      33       14       38 1\\n      34       14       39 1\\n      35       15       35 1\\n      36       15       39 1\\n      37       15       40 1\\n      38       16       36 1\\n      39       16       41 1\\n      40       17       37 1\\n      41       17       41 1\\n      42       17       42 1\\n      43       18       38 1\\n      44       18       42 1\\n      45       18       43 1\\n      46       19       39 1\\n      47       19       43 1\\n      48       19       44 1\\n      49       20       40 1\\n      50       20       44 1\\n      51       20       45 1\\n      52       21       41 1\\n      53       21       46 1\\n      54       22       42 1\\n      55       22       46 1\\n      56       22       47 1\\n      57       23       43 1\\n      58       23       47 1\\n      59       23       48 1\\n      60       24       44 1\\n      61       24       48 1\\n      62       24       49 1\\n      63       25       45 1\\n      64       25       49 1\\n      65       25       50 1\\n      66       51       76 1\\n      67       52       76 1\\n      68       52       77 1\\n      69       53       77 1\\n      70       53       78 1\\n      71       54       78 1\\n      72       54       79 1\\n      73       55       79 1\\n      74       55       80 1\\n      75       56       76 1\\n      76       56       81 1\\n      77       57       77 1\\n      78       57       81 1\\n      79       57       82 1\\n      80       58       78 1\\n      81       58       82 1\\n      82       58       83 1\\n      83       59       79 1\\n      84       59       83 1\\n      85       59       84 1\\n      86       60       80 1\\n      87       60       84 1\\n      88       60       85 1\\n      89       61       81 1\\n      90       61       86 1\\n      91       62       82 1\\n      92       62       86 1\\n      93       62       87 1\\n      94       63       83 1\\n      95       63       87 1\\n      96       63       88 1\\n      97       64       84 1\\n      98       64       88 1\\n      99       64       89 1\\n     100       65       85 1\\n     101       65       89 1\\n     102       65       90 1\\n     103       66       86 1\\n     104       66       91 1\\n     105       67       87 1\\n     106       67       91 1\\n     107       67       92 1\\n     108       68       88 1\\n     109       68       92 1\\n     110       68       93 1\\n     111       69       89 1\\n     112       69       93 1\\n     113       69       94 1\\n     114       70       90 1\\n     115       70       94 1\\n     116       70       95 1\\n     117       71       91 1\\n     118       71       96 1\\n     119       72       92 1\\n     120       72       96 1\\n     121       72       97 1\\n     122       73       93 1\\n     123       73       97 1\\n     124       73       98 1\\n     125       74       94 1\\n     126       74       98 1\\n     127       74       99 1\\n     128       75       95 1\\n     129       75       99 1\\n     130       75      100 1\\n     131      101      126 1\\n     132      102      126 1\\n     133      102      127 1\\n     134      103      127 1\\n     135      103      128 1\\n     136      104      128 1\\n     137      104      129 1\\n     138      105      129 1\\n     139      105      130 1\\n     140      106      126 1\\n     141      106      131 1\\n     142      107      127 1\\n     143      107      131 1\\n     144      107      132 1\\n     145      108      128 1\\n     146      108      132 1\\n     147      108      133 1\\n     148      109      129 1\\n     149      109      133 1\\n     150      109      134 1\\n     151      110      130 1\\n     152      110      134 1\\n     153      110      135 1\\n     154      111      131 1\\n     155      111      136 1\\n     156      112      132 1\\n     157      112      136 1\\n     158      112      137 1\\n     159      113      133 1\\n     160      113      137 1\\n     161      113      138 1\\n     162      114      134 1\\n     163      114      138 1\\n     164      114      139 1\\n     165      115      135 1\\n     166      115      139 1\\n     167      115      140 1\\n     168      116      136 1\\n     169      116      141 1\\n     170      117      137 1\\n     171      117      141 1\\n     172      117      142 1\\n     173      118      138 1\\n     174      118      142 1\\n     175      118      143 1\\n     176      119      139 1\\n     177      119      143 1\\n     178      119      144 1\\n     179      120      140 1\\n     180      120      144 1\\n     181      120      145 1\\n     182      121      141 1\\n     183      121      146 1\\n     184      122      142 1\\n     185      122      146 1\\n     186      122      147 1\\n     187      123      143 1\\n     188      123      147 1\\n     189      123      148 1\\n     190      124      144 1\\n     191      124      148 1\\n     192      124      149 1\\n     193      125      145 1\\n     194      125      149 1\\n     195      125      150 1\\n     196      151      176 1\\n     197      152      176 1\\n     198      152      177 1\\n     199      153      177 1\\n     200      153      178 1\\n     201      154      178 1\\n     202      154      179 1\\n     203      155      179 1\\n     204      155      180 1\\n     205      156      176 1\\n     206      156      181 1\\n     207      157      177 1\\n     208      157      181 1\\n     209      157      182 1\\n     210      158      178 1\\n     211      158      182 1\\n     212      158      183 1\\n     213      159      179 1\\n     214      159      183 1\\n     215      159      184 1\\n     216      160      180 1\\n     217      160      184 1\\n     218      160      185 1\\n     219      161      181 1\\n     220      161      186 1\\n     221      162      182 1\\n     222      162      186 1\\n     223      162      187 1\\n     224      163      183 1\\n     225      163      187 1\\n     226      163      188 1\\n     227      164      184 1\\n     228      164      188 1\\n     229      164      189 1\\n     230      165      185 1\\n     231      165      189 1\\n     232      165      190 1\\n     233      166      186 1\\n     234      166      191 1\\n     235      167      187 1\\n     236      167      191 1\\n     237      167      192 1\\n     238      168      188 1\\n     239      168      192 1\\n     240      168      193 1\\n     241      169      189 1\\n     242      169      193 1\\n     243      169      194 1\\n     244      170      190 1\\n     245      170      194 1\\n     246      170      195 1\\n     247      171      191 1\\n     248      171      196 1\\n     249      172      192 1\\n     250      172      196 1\\n     251      172      197 1\\n     252      173      193 1\\n     253      173      197 1\\n     254      173      198 1\\n     255      174      194 1\\n     256      174      198 1\\n     257      174      199 1\\n     258      175      195 1\\n     259      175      199 1\\n     260      175      200 1\\n     261      201      226 1\\n     262      202      226 1\\n     263      202      227 1\\n     264      203      227 1\\n     265      203      228 1\\n     266      204      228 1\\n     267      204      229 1\\n     268      205      229 1\\n     269      205      230 1\\n     270      206      226 1\\n     271      206      231 1\\n     272      207      227 1\\n     273      207      231 1\\n     274      207      232 1\\n     275      208      228 1\\n     276      208      232 1\\n     277      208      233 1\\n     278      209      229 1\\n     279      209      233 1\\n     280      209      234 1\\n     281      210      230 1\\n     282      210      234 1\\n     283      210      235 1\\n     284      211      231 1\\n     285      211      236 1\\n     286      212      232 1\\n     287      212      236 1\\n     288      212      237 1\\n     289      213      233 1\\n     290      213      237 1\\n     291      213      238 1\\n     292      214      234 1\\n     293      214      238 1\\n     294      214      239 1\\n     295      215      235 1\\n     296      215      239 1\\n     297      215      240 1\\n     298      216      236 1\\n     299      216      241 1\\n     300      217      237 1\\n     301      217      241 1\\n     302      217      242 1\\n     303      218      238 1\\n     304      218      242 1\\n     305      218      243 1\\n     306      219      239 1\\n     307      219      243 1\\n     308      219      244 1\\n     309      220      240 1\\n     310      220      244 1\\n     311      220      245 1\\n     312      221      241 1\\n     313      221      246 1\\n     314      222      242 1\\n     315      222      246 1\\n     316      222      247 1\\n     317      223      243 1\\n     318      223      247 1\\n     319      223      248 1\\n     320      224      244 1\\n     321      224      248 1\\n     322      224      249 1\\n     323      225      245 1\\n     324      225      249 1\\n     325      225      250 1\\n     326      251      276 1\\n     327      252      276 1\\n     328      252      277 1\\n     329      253      277 1\\n     330      253      278 1\\n     331      254      278 1\\n     332      254      279 1\\n     333      255      279 1\\n     334      255      280 1\\n     335      256      276 1\\n     336      256      281 1\\n     337      257      277 1\\n     338      257      281 1\\n     339      257      282 1\\n     340      258      278 1\\n     341      258      282 1\\n     342      258      283 1\\n     343      259      279 1\\n     344      259      283 1\\n     345      259      284 1\\n     346      260      280 1\\n     347      260      284 1\\n     348      260      285 1\\n     349      261      281 1\\n     350      261      286 1\\n     351      262      282 1\\n     352      262      286 1\\n     353      262      287 1\\n     354      263      283 1\\n     355      263      287 1\\n     356      263      288 1\\n     357      264      284 1\\n     358      264      288 1\\n     359      264      289 1\\n     360      265      285 1\\n     361      265      289 1\\n     362      265      290 1\\n     363      266      286 1\\n     364      266      291 1\\n     365      267      287 1\\n     366      267      291 1\\n     367      267      292 1\\n     368      268      288 1\\n     369      268      292 1\\n     370      268      293 1\\n     371      269      289 1\\n     372      269      293 1\\n     373      269      294 1\\n     374      270      290 1\\n     375      270      294 1\\n     376      270      295 1\\n     377      271      291 1\\n     378      271      296 1\\n     379      272      292 1\\n     380      272      296 1\\n     381      272      297 1\\n     382      273      293 1\\n     383      273      297 1\\n     384      273      298 1\\n     385      274      294 1\\n     386      274      298 1\\n     387      274      299 1\\n     388      275      295 1\\n     389      275      299 1\\n     390      275      300 1\\n     391      301      326 1\\n     392      302      326 1\\n     393      302      327 1\\n     394      303      327 1\\n     395      303      328 1\\n     396      304      328 1\\n     397      304      329 1\\n     398      305      329 1\\n     399      305      330 1\\n     400      306      326 1\\n     401      306      331 1\\n     402      307      327 1\\n     403      307      331 1\\n     404      307      332 1\\n     405      308      328 1\\n     406      308      332 1\\n     407      308      333 1\\n     408      309      329 1\\n     409      309      333 1\\n     410      309      334 1\\n     411      310      330 1\\n     412      310      334 1\\n     413      310      335 1\\n     414      311      331 1\\n     415      311      336 1\\n     416      312      332 1\\n     417      312      336 1\\n     418      312      337 1\\n     419      313      333 1\\n     420      313      337 1\\n     421      313      338 1\\n     422      314      334 1\\n     423      314      338 1\\n     424      314      339 1\\n     425      315      335 1\\n     426      315      339 1\\n     427      315      340 1\\n     428      316      336 1\\n     429      316      341 1\\n     430      317      337 1\\n     431      317      341 1\\n     432      317      342 1\\n     433      318      338 1\\n     434      318      342 1\\n     435      318      343 1\\n     436      319      339 1\\n     437      319      343 1\\n     438      319      344 1\\n     439      320      340 1\\n     440      320      344 1\\n     441      320      345 1\\n     442      321      341 1\\n     443      321      346 1\\n     444      322      342 1\\n     445      322      346 1\\n     446      322      347 1\\n     447      323      343 1\\n     448      323      347 1\\n     449      323      348 1\\n     450      324      344 1\\n     451      324      348 1\\n     452      324      349 1\\n     453      325      345 1\\n     454      325      349 1\\n     455      325      350 1\\n     456      351      376 1\\n     457      352      376 1\\n     458      352      377 1\\n     459      353      377 1\\n     460      353      378 1\\n     461      354      378 1\\n     462      354      379 1\\n     463      355      379 1\\n     464      355      380 1\\n     465      356      376 1\\n     466      356      381 1\\n     467      357      377 1\\n     468      357      381 1\\n     469      357      382 1\\n     470      358      378 1\\n     471      358      382 1\\n     472      358      383 1\\n     473      359      379 1\\n     474      359      383 1\\n     475      359      384 1\\n     476      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1\\n     864      737      738 1\\n     865      738      739 1\\n     866      739      740 1\\n     867      741      742 1\\n     868      742      743 1\\n     869      743      744 1\\n     870      744      745 1\\n     871      745      746 1\\n     872      746      747 1\\n     873      747      748 1\\n     874      748      749 1\\n     875      749      750 1\\n     876      751      752 1\\n     877      752      753 1\\n     878      753      754 1\\n     879      754      755 1\\n     880      755      756 1\\n     881      756      757 1\\n     882      757      758 1\\n     883      758      759 1\\n     884      759      760 1\\n     885      761      762 1\\n     886      762      763 1\\n     887      763      764 1\\n     888      764      765 1\\n     889      765      766 1\\n     890      766      767 1\\n     891      767      768 1\\n     892      768      769 1\\n     893      769      770 1\\n     894      771      772 1\\n     895      772      773 1\\n     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845 1\\n     961      845      846 1\\n     962      846      847 1\\n     963      847      848 1\\n     964      848      849 1\\n     965      849      850 1\\n     966      851      852 1\\n     967      852      853 1\\n     968      853      854 1\\n     969      854      855 1\\n     970      855      856 1\\n     971      856      857 1\\n     972      857      858 1\\n     973      858      859 1\\n     974      859      860 1\\n     975      861      862 1\\n     976      862      863 1\\n     977      863      864 1\\n     978      864      865 1\\n     979      865      866 1\\n     980      866      867 1\\n     981      867      868 1\\n     982      868      869 1\\n     983      869      870 1\\n     984      871      872 1\\n     985      872      873 1\\n     986      873      874 1\\n     987      874      875 1\\n     988      875      876 1\\n     989      876      877 1\\n     990      877      878 1\\n     991      878      879 1\\n     992      879      880 1\\n     993      881      882 1\\n     994      882      883 1\\n     995      883      884 1\\n     996      884      885 1\\n     997      885      886 1\\n     998      886      887 1\\n     999      887      888 1\\n    1000      888      889 1\\n    1001      889      890 1\\n    1002      891      892 1\\n    1003      892      893 1\\n    1004      893      894 1\\n    1005      894      895 1\\n    1006      895      896 1\\n    1007      896      897 1\\n    1008      897      898 1\\n    1009      898      899 1\\n    1010      899      900 1\\n    1011      901      902 1\\n    1012      902      903 1\\n    1013      903      904 1\\n    1014      904      905 1\\n    1015      905      906 1\\n    1016      906      907 1\\n    1017      907      908 1\\n    1018      908      909 1\\n    1019      909      910 1\\n    1020      911      912 1\\n    1021      912      913 1\\n    1022      913      914 1\\n    1023      914      915 1\\n    1024      915      916 1\\n    1025      916      917 1\\n    1026      917      918 1\\n    1027      918      919 1\\n    1028      919      920 1\\n    1029      921      922 1\\n    1030      922      923 1\\n    1031      923      924 1\\n    1032      924      925 1\\n    1033      925      926 1\\n    1034      926      927 1\\n    1035      927      928 1\\n    1036      928      929 1\\n    1037      929      930 1\\n    1038      931      932 1\\n    1039      932      933 1\\n    1040      933      934 1\\n    1041      934      935 1\\n    1042      935      936 1\\n    1043      936      937 1\\n    1044      937      938 1\\n    1045      938      939 1\\n    1046      939      940 1\\n    1047      941      942 1\\n    1048      942      943 1\\n    1049      943      944 1\\n    1050      944      945 1\\n    1051      945      946 1\\n    1052      946      947 1\\n    1053      947      948 1\\n    1054      948      949 1\\n    1055      949      950 1\\n    1056      951      952 1\\n    1057      952  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1\\n    1090      988      989 1\\n    1091      989      990 1\\n    1092      991      992 1\\n    1093      992      993 1\\n    1094      993      994 1\\n    1095      994      995 1\\n    1096      995      996 1\\n    1097      996      997 1\\n    1098      997      998 1\\n    1099      998      999 1\\n    1100      999     1000 1\\n    1101     1001     1002 1\\n    1102     1002     1003 1\\n    1103     1003     1004 1\\n    1104     1004     1005 1\\n    1105     1005     1006 1\\n    1106     1006     1007 1\\n    1107     1007     1008 1\\n    1108     1008     1009 1\\n    1109     1009     1010 1\\n    1110     1011     1012 1\\n    1111     1012     1013 1\\n    1112     1013     1014 1\\n    1113     1014     1015 1\\n    1114     1015     1016 1\\n    1115     1016     1017 1\\n    1116     1017     1018 1\\n    1117     1018     1019 1\\n    1118     1019     1020 1\\n    1119     1021     1022 1\\n    1120     1022     1023 1\\n    1121     1023     1024 1\\n    1122     1024     1025 1\\n    1123     1025     1026 1\\n    1124     1026     1027 1\\n    1125     1027     1028 1\\n    1126     1028     1029 1\\n    1127     1029     1030 1\\n    1128     1031     1032 1\\n    1129     1032     1033 1\\n    1130     1033     1034 1\\n    1131     1034     1035 1\\n    1132     1035     1036 1\\n    1133     1036     1037 1\\n    1134     1037     1038 1\\n    1135     1038     1039 1\\n    1136     1039     1040 1\\n    1137     1041     1042 1\\n    1138     1042     1043 1\\n    1139     1043     1044 1\\n    1140     1044     1045 1\\n    1141     1045     1046 1\\n    1142     1046     1047 1\\n    1143     1047     1048 1\\n    1144     1048     1049 1\\n    1145     1049     1050 1\\n    1146     1051     1052 1\\n    1147     1052     1053 1\\n    1148     1053     1054 1\\n    1149     1054     1055 1\\n    1150     1055     1056 1\\n    1151     1056     1057 1\\n    1152     1057     1058 1\\n    1153     1058     1059 1\\n    1154     1059     1060 1\\n    1155     1061     1062 1\\n    1156     1062     1063 1\\n    1157     1063     1064 1\\n    1158     1064     1065 1\\n    1159     1065     1066 1\\n    1160     1066     1067 1\\n    1161     1067     1068 1\\n    1162     1068     1069 1\\n    1163     1069     1070 1\\n    1164     1071     1072 1\\n    1165     1072     1073 1\\n    1166     1073     1074 1\\n    1167     1074     1075 1\\n    1168     1075     1076 1\\n    1169     1076     1077 1\\n    1170     1077     1078 1\\n    1171     1078     1079 1\\n    1172     1079     1080 1\\n    1173     1081     1082 1\\n    1174     1082     1083 1\\n    1175     1083     1084 1\\n    1176     1084     1085 1\\n    1177     1085     1086 1\\n    1178     1086     1087 1\\n    1179     1087     1088 1\\n    1180     1088     1089 1\\n    1181     1089     1090 1\\n    1182     1091     1092 1\\n    1183     1092     1093 1\\n    1184     1093     1094 1\\n    1185     1094     1095 1\\n    1186     1095     1096 1\\n    1187     1096     1097 1\\n    1188     1097     1098 1\\n    1189     1098     1099 1\\n    1190     1099     1100 1\\n    1191     1101     1102 1\\n    1192     1102     1103 1\\n    1193     1103     1104 1\\n    1194     1104     1105 1\\n    1195     1105     1106 1\\n    1196     1106     1107 1\\n    1197     1107     1108 1\\n    1198     1108     1109 1\\n    1199     1109     1110 1\\n@<TRIPOS>SUBSTRUCTURE\\n       1 RES             1 RESIDUE    0 **** ROOT      0\\n\",\"mol2\");\n\tviewer_17587546073414268.setStyle({\"stick\": {\"radius\": 0.18, \"color\": \"grey\"}, \"sphere\": {\"scale\": 0.3, \"colorscheme\": {}}});\n\tviewer_17587546073414268.zoomTo();\nviewer_17587546073414268.render();\n});\n</script>",
-      "text/html": [
-       "<div id=\"3dmolviewer_17587546073414268\"  style=\"position: relative; width: 640px; height: 480px;\">\n",
-       "        <p id=\"3dmolwarning_17587546073414268\" style=\"background-color:#ffcccc;color:black\">3Dmol.js failed to load for some reason.  Please check your browser console for error messages.<br></p>\n",
-       "        </div>\n",
-       "<script>\n",
-       "\n",
-       "var loadScriptAsync = function(uri){\n",
-       "  return new Promise((resolve, reject) => {\n",
-       "    //this is to ignore the existence of requirejs amd\n",
-       "    var savedexports, savedmodule;\n",
-       "    if (typeof exports !== 'undefined') savedexports = exports;\n",
-       "    else exports = {}\n",
-       "    if (typeof module !== 'undefined') savedmodule = module;\n",
-       "    else module = {}\n",
-       "\n",
-       "    var tag = document.createElement('script');\n",
-       "    tag.src = uri;\n",
-       "    tag.async = true;\n",
-       "    tag.onload = () => {\n",
-       "        exports = savedexports;\n",
-       "        module = savedmodule;\n",
-       "        resolve();\n",
-       "    };\n",
-       "  var firstScriptTag = document.getElementsByTagName('script')[0];\n",
-       "  firstScriptTag.parentNode.insertBefore(tag, firstScriptTag);\n",
-       "});\n",
-       "};\n",
-       "\n",
-       "if(typeof $3Dmolpromise === 'undefined') {\n",
-       "$3Dmolpromise = null;\n",
-       "  $3Dmolpromise = loadScriptAsync('https://cdn.jsdelivr.net/npm/3dmol@2.5.2/build/3Dmol-min.js');\n",
-       "}\n",
-       "\n",
-       "var viewer_17587546073414268 = null;\n",
-       "var warn = document.getElementById(\"3dmolwarning_17587546073414268\");\n",
-       "if(warn) {\n",
-       "    warn.parentNode.removeChild(warn);\n",
-       "}\n",
-       "$3Dmolpromise.then(function() {\n",
-       "viewer_17587546073414268 = $3Dmol.createViewer(document.getElementById(\"3dmolviewer_17587546073414268\"),{backgroundColor:\"white\"});\n",
-       "viewer_17587546073414268.zoomTo();\n",
-       "\tviewer_17587546073414268.addModel(\"@<TRIPOS>MOLECULE\\nRES\\n1110 1199 1 0 1\\nSMALL\\nNO_CHARGES\\n@<TRIPOS>CRYSIN\\n 1536.2798  1536.2798  1536.2798    90.0000    90.0000    90.0000 1 1\\n@<TRIPOS>ATOM\\n       1 F           33.8646  1253.6833  1433.4651 F             1 RES     \\n       2 F           27.9538  1266.1144  1422.9512 F             1 RES     \\n       3 F           22.0424  1278.5450  1412.4377 F             1 RES     \\n       4 F           16.1310  1290.9755  1401.9243 F             1 RES     \\n       5 F           10.2195  1303.4061  1391.4109 F             1 RES     \\n       6 F           44.9748  1263.1277  1424.1172 F             1 RES     \\n       7 F           39.0634  1275.5583  1413.6038 F             1 RES     \\n       8 F           33.1520  1287.9888  1403.0904 F             1 RES     \\n       9 F           27.2412  1300.4199  1392.5764 F             1 RES     \\n      10 F           21.3298  1312.8505  1382.0630 F             1 RES     \\n      11 F           56.0844  1272.5716  1414.7699 F             1 RES     \\n      12 F           50.1737  1285.0027  1404.2559 F             1 RES     \\n      13 F           44.2622  1297.4332  1393.7425 F             1 RES     \\n      14 F           38.3508  1309.8638  1383.2291 F             1 RES     \\n      15 F           32.4394  1322.2943  1372.7157 F             1 RES     \\n      16 F           67.1947  1282.0160  1405.4220 F             1 RES     \\n      17 F           61.2833  1294.4465  1394.9086 F             1 RES     \\n      18 F           55.3719  1306.8771  1384.3952 F             1 RES     \\n      19 F           49.4611  1319.3082  1373.8812 F             1 RES     \\n      20 F           43.5497  1331.7387  1363.3678 F             1 RES     \\n      21 F           78.3043  1291.4598  1396.0747 F             1 RES     \\n      22 F           72.3935  1303.8909  1385.5607 F             1 RES     \\n      23 F           66.4821  1316.3214  1375.0473 F             1 RES     \\n      24 F           60.5707  1328.7520  1364.5339 F             1 RES     \\n      25 F           54.6593  1341.1825  1354.0204 F             1 RES     \\n      26 F           35.5979  1260.9754  1426.8443 F             1 RES     \\n      27 F           29.6865  1273.4059  1416.3309 F             1 RES     \\n      28 F           23.7751  1285.8365  1405.8175 F             1 RES     \\n      29 F           17.8637  1298.2670  1395.3041 F             1 RES     \\n      30 F           11.9529  1310.6981  1384.7901 F             1 RES     \\n      31 F           46.7076  1270.4192  1417.4970 F             1 RES     \\n      32 F           40.7961  1282.8497  1406.9836 F             1 RES     \\n      33 F           34.8854  1295.2808  1396.4696 F             1 RES     \\n      34 F           28.9739  1307.7114  1385.9562 F             1 RES     \\n      35 F           23.0625  1320.1419  1375.4427 F             1 RES     \\n      36 F           57.8178  1279.8636  1408.1491 F             1 RES     \\n      37 F           51.9064  1292.2941  1397.6357 F             1 RES     \\n      38 F           45.9950  1304.7247  1387.1223 F             1 RES     \\n      39 F           40.0836  1317.1552  1376.6088 F             1 RES     \\n      40 F           34.1728  1329.5863  1366.0949 F             1 RES     \\n      41 F           68.9274  1289.3074  1398.8018 F             1 RES     \\n      42 F           63.0160  1301.7380  1388.2883 F             1 RES     \\n      43 F           57.1052  1314.1691  1377.7744 F             1 RES     \\n      44 F           51.1938  1326.5996  1367.2609 F             1 RES     \\n      45 F           45.2824  1339.0302  1356.7475 F             1 RES     \\n      46 F           80.0377  1298.7518  1389.4539 F             1 RES     \\n      47 F           74.1263  1311.1824  1378.9405 F             1 RES     \\n      48 F           68.2148  1323.6129  1368.4270 F             1 RES     \\n      49 F           62.3034  1336.0435  1357.9136 F             1 RES     \\n      50 F           56.3926  1348.4746  1347.3996 F             1 RES     \\n      51 F          452.4077   136.5808   548.7639 F             1 RES     \\n      52 F          439.2971   134.7843   559.9397 F             1 RES     \\n      53 F          426.1865   132.9872   571.1146 F             1 RES     \\n      54 F          413.0759   131.1901   582.2895 F             1 RES     \\n      55 F          399.9653   129.3930   593.4644 F             1 RES     \\n      56 F          452.3823   145.5271   563.5957 F             1 RES     \\n      57 F          439.2717   143.7300   574.7706 F             1 RES     \\n      58 F          426.1611   141.9329   585.9455 F             1 RES     \\n      59 F          413.0505   140.1363   597.1212 F             1 RES     \\n      60 F          399.9399   138.3392   608.2961 F             1 RES     \\n      61 F          452.3568   154.4728   578.4266 F             1 RES     \\n      62 F          439.2462   152.6762   589.6023 F             1 RES     \\n      63 F          426.1356   150.8791   600.7772 F             1 RES     \\n      64 F          413.0250   149.0821   611.9521 F             1 RES     \\n      65 F          399.9144   147.2850   623.1270 F             1 RES     \\n      66 F          452.3314   163.4190   593.2583 F             1 RES     \\n      67 F          439.2208   161.6220   604.4332 F             1 RES     \\n      68 F          426.1102   159.8249   615.6081 F             1 RES     \\n      69 F          412.9996   158.0283   626.7839 F             1 RES     \\n      70 F          399.8890   156.2312   637.9588 F             1 RES     \\n      71 F          452.3059   172.3648   608.0892 F             1 RES     \\n      72 F          439.1953   170.5682   619.2650 F             1 RES     \\n      73 F          426.0847   168.7711   630.4399 F             1 RES     \\n      74 F          412.9742   166.9740   641.6148 F             1 RES     \\n      75 F          399.8636   165.1769   652.7897 F             1 RES     \\n      76 F          448.0290   138.9642   557.4334 F             1 RES     \\n      77 F          434.9184   137.1671   568.6083 F             1 RES     \\n      78 F          421.8078   135.3701   579.7832 F             1 RES     \\n      79 F          408.6972   133.5730   590.9581 F             1 RES     \\n      80 F          395.5866   131.7764   602.1338 F             1 RES     \\n      81 F          448.0036   147.9099   572.2643 F             1 RES     \\n      82 F          434.8930   146.1129   583.4392 F             1 RES     \\n      83 F          421.7824   144.3163   594.6149 F             1 RES     \\n      84 F          408.6718   142.5192   605.7898 F             1 RES     \\n      85 F          395.5612   140.7221   616.9647 F             1 RES     \\n      86 F          447.9781   156.8562   587.0960 F             1 RES     \\n      87 F          434.8676   155.0591   598.2709 F             1 RES     \\n      88 F          421.7570   153.2620   609.4458 F             1 RES     \\n      89 F          408.6464   151.4649   620.6207 F             1 RES     \\n      90 F          395.5358   149.6684   631.7965 F             1 RES     \\n      91 F          447.9527   165.8019   601.9269 F             1 RES     \\n      92 F          434.8421   164.0048   613.1018 F             1 RES     \\n      93 F          421.7315   162.2083   624.2776 F             1 RES     \\n      94 F          408.6209   160.4112   635.4525 F             1 RES     \\n      95 F          395.5103   158.6141   646.6274 F             1 RES     \\n      96 F          447.9273   174.7482   616.7587 F             1 RES     \\n      97 F          434.8167   172.9511   627.9336 F             1 RES     \\n      98 F          421.7061   171.1540   639.1085 F             1 RES     \\n      99 F          408.5955   169.3569   650.2834 F             1 RES     \\n     100 F          395.4849   167.5603   661.4591 F             1 RES     \\n     101 F          686.4298   461.2626   114.5266 F             1 RES     \\n     102 F          686.0138   469.7551    99.4363 F             1 RES     \\n     103 F          685.5978   478.2467    84.3460 F             1 RES     \\n     104 F          685.1819   486.7382    69.2557 F             1 RES     \\n     105 F          684.7660   495.2297    54.1654 F             1 RES     \\n     106 F          683.6488   478.3572   114.2824 F             1 RES     \\n     107 F          683.2329   486.8487    99.1921 F             1 RES     \\n     108 F          682.8170   495.3402    84.1018 F             1 RES     \\n     109 F          682.4009   503.8327    69.0115 F             1 RES     \\n     110 F          681.9850   512.3242    53.9213 F             1 RES     \\n     111 F          680.8680   495.4508   114.0383 F             1 RES     \\n     112 F          680.4519   503.9433    98.9480 F             1 RES     \\n     113 F          680.0360   512.4348    83.8577 F             1 RES     \\n     114 F          679.6201   520.9263    68.7674 F             1 RES     \\n     115 F          679.2042   529.4178    53.6771 F             1 RES     \\n     116 F          678.0870   512.5453   113.7941 F             1 RES     \\n     117 F          677.6711   521.0368    98.7038 F             1 RES     \\n     118 F          677.2552   529.5283    83.6135 F             1 RES     \\n     119 F          676.8391   538.0208    68.5232 F             1 RES     \\n     120 F          676.4232   546.5123    53.4329 F             1 RES     \\n     121 F          675.3062   529.6389   113.5499 F             1 RES     \\n     122 F          674.8901   538.1314    98.4596 F             1 RES     \\n     123 F          674.4742   546.6229    83.3693 F             1 RES     \\n     124 F          674.0583   555.1144    68.2791 F             1 RES     \\n     125 F          673.6424   563.6059    53.1888 F             1 RES     \\n     126 F          685.3641   469.7920   109.4151 F             1 RES     \\n     127 F          684.9482   478.2835    94.3248 F             1 RES     \\n     128 F          684.5322   486.7750    79.2345 F             1 RES     \\n     129 F          684.1163   495.2665    64.1442 F             1 RES     \\n     130 F          683.7002   503.7590    49.0539 F             1 RES     \\n     131 F          682.5833   486.8856   109.1709 F             1 RES     \\n     132 F          682.1673   495.3771    94.0807 F             1 RES     \\n     133 F          681.7513   503.8696    78.9903 F             1 RES     \\n     134 F          681.3353   512.3611    63.9001 F             1 RES     \\n     135 F          680.9194   520.8526    48.8098 F             1 RES     \\n     136 F          679.8023   503.9801   108.9268 F             1 RES     \\n     137 F          679.3864   512.4716    93.8365 F             1 RES     \\n     138 F          678.9704   520.9631    78.7462 F             1 RES     \\n     139 F          678.5545   529.4546    63.6559 F             1 RES     \\n     140 F          678.1384   537.9471    48.5656 F             1 RES     \\n     141 F          677.0215   521.0737   108.6826 F             1 RES     \\n     142 F          676.6055   529.5652    93.5923 F             1 RES     \\n     143 F          676.1895   538.0577    78.5020 F             1 RES     \\n     144 F          675.7735   546.5492    63.4117 F             1 RES     \\n     145 F          675.3576   555.0407    48.3214 F             1 RES     \\n     146 F          674.2405   538.1682   108.4384 F             1 RES     \\n     147 F          673.8246   546.6597    93.3482 F             1 RES     \\n     148 F          673.4086   555.1512    78.2579 F             1 RES     \\n     149 F          672.9927   563.6427    63.1676 F             1 RES     \\n     150 F          672.5766   572.1352    48.0773 F             1 RES     \\n     151 F           97.6477   397.4921   120.4491 F             1 RES     \\n     152 F           92.7724   396.0863   103.8880 F             1 RES     \\n     153 F           87.8972   394.6815    87.3274 F             1 RES     \\n     154 F           83.0220   393.2767    70.7668 F             1 RES     \\n     155 F           78.1468   391.8718    54.2061 F             1 RES     \\n     156 F           95.5877   381.8386   113.3258 F             1 RES     \\n     157 F           90.7125   380.4337    96.7652 F             1 RES     \\n     158 F           85.8373   379.0289    80.2045 F             1 RES     \\n     159 F           80.9619   377.6232    63.6435 F             1 RES     \\n     160 F           76.0868   376.2183    47.0829 F             1 RES     \\n     161 F           93.5277   366.1860   106.2029 F             1 RES     \\n     162 F           88.6524   364.7802    89.6419 F             1 RES     \\n     163 F           83.7772   363.3754    73.0813 F             1 RES     \\n     164 F           78.9020   361.9706    56.5206 F             1 RES     \\n     165 F           74.0268   360.5657    39.9600 F             1 RES     \\n     166 F           91.4676   350.5325    99.0797 F             1 RES     \\n     167 F           86.5924   349.1276    82.5190 F             1 RES     \\n     168 F           81.7172   347.7228    65.9584 F             1 RES     \\n     169 F           76.8419   346.3171    49.3974 F             1 RES     \\n     170 F           71.9667   344.9122    32.8367 F             1 RES     \\n     171 F           89.4076   334.8799    91.9568 F             1 RES     \\n     172 F           84.5323   333.4741    75.3958 F             1 RES     \\n     173 F           79.6571   332.0693    58.8351 F             1 RES     \\n     174 F           74.7819   330.6645    42.2745 F             1 RES     \\n     175 F           69.9067   329.2596    25.7139 F             1 RES     \\n     176 F           95.3359   391.8054   112.5541 F             1 RES     \\n     177 F           90.4607   390.4005    95.9935 F             1 RES     \\n     178 F           85.5855   388.9957    79.4329 F             1 RES     \\n     179 F           80.7103   387.5909    62.8723 F             1 RES     \\n     180 F           75.8350   386.1851    46.3112 F             1 RES     \\n     181 F           93.2759   376.1528   105.4313 F             1 RES     \\n     182 F           88.4007   374.7479    88.8707 F             1 RES     \\n     183 F           83.5254   373.3422    72.3096 F             1 RES     \\n     184 F           78.6502   371.9374    55.7490 F             1 RES     \\n     185 F           73.7750   370.5325    39.1884 F             1 RES     \\n     186 F           91.2158   360.4993    98.3080 F             1 RES     \\n     187 F           86.3406   359.0944    81.7474 F             1 RES     \\n     188 F           81.4654   357.6896    65.1868 F             1 RES     \\n     189 F           76.5902   356.2848    48.6261 F             1 RES     \\n     190 F           71.7149   354.8790    32.0651 F             1 RES     \\n     191 F           89.1559   344.8467    91.1852 F             1 RES     \\n     192 F           84.2807   343.4418    74.6245 F             1 RES     \\n     193 F           79.4053   342.0361    58.0635 F             1 RES     \\n     194 F           74.5302   340.6313    41.5029 F             1 RES     \\n     195 F           69.6550   339.2264    24.9422 F             1 RES     \\n     196 F           87.0958   329.1932    84.0619 F             1 RES     \\n     197 F           82.2206   327.7883    67.5013 F             1 RES     \\n     198 F           77.3454   326.3835    50.9406 F             1 RES     \\n     199 F           72.4702   324.9787    34.3800 F             1 RES     \\n     200 F           67.5949   323.5729    17.8190 F             1 RES     \\n     201 F          943.6563   304.6925   837.3515 F             1 RES     \\n     202 F          936.4603   320.4350   836.7170 F             1 RES     \\n     203 F          929.2644   336.1771   836.0834 F             1 RES     \\n     204 F          922.0685   351.9192   835.4497 F             1 RES     \\n     205 F          914.8726   367.6613   834.8161 F             1 RES     \\n     206 F          940.8626   312.3285   822.0576 F             1 RES     \\n     207 F          933.6667   328.0706   821.4240 F             1 RES     \\n     208 F          926.4708   343.8126   820.7903 F             1 RES     \\n     209 F          919.2748   359.5552   820.1558 F             1 RES     \\n     210 F          912.0789   375.2972   819.5222 F             1 RES     \\n     211 F          938.0691   319.9640   806.7645 F             1 RES     \\n     212 F          930.8730   335.7065   806.1300 F             1 RES     \\n     213 F          923.6771   351.4486   805.4964 F             1 RES     \\n     214 F          916.4812   367.1907   804.8628 F             1 RES     \\n     215 F          909.2853   382.9328   804.2291 F             1 RES     \\n     216 F          935.2754   327.6000   791.4706 F             1 RES     \\n     217 F          928.0795   343.3420   790.8370 F             1 RES     \\n     218 F          920.8836   359.0841   790.2033 F             1 RES     \\n     219 F          913.6875   374.8267   789.5688 F             1 RES     \\n     220 F          906.4916   390.5687   788.9352 F             1 RES     \\n     221 F          932.4818   335.2355   776.1776 F             1 RES     \\n     222 F          925.2858   350.9780   775.5430 F             1 RES     \\n     223 F          918.0899   366.7201   774.9094 F             1 RES     \\n     224 F          910.8940   382.4622   774.2758 F             1 RES     \\n     225 F          903.6981   398.2043   773.6422 F             1 RES     \\n     226 F          940.3263   312.4855   832.0417 F             1 RES     \\n     227 F          933.1304   328.2276   831.4081 F             1 RES     \\n     228 F          925.9345   343.9697   830.7745 F             1 RES     \\n     229 F          918.7386   359.7117   830.1409 F             1 RES     \\n     230 F          911.5426   375.4543   829.5063 F             1 RES     \\n     231 F          937.5328   320.1210   816.7487 F             1 RES     \\n     232 F          930.3369   335.8631   816.1151 F             1 RES     \\n     233 F          923.1408   351.6056   815.4806 F             1 RES     \\n     234 F          915.9449   367.3477   814.8469 F             1 RES     \\n     235 F          908.7491   383.0898   814.2133 F             1 RES     \\n     236 F          934.7391   327.7570   801.4548 F             1 RES     \\n     237 F          927.5432   343.4991   800.8211 F             1 RES     \\n     238 F          920.3473   359.2411   800.1875 F             1 RES     \\n     239 F          913.1514   374.9832   799.5539 F             1 RES     \\n     240 F          905.9554   390.7257   798.9194 F             1 RES     \\n     241 F          931.9456   335.3925   786.1617 F             1 RES     \\n     242 F          924.7497   351.1346   785.5281 F             1 RES     \\n     243 F          917.5536   366.8771   784.8936 F             1 RES     \\n     244 F          910.3577   382.6192   784.2599 F             1 RES     \\n     245 F          903.1618   398.3613   783.6263 F             1 RES     \\n     246 F          929.1519   343.0285   770.8678 F             1 RES     \\n     247 F          921.9560   358.7705   770.2342 F             1 RES     \\n     248 F          914.7601   374.5126   769.6005 F             1 RES     \\n     249 F          907.5642   390.2547   768.9669 F             1 RES     \\n     250 F          900.3681   405.9972   768.3324 F             1 RES     \\n     251 F          446.9089   334.4916   839.3206 F             1 RES     \\n     252 F          438.7386   323.9319   850.3547 F             1 RES     \\n     253 F          430.5693   313.3723   861.3889 F             1 RES     \\n     254 F          422.4000   302.8127   872.4231 F             1 RES     \\n     255 F          414.2308   292.2531   883.4573 F             1 RES     \\n     256 F          429.7819   332.2294   838.0696 F             1 RES     \\n     257 F          421.6126   321.6698   849.1038 F             1 RES     \\n     258 F          413.4433   311.1102   860.1380 F             1 RES     \\n     259 F          405.2730   300.5504   871.1721 F             1 RES     \\n     260 F          397.1037   289.9908   882.2063 F             1 RES     \\n     261 F          412.6559   329.9673   836.8186 F             1 RES     \\n     262 F          404.4856   319.4075   847.8528 F             1 RES     \\n     263 F          396.3163   308.8479   858.8869 F             1 RES     \\n     264 F          388.1470   298.2883   869.9211 F             1 RES     \\n     265 F          379.9777   287.7287   880.9553 F             1 RES     \\n     266 F          395.5289   327.7050   835.5676 F             1 RES     \\n     267 F          387.3596   317.1454   846.6018 F             1 RES     \\n     268 F          379.1903   306.5858   857.6360 F             1 RES     \\n     269 F          371.0200   296.0261   868.6701 F             1 RES     \\n     270 F          362.8507   285.4665   879.7043 F             1 RES     \\n     271 F          378.4028   325.4429   834.3167 F             1 RES     \\n     272 F          370.2326   314.8832   845.3508 F             1 RES     \\n     273 F          362.0633   304.3236   856.3850 F             1 RES     \\n     274 F          353.8940   293.7640   867.4192 F             1 RES     \\n     275 F          345.7247   283.2044   878.4534 F             1 RES     \\n     276 F          438.4761   330.2176   842.5816 F             1 RES     \\n     277 F          430.3068   319.6580   853.6158 F             1 RES     \\n     278 F          422.1376   309.0984   864.6500 F             1 RES     \\n     279 F          413.9683   298.5388   875.6842 F             1 RES     \\n     280 F          405.7980   287.9791   886.7183 F             1 RES     \\n     281 F          421.3501   327.9555   841.3307 F             1 RES     \\n     282 F          413.1808   317.3959   852.3649 F             1 RES     \\n     283 F          405.0106   306.8361   863.3990 F             1 RES     \\n     284 F          396.8413   296.2765   874.4331 F             1 RES     \\n     285 F          388.6720   285.7169   885.4673 F             1 RES     \\n     286 F          404.2231   325.6932   840.0797 F             1 RES     \\n     287 F          396.0538   315.1336   851.1138 F             1 RES     \\n     288 F          387.8845   304.5740   862.1480 F             1 RES     \\n     289 F          379.7152   294.0144   873.1822 F             1 RES     \\n     290 F          371.5450   283.4547   884.2163 F             1 RES     \\n     291 F          387.0971   323.4311   838.8287 F             1 RES     \\n     292 F          378.9278   312.8715   849.8629 F             1 RES     \\n     293 F          370.7575   302.3118   860.8970 F             1 RES     \\n     294 F          362.5882   291.7522   871.9312 F             1 RES     \\n     295 F          354.4190   281.1926   882.9654 F             1 RES     \\n     296 F          369.9701   321.1689   837.5777 F             1 RES     \\n     297 F          361.8008   310.6093   848.6119 F             1 RES     \\n     298 F          353.6315   300.0497   859.6461 F             1 RES     \\n     299 F          345.4622   289.4901   870.6803 F             1 RES     \\n     300 F          337.2920   278.9303   881.7144 F             1 RES     \\n     301 F          386.9798   922.4005   119.7858 F             1 RES     \\n     302 F          383.0329   915.8375   135.3217 F             1 RES     \\n     303 F          379.0868   909.2752   150.8574 F             1 RES     \\n     304 F          375.1407   902.7129   166.3932 F             1 RES     \\n     305 F          371.1946   896.1506   181.9289 F             1 RES     \\n     306 F          374.1081   910.9120   121.3188 F             1 RES     \\n     307 F          370.1620   904.3496   136.8545 F             1 RES     \\n     308 F          366.2159   897.7873   152.3903 F             1 RES     \\n     309 F          362.2690   891.2243   167.9261 F             1 RES     \\n     310 F          358.3229   884.6620   183.4619 F             1 RES     \\n     311 F          361.2371   899.4241   122.8516 F             1 RES     \\n     312 F          357.2903   892.8611   138.3874 F             1 RES     \\n     313 F          353.3442   886.2988   153.9232 F             1 RES     \\n     314 F          349.3981   879.7364   169.4589 F             1 RES     \\n     315 F          345.4520   873.1741   184.9947 F             1 RES     \\n     316 F          348.3654   887.9355   124.3845 F             1 RES     \\n     317 F          344.4193   881.3732   139.9203 F             1 RES     \\n     318 F          340.4732   874.8109   155.4560 F             1 RES     \\n     319 F          336.5264   868.2479   170.9919 F             1 RES     \\n     320 F          332.5803   861.6855   186.5276 F             1 RES     \\n     321 F          335.4945   876.4476   125.9173 F             1 RES     \\n     322 F          331.5477   869.8846   141.4532 F             1 RES     \\n     323 F          327.6015   863.3223   156.9889 F             1 RES     \\n     324 F          323.6554   856.7600   172.5247 F             1 RES     \\n     325 F          319.7093   850.1976   188.0605 F             1 RES     \\n     326 F          381.3733   916.3831   125.4754 F             1 RES     \\n     327 F          377.4272   909.8208   141.0112 F             1 RES     \\n     328 F          373.4811   903.2585   156.5470 F             1 RES     \\n     329 F          369.5350   896.6961   172.0827 F             1 RES     \\n     330 F          365.5881   890.1331   187.6186 F             1 RES     \\n     331 F          368.5024   904.8952   127.0083 F             1 RES     \\n     332 F          364.5563   898.3329   142.5440 F             1 RES     \\n     333 F          360.6094   891.7699   158.0799 F             1 RES     \\n     334 F          356.6633   885.2076   173.6156 F             1 RES     \\n     335 F          352.7172   878.6453   189.1514 F             1 RES     \\n     336 F          355.6307   893.4067   128.5412 F             1 RES     \\n     337 F          351.6846   886.8443   144.0770 F             1 RES     \\n     338 F          347.7385   880.2820   159.6127 F             1 RES     \\n     339 F          343.7924   873.7197   175.1485 F             1 RES     \\n     340 F          339.8455   867.1567   190.6843 F             1 RES     \\n     341 F          342.7598   881.9188   130.0740 F             1 RES     \\n     342 F          338.8137   875.3564   145.6098 F             1 RES     \\n     343 F          334.8668   868.7935   161.1456 F             1 RES     \\n     344 F          330.9207   862.2311   176.6814 F             1 RES     \\n     345 F          326.9746   855.6688   192.2172 F             1 RES     \\n     346 F          329.8881   870.4302   131.6070 F             1 RES     \\n     347 F          325.9420   863.8679   147.1427 F             1 RES     \\n     348 F          321.9959   857.3056   162.6785 F             1 RES     \\n     349 F          318.0498   850.7432   178.2142 F             1 RES     \\n     350 F          314.1029   844.1802   193.7501 F             1 RES     \\n     351 F          320.3796   324.9792   170.0182 F             1 RES     \\n     352 F          337.3386   328.1552   168.4947 F             1 RES     \\n     353 F          354.2972   331.3304   166.9718 F             1 RES     \\n     354 F          371.2558   334.5056   165.4489 F             1 RES     \\n     355 F          388.2144   337.6808   163.9260 F             1 RES     \\n     356 F          325.8456   338.6521   160.8972 F             1 RES     \\n     357 F          342.8042   341.8273   159.3743 F             1 RES     \\n     358 F          359.7628   345.0025   157.8514 F             1 RES     \\n     359 F          376.7217   348.1785   156.3280 F             1 RES     \\n     360 F          393.6803   351.3537   154.8051 F             1 RES     \\n     361 F          331.3112   352.3242   151.7768 F             1 RES     \\n     362 F          348.2702   355.5002   150.2534 F             1 RES     \\n     363 F          365.2288   358.6754   148.7305 F             1 RES     \\n     364 F          382.1874   361.8506   147.2076 F             1 RES     \\n     365 F          399.1460   365.0259   145.6846 F             1 RES     \\n     366 F          336.7772   365.9972   142.6559 F             1 RES     \\n     367 F          353.7358   369.1724   141.1330 F             1 RES     \\n     368 F          370.6944   372.3476   139.6101 F             1 RES     \\n     369 F          387.6533   375.5236   138.0866 F             1 RES     \\n     370 F          404.6120   378.6988   136.5637 F             1 RES     \\n     371 F          342.2428   379.6693   133.5355 F             1 RES     \\n     372 F          359.2018   382.8453   132.0120 F             1 RES     \\n     373 F          376.1604   386.0205   130.4891 F             1 RES     \\n     374 F          393.1190   389.1957   128.9662 F             1 RES     \\n     375 F          410.0776   392.3709   127.4433 F             1 RES     \\n     376 F          327.8547   330.5958   166.4699 F             1 RES     \\n     377 F          344.8133   333.7710   164.9470 F             1 RES     \\n     378 F          361.7719   336.9462   163.4241 F             1 RES     \\n     379 F          378.7305   340.1214   161.9011 F             1 RES     \\n     380 F          395.6894   343.2974   160.3777 F             1 RES     \\n     381 F          333.3203   344.2679   157.3495 F             1 RES     \\n     382 F          350.2790   347.4431   155.8266 F             1 RES     \\n     383 F          367.2379   350.6191   154.3031 F             1 RES     \\n     384 F          384.1965   353.7943   152.7802 F             1 RES     \\n     385 F          401.1551   356.9695   151.2573 F             1 RES     \\n     386 F          338.7863   357.9408   148.2285 F             1 RES     \\n     387 F          355.7449   361.1160   146.7056 F             1 RES     \\n     388 F          372.7035   364.2912   145.1827 F             1 RES     \\n     389 F          389.6621   367.4664   143.6598 F             1 RES     \\n     390 F          406.6211   370.6424   142.1363 F             1 RES     \\n     391 F          344.2520   371.6129   139.1081 F             1 RES     \\n     392 F          361.2106   374.7881   137.5852 F             1 RES     \\n     393 F          378.1695   377.9641   136.0618 F             1 RES     \\n     394 F          395.1281   381.1393   134.5388 F             1 RES     \\n     395 F          412.0867   384.3145   133.0159 F             1 RES     \\n     396 F          349.7179   385.2859   129.9872 F             1 RES     \\n     397 F          366.6765   388.4611   128.4642 F             1 RES     \\n     398 F          383.6351   391.6363   126.9413 F             1 RES     \\n     399 F          400.5937   394.8115   125.4184 F             1 RES     \\n     400 F          417.5527   397.9875   123.8950 F             1 RES     \\n     401 F          388.3022   431.7447   812.5209 F             1 RES     \\n     402 F          375.5603   420.0192   812.9312 F             1 RES     \\n     403 F          362.8181   408.2947   813.3415 F             1 RES     \\n     404 F          350.0759   396.5702   813.7518 F             1 RES     \\n     405 F          337.3337   384.8457   814.1621 F             1 RES     \\n     406 F          392.0118   414.8744   811.2361 F             1 RES     \\n     407 F          379.2696   403.1500   811.6464 F             1 RES     \\n     408 F          366.5274   391.4255   812.0567 F             1 RES     \\n     409 F          353.7854   379.7000   812.4669 F             1 RES     \\n     410 F          341.0432   367.9755   812.8772 F             1 RES     \\n     411 F          395.7212   398.0052   809.9514 F             1 RES     \\n     412 F          382.9792   386.2797   810.3616 F             1 RES     \\n     413 F          370.2370   374.5552   810.7719 F             1 RES     \\n     414 F          357.4948   362.8307   811.1822 F             1 RES     \\n     415 F          344.7526   351.1062   811.5925 F             1 RES     \\n     416 F          399.4307   381.1349   808.6665 F             1 RES     \\n     417 F          386.6886   369.4104   809.0768 F             1 RES     \\n     418 F          373.9464   357.6859   809.4871 F             1 RES     \\n     419 F          361.2044   345.9605   809.8974 F             1 RES     \\n     420 F          348.4622   334.2360   810.3077 F             1 RES     \\n     421 F          403.1401   364.2656   807.3818 F             1 RES     \\n     422 F          390.3981   352.5402   807.7920 F             1 RES     \\n     423 F          377.6559   340.8157   808.2023 F             1 RES     \\n     424 F          364.9137   329.0912   808.6126 F             1 RES     \\n     425 F          352.1715   317.3667   809.0229 F             1 RES     \\n     426 F          385.2915   422.2125   812.2294 F             1 RES     \\n     427 F          372.5493   410.4880   812.6397 F             1 RES     \\n     428 F          359.8071   398.7635   813.0500 F             1 RES     \\n     429 F          347.0649   387.0390   813.4603 F             1 RES     \\n     430 F          334.3229   375.3135   813.8705 F             1 RES     \\n     431 F          389.0009   405.3432   810.9446 F             1 RES     \\n     432 F          376.2587   393.6187   811.3549 F             1 RES     \\n     433 F          363.5167   381.8932   811.7652 F             1 RES     \\n     434 F          350.7745   370.1687   812.1755 F             1 RES     \\n     435 F          338.0323   358.4442   812.5858 F             1 RES     \\n     436 F          392.7104   388.4729   809.6598 F             1 RES     \\n     437 F          379.9682   376.7484   810.0701 F             1 RES     \\n     438 F          367.2261   365.0240   810.4804 F             1 RES     \\n     439 F          354.4839   353.2995   810.8907 F             1 RES     \\n     440 F          341.7419   341.5740   811.3009 F             1 RES     \\n     441 F          396.4198   371.6037   808.3750 F             1 RES     \\n     442 F          383.6776   359.8792   808.7854 F             1 RES     \\n     443 F          370.9356   348.1537   809.1956 F             1 RES     \\n     444 F          358.1934   336.4292   809.6059 F             1 RES     \\n     445 F          345.4512   324.7047   810.0162 F             1 RES     \\n     446 F          400.1294   354.7334   807.0902 F             1 RES     \\n     447 F          387.3872   343.0089   807.5005 F             1 RES     \\n     448 F          374.6450   331.2844   807.9108 F             1 RES     \\n     449 F          361.9028   319.5599   808.3211 F             1 RES     \\n     450 F          349.1608   307.8345   808.7314 F             1 RES     \\n     451 F          179.5510    75.0964    48.3232 F             1 RES     \\n     452 F          164.7828    71.0990    56.4432 F             1 RES     \\n     453 F          150.0153    67.1010    64.5631 F             1 RES     \\n     454 F          135.2479    63.1029    72.6831 F             1 RES     \\n     455 F          120.4804    59.1049    80.8031 F             1 RES     \\n     456 F          166.0686    85.9475    47.6191 F             1 RES     \\n     457 F          151.3011    81.9494    55.7390 F             1 RES     \\n     458 F          136.5337    77.9514    63.8590 F             1 RES     \\n     459 F          121.7655    73.9540    71.9789 F             1 RES     \\n     460 F          106.9980    69.9560    80.0989 F             1 RES     \\n     461 F          152.5870    96.7979    46.9149 F             1 RES     \\n     462 F          137.8188    92.8005    55.0349 F             1 RES     \\n     463 F          123.0513    88.8025    63.1548 F             1 RES     \\n     464 F          108.2839    84.8045    71.2748 F             1 RES     \\n     465 F           93.5164    80.8065    79.3948 F             1 RES     \\n     466 F          139.1046   107.6490    46.2108 F             1 RES     \\n     467 F          124.3371   103.6510    54.3307 F             1 RES     \\n     468 F          109.5697    99.6530    62.4507 F             1 RES     \\n     469 F           94.8015    95.6556    70.5706 F             1 RES     \\n     470 F           80.0340    91.6576    78.6906 F             1 RES     \\n     471 F          125.6230   118.4995    45.5066 F             1 RES     \\n     472 F          110.8547   114.5021    53.6266 F             1 RES     \\n     473 F           96.0873   110.5041    61.7465 F             1 RES     \\n     474 F           81.3198   106.5061    69.8665 F             1 RES     \\n     475 F           66.5524   102.5081    77.9865 F             1 RES     \\n     476 F          170.1339    77.3811    50.7951 F             1 RES     \\n     477 F          155.3664    73.3831    58.9151 F             1 RES     \\n     478 F          140.5990    69.3851    67.0351 F             1 RES     \\n     479 F          125.8315    65.3871    75.1550 F             1 RES     \\n     480 F          111.0633    61.3897    83.2750 F             1 RES     \\n     481 F          156.6522    88.2316    50.0910 F             1 RES     \\n     482 F          141.8848    84.2336    58.2110 F             1 RES     \\n     483 F          127.1166    80.2362    66.3309 F             1 RES     \\n     484 F          112.3491    76.2382    74.4509 F             1 RES     \\n     485 F           97.5817    72.2402    82.5708 F             1 RES     \\n     486 F          143.1699    99.0827    49.3868 F             1 RES     \\n     487 F          128.4024    95.0847    57.5068 F             1 RES     \\n     488 F          113.6349    91.0867    65.6268 F             1 RES     \\n     489 F           98.8675    87.0887    73.7467 F             1 RES     \\n     490 F           84.0993    83.0913    81.8667 F             1 RES     \\n     491 F          129.6882   109.9332    48.6827 F             1 RES     \\n     492 F          114.9208   105.9352    56.8027 F             1 RES     \\n     493 F          100.1526   101.9378    64.9226 F             1 RES     \\n     494 F           85.3851    97.9398    73.0426 F             1 RES     \\n     495 F           70.6177    93.9417    81.1625 F             1 RES     \\n     496 F          116.2058   120.7843    47.9785 F             1 RES     \\n     497 F          101.4384   116.7863    56.0985 F             1 RES     \\n     498 F           86.6709   112.7882    64.2185 F             1 RES     \\n     499 F           71.9035   108.7902    72.3384 F             1 RES     \\n     500 F           57.1353   104.7928    80.4584 F             1 RES     \\n     501 A          148.4939   381.7994    91.3590 A             1 RES     \\n     502 A          144.7952   389.1564    97.0329 A             1 RES     \\n     503 A          141.0964   396.5134   102.7069 A             1 RES     \\n     504 A          137.3977   403.8705   108.3808 A             1 RES     \\n     505 A          133.6990   411.2275   114.0547 A             1 RES     \\n     506 A          130.0002   418.5845   119.7287 A             1 RES     \\n     507 A          126.3015   425.9416   125.4026 A             1 RES     \\n     508 A          122.6027   433.2986   131.0765 A             1 RES     \\n     509 A          118.9040   440.6556   136.7504 A             1 RES     \\n     510 A          115.2052   448.0126   142.4244 A             1 RES     \\n     511 A          868.0172  1268.5458   933.2382 A             1 RES     \\n     512 A          867.8014  1266.0158   923.5660 A             1 RES     \\n     513 A          867.5857  1263.4857   913.8937 A             1 RES     \\n     514 A          867.3700  1260.9557   904.2215 A             1 RES     \\n     515 A          867.1543  1258.4257   894.5492 A             1 RES     \\n     516 A          866.9386  1255.8956   884.8770 A             1 RES     \\n     517 A          866.7229  1253.3656   875.2048 A             1 RES     \\n     518 A          866.5071  1250.8355   865.5325 A             1 RES     \\n     519 A          866.2914  1248.3055   855.8603 A             1 RES     \\n     520 A          866.0757  1245.7754   846.1880 A             1 RES     \\n     521 A          245.3073   137.0032   693.2869 A             1 RES     \\n     522 A          238.0693   135.4820   700.0172 A             1 RES     \\n     523 A          230.8313   133.9608   706.7475 A             1 RES     \\n     524 A          223.5933   132.4395   713.4778 A             1 RES     \\n     525 A          216.3553   130.9183   720.2081 A             1 RES     \\n     526 A          209.1173   129.3971   726.9385 A             1 RES     \\n     527 A          201.8793   127.8758   733.6688 A             1 RES     \\n     528 A          194.6413   126.3546   740.3991 A             1 RES     \\n     529 A          187.4033   124.8333   747.1294 A             1 RES     \\n     530 A          180.1652   123.3121   753.8597 A             1 RES     \\n     531 A          177.1421   333.0457    55.4969 A             1 RES     \\n     532 A          172.2377   326.0479    50.3029 A             1 RES     \\n     533 A          167.3332   319.0501    45.1090 A             1 RES     \\n     534 A          162.4288   312.0522    39.9151 A             1 RES     \\n     535 A          157.5244   305.0544    34.7212 A             1 RES     \\n     536 A          152.6200   298.0565    29.5272 A             1 RES     \\n     537 A          147.7156   291.0587    24.3333 A             1 RES     \\n     538 A          142.8111   284.0609    19.1394 A             1 RES     \\n     539 A          137.9067   277.0630    13.9454 A             1 RES     \\n     540 A          133.0023   270.0652     8.7515 A             1 RES     \\n     541 A          892.4325   408.0414   128.3089 A             1 RES     \\n     542 A          899.8230   401.5456   130.0938 A             1 RES     \\n     543 A          907.2134   395.0498   131.8788 A             1 RES     \\n     544 A          914.6039   388.5541   133.6638 A             1 RES     \\n     545 A          921.9943   382.0583   135.4488 A             1 RES     \\n     546 A          929.3848   375.5625   137.2337 A             1 RES     \\n     547 A          936.7752   369.0667   139.0187 A             1 RES     \\n     548 A          944.1657   362.5710   140.8037 A             1 RES     \\n     549 A          951.5561   356.0752   142.5887 A             1 RES     \\n     550 A          958.9466   349.5794   144.3736 A             1 RES     \\n     551 A           47.5580   281.3266   653.5901 A             1 RES     \\n     552 A           47.0896   281.2252   643.6016 A             1 RES     \\n     553 A           46.6213   281.1239   633.6131 A             1 RES     \\n     554 A           46.1530   281.0226   623.6246 A             1 RES     \\n     555 A           45.6847   280.9212   613.6361 A             1 RES     \\n     556 A           45.2164   280.8199   603.6475 A             1 RES     \\n     557 A           44.7481   280.7185   593.6590 A             1 RES     \\n     558 A           44.2798   280.6172   583.6705 A             1 RES     \\n     559 A           43.8115   280.5159   573.6820 A             1 RES     \\n     560 A           43.3432   280.4145   563.6935 A             1 RES     \\n     561 A          277.2631  1085.2575   381.8966 A             1 RES     \\n     562 A          278.6087  1078.5463   374.6062 A             1 RES     \\n     563 A          279.9543  1071.8352   367.3158 A             1 RES     \\n     564 A          281.2998  1065.1240   360.0254 A             1 RES     \\n     565 A          282.6454  1058.4129   352.7350 A             1 RES     \\n     566 A          283.9910  1051.7017   345.4446 A             1 RES     \\n     567 A          285.3365  1044.9906   338.1542 A             1 RES     \\n     568 A          286.6821  1038.2794   330.8638 A             1 RES     \\n     569 A          288.0277  1031.5683   323.5734 A             1 RES     \\n     570 A          289.3732  1024.8571   316.2830 A             1 RES     \\n     571 A          126.6968   273.5476   812.1695 A             1 RES     \\n     572 A          127.3125   272.7695   802.2188 A             1 RES     \\n     573 A          127.9281   271.9914   792.2682 A             1 RES     \\n     574 A          128.5437   271.2132   782.3175 A             1 RES     \\n     575 A          129.1593   270.4351   772.3669 A             1 RES     \\n     576 A          129.7749   269.6569   762.4162 A             1 RES     \\n     577 A          130.3905   268.8788   752.4655 A             1 RES     \\n     578 A          131.0061   268.1007   742.5149 A             1 RES     \\n     579 A          131.6217   267.3225   732.5642 A             1 RES     \\n     580 A          132.2373   266.5444   722.6136 A             1 RES     \\n     581 A           84.8992   100.9111    49.7992 A             1 RES     \\n     582 A           78.2490    93.4429    49.7622 A             1 RES     \\n     583 A           71.5988    85.9747    49.7253 A             1 RES     \\n     584 A           64.9486    78.5065    49.6883 A             1 RES     \\n     585 A           58.2985    71.0383    49.6513 A             1 RES     \\n     586 A           51.6483    63.5702    49.6143 A             1 RES     \\n     587 A           44.9981    56.1020    49.5773 A             1 RES     \\n     588 A           38.3479    48.6338    49.5403 A             1 RES     \\n     589 A           31.6977    41.1656    49.5033 A             1 RES     \\n     590 A           25.0475    33.6974    49.4663 A             1 RES     \\n     591 A          163.0223   464.5981   246.7497 A             1 RES     \\n     592 A          164.1649   472.8453   252.2885 A             1 RES     \\n     593 A          165.3075   481.0925   257.8273 A             1 RES     \\n     594 A          166.4500   489.3397   263.3661 A             1 RES     \\n     595 A          167.5926   497.5869   268.9048 A             1 RES     \\n     596 A          168.7352   505.8341   274.4436 A             1 RES     \\n     597 A          169.8777   514.0813   279.9824 A             1 RES     \\n     598 A          171.0203   522.3285   285.5212 A             1 RES     \\n     599 A          172.1629   530.5757   291.0600 A             1 RES     \\n     600 A          173.3054   538.8229   296.5987 A             1 RES     \\n     601 A          340.0720   455.0616   823.3354 A             1 RES     \\n     602 A          332.2732   458.0283   828.8469 A             1 RES     \\n     603 A          324.4744   460.9950   834.3585 A             1 RES     \\n     604 A          316.6756   463.9617   839.8701 A             1 RES     \\n     605 A          308.8768   466.9284   845.3816 A             1 RES     \\n     606 A          301.0780   469.8951   850.8932 A             1 RES     \\n     607 A          293.2792   472.8618   856.4048 A             1 RES     \\n     608 A          285.4804   475.8285   861.9164 A             1 RES     \\n     609 A          277.6816   478.7951   867.4279 A             1 RES     \\n     610 A          269.8828   481.7618   872.9395 A             1 RES     \\n     611 A           89.7941   153.1490   378.4266 A             1 RES     \\n     612 A           81.9586   151.2346   384.3375 A             1 RES     \\n     613 A           74.1231   149.3201   390.2485 A             1 RES     \\n     614 A           66.2875   147.4057   396.1594 A             1 RES     \\n     615 A           58.4520   145.4913   402.0703 A             1 RES     \\n     616 A           50.6164   143.5768   407.9813 A             1 RES     \\n     617 A           42.7809   141.6624   413.8922 A             1 RES     \\n     618 A           34.9454   139.7480   419.8032 A             1 RES     \\n     619 A           27.1098   137.8335   425.7141 A             1 RES     \\n     620 A           19.2743   135.9191   431.6251 A             1 RES     \\n     621 A          113.5183   360.5462   107.7358 A             1 RES     \\n     622 A          113.7300   357.5560   117.2759 A             1 RES     \\n     623 A          113.9417   354.5657   126.8160 A             1 RES     \\n     624 A          114.1534   351.5754   136.3561 A             1 RES     \\n     625 A          114.3651   348.5851   145.8962 A             1 RES     \\n     626 A          114.5768   345.5948   155.4363 A             1 RES     \\n     627 A          114.7885   342.6045   164.9764 A             1 RES     \\n     628 A          115.0002   339.6142   174.5165 A             1 RES     \\n     629 A          115.2119   336.6239   184.0566 A             1 RES     \\n     630 A          115.4236   333.6336   193.5967 A             1 RES     \\n     631 A          175.1258   128.8522   102.1882 A             1 RES     \\n     632 A          170.0518   126.4877   110.4745 A             1 RES     \\n     633 A          164.9777   124.1231   118.7608 A             1 RES     \\n     634 A          159.9037   121.7585   127.0471 A             1 RES     \\n     635 A          154.8297   119.3940   135.3334 A             1 RES     \\n     636 A          149.7557   117.0294   143.6198 A             1 RES     \\n     637 A          144.6816   114.6649   151.9061 A             1 RES     \\n     638 A          139.6076   112.3003   160.1924 A             1 RES     \\n     639 A          134.5336   109.9357   168.4787 A             1 RES     \\n     640 A          129.4595   107.5712   176.7650 A             1 RES     \\n     641 A          177.4601   817.7581   501.7084 A             1 RES     \\n     642 A          186.6423   815.5493   498.4209 A             1 RES     \\n     643 A          195.8246   813.3406   495.1334 A             1 RES     \\n     644 A          205.0069   811.1319   491.8459 A             1 RES     \\n     645 A          214.1891   808.9232   488.5584 A             1 RES     \\n     646 A          223.3714   806.7144   485.2709 A             1 RES     \\n     647 A          232.5536   804.5057   481.9834 A             1 RES     \\n     648 A          241.7359   802.2970   478.6959 A             1 RES     \\n     649 A          250.9182   800.0883   475.4084 A             1 RES     \\n     650 A          260.1004   797.8796   472.1209 A             1 RES     \\n     651 A          165.6710   450.1163   877.6105 A             1 RES     \\n     652 A          166.2990   451.0534   867.6743 A             1 RES     \\n     653 A          166.9270   451.9904   857.7381 A             1 RES     \\n     654 A          167.5551   452.9274   847.8019 A             1 RES     \\n     655 A          168.1831   453.8644   837.8658 A             1 RES     \\n     656 A          168.8111   454.8014   827.9296 A             1 RES     \\n     657 A          169.4391   455.7385   817.9934 A             1 RES     \\n     658 A          170.0672   456.6755   808.0572 A             1 RES     \\n     659 A          170.6952   457.6125   798.1211 A             1 RES     \\n     660 A          171.3232   458.5495   788.1849 A             1 RES     \\n     661 A          657.8637   502.2617   187.0805 A             1 RES     \\n     662 A          652.9503   500.6351   195.6369 A             1 RES     \\n     663 A          648.0369   499.0086   204.1934 A             1 RES     \\n     664 A          643.1235   497.3821   212.7499 A             1 RES     \\n     665 A          638.2101   495.7556   221.3063 A             1 RES     \\n     666 A          633.2968   494.1291   229.8628 A             1 RES     \\n     667 A          628.3834   492.5026   238.4192 A             1 RES     \\n     668 A          623.4700   490.8761   246.9757 A             1 RES     \\n     669 A          618.5566   489.2496   255.5322 A             1 RES     \\n     670 A          613.6432   487.6231   264.0886 A             1 RES     \\n     671 A          322.7235   794.9150   627.4546 A             1 RES     \\n     672 A          329.3021   793.0099   634.7411 A             1 RES     \\n     673 A          335.8807   791.1048   642.0276 A             1 RES     \\n     674 A          342.4594   789.1998   649.3140 A             1 RES     \\n     675 A          349.0380   787.2947   656.6005 A             1 RES     \\n     676 A          355.6166   785.3896   663.8869 A             1 RES     \\n     677 A          362.1952   783.4846   671.1734 A             1 RES     \\n     678 A          368.7738   781.5795   678.4598 A             1 RES     \\n     679 A          375.3525   779.6744   685.7463 A             1 RES     \\n     680 A          381.9311   777.7694   693.0328 A             1 RES     \\n     681 A           24.6926   507.5397    30.9923 A             1 RES     \\n     682 A           25.3918   507.7774    40.9650 A             1 RES     \\n     683 A           26.0909   508.0151    50.9377 A             1 RES     \\n     684 A           26.7900   508.2528    60.9104 A             1 RES     \\n     685 A           27.4892   508.4905    70.8831 A             1 RES     \\n     686 A           28.1883   508.7282    80.8558 A             1 RES     \\n     687 A           28.8875   508.9660    90.8285 A             1 RES     \\n     688 A           29.5866   509.2037   100.8012 A             1 RES     \\n     689 A           30.2857   509.4414   110.7739 A             1 RES     \\n     690 A           30.9849   509.6791   120.7466 A             1 RES     \\n     691 A          738.5465    82.5812     2.0076 A             1 RES     \\n     692 A          746.3345    76.8675     4.5964 A             1 RES     \\n     693 A          754.1225    71.1539     7.1852 A             1 RES     \\n     694 A          761.9104    65.4403     9.7740 A             1 RES     \\n     695 A          769.6984    59.7266    12.3628 A             1 RES     \\n     696 A          777.4864    54.0130    14.9515 A             1 RES     \\n     697 A          785.2744    48.2994    17.5403 A             1 RES     \\n     698 A          793.0623    42.5857    20.1291 A             1 RES     \\n     699 A          800.8503    36.8721    22.7179 A             1 RES     \\n     700 A          808.6383    31.1585    25.3067 A             1 RES     \\n     701 A           21.6617   810.3028    98.9657 A             1 RES     \\n     702 A           19.4772   819.2981    95.1825 A             1 RES     \\n     703 A           17.2928   828.2934    91.3993 A             1 RES     \\n     704 A           15.1083   837.2887    87.6161 A             1 RES     \\n     705 A           12.9238   846.2840    83.8329 A             1 RES     \\n     706 A           10.7393   855.2793    80.0497 A             1 RES     \\n     707 A            8.5549   864.2746    76.2665 A             1 RES     \\n     708 A            6.3704   873.2699    72.4833 A             1 RES     \\n     709 A            4.1859   882.2652    68.7001 A             1 RES     \\n     710 A            2.0014   891.2605    64.9169 A             1 RES     \\n     711 A          628.5100   101.8159   552.4557 A             1 RES     \\n     712 A          629.0083   111.4355   549.7694 A             1 RES     \\n     713 A          629.5066   121.0550   547.0831 A             1 RES     \\n     714 A          630.0049   130.6745   544.3968 A             1 RES     \\n     715 A          630.5032   140.2941   541.7105 A             1 RES     \\n     716 A          631.0015   149.9136   539.0242 A             1 RES     \\n     717 A          631.4998   159.5331   536.3379 A             1 RES     \\n     718 A          631.9981   169.1527   533.6516 A             1 RES     \\n     719 A          632.4964   178.7722   530.9652 A             1 RES     \\n     720 A          632.9947   188.3917   528.2789 A             1 RES     \\n     721 A          926.6325    46.8628   159.6882 A             1 RES     \\n     722 A          936.6249    46.8633   159.2988 A             1 RES     \\n     723 A          946.6174    46.8638   158.9094 A             1 RES     \\n     724 A          956.6098    46.8644   158.5199 A             1 RES     \\n     725 A          966.6022    46.8649   158.1305 A             1 RES     \\n     726 A          976.5946    46.8654   157.7410 A             1 RES     \\n     727 A          986.5870    46.8660   157.3516 A             1 RES     \\n     728 A          996.5794    46.8665   156.9622 A             1 RES     \\n     729 A         1006.5718    46.8670   156.5727 A             1 RES     \\n     730 A         1016.5643    46.8676   156.1833 A             1 RES     \\n     731 A          840.2294   224.7896   610.5086 A             1 RES     \\n     732 A          836.1876   233.4585   607.5908 A             1 RES     \\n     733 A          832.1458   242.1274   604.6730 A             1 RES     \\n     734 A          828.1039   250.7963   601.7552 A             1 RES     \\n     735 A          824.0621   259.4653   598.8374 A             1 RES     \\n     736 A          820.0203   268.1342   595.9196 A             1 RES     \\n     737 A          815.9785   276.8031   593.0018 A             1 RES     \\n     738 A          811.9366   285.4720   590.0840 A             1 RES     \\n     739 A          807.8948   294.1409   587.1662 A             1 RES     \\n     740 A          803.8530   302.8098   584.2484 A             1 RES     \\n     741 A         1065.3027    20.8059    42.2462 A             1 RES     \\n     742 A         1065.2125    18.7169    52.0251 A             1 RES     \\n     743 A         1065.1223    16.6279    61.8041 A             1 RES     \\n     744 A         1065.0321    14.5389    71.5831 A             1 RES     \\n     745 A         1064.9419    12.4499    81.3620 A             1 RES     \\n     746 A         1064.8517    10.3609    91.1410 A             1 RES     \\n     747 A         1064.7615     8.2719   100.9199 A             1 RES     \\n     748 A         1064.6713     6.1830   110.6989 A             1 RES     \\n     749 A         1064.5811     4.0940   120.4778 A             1 RES     \\n     750 A         1064.4909     2.0050   130.2568 A             1 RES     \\n     751 A         1068.5691   102.9223   214.2690 A             1 RES     \\n     752 A         1062.0447    96.4226   218.1659 A             1 RES     \\n     753 A         1055.5203    89.9229   222.0628 A             1 RES     \\n     754 A         1048.9958    83.4232   225.9597 A             1 RES     \\n     755 A         1042.4714    76.9235   229.8566 A             1 RES     \\n     756 A         1035.9470    70.4238   233.7535 A             1 RES     \\n     757 A         1029.4226    63.9241   237.6504 A             1 RES     \\n     758 A         1022.8982    57.4245   241.5473 A             1 RES     \\n     759 A         1016.3737    50.9248   245.4442 A             1 RES     \\n     760 A         1009.8493    44.4251   249.3412 A             1 RES     \\n     761 A          160.1328   270.9976     1.9892 A             1 RES     \\n     762 A          157.1552   280.5440     1.9911 A             1 RES     \\n     763 A          154.1775   290.0903     1.9929 A             1 RES     \\n     764 A          151.1998   299.6367     1.9948 A             1 RES     \\n     765 A          148.2221   309.1831     1.9966 A             1 RES     \\n     766 A          145.2444   318.7295     1.9985 A             1 RES     \\n     767 A          142.2668   328.2759     2.0004 A             1 RES     \\n     768 A          139.2891   337.8222     2.0022 A             1 RES     \\n     769 A          136.3114   347.3686     2.0041 A             1 RES     \\n     770 A          133.3337   356.9150     2.0059 A             1 RES     \\n     771 A         1083.1747   425.1304   527.2820 A             1 RES     \\n     772 A         1079.3981   420.3660   519.3424 A             1 RES     \\n     773 A         1075.6215   415.6016   511.4028 A             1 RES     \\n     774 A         1071.8449   410.8372   503.4632 A             1 RES     \\n     775 A         1068.0683   406.0728   495.5235 A             1 RES     \\n     776 A         1064.2918   401.3083   487.5839 A             1 RES     \\n     777 A         1060.5152   396.5439   479.6443 A             1 RES     \\n     778 A         1056.7386   391.7795   471.7047 A             1 RES     \\n     779 A         1052.9620   387.0151   463.7650 A             1 RES     \\n     780 A         1049.1854   382.2506   455.8254 A             1 RES     \\n     781 A          775.1424   683.3621    57.0556 A             1 RES     \\n     782 A          781.5797   678.9732    63.3244 A             1 RES     \\n     783 A          788.0171   674.5843    69.5932 A             1 RES     \\n     784 A          794.4545   670.1954    75.8620 A             1 RES     \\n     785 A          800.8919   665.8065    82.1308 A             1 RES     \\n     786 A          807.3293   661.4176    88.3995 A             1 RES     \\n     787 A          813.7667   657.0287    94.6683 A             1 RES     \\n     788 A          820.2041   652.6398   100.9371 A             1 RES     \\n     789 A          826.6415   648.2508   107.2059 A             1 RES     \\n     790 A          833.0788   643.8619   113.4746 A             1 RES     \\n     791 A          199.3044   807.3217   719.6487 A             1 RES     \\n     792 A          202.8104   809.5515   728.7446 A             1 RES     \\n     793 A          206.3165   811.7813   737.8405 A             1 RES     \\n     794 A          209.8225   814.0110   746.9365 A             1 RES     \\n     795 A          213.3286   816.2408   756.0324 A             1 RES     \\n     796 A          216.8346   818.4706   765.1283 A             1 RES     \\n     797 A          220.3407   820.7004   774.2242 A             1 RES     \\n     798 A          223.8467   822.9301   783.3201 A             1 RES     \\n     799 A          227.3528   825.1599   792.4160 A             1 RES     \\n     800 A          230.8588   827.3897   801.5120 A             1 RES     \\n     801 A           65.9636   525.2482   671.8268 A             1 RES     \\n     802 A           73.7947   526.2083   665.6826 A             1 RES     \\n     803 A           81.6258   527.1684   659.5384 A             1 RES     \\n     804 A           89.4570   528.1286   653.3941 A             1 RES     \\n     805 A           97.2881   529.0887   647.2499 A             1 RES     \\n     806 A          105.1192   530.0489   641.1056 A             1 RES     \\n     807 A          112.9503   531.0090   634.9614 A             1 RES     \\n     808 A          120.7815   531.9691   628.8172 A             1 RES     \\n     809 A          128.6126   532.9293   622.6729 A             1 RES     \\n     810 A          136.4437   533.8894   616.5287 A             1 RES     \\n     811 A          677.3414   476.0371   934.9966 A             1 RES     \\n     812 A          682.2479   478.2984   926.5815 A             1 RES     \\n     813 A          687.1543   480.5597   918.1664 A             1 RES     \\n     814 A          692.0607   482.8210   909.7514 A             1 RES     \\n     815 A          696.9672   485.0823   901.3363 A             1 RES     \\n     816 A          701.8736   487.3436   892.9212 A             1 RES     \\n     817 A          706.7801   489.6049   884.5061 A             1 RES     \\n     818 A          711.6865   491.8661   876.0911 A             1 RES     \\n     819 A          716.5929   494.1274   867.6760 A             1 RES     \\n     820 A          721.4994   496.3887   859.2609 A             1 RES     \\n     821 A          735.9821   597.4337   967.2446 A             1 RES     \\n     822 A          740.2654   592.9582   959.3946 A             1 RES     \\n     823 A          744.5487   588.4826   951.5445 A             1 RES     \\n     824 A          748.8319   584.0070   943.6945 A             1 RES     \\n     825 A          753.1152   579.5314   935.8445 A             1 RES     \\n     826 A          757.3985   575.0559   927.9945 A             1 RES     \\n     827 A          761.6818   570.5803   920.1445 A             1 RES     \\n     828 A          765.9651   566.1047   912.2945 A             1 RES     \\n     829 A          770.2483   561.6291   904.4445 A             1 RES     \\n     830 A          774.5316   557.1536   896.5944 A             1 RES     \\n     831 A         1040.5064   560.6768   688.7037 A             1 RES     \\n     832 A         1047.8059   562.8246   682.2149 A             1 RES     \\n     833 A         1055.1054   564.9724   675.7261 A             1 RES     \\n     834 A         1062.4049   567.1202   669.2373 A             1 RES     \\n     835 A         1069.7044   569.2680   662.7485 A             1 RES     \\n     836 A         1077.0038   571.4158   656.2597 A             1 RES     \\n     837 A         1084.3033   573.5636   649.7709 A             1 RES     \\n     838 A         1091.6028   575.7114   643.2821 A             1 RES     \\n     839 A         1098.9023   577.8592   636.7933 A             1 RES     \\n     840 A         1106.2018   580.0070   630.3045 A             1 RES     \\n     841 A          348.5658    36.0699   904.6792 A             1 RES     \\n     842 A          341.5747    40.3336   898.9393 A             1 RES     \\n     843 A          334.5836    44.5973   893.1995 A             1 RES     \\n     844 A          327.5925    48.8609   887.4597 A             1 RES     \\n     845 A          320.6014    53.1246   881.7199 A             1 RES     \\n     846 A          313.6103    57.3883   875.9801 A             1 RES     \\n     847 A          306.6192    61.6520   870.2402 A             1 RES     \\n     848 A          299.6281    65.9156   864.5004 A             1 RES     \\n     849 A          292.6369    70.1793   858.7606 A             1 RES     \\n     850 A          285.6458    74.4430   853.0208 A             1 RES     \\n     851 A          109.3069   273.1017   612.9790 A             1 RES     \\n     852 A          104.3770   264.8076   615.6068 A             1 RES     \\n     853 A           99.4472   256.5136   618.2346 A             1 RES     \\n     854 A           94.5173   248.2195   620.8624 A             1 RES     \\n     855 A           89.5875   239.9255   623.4902 A             1 RES     \\n     856 A           84.6576   231.6314   626.1180 A             1 RES     \\n     857 A           79.7278   223.3374   628.7458 A             1 RES     \\n     858 A           74.7979   215.0433   631.3736 A             1 RES     \\n     859 A           69.8681   206.7493   634.0014 A             1 RES     \\n     860 A           64.9383   198.4552   636.6292 A             1 RES     \\n     861 A          300.0635   164.5998    69.1649 A             1 RES     \\n     862 A          303.4202   157.3909    63.1016 A             1 RES     \\n     863 A          306.7769   150.1819    57.0384 A             1 RES     \\n     864 A          310.1336   142.9729    50.9751 A             1 RES     \\n     865 A          313.4903   135.7640    44.9118 A             1 RES     \\n     866 A          316.8469   128.5550    38.8485 A             1 RES     \\n     867 A          320.2036   121.3460    32.7852 A             1 RES     \\n     868 A          323.5603   114.1371    26.7219 A             1 RES     \\n     869 A          326.9170   106.9281    20.6586 A             1 RES     \\n     870 A          330.2737    99.7191    14.5953 A             1 RES     \\n     871 A           86.9291   865.0873   100.3235 A             1 RES     \\n     872 A           81.2024   861.4969   107.6933 A             1 RES     \\n     873 A           75.4757   857.9066   115.0631 A             1 RES     \\n     874 A           69.7490   854.3162   122.4329 A             1 RES     \\n     875 A           64.0223   850.7259   129.8027 A             1 RES     \\n     876 A           58.2955   847.1355   137.1726 A             1 RES     \\n     877 A           52.5688   843.5451   144.5424 A             1 RES     \\n     878 A           46.8421   839.9548   151.9122 A             1 RES     \\n     879 A           41.1154   836.3644   159.2820 A             1 RES     \\n     880 A           35.3887   832.7741   166.6518 A             1 RES     \\n     881 A          721.4403   108.0378    52.4931 A             1 RES     \\n     882 A          731.3225   107.9806    50.9640 A             1 RES     \\n     883 A          741.2048   107.9235    49.4349 A             1 RES     \\n     884 A          751.0870   107.8664    47.9059 A             1 RES     \\n     885 A          760.9693   107.8093    46.3768 A             1 RES     \\n     886 A          770.8515   107.7522    44.8477 A             1 RES     \\n     887 A          780.7337   107.6951    43.3186 A             1 RES     \\n     888 A          790.6160   107.6380    41.7896 A             1 RES     \\n     889 A          800.4982   107.5809    40.2605 A             1 RES     \\n     890 A          810.3805   107.5238    38.7314 A             1 RES     \\n     891 A          150.9521  1019.9766   131.8878 A             1 RES     \\n     892 A          154.1689  1010.8606   129.3284 A             1 RES     \\n     893 A          157.3857  1001.7446   126.7690 A             1 RES     \\n     894 A          160.6025   992.6286   124.2097 A             1 RES     \\n     895 A          163.8192   983.5125   121.6503 A             1 RES     \\n     896 A          167.0360   974.3965   119.0909 A             1 RES     \\n     897 A          170.2528   965.2805   116.5315 A             1 RES     \\n     898 A          173.4696   956.1645   113.9721 A             1 RES     \\n     899 A          176.6864   947.0485   111.4127 A             1 RES     \\n     900 A          179.9032   937.9324   108.8533 A             1 RES     \\n     901 A          345.4427   225.0212   921.4307 A             1 RES     \\n     902 A          347.0744   219.3053   929.4723 A             1 RES     \\n     903 A          348.7061   213.5894   937.5138 A             1 RES     \\n     904 A          350.3378   207.8736   945.5554 A             1 RES     \\n     905 A          351.9694   202.1577   953.5969 A             1 RES     \\n     906 A          353.6011   196.4418   961.6385 A             1 RES     \\n     907 A          355.2328   190.7260   969.6800 A             1 RES     \\n     908 A          356.8645   185.0101   977.7216 A             1 RES     \\n     909 A          358.4962   179.2942   985.7631 A             1 RES     \\n     910 A          360.1279   173.5784   993.8046 A             1 RES     \\n     911 A          850.8448    28.9578   585.8879 A             1 RES     \\n     912 A          846.1439    29.0824   577.0627 A             1 RES     \\n     913 A          841.4429    29.2070   568.2374 A             1 RES     \\n     914 A          836.7419    29.3315   559.4121 A             1 RES     \\n     915 A          832.0410    29.4561   550.5869 A             1 RES     \\n     916 A          827.3400    29.5807   541.7616 A             1 RES     \\n     917 A          822.6390    29.7053   532.9363 A             1 RES     \\n     918 A          817.9381    29.8299   524.1110 A             1 RES     \\n     919 A          813.2371    29.9545   515.2858 A             1 RES     \\n     920 A          808.5361    30.0790   506.4605 A             1 RES     \\n     921 A          456.3796   780.4164   402.3802 A             1 RES     \\n     922 A          456.8656   779.6964   412.3424 A             1 RES     \\n     923 A          457.3517   778.9764   422.3046 A             1 RES     \\n     924 A          457.8378   778.2565   432.2668 A             1 RES     \\n     925 A          458.3238   777.5365   442.2290 A             1 RES     \\n     926 A          458.8099   776.8165   452.1912 A             1 RES     \\n     927 A          459.2960   776.0965   462.1534 A             1 RES     \\n     928 A          459.7821   775.3765   472.1156 A             1 RES     \\n     929 A          460.2681   774.6566   482.0778 A             1 RES     \\n     930 A          460.7542   773.9366   492.0400 A             1 RES     \\n     931 A          234.5538   855.4879    85.3993 A             1 RES     \\n     932 A          235.8463   863.7989    90.8081 A             1 RES     \\n     933 A          237.1388   872.1100    96.2170 A             1 RES     \\n     934 A          238.4313   880.4210   101.6259 A             1 RES     \\n     935 A          239.7239   888.7321   107.0348 A             1 RES     \\n     936 A          241.0164   897.0431   112.4436 A             1 RES     \\n     937 A          242.3089   905.3541   117.8525 A             1 RES     \\n     938 A          243.6014   913.6652   123.2614 A             1 RES     \\n     939 A          244.8939   921.9762   128.6703 A             1 RES     \\n     940 A          246.1864   930.2873   134.0792 A             1 RES     \\n     941 A          408.2053   946.7129   294.4128 A             1 RES     \\n     942 A          408.1227   951.1651   303.3666 A             1 RES     \\n     943 A          408.0400   955.6174   312.3205 A             1 RES     \\n     944 A          407.9574   960.0696   321.2743 A             1 RES     \\n     945 A          407.8748   964.5218   330.2281 A             1 RES     \\n     946 A          407.7922   968.9740   339.1819 A             1 RES     \\n     947 A          407.7096   973.4262   348.1358 A             1 RES     \\n     948 A          407.6270   977.8784   357.0896 A             1 RES     \\n     949 A          407.5444   982.3306   366.0434 A             1 RES     \\n     950 A          407.4617   986.7829   374.9972 A             1 RES     \\n     951 A          617.2445    44.1610   727.0160 A             1 RES     \\n     952 A          615.8809    45.3701   736.8485 A             1 RES     \\n     953 A          614.5173    46.5792   746.6810 A             1 RES     \\n     954 A          613.1536    47.7884   756.5136 A             1 RES     \\n     955 A          611.7900    48.9975   766.3461 A             1 RES     \\n     956 A          610.4264    50.2066   776.1786 A             1 RES     \\n     957 A          609.0628    51.4158   786.0111 A             1 RES     \\n     958 A          607.6991    52.6249   795.8437 A             1 RES     \\n     959 A          606.3355    53.8340   805.6762 A             1 RES     \\n     960 A          604.9719    55.0432   815.5087 A             1 RES     \\n     961 A          237.9646   323.0600   636.5056 A             1 RES     \\n     962 A          235.7079   323.3277   626.7672 A             1 RES     \\n     963 A          233.4512   323.5954   617.0289 A             1 RES     \\n     964 A          231.1944   323.8630   607.2905 A             1 RES     \\n     965 A          228.9377   324.1307   597.5522 A             1 RES     \\n     966 A          226.6810   324.3984   587.8138 A             1 RES     \\n     967 A          224.4242   324.6660   578.0755 A             1 RES     \\n     968 A          222.1675   324.9337   568.3371 A             1 RES     \\n     969 A          219.9108   325.2014   558.5988 A             1 RES     \\n     970 A          217.6540   325.4690   548.8604 A             1 RES     \\n     971 A          173.5786   340.0286   943.4374 A             1 RES     \\n     972 A          170.0400   332.0570   948.3293 A             1 RES     \\n     973 A          166.5014   324.0853   953.2212 A             1 RES     \\n     974 A          162.9629   316.1136   958.1131 A             1 RES     \\n     975 A          159.4243   308.1419   963.0050 A             1 RES     \\n     976 A          155.8857   300.1703   967.8970 A             1 RES     \\n     977 A          152.3471   292.1986   972.7889 A             1 RES     \\n     978 A          148.8085   284.2269   977.6808 A             1 RES     \\n     979 A          145.2699   276.2553   982.5727 A             1 RES     \\n     980 A          141.7314   268.2836   987.4646 A             1 RES     \\n     981 A           19.1033   485.2111   315.5906 A             1 RES     \\n     982 A           19.4165   479.8263   307.1700 A             1 RES     \\n     983 A           19.7296   474.4416   298.7495 A             1 RES     \\n     984 A           20.0428   469.0568   290.3289 A             1 RES     \\n     985 A           20.3560   463.6721   281.9083 A             1 RES     \\n     986 A           20.6691   458.2873   273.4877 A             1 RES     \\n     987 A           20.9823   452.9025   265.0671 A             1 RES     \\n     988 A           21.2954   447.5178   256.6465 A             1 RES     \\n     989 A           21.6086   442.1330   248.2259 A             1 RES     \\n     990 A           21.9217   436.7482   239.8054 A             1 RES     \\n     991 A         1034.0488    54.0020   393.8979 A             1 RES     \\n     992 A         1031.1306    63.5136   392.8911 A             1 RES     \\n     993 A         1028.2125    73.0252   391.8843 A             1 RES     \\n     994 A         1025.2943    82.5368   390.8775 A             1 RES     \\n     995 A         1022.3762    92.0485   389.8707 A             1 RES     \\n     996 A         1019.4580   101.5601   388.8639 A             1 RES     \\n     997 A         1016.5399   111.0717   387.8571 A             1 RES     \\n     998 A         1013.6217   120.5833   386.8503 A             1 RES     \\n     999 A         1010.7036   130.0949   385.8435 A             1 RES     \\n    1000 A         1007.7854   139.6065   384.8368 A             1 RES     \\n    1001 A          576.8330  1047.4416   165.0573 A             1 RES     \\n    1002 A          584.6870  1045.2771   170.8564 A             1 RES     \\n    1003 A          592.5410  1043.1127   176.6555 A             1 RES     \\n    1004 A          600.3950  1040.9482   182.4546 A             1 RES     \\n    1005 A          608.2490  1038.7838   188.2537 A             1 RES     \\n    1006 A          616.1030  1036.6193   194.0528 A             1 RES     \\n    1007 A          623.9571  1034.4549   199.8519 A             1 RES     \\n    1008 A          631.8111  1032.2904   205.6510 A             1 RES     \\n    1009 A          639.6651  1030.1260   211.4501 A             1 RES     \\n    1010 A          647.5191  1027.9615   217.2492 A             1 RES     \\n    1011 A          449.2077     3.9472   815.0333 A             1 RES     \\n    1012 A          445.1683     4.8175   805.9270 A             1 RES     \\n    1013 A          441.1289     5.6879   796.8206 A             1 RES     \\n    1014 A          437.0895     6.5583   787.7143 A             1 RES     \\n    1015 A          433.0501     7.4287   778.6079 A             1 RES     \\n    1016 A          429.0107     8.2991   769.5016 A             1 RES     \\n    1017 A          424.9713     9.1694   760.3952 A             1 RES     \\n    1018 A          420.9319    10.0398   751.2889 A             1 RES     \\n    1019 A          416.8925    10.9102   742.1825 A             1 RES     \\n    1020 A          412.8532    11.7806   733.0761 A             1 RES     \\n    1021 A          121.3983   102.6691   830.9814 A             1 RES     \\n    1022 A          124.5653    94.6874   825.8567 A             1 RES     \\n    1023 A          127.7323    86.7057   820.7320 A             1 RES     \\n    1024 A          130.8993    78.7240   815.6073 A             1 RES     \\n    1025 A          134.0663    70.7424   810.4826 A             1 RES     \\n    1026 A          137.2333    62.7607   805.3579 A             1 RES     \\n    1027 A          140.4003    54.7790   800.2332 A             1 RES     \\n    1028 A          143.5673    46.7973   795.1084 A             1 RES     \\n    1029 A          146.7343    38.8156   789.9837 A             1 RES     \\n    1030 A          149.9013    30.8339   784.8590 A             1 RES     \\n    1031 A          277.7144   911.2488    45.4478 A             1 RES     \\n    1032 A          282.4166   918.9159    41.0770 A             1 RES     \\n    1033 A          287.1189   926.5830    36.7061 A             1 RES     \\n    1034 A          291.8211   934.2501    32.3353 A             1 RES     \\n    1035 A          296.5234   941.9172    27.9644 A             1 RES     \\n    1036 A          301.2257   949.5843    23.5936 A             1 RES     \\n    1037 A          305.9279   957.2514    19.2227 A             1 RES     \\n    1038 A          310.6302   964.9185    14.8519 A             1 RES     \\n    1039 A          315.3324   972.5856    10.4810 A             1 RES     \\n    1040 A          320.0347   980.2527     6.1102 A             1 RES     \\n    1041 A          914.3873   911.4998     2.0000 A             1 RES     \\n    1042 A          904.5251   909.8458     2.0000 A             1 RES     \\n    1043 A          894.6628   908.1919     2.0000 A             1 RES     \\n    1044 A          884.8005   906.5379     2.0000 A             1 RES     \\n    1045 A          874.9383   904.8839     2.0000 A             1 RES     \\n    1046 A          865.0760   903.2299     2.0000 A             1 RES     \\n    1047 A          855.2137   901.5759     2.0000 A             1 RES     \\n    1048 A          845.3515   899.9219     2.0000 A             1 RES     \\n    1049 A          835.4892   898.2679     2.0000 A             1 RES     \\n    1050 A          825.6269   896.6140     2.0000 A             1 RES     \\n    1051 A          612.0503   108.8256   357.7422 A             1 RES     \\n    1052 A          609.9128    99.4626   360.5285 A             1 RES     \\n    1053 A          607.7752    90.0995   363.3149 A             1 RES     \\n    1054 A          605.6377    80.7364   366.1013 A             1 RES     \\n    1055 A          603.5001    71.3734   368.8876 A             1 RES     \\n    1056 A          601.3626    62.0103   371.6740 A             1 RES     \\n    1057 A          599.2250    52.6472   374.4603 A             1 RES     \\n    1058 A          597.0875    43.2841   377.2467 A             1 RES     \\n    1059 A          594.9499    33.9211   380.0330 A             1 RES     \\n    1060 A          592.8123    24.5580   382.8194 A             1 RES     \\n    1061 A           84.8928   300.7278   673.8799 A             1 RES     \\n    1062 A           94.4116   299.2254   676.5511 A             1 RES     \\n    1063 A          103.9304   297.7231   679.2224 A             1 RES     \\n    1064 A          113.4492   296.2208   681.8936 A             1 RES     \\n    1065 A          122.9680   294.7184   684.5649 A             1 RES     \\n    1066 A          132.4868   293.2161   687.2361 A             1 RES     \\n    1067 A          142.0055   291.7138   689.9074 A             1 RES     \\n    1068 A          151.5243   290.2114   692.5786 A             1 RES     \\n    1069 A          161.0431   288.7091   695.2499 A             1 RES     \\n    1070 A          170.5619   287.2068   697.9211 A             1 RES     \\n    1071 A           49.6880   112.9434    34.3062 A             1 RES     \\n    1072 A           54.6463   107.9321    41.3986 A             1 RES     \\n    1073 A           59.6046   102.9209    48.4911 A             1 RES     \\n    1074 A           64.5628    97.9096    55.5836 A             1 RES     \\n    1075 A           69.5211    92.8984    62.6760 A             1 RES     \\n    1076 A           74.4793    87.8872    69.7685 A             1 RES     \\n    1077 A           79.4376    82.8759    76.8610 A             1 RES     \\n    1078 A           84.3959    77.8647    83.9534 A             1 RES     \\n    1079 A           89.3541    72.8534    91.0459 A             1 RES     \\n    1080 A           94.3124    67.8422    98.1384 A             1 RES     \\n    1081 A          260.4689   373.6371   368.8895 A             1 RES     \\n    1082 A          261.7238   373.5473   378.8101 A             1 RES     \\n    1083 A          262.9786   373.4575   388.7306 A             1 RES     \\n    1084 A          264.2335   373.3677   398.6512 A             1 RES     \\n    1085 A          265.4884   373.2779   408.5717 A             1 RES     \\n    1086 A          266.7432   373.1881   418.4923 A             1 RES     \\n    1087 A          267.9981   373.0983   428.4128 A             1 RES     \\n    1088 A          269.2529   373.0085   438.3334 A             1 RES     \\n    1089 A          270.5078   372.9187   448.2539 A             1 RES     \\n    1090 A          271.7627   372.8289   458.1745 A             1 RES     \\n    1091 A         1051.3494   449.4030   276.1640 A             1 RES     \\n    1092 A         1044.2076   455.2012   280.0852 A             1 RES     \\n    1093 A         1037.0659   460.9993   284.0064 A             1 RES     \\n    1094 A         1029.9241   466.7975   287.9277 A             1 RES     \\n    1095 A         1022.7823   472.5957   291.8489 A             1 RES     \\n    1096 A         1015.6405   478.3938   295.7702 A             1 RES     \\n    1097 A         1008.4987   484.1920   299.6914 A             1 RES     \\n    1098 A         1001.3569   489.9902   303.6126 A             1 RES     \\n    1099 A          994.2151   495.7884   307.5339 A             1 RES     \\n    1100 A          987.0734   501.5865   311.4551 A             1 RES     \\n    1101 A          377.3298   974.7377   254.2643 A             1 RES     \\n    1102 A          369.5725   968.9022   256.6666 A             1 RES     \\n    1103 A          361.8152   963.0666   259.0689 A             1 RES     \\n    1104 A          354.0580   957.2311   261.4711 A             1 RES     \\n    1105 A          346.3007   951.3955   263.8734 A             1 RES     \\n    1106 A          338.5434   945.5600   266.2757 A             1 RES     \\n    1107 A          330.7861   939.7244   268.6780 A             1 RES     \\n    1108 A          323.0288   933.8889   271.0803 A             1 RES     \\n    1109 A          315.2716   928.0533   273.4826 A             1 RES     \\n    1110 A          307.5143   922.2178   275.8849 A             1 RES     \\n@<TRIPOS>BOND\\n       1        1       26 1\\n       2        2       26 1\\n       3        2       27 1\\n       4        3       27 1\\n       5        3       28 1\\n       6        4       28 1\\n       7        4       29 1\\n       8        5       29 1\\n       9        5       30 1\\n      10        6       26 1\\n      11        6       31 1\\n      12        7       27 1\\n      13        7       31 1\\n      14        7       32 1\\n      15        8       28 1\\n      16        8       32 1\\n      17        8       33 1\\n      18        9       29 1\\n      19        9       33 1\\n      20        9       34 1\\n      21       10       30 1\\n      22       10       34 1\\n      23       10       35 1\\n      24       11       31 1\\n      25       11       36 1\\n      26       12       32 1\\n      27       12       36 1\\n      28       12       37 1\\n      29       13       33 1\\n      30       13       37 1\\n      31       13       38 1\\n      32       14       34 1\\n      33       14       38 1\\n      34       14       39 1\\n      35       15       35 1\\n      36       15       39 1\\n      37       15       40 1\\n      38       16       36 1\\n      39       16       41 1\\n      40       17       37 1\\n      41       17       41 1\\n      42       17       42 1\\n      43       18       38 1\\n      44       18       42 1\\n      45       18       43 1\\n      46       19       39 1\\n      47       19       43 1\\n      48       19       44 1\\n      49       20       40 1\\n      50       20       44 1\\n      51       20       45 1\\n      52       21       41 1\\n      53       21       46 1\\n      54       22       42 1\\n      55       22       46 1\\n      56       22       47 1\\n      57       23       43 1\\n      58       23       47 1\\n      59       23       48 1\\n      60       24       44 1\\n      61       24       48 1\\n      62       24       49 1\\n      63       25       45 1\\n      64       25       49 1\\n      65       25       50 1\\n      66       51       76 1\\n      67       52       76 1\\n      68       52       77 1\\n      69       53       77 1\\n      70       53       78 1\\n      71       54       78 1\\n      72       54       79 1\\n      73       55       79 1\\n      74       55       80 1\\n      75       56       76 1\\n      76       56       81 1\\n      77       57       77 1\\n      78       57       81 1\\n      79       57       82 1\\n      80       58       78 1\\n      81       58       82 1\\n      82       58       83 1\\n      83       59       79 1\\n      84       59       83 1\\n      85       59       84 1\\n      86       60       80 1\\n      87       60       84 1\\n      88       60       85 1\\n      89       61       81 1\\n      90       61       86 1\\n      91       62       82 1\\n      92       62       86 1\\n      93       62       87 1\\n      94       63       83 1\\n      95       63       87 1\\n      96       63       88 1\\n      97       64       84 1\\n      98       64       88 1\\n      99       64       89 1\\n     100       65       85 1\\n     101       65       89 1\\n     102       65       90 1\\n     103       66       86 1\\n     104       66       91 1\\n     105       67       87 1\\n     106       67       91 1\\n     107       67       92 1\\n     108       68       88 1\\n     109       68       92 1\\n     110       68       93 1\\n     111       69       89 1\\n     112       69       93 1\\n     113       69       94 1\\n     114       70       90 1\\n     115       70       94 1\\n     116       70       95 1\\n     117       71       91 1\\n     118       71       96 1\\n     119       72       92 1\\n     120       72       96 1\\n     121       72       97 1\\n     122       73       93 1\\n     123       73       97 1\\n     124       73       98 1\\n     125       74       94 1\\n     126       74       98 1\\n     127       74       99 1\\n     128       75       95 1\\n     129       75       99 1\\n     130       75      100 1\\n     131      101      126 1\\n     132      102      126 1\\n     133      102      127 1\\n     134      103      127 1\\n     135      103      128 1\\n     136      104      128 1\\n     137      104      129 1\\n     138      105      129 1\\n     139      105      130 1\\n     140      106      126 1\\n     141      106      131 1\\n     142      107      127 1\\n     143      107      131 1\\n     144      107      132 1\\n     145      108      128 1\\n     146      108      132 1\\n     147      108      133 1\\n     148      109      129 1\\n     149      109      133 1\\n     150      109      134 1\\n     151      110      130 1\\n     152      110      134 1\\n     153      110      135 1\\n     154      111      131 1\\n     155      111      136 1\\n     156      112      132 1\\n     157      112      136 1\\n     158      112      137 1\\n     159      113      133 1\\n     160      113      137 1\\n     161      113      138 1\\n     162      114      134 1\\n     163      114      138 1\\n     164      114      139 1\\n     165      115      135 1\\n     166      115      139 1\\n     167      115      140 1\\n     168      116      136 1\\n     169      116      141 1\\n     170      117      137 1\\n     171      117      141 1\\n     172      117      142 1\\n     173      118      138 1\\n     174      118      142 1\\n     175      118      143 1\\n     176      119      139 1\\n     177      119      143 1\\n     178      119      144 1\\n     179      120      140 1\\n     180      120      144 1\\n     181      120      145 1\\n     182      121      141 1\\n     183      121      146 1\\n     184      122      142 1\\n     185      122      146 1\\n     186      122      147 1\\n     187      123      143 1\\n     188      123      147 1\\n     189      123      148 1\\n     190      124      144 1\\n     191      124      148 1\\n     192      124      149 1\\n     193      125      145 1\\n     194      125      149 1\\n     195      125      150 1\\n     196      151      176 1\\n     197      152      176 1\\n     198      152      177 1\\n     199      153      177 1\\n     200      153      178 1\\n     201      154      178 1\\n     202      154      179 1\\n     203      155      179 1\\n     204      155      180 1\\n     205      156      176 1\\n     206      156      181 1\\n     207      157      177 1\\n     208      157      181 1\\n     209      157      182 1\\n     210      158      178 1\\n     211      158      182 1\\n     212      158      183 1\\n     213      159      179 1\\n     214      159      183 1\\n     215      159      184 1\\n     216      160      180 1\\n     217      160      184 1\\n     218      160      185 1\\n     219      161      181 1\\n     220      161      186 1\\n     221      162      182 1\\n     222      162      186 1\\n     223      162      187 1\\n     224      163      183 1\\n     225      163      187 1\\n     226      163      188 1\\n     227      164      184 1\\n     228      164      188 1\\n     229      164      189 1\\n     230      165      185 1\\n     231      165      189 1\\n     232      165      190 1\\n     233      166      186 1\\n     234      166      191 1\\n     235      167      187 1\\n     236      167      191 1\\n     237      167      192 1\\n     238      168      188 1\\n     239      168      192 1\\n     240      168      193 1\\n     241      169      189 1\\n     242      169      193 1\\n     243      169      194 1\\n     244      170      190 1\\n     245      170      194 1\\n     246      170      195 1\\n     247      171      191 1\\n     248      171      196 1\\n     249      172      192 1\\n     250      172      196 1\\n     251      172      197 1\\n     252      173      193 1\\n     253      173      197 1\\n     254      173      198 1\\n     255      174      194 1\\n     256      174      198 1\\n     257      174      199 1\\n     258      175      195 1\\n     259      175      199 1\\n     260      175      200 1\\n     261      201      226 1\\n     262      202      226 1\\n     263      202      227 1\\n     264      203      227 1\\n     265      203      228 1\\n     266      204      228 1\\n     267      204      229 1\\n     268      205      229 1\\n     269      205      230 1\\n     270      206      226 1\\n     271      206      231 1\\n     272      207      227 1\\n     273      207      231 1\\n     274      207      232 1\\n     275      208      228 1\\n     276      208      232 1\\n     277      208      233 1\\n     278      209      229 1\\n     279      209      233 1\\n     280      209      234 1\\n     281      210      230 1\\n     282      210      234 1\\n     283      210      235 1\\n     284      211      231 1\\n     285      211      236 1\\n     286      212      232 1\\n     287      212      236 1\\n     288      212      237 1\\n     289      213      233 1\\n     290      213      237 1\\n     291      213      238 1\\n     292      214      234 1\\n     293      214      238 1\\n     294      214      239 1\\n     295      215      235 1\\n     296      215      239 1\\n     297      215      240 1\\n     298      216      236 1\\n     299      216      241 1\\n     300      217      237 1\\n     301      217      241 1\\n     302      217      242 1\\n     303      218      238 1\\n     304      218      242 1\\n     305      218      243 1\\n     306      219      239 1\\n     307      219      243 1\\n     308      219      244 1\\n     309      220      240 1\\n     310      220      244 1\\n     311      220      245 1\\n     312      221      241 1\\n     313      221      246 1\\n     314      222      242 1\\n     315      222      246 1\\n     316      222      247 1\\n     317      223      243 1\\n     318      223      247 1\\n     319      223      248 1\\n     320      224      244 1\\n     321      224      248 1\\n     322      224      249 1\\n     323      225      245 1\\n     324      225      249 1\\n     325      225      250 1\\n     326      251      276 1\\n     327      252      276 1\\n     328      252      277 1\\n     329      253      277 1\\n     330      253      278 1\\n     331      254      278 1\\n     332      254      279 1\\n     333      255      279 1\\n     334      255      280 1\\n     335      256      276 1\\n     336      256      281 1\\n     337      257      277 1\\n     338      257      281 1\\n     339      257      282 1\\n     340      258      278 1\\n     341      258      282 1\\n     342      258      283 1\\n     343      259      279 1\\n     344      259      283 1\\n     345      259      284 1\\n     346      260      280 1\\n     347      260      284 1\\n     348      260      285 1\\n     349      261      281 1\\n     350      261      286 1\\n     351      262      282 1\\n     352      262      286 1\\n     353      262      287 1\\n     354      263      283 1\\n     355      263      287 1\\n     356      263      288 1\\n     357      264      284 1\\n     358      264      288 1\\n     359      264      289 1\\n     360      265      285 1\\n     361      265      289 1\\n     362      265      290 1\\n     363      266      286 1\\n     364      266      291 1\\n     365      267      287 1\\n     366      267      291 1\\n     367      267      292 1\\n     368      268      288 1\\n     369      268      292 1\\n     370      268      293 1\\n     371      269      289 1\\n     372      269      293 1\\n     373      269      294 1\\n     374      270      290 1\\n     375      270      294 1\\n     376      270      295 1\\n     377      271      291 1\\n     378      271      296 1\\n     379      272      292 1\\n     380      272      296 1\\n     381      272      297 1\\n     382      273      293 1\\n     383      273      297 1\\n     384      273      298 1\\n     385      274      294 1\\n     386      274      298 1\\n     387      274      299 1\\n     388      275      295 1\\n     389      275      299 1\\n     390      275      300 1\\n     391      301      326 1\\n     392      302      326 1\\n     393      302      327 1\\n     394      303      327 1\\n     395      303      328 1\\n     396      304      328 1\\n     397      304      329 1\\n     398      305      329 1\\n     399      305      330 1\\n     400      306      326 1\\n     401      306      331 1\\n     402      307      327 1\\n     403      307      331 1\\n     404      307      332 1\\n     405      308      328 1\\n     406      308      332 1\\n     407      308      333 1\\n     408      309      329 1\\n     409      309      333 1\\n     410      309      334 1\\n     411      310      330 1\\n     412      310      334 1\\n     413      310      335 1\\n     414      311      331 1\\n     415      311      336 1\\n     416      312      332 1\\n     417      312      336 1\\n     418      312      337 1\\n     419      313      333 1\\n     420      313      337 1\\n     421      313      338 1\\n     422      314      334 1\\n     423      314      338 1\\n     424      314      339 1\\n     425      315      335 1\\n     426      315      339 1\\n     427      315      340 1\\n     428      316      336 1\\n     429      316      341 1\\n     430      317      337 1\\n     431      317      341 1\\n     432      317      342 1\\n     433      318      338 1\\n     434      318      342 1\\n     435      318      343 1\\n     436      319      339 1\\n     437      319      343 1\\n     438      319      344 1\\n     439      320      340 1\\n     440      320      344 1\\n     441      320      345 1\\n     442      321      341 1\\n     443      321      346 1\\n     444      322      342 1\\n     445      322      346 1\\n     446      322      347 1\\n     447      323      343 1\\n     448      323      347 1\\n     449      323      348 1\\n     450      324      344 1\\n     451      324      348 1\\n     452      324      349 1\\n     453      325      345 1\\n     454      325      349 1\\n     455      325      350 1\\n     456      351      376 1\\n     457      352      376 1\\n     458      352      377 1\\n     459      353      377 1\\n     460      353      378 1\\n     461      354      378 1\\n     462      354      379 1\\n     463      355      379 1\\n     464      355      380 1\\n     465      356      376 1\\n     466      356      381 1\\n     467      357      377 1\\n     468      357      381 1\\n     469      357      382 1\\n     470      358      378 1\\n     471      358      382 1\\n     472      358      383 1\\n     473      359      379 1\\n     474      359      383 1\\n     475      359      384 1\\n     476      360      380 1\\n     477      360      384 1\\n     478      360      385 1\\n     479      361      381 1\\n     480      361      386 1\\n     481      362      382 1\\n     482      362      386 1\\n     483      362      387 1\\n     484      363      383 1\\n     485      363      387 1\\n     486      363      388 1\\n     487      364      384 1\\n     488      364      388 1\\n     489      364      389 1\\n     490      365      385 1\\n     491      365      389 1\\n     492      365      390 1\\n     493      366      386 1\\n     494      366      391 1\\n     495      367      387 1\\n     496      367      391 1\\n     497      367      392 1\\n     498      368      388 1\\n     499      368      392 1\\n     500      368      393 1\\n     501      369      389 1\\n     502      369      393 1\\n     503      369      394 1\\n     504      370      390 1\\n     505      370      394 1\\n     506      370      395 1\\n     507      371      391 1\\n     508      371      396 1\\n     509      372      392 1\\n     510      372      396 1\\n     511      372      397 1\\n     512      373      393 1\\n     513      373      397 1\\n     514      373      398 1\\n     515      374      394 1\\n     516      374      398 1\\n     517      374      399 1\\n     518      375      395 1\\n     519      375      399 1\\n     520      375      400 1\\n     521      401      426 1\\n     522      402      426 1\\n     523      402      427 1\\n     524      403      427 1\\n     525      403      428 1\\n     526      404      428 1\\n     527      404      429 1\\n     528      405      429 1\\n     529      405      430 1\\n     530      406      426 1\\n     531      406      431 1\\n     532      407      427 1\\n     533      407      431 1\\n     534      407      432 1\\n     535      408      428 1\\n     536      408      432 1\\n     537      408      433 1\\n     538      409      429 1\\n     539      409      433 1\\n     540      409      434 1\\n     541      410      430 1\\n     542      410      434 1\\n     543      410      435 1\\n     544      411      431 1\\n     545      411      436 1\\n     546      412      432 1\\n     547      412      436 1\\n     548      412      437 1\\n     549      413      433 1\\n     550      413      437 1\\n     551      413      438 1\\n     552      414      434 1\\n     553      414      438 1\\n     554      414      439 1\\n     555      415      435 1\\n     556      415      439 1\\n     557      415      440 1\\n     558      416      436 1\\n     559      416      441 1\\n     560      417      437 1\\n     561      417      441 1\\n     562      417      442 1\\n     563      418      438 1\\n     564      418      442 1\\n     565      418      443 1\\n     566      419      439 1\\n     567      419      443 1\\n     568      419      444 1\\n     569      420      440 1\\n     570      420      444 1\\n     571      420      445 1\\n     572      421      441 1\\n     573      421      446 1\\n     574      422      442 1\\n     575      422      446 1\\n     576      422      447 1\\n     577      423      443 1\\n     578      423      447 1\\n     579      423      448 1\\n     580      424      444 1\\n     581      424      448 1\\n     582      424      449 1\\n     583      425      445 1\\n     584      425      449 1\\n     585      425      450 1\\n     586      451      476 1\\n     587      452      476 1\\n     588      452      477 1\\n     589      453      477 1\\n     590      453      478 1\\n     591      454      478 1\\n     592      454      479 1\\n     593      455      479 1\\n     594      455      480 1\\n     595      456      476 1\\n     596      456      481 1\\n     597      457      477 1\\n     598      457      481 1\\n     599      457      482 1\\n     600      458      478 1\\n     601      458      482 1\\n     602      458      483 1\\n     603      459      479 1\\n     604      459      483 1\\n     605      459      484 1\\n     606      460      480 1\\n     607      460      484 1\\n     608      460      485 1\\n     609      461      481 1\\n     610      461      486 1\\n     611      462      482 1\\n     612      462      486 1\\n     613      462      487 1\\n     614      463      483 1\\n     615      463      487 1\\n     616      463      488 1\\n     617      464      484 1\\n     618      464      488 1\\n     619      464      489 1\\n     620      465      485 1\\n     621      465      489 1\\n     622      465      490 1\\n     623      466      486 1\\n     624      466      491 1\\n     625      467      487 1\\n     626      467      491 1\\n     627      467      492 1\\n     628      468      488 1\\n     629      468      492 1\\n     630      468      493 1\\n     631      469      489 1\\n     632      469      493 1\\n     633      469      494 1\\n     634      470      490 1\\n     635      470      494 1\\n     636      470      495 1\\n     637      471      491 1\\n     638      471      496 1\\n     639      472      492 1\\n     640      472      496 1\\n     641      472      497 1\\n     642      473      493 1\\n     643      473      497 1\\n     644      473      498 1\\n     645      474      494 1\\n     646      474      498 1\\n     647      474      499 1\\n     648      475      495 1\\n     649      475      499 1\\n     650      475      500 1\\n     651      501      502 1\\n     652      502      503 1\\n     653      503      504 1\\n     654      504      505 1\\n     655      505      506 1\\n     656      506      507 1\\n     657      507      508 1\\n     658      508      509 1\\n     659      509      510 1\\n     660      511      512 1\\n     661      512      513 1\\n     662      513      514 1\\n     663      514      515 1\\n     664      515      516 1\\n     665      516      517 1\\n     666      517      518 1\\n     667      518      519 1\\n     668      519      520 1\\n     669      521      522 1\\n     670      522      523 1\\n     671      523      524 1\\n     672      524      525 1\\n     673      525      526 1\\n     674      526      527 1\\n     675      527      528 1\\n     676      528      529 1\\n     677      529      530 1\\n     678      531      532 1\\n     679      532      533 1\\n     680      533      534 1\\n     681      534      535 1\\n     682      535      536 1\\n     683      536      537 1\\n     684      537      538 1\\n     685      538      539 1\\n     686      539      540 1\\n     687      541      542 1\\n     688      542      543 1\\n     689      543      544 1\\n     690      544      545 1\\n     691      545      546 1\\n     692      546      547 1\\n     693      547      548 1\\n     694      548      549 1\\n     695      549      550 1\\n     696      551      552 1\\n     697      552      553 1\\n     698      553      554 1\\n     699      554      555 1\\n     700      555      556 1\\n     701      556      557 1\\n     702      557      558 1\\n     703      558      559 1\\n     704      559      560 1\\n     705      561      562 1\\n     706      562      563 1\\n     707      563      564 1\\n     708      564      565 1\\n     709      565      566 1\\n     710      566      567 1\\n     711      567      568 1\\n     712      568      569 1\\n     713      569      570 1\\n     714      571      572 1\\n     715      572      573 1\\n     716      573      574 1\\n     717      574      575 1\\n     718      575      576 1\\n     719      576      577 1\\n     720      577      578 1\\n     721      578      579 1\\n     722      579      580 1\\n     723      581      582 1\\n     724      582      583 1\\n     725      583      584 1\\n     726      584      585 1\\n     727      585      586 1\\n     728      586      587 1\\n     729      587      588 1\\n     730      588      589 1\\n     731      589      590 1\\n     732      591      592 1\\n     733      592      593 1\\n     734      593      594 1\\n     735      594      595 1\\n     736      595      596 1\\n     737      596      597 1\\n     738      597      598 1\\n     739      598      599 1\\n     740      599      600 1\\n     741      601      602 1\\n     742      602      603 1\\n     743      603      604 1\\n     744      604      605 1\\n     745      605      606 1\\n     746      606      607 1\\n     747      607      608 1\\n     748      608      609 1\\n     749      609      610 1\\n     750      611      612 1\\n     751      612      613 1\\n     752      613      614 1\\n     753      614      615 1\\n     754      615      616 1\\n     755      616      617 1\\n     756      617      618 1\\n     757      618      619 1\\n     758      619      620 1\\n     759      621      622 1\\n     760      622      623 1\\n     761      623      624 1\\n     762      624      625 1\\n     763      625      626 1\\n     764      626      627 1\\n     765      627      628 1\\n     766      628      629 1\\n     767      629      630 1\\n     768      631      632 1\\n     769      632      633 1\\n     770      633      634 1\\n     771      634      635 1\\n     772      635      636 1\\n     773      636      637 1\\n     774      637      638 1\\n     775      638      639 1\\n     776      639      640 1\\n     777      641      642 1\\n     778      642      643 1\\n     779      643      644 1\\n     780      644      645 1\\n     781      645      646 1\\n     782      646      647 1\\n     783      647      648 1\\n     784      648      649 1\\n     785      649      650 1\\n     786      651      652 1\\n     787      652      653 1\\n     788      653      654 1\\n     789      654      655 1\\n     790      655      656 1\\n     791      656      657 1\\n     792      657      658 1\\n     793      658      659 1\\n     794      659      660 1\\n     795      661      662 1\\n     796      662      663 1\\n     797      663      664 1\\n     798      664      665 1\\n     799      665      666 1\\n     800      666      667 1\\n     801      667      668 1\\n     802      668      669 1\\n     803      669      670 1\\n     804      671      672 1\\n     805      672      673 1\\n     806      673      674 1\\n     807      674      675 1\\n     808      675      676 1\\n     809      676      677 1\\n     810      677      678 1\\n     811      678      679 1\\n     812      679      680 1\\n     813      681      682 1\\n     814      682      683 1\\n     815      683      684 1\\n     816      684      685 1\\n     817      685      686 1\\n     818      686      687 1\\n     819      687      688 1\\n     820      688      689 1\\n     821      689      690 1\\n     822      691      692 1\\n     823      692      693 1\\n     824      693      694 1\\n     825      694      695 1\\n     826      695      696 1\\n     827      696      697 1\\n     828      697      698 1\\n     829      698      699 1\\n     830      699      700 1\\n     831      701      702 1\\n     832      702      703 1\\n     833      703      704 1\\n     834      704      705 1\\n     835      705      706 1\\n     836      706      707 1\\n     837      707      708 1\\n     838      708      709 1\\n     839      709      710 1\\n     840      711      712 1\\n     841      712      713 1\\n     842      713      714 1\\n     843      714      715 1\\n     844      715      716 1\\n     845      716      717 1\\n     846      717      718 1\\n     847      718      719 1\\n     848      719      720 1\\n     849      721      722 1\\n     850      722      723 1\\n     851      723      724 1\\n     852      724      725 1\\n     853      725      726 1\\n     854      726      727 1\\n     855      727      728 1\\n     856      728      729 1\\n     857      729      730 1\\n     858      731      732 1\\n     859      732      733 1\\n     860      733      734 1\\n     861      734      735 1\\n     862      735      736 1\\n     863      736      737 1\\n     864      737      738 1\\n     865      738      739 1\\n     866      739      740 1\\n     867      741      742 1\\n     868      742      743 1\\n     869      743      744 1\\n     870      744      745 1\\n     871      745      746 1\\n     872      746      747 1\\n     873      747      748 1\\n     874      748      749 1\\n     875      749      750 1\\n     876      751      752 1\\n     877      752      753 1\\n     878      753      754 1\\n     879      754      755 1\\n     880      755      756 1\\n     881      756      757 1\\n     882      757      758 1\\n     883      758      759 1\\n     884      759      760 1\\n     885      761      762 1\\n     886      762      763 1\\n     887      763      764 1\\n     888      764      765 1\\n     889      765      766 1\\n     890      766      767 1\\n     891      767      768 1\\n     892      768      769 1\\n     893      769      770 1\\n     894      771      772 1\\n     895      772      773 1\\n     896      773      774 1\\n     897      774      775 1\\n     898      775      776 1\\n     899      776      777 1\\n     900      777      778 1\\n     901      778      779 1\\n     902      779      780 1\\n     903      781      782 1\\n     904      782      783 1\\n     905      783      784 1\\n     906      784      785 1\\n     907      785      786 1\\n     908      786      787 1\\n     909      787      788 1\\n     910      788      789 1\\n     911      789      790 1\\n     912      791      792 1\\n     913      792      793 1\\n     914      793      794 1\\n     915      794      795 1\\n     916      795      796 1\\n     917      796      797 1\\n     918      797      798 1\\n     919      798      799 1\\n     920      799      800 1\\n     921      801      802 1\\n     922      802      803 1\\n     923      803      804 1\\n     924      804      805 1\\n     925      805      806 1\\n     926      806      807 1\\n     927      807      808 1\\n     928      808      809 1\\n     929      809      810 1\\n     930      811      812 1\\n     931      812      813 1\\n     932      813      814 1\\n     933      814      815 1\\n     934      815      816 1\\n     935      816      817 1\\n     936      817      818 1\\n     937      818      819 1\\n     938      819      820 1\\n     939      821      822 1\\n     940      822      823 1\\n     941      823      824 1\\n     942      824      825 1\\n     943      825      826 1\\n     944      826      827 1\\n     945      827      828 1\\n     946      828      829 1\\n     947      829      830 1\\n     948      831      832 1\\n     949      832      833 1\\n     950      833      834 1\\n     951      834      835 1\\n     952      835      836 1\\n     953      836      837 1\\n     954      837      838 1\\n     955      838      839 1\\n     956      839      840 1\\n     957      841      842 1\\n     958      842      843 1\\n     959      843      844 1\\n     960      844      845 1\\n     961      845      846 1\\n     962      846      847 1\\n     963      847      848 1\\n     964      848      849 1\\n     965      849      850 1\\n     966      851      852 1\\n     967      852      853 1\\n     968      853      854 1\\n     969      854      855 1\\n     970      855      856 1\\n     971      856      857 1\\n     972      857      858 1\\n     973      858      859 1\\n     974      859      860 1\\n     975      861      862 1\\n     976      862      863 1\\n     977      863      864 1\\n     978      864      865 1\\n     979      865      866 1\\n     980      866      867 1\\n     981      867      868 1\\n     982      868      869 1\\n     983      869      870 1\\n     984      871      872 1\\n     985      872      873 1\\n     986      873      874 1\\n     987      874      875 1\\n     988      875      876 1\\n     989      876      877 1\\n     990      877      878 1\\n     991      878      879 1\\n     992      879      880 1\\n     993      881      882 1\\n     994      882      883 1\\n     995      883      884 1\\n     996      884      885 1\\n     997      885      886 1\\n     998      886      887 1\\n     999      887      888 1\\n    1000      888      889 1\\n    1001      889      890 1\\n    1002      891      892 1\\n    1003      892      893 1\\n    1004      893      894 1\\n    1005      894      895 1\\n    1006      895      896 1\\n    1007      896      897 1\\n    1008      897      898 1\\n    1009      898      899 1\\n    1010      899      900 1\\n    1011      901      902 1\\n    1012      902      903 1\\n    1013      903      904 1\\n    1014      904      905 1\\n    1015      905      906 1\\n    1016      906      907 1\\n    1017      907      908 1\\n    1018      908      909 1\\n    1019      909      910 1\\n    1020      911      912 1\\n    1021      912      913 1\\n    1022      913      914 1\\n    1023      914      915 1\\n    1024      915      916 1\\n    1025      916      917 1\\n    1026      917      918 1\\n    1027      918      919 1\\n    1028      919      920 1\\n    1029      921      922 1\\n    1030      922      923 1\\n    1031      923      924 1\\n    1032      924      925 1\\n    1033      925      926 1\\n    1034      926      927 1\\n    1035      927      928 1\\n    1036      928      929 1\\n    1037      929      930 1\\n    1038      931      932 1\\n    1039      932      933 1\\n    1040      933      934 1\\n    1041      934      935 1\\n    1042      935      936 1\\n    1043      936      937 1\\n    1044      937      938 1\\n    1045      938      939 1\\n    1046      939      940 1\\n    1047      941      942 1\\n    1048      942      943 1\\n    1049      943      944 1\\n    1050      944      945 1\\n    1051      945      946 1\\n    1052      946      947 1\\n    1053      947      948 1\\n    1054      948      949 1\\n    1055      949      950 1\\n    1056      951      952 1\\n    1057      952      953 1\\n    1058      953      954 1\\n    1059      954      955 1\\n    1060      955      956 1\\n    1061      956      957 1\\n    1062      957      958 1\\n    1063      958      959 1\\n    1064      959      960 1\\n    1065      961      962 1\\n    1066      962      963 1\\n    1067      963      964 1\\n    1068      964      965 1\\n    1069      965      966 1\\n    1070      966      967 1\\n    1071      967      968 1\\n    1072      968      969 1\\n    1073      969      970 1\\n    1074      971      972 1\\n    1075      972      973 1\\n    1076      973      974 1\\n    1077      974      975 1\\n    1078      975      976 1\\n    1079      976      977 1\\n    1080      977      978 1\\n    1081      978      979 1\\n    1082      979      980 1\\n    1083      981      982 1\\n    1084      982      983 1\\n    1085      983      984 1\\n    1086      984      985 1\\n    1087      985      986 1\\n    1088      986      987 1\\n    1089      987      988 1\\n    1090      988      989 1\\n    1091      989      990 1\\n    1092      991      992 1\\n    1093      992      993 1\\n    1094      993      994 1\\n    1095      994      995 1\\n    1096      995      996 1\\n    1097      996      997 1\\n    1098      997      998 1\\n    1099      998      999 1\\n    1100      999     1000 1\\n    1101     1001     1002 1\\n    1102     1002     1003 1\\n    1103     1003     1004 1\\n    1104     1004     1005 1\\n    1105     1005     1006 1\\n    1106     1006     1007 1\\n    1107     1007     1008 1\\n    1108     1008     1009 1\\n    1109     1009     1010 1\\n    1110     1011     1012 1\\n    1111     1012     1013 1\\n    1112     1013     1014 1\\n    1113     1014     1015 1\\n    1114     1015     1016 1\\n    1115     1016     1017 1\\n    1116     1017     1018 1\\n    1117     1018     1019 1\\n    1118     1019     1020 1\\n    1119     1021     1022 1\\n    1120     1022     1023 1\\n    1121     1023     1024 1\\n    1122     1024     1025 1\\n    1123     1025     1026 1\\n    1124     1026     1027 1\\n    1125     1027     1028 1\\n    1126     1028     1029 1\\n    1127     1029     1030 1\\n    1128     1031     1032 1\\n    1129     1032     1033 1\\n    1130     1033     1034 1\\n    1131     1034     1035 1\\n    1132     1035     1036 1\\n    1133     1036     1037 1\\n    1134     1037     1038 1\\n    1135     1038     1039 1\\n    1136     1039     1040 1\\n    1137     1041     1042 1\\n    1138     1042     1043 1\\n    1139     1043     1044 1\\n    1140     1044     1045 1\\n    1141     1045     1046 1\\n    1142     1046     1047 1\\n    1143     1047     1048 1\\n    1144     1048     1049 1\\n    1145     1049     1050 1\\n    1146     1051     1052 1\\n    1147     1052     1053 1\\n    1148     1053     1054 1\\n    1149     1054     1055 1\\n    1150     1055     1056 1\\n    1151     1056     1057 1\\n    1152     1057     1058 1\\n    1153     1058     1059 1\\n    1154     1059     1060 1\\n    1155     1061     1062 1\\n    1156     1062     1063 1\\n    1157     1063     1064 1\\n    1158     1064     1065 1\\n    1159     1065     1066 1\\n    1160     1066     1067 1\\n    1161     1067     1068 1\\n    1162     1068     1069 1\\n    1163     1069     1070 1\\n    1164     1071     1072 1\\n    1165     1072     1073 1\\n    1166     1073     1074 1\\n    1167     1074     1075 1\\n    1168     1075     1076 1\\n    1169     1076     1077 1\\n    1170     1077     1078 1\\n    1171     1078     1079 1\\n    1172     1079     1080 1\\n    1173     1081     1082 1\\n    1174     1082     1083 1\\n    1175     1083     1084 1\\n    1176     1084     1085 1\\n    1177     1085     1086 1\\n    1178     1086     1087 1\\n    1179     1087     1088 1\\n    1180     1088     1089 1\\n    1181     1089     1090 1\\n    1182     1091     1092 1\\n    1183     1092     1093 1\\n    1184     1093     1094 1\\n    1185     1094     1095 1\\n    1186     1095     1096 1\\n    1187     1096     1097 1\\n    1188     1097     1098 1\\n    1189     1098     1099 1\\n    1190     1099     1100 1\\n    1191     1101     1102 1\\n    1192     1102     1103 1\\n    1193     1103     1104 1\\n    1194     1104     1105 1\\n    1195     1105     1106 1\\n    1196     1106     1107 1\\n    1197     1107     1108 1\\n    1198     1108     1109 1\\n    1199     1109     1110 1\\n@<TRIPOS>SUBSTRUCTURE\\n       1 RES             1 RESIDUE    0 **** ROOT      0\\n\",\"mol2\");\n",
-       "\tviewer_17587546073414268.setStyle({\"stick\": {\"radius\": 0.18, \"color\": \"grey\"}, \"sphere\": {\"scale\": 0.3, \"colorscheme\": {}}});\n",
-       "\tviewer_17587546073414268.zoomTo();\n",
-       "viewer_17587546073414268.render();\n",
-       "});\n",
-       "</script>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "kg_chain = LJChain(lengths=chain_length,num_mols=N_chains)\n",
-    "sheet = Graphene(x_repeat=5, y_repeat=5, n_layers=1, periodicity=(False, False, False))\n",
-    "system = Pack(molecules=[Molecule(compound=sheet.all_molecules[0], num_mols=N_flakes), kg_chain], \n",
-    "              density=initial_dens, packing_expand_factor = 6, seed=2)\n",
-    "target_box = get_target_box_number_density(density=final_dens*u.Unit(\"nm**-3\"),n_beads=(500+(N_chains*10)))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "818aff5c-23a4-4785-8c79-b7cf3c1e0269",
-   "metadata": {
-    "scrolled": true
-   },
-   "source": [
-    "## Output files"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a8ae5c06-86e5-4e0b-9d4c-19374f9865e5",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "gsd = f\"{N_chains}_{chain_length}mer{N_flakes}f_{dt}dt.gsd\"\n",
-    "log = f\"{N_chains}_{chain_length}mer{N_flakes}f_{dt}dt.txt\""
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ccbf8beb-31e2-4536-9939-8cd20f6ba255",
-   "metadata": {},
-   "source": [
-    "## Initializing simulation, shrinking, running, then flushing data into output files."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a8e068b0-b092-4819-bf7a-e98fc8488670",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "*Warning*: dihedral.harmonic: specified K <= 0\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Initializing simulation state from a gsd.hoomd.Frame.\n",
-      "Step 1000 of 5000000; TPS: 2275.44; ETA: 36.6 minutes\n",
-      "Step 2000 of 5000000; TPS: 2988.88; ETA: 27.9 minutes\n",
-      "Step 3000 of 5000000; TPS: 2329.69; ETA: 35.7 minutes\n",
-      "Step 4000 of 5000000; TPS: 2783.88; ETA: 29.9 minutes\n",
-      "Step 5000 of 5000000; TPS: 3155.88; ETA: 26.4 minutes\n",
-      "Step 6000 of 5000000; TPS: 3474.78; ETA: 24.0 minutes\n",
-      "Step 7000 of 5000000; TPS: 3743.7; ETA: 22.2 minutes\n",
-      "Step 8000 of 5000000; TPS: 3973.77; ETA: 20.9 minutes\n",
-      "Step 9000 of 5000000; TPS: 4175.1; ETA: 19.9 minutes\n",
-      "Step 10000 of 5000000; TPS: 4350.61; ETA: 19.1 minutes\n",
-      "Step 11000 of 5000000; TPS: 4504.9; ETA: 18.5 minutes\n",
-      "Step 12000 of 5000000; TPS: 4641.87; ETA: 17.9 minutes\n",
-      "Step 13000 of 5000000; TPS: 4764.95; ETA: 17.4 minutes\n",
-      "Step 14000 of 5000000; TPS: 4874.14; ETA: 17.0 minutes\n",
-      "Step 15000 of 5000000; TPS: 4972.66; ETA: 16.7 minutes\n",
-      "Step 16000 of 5000000; TPS: 5060.7; ETA: 16.4 minutes\n",
-      "Step 17000 of 5000000; TPS: 5142.69; ETA: 16.1 minutes\n",
-      "Step 18000 of 5000000; TPS: 5217.71; ETA: 15.9 minutes\n",
-      "Step 19000 of 5000000; TPS: 5286.74; ETA: 15.7 minutes\n",
-      "Step 20000 of 5000000; TPS: 5350.23; ETA: 15.5 minutes\n",
-      "Step 21000 of 5000000; TPS: 5410.27; ETA: 15.3 minutes\n",
-      "Step 22000 of 5000000; TPS: 5465.33; ETA: 15.2 minutes\n",
-      "Step 23000 of 5000000; TPS: 5517.32; ETA: 15.0 minutes\n",
-      "Step 24000 of 5000000; TPS: 5565.0; ETA: 14.9 minutes\n",
-      "Step 25000 of 5000000; TPS: 5609.54; ETA: 14.8 minutes\n",
-      "Step 26000 of 5000000; TPS: 5651.16; ETA: 14.7 minutes\n",
-      "Step 27000 of 5000000; TPS: 5665.99; ETA: 14.6 minutes\n",
-      "Step 28000 of 5000000; TPS: 5703.89; ETA: 14.5 minutes\n",
-      "Step 29000 of 5000000; TPS: 5739.2; ETA: 14.4 minutes\n",
-      "Step 30000 of 5000000; TPS: 5771.78; ETA: 14.4 minutes\n",
-      "Step 31000 of 5000000; TPS: 5803.68; ETA: 14.3 minutes\n",
-      "Step 32000 of 5000000; TPS: 5833.55; ETA: 14.2 minutes\n",
-      "Step 33000 of 5000000; TPS: 5861.63; ETA: 14.1 minutes\n",
-      "Step 34000 of 5000000; TPS: 5886.48; ETA: 14.1 minutes\n",
-      "Step 35000 of 5000000; TPS: 5911.13; ETA: 14.0 minutes\n",
-      "Step 36000 of 5000000; TPS: 5935.76; ETA: 13.9 minutes\n",
-      "Step 37000 of 5000000; TPS: 5958.65; ETA: 13.9 minutes\n",
-      "Step 38000 of 5000000; TPS: 5980.46; ETA: 13.8 minutes\n",
-      "Step 39000 of 5000000; TPS: 6000.82; ETA: 13.8 minutes\n",
-      "Step 40000 of 5000000; TPS: 6021.13; ETA: 13.7 minutes\n",
-      "Step 41000 of 5000000; TPS: 6040.15; ETA: 13.7 minutes\n",
-      "Step 42000 of 5000000; TPS: 6058.31; ETA: 13.6 minutes\n",
-      "Step 43000 of 5000000; TPS: 6075.64; ETA: 13.6 minutes\n",
-      "Step 44000 of 5000000; TPS: 6092.46; ETA: 13.6 minutes\n",
-      "Step 45000 of 5000000; TPS: 6107.32; ETA: 13.5 minutes\n",
-      "Step 46000 of 5000000; TPS: 6123.37; ETA: 13.5 minutes\n",
-      "Step 47000 of 5000000; TPS: 6137.76; ETA: 13.4 minutes\n",
-      "Step 48000 of 5000000; TPS: 6151.44; ETA: 13.4 minutes\n",
-      "Step 49000 of 5000000; TPS: 6164.72; ETA: 13.4 minutes\n",
-      "Step 50000 of 5000000; TPS: 6177.47; ETA: 13.4 minutes\n",
-      "Step 51000 of 5000000; TPS: 6120.32; ETA: 13.5 minutes\n",
-      "Step 52000 of 5000000; TPS: 6133.51; ETA: 13.4 minutes\n",
-      "Step 53000 of 5000000; TPS: 6146.07; ETA: 13.4 minutes\n",
-      "Step 54000 of 5000000; TPS: 6158.2; ETA: 13.4 minutes\n",
-      "Step 55000 of 5000000; TPS: 6169.02; ETA: 13.4 minutes\n",
-      "Step 56000 of 5000000; TPS: 6181.33; ETA: 13.3 minutes\n",
-      "Step 57000 of 5000000; TPS: 6192.29; ETA: 13.3 minutes\n",
-      "Step 58000 of 5000000; TPS: 6202.47; ETA: 13.3 minutes\n",
-      "Step 59000 of 5000000; TPS: 6212.25; ETA: 13.3 minutes\n",
-      "Step 60000 of 5000000; TPS: 6221.7; ETA: 13.2 minutes\n",
-      "Step 61000 of 5000000; TPS: 6231.39; ETA: 13.2 minutes\n",
-      "Step 62000 of 5000000; TPS: 6240.51; ETA: 13.2 minutes\n",
-      "Step 63000 of 5000000; TPS: 6249.47; ETA: 13.2 minutes\n",
-      "Step 64000 of 5000000; TPS: 6257.95; ETA: 13.1 minutes\n",
-      "Step 65000 of 5000000; TPS: 6266.37; ETA: 13.1 minutes\n",
-      "Step 66000 of 5000000; TPS: 6274.25; ETA: 13.1 minutes\n",
-      "Step 67000 of 5000000; TPS: 6281.53; ETA: 13.1 minutes\n",
-      "Step 68000 of 5000000; TPS: 6287.58; ETA: 13.1 minutes\n",
-      "Step 69000 of 5000000; TPS: 6295.77; ETA: 13.1 minutes\n",
-      "Step 70000 of 5000000; TPS: 6303.03; ETA: 13.0 minutes\n",
-      "Step 71000 of 5000000; TPS: 6309.95; ETA: 13.0 minutes\n",
-      "Step 72000 of 5000000; TPS: 6316.71; ETA: 13.0 minutes\n",
-      "Step 73000 of 5000000; TPS: 6323.12; ETA: 13.0 minutes\n",
-      "Step 74000 of 5000000; TPS: 6328.57; ETA: 13.0 minutes\n",
-      "Step 75000 of 5000000; TPS: 6335.0; ETA: 13.0 minutes\n",
-      "Step 76000 of 5000000; TPS: 6341.08; ETA: 12.9 minutes\n",
-      "Step 77000 of 5000000; TPS: 6346.85; ETA: 12.9 minutes\n",
-      "Step 78000 of 5000000; TPS: 6352.59; ETA: 12.9 minutes\n",
-      "Step 79000 of 5000000; TPS: 6358.34; ETA: 12.9 minutes\n",
-      "Step 80000 of 5000000; TPS: 6363.53; ETA: 12.9 minutes\n",
-      "Step 81000 of 5000000; TPS: 6367.7; ETA: 12.9 minutes\n",
-      "Step 82000 of 5000000; TPS: 6371.42; ETA: 12.9 minutes\n",
-      "Step 83000 of 5000000; TPS: 6374.88; ETA: 12.9 minutes\n",
-      "Step 84000 of 5000000; TPS: 6378.34; ETA: 12.8 minutes\n",
-      "Step 85000 of 5000000; TPS: 6381.84; ETA: 12.8 minutes\n",
-      "Step 86000 of 5000000; TPS: 6385.13; ETA: 12.8 minutes\n",
-      "Step 87000 of 5000000; TPS: 6390.54; ETA: 12.8 minutes\n",
-      "Step 88000 of 5000000; TPS: 6395.09; ETA: 12.8 minutes\n",
-      "Step 89000 of 5000000; TPS: 6399.46; ETA: 12.8 minutes\n",
-      "Step 90000 of 5000000; TPS: 6403.62; ETA: 12.8 minutes\n",
-      "Step 91000 of 5000000; TPS: 6407.38; ETA: 12.8 minutes\n",
-      "Step 92000 of 5000000; TPS: 6411.12; ETA: 12.8 minutes\n",
-      "Step 93000 of 5000000; TPS: 6414.64; ETA: 12.7 minutes\n",
-      "Step 94000 of 5000000; TPS: 6418.58; ETA: 12.7 minutes\n",
-      "Step 95000 of 5000000; TPS: 6412.53; ETA: 12.7 minutes\n",
-      "Step 96000 of 5000000; TPS: 6416.35; ETA: 12.7 minutes\n",
-      "Step 97000 of 5000000; TPS: 6420.15; ETA: 12.7 minutes\n",
-      "Step 98000 of 5000000; TPS: 6423.77; ETA: 12.7 minutes\n",
-      "Step 99000 of 5000000; TPS: 6427.18; ETA: 12.7 minutes\n",
-      "Step 100000 of 5000000; TPS: 6430.51; ETA: 12.7 minutes\n",
-      "Step 101000 of 5000000; TPS: 6433.69; ETA: 12.7 minutes\n",
-      "Step 102000 of 5000000; TPS: 6435.69; ETA: 12.7 minutes\n",
-      "Step 103000 of 5000000; TPS: 6439.22; ETA: 12.7 minutes\n",
-      "Step 104000 of 5000000; TPS: 6441.9; ETA: 12.7 minutes\n",
-      "Step 105000 of 5000000; TPS: 6444.87; ETA: 12.7 minutes\n",
-      "Step 106000 of 5000000; TPS: 6412.43; ETA: 12.7 minutes\n",
-      "Step 107000 of 5000000; TPS: 6415.07; ETA: 12.7 minutes\n",
-      "Step 108000 of 5000000; TPS: 6417.99; ETA: 12.7 minutes\n",
-      "Step 109000 of 5000000; TPS: 6420.99; ETA: 12.7 minutes\n",
-      "Step 110000 of 5000000; TPS: 6423.5; ETA: 12.7 minutes\n",
-      "Step 111000 of 5000000; TPS: 6425.69; ETA: 12.7 minutes\n",
-      "Step 112000 of 5000000; TPS: 6429.1; ETA: 12.7 minutes\n",
-      "Step 113000 of 5000000; TPS: 6431.95; ETA: 12.7 minutes\n",
-      "Step 114000 of 5000000; TPS: 6434.64; ETA: 12.7 minutes\n",
-      "Step 115000 of 5000000; TPS: 6437.2; ETA: 12.6 minutes\n",
-      "Step 116000 of 5000000; TPS: 6439.84; ETA: 12.6 minutes\n",
-      "Step 117000 of 5000000; TPS: 6441.78; ETA: 12.6 minutes\n",
-      "Step 118000 of 5000000; TPS: 6444.88; ETA: 12.6 minutes\n",
-      "Step 119000 of 5000000; TPS: 6447.3; ETA: 12.6 minutes\n",
-      "Step 120000 of 5000000; TPS: 6449.68; ETA: 12.6 minutes\n",
-      "Step 121000 of 5000000; TPS: 6452.15; ETA: 12.6 minutes\n",
-      "Step 122000 of 5000000; TPS: 6454.41; ETA: 12.6 minutes\n",
-      "Step 123000 of 5000000; TPS: 6456.66; ETA: 12.6 minutes\n",
-      "Step 124000 of 5000000; TPS: 6458.68; ETA: 12.6 minutes\n",
-      "Step 125000 of 5000000; TPS: 6460.85; ETA: 12.6 minutes\n",
-      "Step 126000 of 5000000; TPS: 6462.39; ETA: 12.6 minutes\n",
-      "Step 127000 of 5000000; TPS: 6464.79; ETA: 12.6 minutes\n",
-      "Step 128000 of 5000000; TPS: 6466.71; ETA: 12.6 minutes\n",
-      "Step 129000 of 5000000; TPS: 6468.55; ETA: 12.6 minutes\n",
-      "Step 130000 of 5000000; TPS: 6470.31; ETA: 12.5 minutes\n",
-      "Step 131000 of 5000000; TPS: 6472.28; ETA: 12.5 minutes\n",
-      "Step 132000 of 5000000; TPS: 6474.11; ETA: 12.5 minutes\n",
-      "Step 133000 of 5000000; TPS: 6475.9; ETA: 12.5 minutes\n",
-      "Step 134000 of 5000000; TPS: 6477.62; ETA: 12.5 minutes\n",
-      "Step 135000 of 5000000; TPS: 6479.27; ETA: 12.5 minutes\n",
-      "Step 136000 of 5000000; TPS: 6480.79; ETA: 12.5 minutes\n",
-      "Step 137000 of 5000000; TPS: 6482.28; ETA: 12.5 minutes\n",
-      "Step 138000 of 5000000; TPS: 6484.02; ETA: 12.5 minutes\n",
-      "Step 139000 of 5000000; TPS: 6485.6; ETA: 12.5 minutes\n",
-      "Step 140000 of 5000000; TPS: 6487.16; ETA: 12.5 minutes\n",
-      "Step 141000 of 5000000; TPS: 6488.63; ETA: 12.5 minutes\n",
-      "Step 142000 of 5000000; TPS: 6490.18; ETA: 12.5 minutes\n",
-      "Step 143000 of 5000000; TPS: 6491.64; ETA: 12.5 minutes\n",
-      "Step 144000 of 5000000; TPS: 6493.15; ETA: 12.5 minutes\n",
-      "Step 145000 of 5000000; TPS: 6494.53; ETA: 12.5 minutes\n",
-      "Step 146000 of 5000000; TPS: 6495.76; ETA: 12.5 minutes\n",
-      "Step 147000 of 5000000; TPS: 6497.0; ETA: 12.4 minutes\n",
-      "Step 148000 of 5000000; TPS: 6498.42; ETA: 12.4 minutes\n",
-      "Step 149000 of 5000000; TPS: 6499.69; ETA: 12.4 minutes\n",
-      "Step 150000 of 5000000; TPS: 6500.95; ETA: 12.4 minutes\n",
-      "Step 151000 of 5000000; TPS: 6502.23; ETA: 12.4 minutes\n",
-      "Step 152000 of 5000000; TPS: 6503.49; ETA: 12.4 minutes\n",
-      "Step 153000 of 5000000; TPS: 6504.66; ETA: 12.4 minutes\n",
-      "Step 154000 of 5000000; TPS: 6505.85; ETA: 12.4 minutes\n",
-      "Step 155000 of 5000000; TPS: 6506.86; ETA: 12.4 minutes\n",
-      "Step 156000 of 5000000; TPS: 6507.72; ETA: 12.4 minutes\n",
-      "Step 157000 of 5000000; TPS: 6508.79; ETA: 12.4 minutes\n",
-      "Step 158000 of 5000000; TPS: 6509.93; ETA: 12.4 minutes\n",
-      "Step 159000 of 5000000; TPS: 6510.98; ETA: 12.4 minutes\n",
-      "Step 160000 of 5000000; TPS: 6512.0; ETA: 12.4 minutes\n",
-      "Step 161000 of 5000000; TPS: 6485.0; ETA: 12.4 minutes\n",
-      "Step 162000 of 5000000; TPS: 6486.21; ETA: 12.4 minutes\n",
-      "Step 163000 of 5000000; TPS: 6487.26; ETA: 12.4 minutes\n",
-      "Step 164000 of 5000000; TPS: 6488.28; ETA: 12.4 minutes\n",
-      "Step 165000 of 5000000; TPS: 6489.57; ETA: 12.4 minutes\n",
-      "Step 166000 of 5000000; TPS: 6490.71; ETA: 12.4 minutes\n",
-      "Step 167000 of 5000000; TPS: 6491.77; ETA: 12.4 minutes\n",
-      "Step 168000 of 5000000; TPS: 6492.37; ETA: 12.4 minutes\n",
-      "Step 169000 of 5000000; TPS: 6493.64; ETA: 12.4 minutes\n",
-      "Step 170000 of 5000000; TPS: 6494.76; ETA: 12.4 minutes\n",
-      "Step 171000 of 5000000; TPS: 6495.77; ETA: 12.4 minutes\n",
-      "Step 172000 of 5000000; TPS: 6496.86; ETA: 12.4 minutes\n",
-      "Step 173000 of 5000000; TPS: 6497.96; ETA: 12.4 minutes\n",
-      "Step 174000 of 5000000; TPS: 6499.0; ETA: 12.4 minutes\n",
-      "Step 175000 of 5000000; TPS: 6499.97; ETA: 12.4 minutes\n",
-      "Step 176000 of 5000000; TPS: 6500.92; ETA: 12.4 minutes\n",
-      "Step 177000 of 5000000; TPS: 6502.0; ETA: 12.4 minutes\n",
-      "Step 178000 of 5000000; TPS: 6503.04; ETA: 12.4 minutes\n",
-      "Step 179000 of 5000000; TPS: 6504.07; ETA: 12.4 minutes\n",
-      "Step 180000 of 5000000; TPS: 6505.15; ETA: 12.3 minutes\n",
-      "Step 181000 of 5000000; TPS: 6505.95; ETA: 12.3 minutes\n",
-      "Step 182000 of 5000000; TPS: 6507.18; ETA: 12.3 minutes\n",
-      "Step 183000 of 5000000; TPS: 6508.08; ETA: 12.3 minutes\n",
-      "Step 184000 of 5000000; TPS: 6508.98; ETA: 12.3 minutes\n",
-      "Step 185000 of 5000000; TPS: 6509.91; ETA: 12.3 minutes\n",
-      "Step 186000 of 5000000; TPS: 6510.76; ETA: 12.3 minutes\n",
-      "Step 187000 of 5000000; TPS: 6511.7; ETA: 12.3 minutes\n",
-      "Step 188000 of 5000000; TPS: 6512.58; ETA: 12.3 minutes\n",
-      "Step 189000 of 5000000; TPS: 6513.48; ETA: 12.3 minutes\n",
-      "Step 190000 of 5000000; TPS: 6514.26; ETA: 12.3 minutes\n",
-      "Step 191000 of 5000000; TPS: 6515.12; ETA: 12.3 minutes\n",
-      "Step 192000 of 5000000; TPS: 6515.9; ETA: 12.3 minutes\n",
-      "Step 193000 of 5000000; TPS: 6516.69; ETA: 12.3 minutes\n",
-      "Step 194000 of 5000000; TPS: 6517.46; ETA: 12.3 minutes\n",
-      "Step 195000 of 5000000; TPS: 6518.21; ETA: 12.3 minutes\n",
-      "Step 196000 of 5000000; TPS: 6518.97; ETA: 12.3 minutes\n",
-      "Step 197000 of 5000000; TPS: 6519.78; ETA: 12.3 minutes\n",
-      "Step 198000 of 5000000; TPS: 6520.52; ETA: 12.3 minutes\n",
-      "Step 199000 of 5000000; TPS: 6521.33; ETA: 12.3 minutes\n",
-      "Step 200000 of 5000000; TPS: 6522.08; ETA: 12.3 minutes\n",
-      "Step 201000 of 5000000; TPS: 6522.75; ETA: 12.3 minutes\n",
-      "Step 202000 of 5000000; TPS: 6523.48; ETA: 12.3 minutes\n",
-      "Step 203000 of 5000000; TPS: 6524.33; ETA: 12.3 minutes\n",
-      "Step 204000 of 5000000; TPS: 6525.03; ETA: 12.3 minutes\n",
-      "Step 205000 of 5000000; TPS: 6525.76; ETA: 12.2 minutes\n",
-      "Step 206000 of 5000000; TPS: 6526.55; ETA: 12.2 minutes\n",
-      "Step 207000 of 5000000; TPS: 6527.3; ETA: 12.2 minutes\n",
-      "Step 208000 of 5000000; TPS: 6528.05; ETA: 12.2 minutes\n",
-      "Step 209000 of 5000000; TPS: 6528.82; ETA: 12.2 minutes\n",
-      "Step 210000 of 5000000; TPS: 6529.59; ETA: 12.2 minutes\n",
-      "Step 211000 of 5000000; TPS: 6530.26; ETA: 12.2 minutes\n",
-      "Step 212000 of 5000000; TPS: 6530.91; ETA: 12.2 minutes\n",
-      "Step 213000 of 5000000; TPS: 6531.58; ETA: 12.2 minutes\n",
-      "Step 214000 of 5000000; TPS: 6532.27; ETA: 12.2 minutes\n",
-      "Step 215000 of 5000000; TPS: 6532.94; ETA: 12.2 minutes\n",
-      "Step 216000 of 5000000; TPS: 6517.01; ETA: 12.2 minutes\n",
-      "Step 217000 of 5000000; TPS: 6517.68; ETA: 12.2 minutes\n",
-      "Step 218000 of 5000000; TPS: 6518.4; ETA: 12.2 minutes\n",
-      "Step 219000 of 5000000; TPS: 6519.11; ETA: 12.2 minutes\n",
-      "Step 220000 of 5000000; TPS: 6519.85; ETA: 12.2 minutes\n",
-      "Step 221000 of 5000000; TPS: 6520.6; ETA: 12.2 minutes\n",
-      "Step 222000 of 5000000; TPS: 6521.33; ETA: 12.2 minutes\n",
-      "Step 223000 of 5000000; TPS: 6522.02; ETA: 12.2 minutes\n",
-      "Step 224000 of 5000000; TPS: 6522.7; ETA: 12.2 minutes\n",
-      "Step 225000 of 5000000; TPS: 6523.45; ETA: 12.2 minutes\n",
-      "Step 226000 of 5000000; TPS: 6524.16; ETA: 12.2 minutes\n",
-      "Step 227000 of 5000000; TPS: 6524.73; ETA: 12.2 minutes\n",
-      "Step 228000 of 5000000; TPS: 6521.41; ETA: 12.2 minutes\n",
-      "Step 229000 of 5000000; TPS: 6522.0; ETA: 12.2 minutes\n",
-      "Step 230000 of 5000000; TPS: 6522.65; ETA: 12.2 minutes\n",
-      "Step 231000 of 5000000; TPS: 6523.28; ETA: 12.2 minutes\n",
-      "Step 232000 of 5000000; TPS: 6523.94; ETA: 12.2 minutes\n",
-      "Step 233000 of 5000000; TPS: 6524.59; ETA: 12.2 minutes\n",
-      "Step 234000 of 5000000; TPS: 6525.27; ETA: 12.2 minutes\n",
-      "Step 235000 of 5000000; TPS: 6525.6; ETA: 12.2 minutes\n",
-      "Step 236000 of 5000000; TPS: 6526.13; ETA: 12.2 minutes\n",
-      "Step 237000 of 5000000; TPS: 6526.85; ETA: 12.2 minutes\n",
-      "Step 238000 of 5000000; TPS: 6527.46; ETA: 12.2 minutes\n",
-      "Step 239000 of 5000000; TPS: 6528.1; ETA: 12.2 minutes\n",
-      "Step 240000 of 5000000; TPS: 6528.66; ETA: 12.2 minutes\n",
-      "Step 241000 of 5000000; TPS: 6529.31; ETA: 12.1 minutes\n",
-      "Step 242000 of 5000000; TPS: 6529.84; ETA: 12.1 minutes\n",
-      "Step 243000 of 5000000; TPS: 6530.44; ETA: 12.1 minutes\n",
-      "Step 244000 of 5000000; TPS: 6531.13; ETA: 12.1 minutes\n",
-      "Step 245000 of 5000000; TPS: 6531.74; ETA: 12.1 minutes\n",
-      "Step 246000 of 5000000; TPS: 6532.3; ETA: 12.1 minutes\n",
-      "Step 247000 of 5000000; TPS: 6532.84; ETA: 12.1 minutes\n",
-      "Step 248000 of 5000000; TPS: 6533.4; ETA: 12.1 minutes\n",
-      "Step 249000 of 5000000; TPS: 6533.76; ETA: 12.1 minutes\n",
-      "Step 250000 of 5000000; TPS: 6534.31; ETA: 12.1 minutes\n",
-      "Step 251000 of 5000000; TPS: 6534.85; ETA: 12.1 minutes\n",
-      "Step 252000 of 5000000; TPS: 6535.2; ETA: 12.1 minutes\n",
-      "Step 253000 of 5000000; TPS: 6535.67; ETA: 12.1 minutes\n",
-      "Step 254000 of 5000000; TPS: 6536.18; ETA: 12.1 minutes\n",
-      "Step 255000 of 5000000; TPS: 6536.67; ETA: 12.1 minutes\n",
-      "Step 256000 of 5000000; TPS: 6537.03; ETA: 12.1 minutes\n",
-      "Step 257000 of 5000000; TPS: 6537.49; ETA: 12.1 minutes\n",
-      "Step 258000 of 5000000; TPS: 6538.02; ETA: 12.1 minutes\n",
-      "Step 259000 of 5000000; TPS: 6538.55; ETA: 12.1 minutes\n",
-      "Step 260000 of 5000000; TPS: 6539.05; ETA: 12.1 minutes\n",
-      "Step 261000 of 5000000; TPS: 6539.56; ETA: 12.1 minutes\n",
-      "Step 262000 of 5000000; TPS: 6540.1; ETA: 12.1 minutes\n",
-      "Step 263000 of 5000000; TPS: 6540.62; ETA: 12.1 minutes\n",
-      "Step 264000 of 5000000; TPS: 6540.92; ETA: 12.1 minutes\n",
-      "Step 265000 of 5000000; TPS: 6541.4; ETA: 12.1 minutes\n",
-      "Step 266000 of 5000000; TPS: 6541.57; ETA: 12.1 minutes\n",
-      "Step 267000 of 5000000; TPS: 6542.01; ETA: 12.1 minutes\n",
-      "Step 268000 of 5000000; TPS: 6542.46; ETA: 12.1 minutes\n",
-      "Step 269000 of 5000000; TPS: 6542.75; ETA: 12.1 minutes\n",
-      "Step 270000 of 5000000; TPS: 6542.96; ETA: 12.0 minutes\n",
-      "Step 271000 of 5000000; TPS: 6530.07; ETA: 12.1 minutes\n",
-      "Step 272000 of 5000000; TPS: 6530.54; ETA: 12.1 minutes\n",
-      "Step 273000 of 5000000; TPS: 6531.02; ETA: 12.1 minutes\n",
-      "Step 274000 of 5000000; TPS: 6531.44; ETA: 12.1 minutes\n",
-      "Step 275000 of 5000000; TPS: 6532.18; ETA: 12.1 minutes\n",
-      "Step 276000 of 5000000; TPS: 6532.58; ETA: 12.1 minutes\n",
-      "Step 277000 of 5000000; TPS: 6533.09; ETA: 12.0 minutes\n",
-      "Step 278000 of 5000000; TPS: 6533.39; ETA: 12.0 minutes\n",
-      "Step 279000 of 5000000; TPS: 6533.74; ETA: 12.0 minutes\n",
-      "Step 280000 of 5000000; TPS: 6534.17; ETA: 12.0 minutes\n",
-      "Step 281000 of 5000000; TPS: 6534.61; ETA: 12.0 minutes\n",
-      "Step 282000 of 5000000; TPS: 6535.13; ETA: 12.0 minutes\n",
-      "Step 283000 of 5000000; TPS: 6535.51; ETA: 12.0 minutes\n",
-      "Step 284000 of 5000000; TPS: 6535.94; ETA: 12.0 minutes\n",
-      "Step 285000 of 5000000; TPS: 6536.35; ETA: 12.0 minutes\n",
-      "Step 286000 of 5000000; TPS: 6536.87; ETA: 12.0 minutes\n",
-      "Step 287000 of 5000000; TPS: 6537.35; ETA: 12.0 minutes\n",
-      "Step 288000 of 5000000; TPS: 6537.68; ETA: 12.0 minutes\n",
-      "Step 289000 of 5000000; TPS: 6538.13; ETA: 12.0 minutes\n",
-      "Step 290000 of 5000000; TPS: 6538.58; ETA: 12.0 minutes\n",
-      "Step 291000 of 5000000; TPS: 6539.0; ETA: 12.0 minutes\n",
-      "Step 292000 of 5000000; TPS: 6539.47; ETA: 12.0 minutes\n",
-      "Step 293000 of 5000000; TPS: 6539.94; ETA: 12.0 minutes\n",
-      "Step 294000 of 5000000; TPS: 6538.73; ETA: 12.0 minutes\n",
-      "Step 295000 of 5000000; TPS: 6539.15; ETA: 12.0 minutes\n",
-      "Step 296000 of 5000000; TPS: 6539.42; ETA: 12.0 minutes\n",
-      "Step 297000 of 5000000; TPS: 6539.59; ETA: 12.0 minutes\n",
-      "Step 298000 of 5000000; TPS: 6539.77; ETA: 12.0 minutes\n",
-      "Step 299000 of 5000000; TPS: 6540.14; ETA: 12.0 minutes\n",
-      "Step 300000 of 5000000; TPS: 6540.6; ETA: 12.0 minutes\n",
-      "Step 301000 of 5000000; TPS: 6540.83; ETA: 12.0 minutes\n",
-      "Step 302000 of 5000000; TPS: 6541.27; ETA: 12.0 minutes\n",
-      "Step 303000 of 5000000; TPS: 6541.52; ETA: 12.0 minutes\n",
-      "Step 304000 of 5000000; TPS: 6541.94; ETA: 12.0 minutes\n",
-      "Step 305000 of 5000000; TPS: 6542.37; ETA: 12.0 minutes\n",
-      "Step 306000 of 5000000; TPS: 6542.79; ETA: 12.0 minutes\n",
-      "Step 307000 of 5000000; TPS: 6543.21; ETA: 12.0 minutes\n",
-      "Step 308000 of 5000000; TPS: 6543.66; ETA: 12.0 minutes\n",
-      "Step 309000 of 5000000; TPS: 6544.07; ETA: 11.9 minutes\n",
-      "Step 310000 of 5000000; TPS: 6544.51; ETA: 11.9 minutes\n",
-      "Step 311000 of 5000000; TPS: 6544.93; ETA: 11.9 minutes\n",
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-      "Step 319000 of 5000000; TPS: 6548.15; ETA: 11.9 minutes\n",
-      "Step 320000 of 5000000; TPS: 6548.51; ETA: 11.9 minutes\n",
-      "Step 321000 of 5000000; TPS: 6548.87; ETA: 11.9 minutes\n",
-      "Step 322000 of 5000000; TPS: 6549.19; ETA: 11.9 minutes\n",
-      "Step 323000 of 5000000; TPS: 6549.34; ETA: 11.9 minutes\n",
-      "Step 324000 of 5000000; TPS: 6549.45; ETA: 11.9 minutes\n",
-      "Step 325000 of 5000000; TPS: 6549.71; ETA: 11.9 minutes\n",
-      "Step 326000 of 5000000; TPS: 6527.67; ETA: 11.9 minutes\n",
-      "Step 327000 of 5000000; TPS: 6528.07; ETA: 11.9 minutes\n",
-      "Step 328000 of 5000000; TPS: 6528.5; ETA: 11.9 minutes\n",
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-      "Step 330000 of 5000000; TPS: 6529.3; ETA: 11.9 minutes\n",
-      "Step 331000 of 5000000; TPS: 6529.68; ETA: 11.9 minutes\n",
-      "Step 332000 of 5000000; TPS: 6530.13; ETA: 11.9 minutes\n",
-      "Step 333000 of 5000000; TPS: 6530.54; ETA: 11.9 minutes\n",
-      "Step 334000 of 5000000; TPS: 6530.95; ETA: 11.9 minutes\n",
-      "Step 335000 of 5000000; TPS: 6531.39; ETA: 11.9 minutes\n",
-      "Step 336000 of 5000000; TPS: 6531.81; ETA: 11.9 minutes\n",
-      "Step 337000 of 5000000; TPS: 6532.13; ETA: 11.9 minutes\n",
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-      "Step 340000 of 5000000; TPS: 6533.35; ETA: 11.9 minutes\n",
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-      "Step 347000 of 5000000; TPS: 6536.08; ETA: 11.9 minutes\n",
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-      "Step 358000 of 5000000; TPS: 6540.17; ETA: 11.8 minutes\n",
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-      "Step 368000 of 5000000; TPS: 6542.12; ETA: 11.8 minutes\n",
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-      "Step 381000 of 5000000; TPS: 6536.47; ETA: 11.8 minutes\n",
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-      "Step 383000 of 5000000; TPS: 6537.1; ETA: 11.8 minutes\n",
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-      "Step 386000 of 5000000; TPS: 6538.13; ETA: 11.8 minutes\n",
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-      "Step 390000 of 5000000; TPS: 6539.46; ETA: 11.7 minutes\n",
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-      "Step 392000 of 5000000; TPS: 6540.13; ETA: 11.7 minutes\n",
-      "Step 393000 of 5000000; TPS: 6540.44; ETA: 11.7 minutes\n",
-      "Step 394000 of 5000000; TPS: 6540.78; ETA: 11.7 minutes\n",
-      "Step 395000 of 5000000; TPS: 6541.07; ETA: 11.7 minutes\n",
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-      "Step 397000 of 5000000; TPS: 6541.71; ETA: 11.7 minutes\n",
-      "Step 398000 of 5000000; TPS: 6542.03; ETA: 11.7 minutes\n",
-      "Step 399000 of 5000000; TPS: 6542.37; ETA: 11.7 minutes\n",
-      "Step 400000 of 5000000; TPS: 6542.71; ETA: 11.7 minutes\n",
-      "Step 401000 of 5000000; TPS: 6543.05; ETA: 11.7 minutes\n",
-      "Step 402000 of 5000000; TPS: 6543.38; ETA: 11.7 minutes\n",
-      "Step 403000 of 5000000; TPS: 6543.68; ETA: 11.7 minutes\n",
-      "Step 404000 of 5000000; TPS: 6544.0; ETA: 11.7 minutes\n",
-      "Step 405000 of 5000000; TPS: 6544.3; ETA: 11.7 minutes\n",
-      "Step 406000 of 5000000; TPS: 6544.62; ETA: 11.7 minutes\n",
-      "Step 407000 of 5000000; TPS: 6544.65; ETA: 11.7 minutes\n",
-      "Step 408000 of 5000000; TPS: 6544.94; ETA: 11.7 minutes\n",
-      "Step 409000 of 5000000; TPS: 6545.25; ETA: 11.7 minutes\n",
-      "Step 410000 of 5000000; TPS: 6545.55; ETA: 11.7 minutes\n",
-      "Step 411000 of 5000000; TPS: 6545.83; ETA: 11.7 minutes\n",
-      "Step 412000 of 5000000; TPS: 6546.13; ETA: 11.7 minutes\n",
-      "Step 413000 of 5000000; TPS: 6546.45; ETA: 11.7 minutes\n",
-      "Step 414000 of 5000000; TPS: 6546.77; ETA: 11.7 minutes\n",
-      "Step 415000 of 5000000; TPS: 6547.07; ETA: 11.7 minutes\n",
-      "Step 416000 of 5000000; TPS: 6547.38; ETA: 11.7 minutes\n",
-      "Step 417000 of 5000000; TPS: 6547.67; ETA: 11.7 minutes\n",
-      "Step 418000 of 5000000; TPS: 6547.95; ETA: 11.7 minutes\n",
-      "Step 419000 of 5000000; TPS: 6548.23; ETA: 11.7 minutes\n",
-      "Step 420000 of 5000000; TPS: 6548.53; ETA: 11.7 minutes\n",
-      "Step 421000 of 5000000; TPS: 6548.82; ETA: 11.7 minutes\n",
-      "Step 422000 of 5000000; TPS: 6549.1; ETA: 11.7 minutes\n",
-      "Step 423000 of 5000000; TPS: 6549.39; ETA: 11.6 minutes\n",
-      "Step 424000 of 5000000; TPS: 6549.69; ETA: 11.6 minutes\n",
-      "Step 425000 of 5000000; TPS: 6549.95; ETA: 11.6 minutes\n",
-      "Step 426000 of 5000000; TPS: 6550.23; ETA: 11.6 minutes\n",
-      "Step 427000 of 5000000; TPS: 6548.85; ETA: 11.6 minutes\n",
-      "Step 428000 of 5000000; TPS: 6549.15; ETA: 11.6 minutes\n",
-      "Step 429000 of 5000000; TPS: 6549.38; ETA: 11.6 minutes\n",
-      "Step 430000 of 5000000; TPS: 6549.64; ETA: 11.6 minutes\n",
-      "Step 431000 of 5000000; TPS: 6549.92; ETA: 11.6 minutes\n",
-      "Step 432000 of 5000000; TPS: 6550.2; ETA: 11.6 minutes\n",
-      "Step 433000 of 5000000; TPS: 6550.46; ETA: 11.6 minutes\n",
-      "Step 434000 of 5000000; TPS: 6550.72; ETA: 11.6 minutes\n",
-      "Step 435000 of 5000000; TPS: 6551.0; ETA: 11.6 minutes\n",
-      "Step 436000 of 5000000; TPS: 6543.04; ETA: 11.6 minutes\n",
-      "Step 437000 of 5000000; TPS: 6543.27; ETA: 11.6 minutes\n",
-      "Step 438000 of 5000000; TPS: 6543.55; ETA: 11.6 minutes\n",
-      "Step 439000 of 5000000; TPS: 6543.83; ETA: 11.6 minutes\n",
-      "Step 440000 of 5000000; TPS: 6544.06; ETA: 11.6 minutes\n",
-      "Step 441000 of 5000000; TPS: 6544.32; ETA: 11.6 minutes\n",
-      "Step 442000 of 5000000; TPS: 6544.61; ETA: 11.6 minutes\n",
-      "Step 443000 of 5000000; TPS: 6544.79; ETA: 11.6 minutes\n",
-      "Step 444000 of 5000000; TPS: 6544.94; ETA: 11.6 minutes\n",
-      "Step 445000 of 5000000; TPS: 6545.21; ETA: 11.6 minutes\n",
-      "Step 446000 of 5000000; TPS: 6545.49; ETA: 11.6 minutes\n",
-      "Step 447000 of 5000000; TPS: 6545.77; ETA: 11.6 minutes\n",
-      "Step 448000 of 5000000; TPS: 6546.02; ETA: 11.6 minutes\n",
-      "Step 449000 of 5000000; TPS: 6546.28; ETA: 11.6 minutes\n",
-      "Step 450000 of 5000000; TPS: 6546.55; ETA: 11.6 minutes\n",
-      "Step 451000 of 5000000; TPS: 6546.82; ETA: 11.6 minutes\n",
-      "Step 452000 of 5000000; TPS: 6547.08; ETA: 11.6 minutes\n",
-      "Step 453000 of 5000000; TPS: 6547.34; ETA: 11.6 minutes\n",
-      "Step 454000 of 5000000; TPS: 6547.59; ETA: 11.6 minutes\n",
-      "Step 455000 of 5000000; TPS: 6547.85; ETA: 11.6 minutes\n",
-      "Step 456000 of 5000000; TPS: 6548.12; ETA: 11.6 minutes\n",
-      "Step 457000 of 5000000; TPS: 6548.37; ETA: 11.6 minutes\n",
-      "Step 458000 of 5000000; TPS: 6548.64; ETA: 11.6 minutes\n",
-      "Step 459000 of 5000000; TPS: 6548.88; ETA: 11.6 minutes\n",
-      "Step 460000 of 5000000; TPS: 6549.13; ETA: 11.6 minutes\n",
-      "Step 461000 of 5000000; TPS: 6549.38; ETA: 11.6 minutes\n",
-      "Step 462000 of 5000000; TPS: 6549.64; ETA: 11.5 minutes\n",
-      "Step 463000 of 5000000; TPS: 6549.91; ETA: 11.5 minutes\n",
-      "Step 464000 of 5000000; TPS: 6550.15; ETA: 11.5 minutes\n",
-      "Step 465000 of 5000000; TPS: 6550.41; ETA: 11.5 minutes\n",
-      "Step 466000 of 5000000; TPS: 6550.66; ETA: 11.5 minutes\n",
-      "Step 467000 of 5000000; TPS: 6550.89; ETA: 11.5 minutes\n",
-      "Step 468000 of 5000000; TPS: 6551.13; ETA: 11.5 minutes\n",
-      "Step 469000 of 5000000; TPS: 6551.38; ETA: 11.5 minutes\n",
-      "Step 470000 of 5000000; TPS: 6551.65; ETA: 11.5 minutes\n",
-      "Step 471000 of 5000000; TPS: 6551.89; ETA: 11.5 minutes\n",
-      "Step 472000 of 5000000; TPS: 6552.14; ETA: 11.5 minutes\n",
-      "Step 473000 of 5000000; TPS: 6552.37; ETA: 11.5 minutes\n",
-      "Step 474000 of 5000000; TPS: 6552.48; ETA: 11.5 minutes\n",
-      "Step 475000 of 5000000; TPS: 6552.69; ETA: 11.5 minutes\n",
-      "Step 476000 of 5000000; TPS: 6552.94; ETA: 11.5 minutes\n",
-      "Step 477000 of 5000000; TPS: 6552.89; ETA: 11.5 minutes\n",
-      "Step 478000 of 5000000; TPS: 6553.08; ETA: 11.5 minutes\n",
-      "Step 479000 of 5000000; TPS: 6553.33; ETA: 11.5 minutes\n",
-      "Step 480000 of 5000000; TPS: 6553.53; ETA: 11.5 minutes\n",
-      "Step 481000 of 5000000; TPS: 6553.75; ETA: 11.5 minutes\n",
-      "Step 482000 of 5000000; TPS: 6553.97; ETA: 11.5 minutes\n",
-      "Step 483000 of 5000000; TPS: 6554.22; ETA: 11.5 minutes\n",
-      "Step 484000 of 5000000; TPS: 6554.41; ETA: 11.5 minutes\n",
-      "Step 485000 of 5000000; TPS: 6554.62; ETA: 11.5 minutes\n",
-      "Step 486000 of 5000000; TPS: 6554.85; ETA: 11.5 minutes\n",
-      "Step 487000 of 5000000; TPS: 6555.05; ETA: 11.5 minutes\n",
-      "Step 488000 of 5000000; TPS: 6555.28; ETA: 11.5 minutes\n",
-      "Step 489000 of 5000000; TPS: 6555.5; ETA: 11.5 minutes\n",
-      "Step 490000 of 5000000; TPS: 6555.71; ETA: 11.5 minutes\n",
-      "Step 491000 of 5000000; TPS: 6548.51; ETA: 11.5 minutes\n",
-      "Step 492000 of 5000000; TPS: 6548.72; ETA: 11.5 minutes\n",
-      "Step 493000 of 5000000; TPS: 6547.25; ETA: 11.5 minutes\n",
-      "Step 494000 of 5000000; TPS: 6547.48; ETA: 11.5 minutes\n",
-      "Step 495000 of 5000000; TPS: 6547.72; ETA: 11.5 minutes\n",
-      "Step 496000 of 5000000; TPS: 6547.95; ETA: 11.5 minutes\n",
-      "Step 497000 of 5000000; TPS: 6548.18; ETA: 11.5 minutes\n",
-      "Step 498000 of 5000000; TPS: 6548.39; ETA: 11.5 minutes\n",
-      "Step 499000 of 5000000; TPS: 6548.52; ETA: 11.5 minutes\n",
-      "Step 500000 of 5000000; TPS: 6548.6; ETA: 11.5 minutes\n",
-      "Step 501000 of 5000000; TPS: 6548.84; ETA: 11.4 minutes\n",
-      "Step 502000 of 5000000; TPS: 6549.07; ETA: 11.4 minutes\n",
-      "Step 503000 of 5000000; TPS: 6549.31; ETA: 11.4 minutes\n",
-      "Step 504000 of 5000000; TPS: 6549.54; ETA: 11.4 minutes\n",
-      "Step 505000 of 5000000; TPS: 6549.77; ETA: 11.4 minutes\n",
-      "Step 506000 of 5000000; TPS: 6550.0; ETA: 11.4 minutes\n",
-      "Step 507000 of 5000000; TPS: 6550.25; ETA: 11.4 minutes\n",
-      "Step 508000 of 5000000; TPS: 6550.47; ETA: 11.4 minutes\n",
-      "Step 509000 of 5000000; TPS: 6550.7; ETA: 11.4 minutes\n",
-      "Step 510000 of 5000000; TPS: 6550.91; ETA: 11.4 minutes\n",
-      "Step 511000 of 5000000; TPS: 6551.13; ETA: 11.4 minutes\n",
-      "Step 512000 of 5000000; TPS: 6551.36; ETA: 11.4 minutes\n",
-      "Step 513000 of 5000000; TPS: 6551.57; ETA: 11.4 minutes\n",
-      "Step 514000 of 5000000; TPS: 6551.82; ETA: 11.4 minutes\n",
-      "Step 515000 of 5000000; TPS: 6552.05; ETA: 11.4 minutes\n",
-      "Step 516000 of 5000000; TPS: 6552.26; ETA: 11.4 minutes\n",
-      "Step 517000 of 5000000; TPS: 6552.47; ETA: 11.4 minutes\n",
-      "Step 518000 of 5000000; TPS: 6552.7; ETA: 11.4 minutes\n",
-      "Step 519000 of 5000000; TPS: 6552.89; ETA: 11.4 minutes\n",
-      "Step 520000 of 5000000; TPS: 6553.1; ETA: 11.4 minutes\n",
-      "Step 521000 of 5000000; TPS: 6553.32; ETA: 11.4 minutes\n",
-      "Step 522000 of 5000000; TPS: 6553.54; ETA: 11.4 minutes\n",
-      "Step 523000 of 5000000; TPS: 6553.77; ETA: 11.4 minutes\n",
-      "Step 524000 of 5000000; TPS: 6553.99; ETA: 11.4 minutes\n",
-      "Step 525000 of 5000000; TPS: 6554.19; ETA: 11.4 minutes\n",
-      "Step 526000 of 5000000; TPS: 6554.3; ETA: 11.4 minutes\n",
-      "Step 527000 of 5000000; TPS: 6554.48; ETA: 11.4 minutes\n",
-      "Step 528000 of 5000000; TPS: 6554.69; ETA: 11.4 minutes\n",
-      "Step 529000 of 5000000; TPS: 6554.9; ETA: 11.4 minutes\n",
-      "Step 530000 of 5000000; TPS: 6555.12; ETA: 11.4 minutes\n",
-      "Step 531000 of 5000000; TPS: 6555.34; ETA: 11.4 minutes\n",
-      "Step 532000 of 5000000; TPS: 6555.53; ETA: 11.4 minutes\n",
-      "Step 533000 of 5000000; TPS: 6555.72; ETA: 11.4 minutes\n",
-      "Step 534000 of 5000000; TPS: 6555.91; ETA: 11.4 minutes\n",
-      "Step 535000 of 5000000; TPS: 6556.1; ETA: 11.4 minutes\n",
-      "Step 536000 of 5000000; TPS: 6556.28; ETA: 11.3 minutes\n",
-      "Step 537000 of 5000000; TPS: 6556.49; ETA: 11.3 minutes\n",
-      "Step 538000 of 5000000; TPS: 6556.68; ETA: 11.3 minutes\n",
-      "Step 539000 of 5000000; TPS: 6556.85; ETA: 11.3 minutes\n",
-      "Step 540000 of 5000000; TPS: 6556.87; ETA: 11.3 minutes\n",
-      "Step 541000 of 5000000; TPS: 6557.05; ETA: 11.3 minutes\n",
-      "Step 542000 of 5000000; TPS: 6557.22; ETA: 11.3 minutes\n",
-      "Step 543000 of 5000000; TPS: 6557.41; ETA: 11.3 minutes\n",
-      "Step 544000 of 5000000; TPS: 6557.59; ETA: 11.3 minutes\n",
-      "Step 545000 of 5000000; TPS: 6557.76; ETA: 11.3 minutes\n",
-      "Step 546000 of 5000000; TPS: 6557.95; ETA: 11.3 minutes\n",
-      "Step 547000 of 5000000; TPS: 6551.77; ETA: 11.3 minutes\n",
-      "Step 548000 of 5000000; TPS: 6551.88; ETA: 11.3 minutes\n",
-      "Step 549000 of 5000000; TPS: 6552.02; ETA: 11.3 minutes\n",
-      "Step 550000 of 5000000; TPS: 6552.19; ETA: 11.3 minutes\n",
-      "Step 551000 of 5000000; TPS: 6552.37; ETA: 11.3 minutes\n",
-      "Step 552000 of 5000000; TPS: 6552.55; ETA: 11.3 minutes\n",
-      "Step 553000 of 5000000; TPS: 6552.72; ETA: 11.3 minutes\n",
-      "Step 554000 of 5000000; TPS: 6552.92; ETA: 11.3 minutes\n",
-      "Step 555000 of 5000000; TPS: 6553.11; ETA: 11.3 minutes\n",
-      "Step 556000 of 5000000; TPS: 6553.28; ETA: 11.3 minutes\n",
-      "Step 557000 of 5000000; TPS: 6553.45; ETA: 11.3 minutes\n",
-      "Step 558000 of 5000000; TPS: 6553.65; ETA: 11.3 minutes\n",
-      "Step 559000 of 5000000; TPS: 6552.89; ETA: 11.3 minutes\n",
-      "Step 560000 of 5000000; TPS: 6553.06; ETA: 11.3 minutes\n",
-      "Step 561000 of 5000000; TPS: 6553.23; ETA: 11.3 minutes\n",
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-      "Step 564000 of 5000000; TPS: 6553.8; ETA: 11.3 minutes\n",
-      "Step 565000 of 5000000; TPS: 6553.87; ETA: 11.3 minutes\n",
-      "Step 566000 of 5000000; TPS: 6553.89; ETA: 11.3 minutes\n",
-      "Step 567000 of 5000000; TPS: 6554.04; ETA: 11.3 minutes\n",
-      "Step 568000 of 5000000; TPS: 6554.21; ETA: 11.3 minutes\n",
-      "Step 569000 of 5000000; TPS: 6554.36; ETA: 11.3 minutes\n",
-      "Step 570000 of 5000000; TPS: 6554.53; ETA: 11.3 minutes\n",
-      "Step 571000 of 5000000; TPS: 6554.69; ETA: 11.3 minutes\n",
-      "Step 572000 of 5000000; TPS: 6554.68; ETA: 11.3 minutes\n",
-      "Step 573000 of 5000000; TPS: 6554.85; ETA: 11.3 minutes\n",
-      "Step 574000 of 5000000; TPS: 6555.01; ETA: 11.3 minutes\n",
-      "Step 575000 of 5000000; TPS: 6555.19; ETA: 11.3 minutes\n",
-      "Step 576000 of 5000000; TPS: 6555.33; ETA: 11.2 minutes\n",
-      "Step 577000 of 5000000; TPS: 6555.51; ETA: 11.2 minutes\n",
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-      "Step 583000 of 5000000; TPS: 6556.46; ETA: 11.2 minutes\n",
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-      "Step 585000 of 5000000; TPS: 6556.7; ETA: 11.2 minutes\n",
-      "Step 586000 of 5000000; TPS: 6556.77; ETA: 11.2 minutes\n",
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-      "Step 596000 of 5000000; TPS: 6557.91; ETA: 11.2 minutes\n",
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-      "Step 600000 of 5000000; TPS: 6558.23; ETA: 11.2 minutes\n",
-      "Step 601000 of 5000000; TPS: 6558.32; ETA: 11.2 minutes\n",
-      "Step 602000 of 5000000; TPS: 6552.9; ETA: 11.2 minutes\n",
-      "Step 603000 of 5000000; TPS: 6553.06; ETA: 11.2 minutes\n",
-      "Step 604000 of 5000000; TPS: 6553.2; ETA: 11.2 minutes\n",
-      "Step 605000 of 5000000; TPS: 6553.2; ETA: 11.2 minutes\n",
-      "Step 606000 of 5000000; TPS: 6553.3; ETA: 11.2 minutes\n",
-      "Step 607000 of 5000000; TPS: 6553.3; ETA: 11.2 minutes\n",
-      "Step 608000 of 5000000; TPS: 6553.19; ETA: 11.2 minutes\n",
-      "Step 609000 of 5000000; TPS: 6553.37; ETA: 11.2 minutes\n",
-      "Step 610000 of 5000000; TPS: 6553.54; ETA: 11.2 minutes\n",
-      "Step 611000 of 5000000; TPS: 6553.7; ETA: 11.2 minutes\n",
-      "Step 612000 of 5000000; TPS: 6553.8; ETA: 11.2 minutes\n",
-      "Step 613000 of 5000000; TPS: 6553.92; ETA: 11.2 minutes\n",
-      "Step 614000 of 5000000; TPS: 6554.07; ETA: 11.2 minutes\n",
-      "Step 615000 of 5000000; TPS: 6554.21; ETA: 11.2 minutes\n",
-      "Step 616000 of 5000000; TPS: 6554.38; ETA: 11.1 minutes\n",
-      "Step 617000 of 5000000; TPS: 6554.54; ETA: 11.1 minutes\n",
-      "Step 618000 of 5000000; TPS: 6554.7; ETA: 11.1 minutes\n",
-      "Step 619000 of 5000000; TPS: 6554.77; ETA: 11.1 minutes\n",
-      "Step 620000 of 5000000; TPS: 6554.92; ETA: 11.1 minutes\n",
-      "Step 621000 of 5000000; TPS: 6555.09; ETA: 11.1 minutes\n",
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-      "Step 624000 of 5000000; TPS: 6555.54; ETA: 11.1 minutes\n",
-      "Step 625000 of 5000000; TPS: 6554.9; ETA: 11.1 minutes\n",
-      "Step 626000 of 5000000; TPS: 6555.06; ETA: 11.1 minutes\n",
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-      "Step 636000 of 5000000; TPS: 6556.66; ETA: 11.1 minutes\n",
-      "Step 637000 of 5000000; TPS: 6556.82; ETA: 11.1 minutes\n",
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-      "Step 641000 of 5000000; TPS: 6557.5; ETA: 11.1 minutes\n",
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-      "Step 645000 of 5000000; TPS: 6558.05; ETA: 11.1 minutes\n",
-      "Step 646000 of 5000000; TPS: 6558.2; ETA: 11.1 minutes\n",
-      "Step 647000 of 5000000; TPS: 6558.34; ETA: 11.1 minutes\n",
-      "Step 648000 of 5000000; TPS: 6558.5; ETA: 11.1 minutes\n",
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-      "Step 651000 of 5000000; TPS: 6558.93; ETA: 11.1 minutes\n",
-      "Step 652000 of 5000000; TPS: 6559.07; ETA: 11.0 minutes\n",
-      "Step 653000 of 5000000; TPS: 6559.19; ETA: 11.0 minutes\n",
-      "Step 654000 of 5000000; TPS: 6559.32; ETA: 11.0 minutes\n",
-      "Step 655000 of 5000000; TPS: 6559.44; ETA: 11.0 minutes\n",
-      "Step 656000 of 5000000; TPS: 6559.59; ETA: 11.0 minutes\n",
-      "Step 657000 of 5000000; TPS: 6554.82; ETA: 11.0 minutes\n",
-      "Step 658000 of 5000000; TPS: 6554.92; ETA: 11.0 minutes\n",
-      "Step 659000 of 5000000; TPS: 6555.02; ETA: 11.0 minutes\n",
-      "Step 660000 of 5000000; TPS: 6555.14; ETA: 11.0 minutes\n",
-      "Step 661000 of 5000000; TPS: 6555.29; ETA: 11.0 minutes\n",
-      "Step 662000 of 5000000; TPS: 6555.45; ETA: 11.0 minutes\n",
-      "Step 663000 of 5000000; TPS: 6555.6; ETA: 11.0 minutes\n",
-      "Step 664000 of 5000000; TPS: 6555.64; ETA: 11.0 minutes\n",
-      "Step 665000 of 5000000; TPS: 6555.46; ETA: 11.0 minutes\n",
-      "Step 666000 of 5000000; TPS: 6555.31; ETA: 11.0 minutes\n",
-      "Step 667000 of 5000000; TPS: 6555.37; ETA: 11.0 minutes\n",
-      "Step 668000 of 5000000; TPS: 6555.49; ETA: 11.0 minutes\n",
-      "Step 669000 of 5000000; TPS: 6555.62; ETA: 11.0 minutes\n",
-      "Step 670000 of 5000000; TPS: 6555.76; ETA: 11.0 minutes\n",
-      "Step 671000 of 5000000; TPS: 6555.93; ETA: 11.0 minutes\n",
-      "Step 672000 of 5000000; TPS: 6556.08; ETA: 11.0 minutes\n",
-      "Step 673000 of 5000000; TPS: 6556.22; ETA: 11.0 minutes\n",
-      "Step 674000 of 5000000; TPS: 6556.36; ETA: 11.0 minutes\n",
-      "Step 675000 of 5000000; TPS: 6556.48; ETA: 11.0 minutes\n",
-      "Step 676000 of 5000000; TPS: 6556.61; ETA: 11.0 minutes\n",
-      "Step 677000 of 5000000; TPS: 6556.75; ETA: 11.0 minutes\n",
-      "Step 678000 of 5000000; TPS: 6556.86; ETA: 11.0 minutes\n",
-      "Step 679000 of 5000000; TPS: 6556.97; ETA: 11.0 minutes\n",
-      "Step 680000 of 5000000; TPS: 6557.1; ETA: 11.0 minutes\n",
-      "Step 681000 of 5000000; TPS: 6557.23; ETA: 11.0 minutes\n",
-      "Step 682000 of 5000000; TPS: 6557.38; ETA: 11.0 minutes\n",
-      "Step 683000 of 5000000; TPS: 6557.54; ETA: 11.0 minutes\n",
-      "Step 684000 of 5000000; TPS: 6557.69; ETA: 11.0 minutes\n",
-      "Step 685000 of 5000000; TPS: 6557.83; ETA: 11.0 minutes\n",
-      "Step 686000 of 5000000; TPS: 6557.97; ETA: 11.0 minutes\n",
-      "Step 687000 of 5000000; TPS: 6558.11; ETA: 11.0 minutes\n",
-      "Step 688000 of 5000000; TPS: 6558.25; ETA: 11.0 minutes\n",
-      "Step 689000 of 5000000; TPS: 6558.38; ETA: 11.0 minutes\n",
-      "Step 690000 of 5000000; TPS: 6558.51; ETA: 11.0 minutes\n",
-      "Step 691000 of 5000000; TPS: 6557.94; ETA: 11.0 minutes\n",
-      "Step 692000 of 5000000; TPS: 6558.11; ETA: 10.9 minutes\n",
-      "Step 693000 of 5000000; TPS: 6558.25; ETA: 10.9 minutes\n",
-      "Step 694000 of 5000000; TPS: 6558.37; ETA: 10.9 minutes\n",
-      "Step 695000 of 5000000; TPS: 6558.5; ETA: 10.9 minutes\n",
-      "Step 696000 of 5000000; TPS: 6558.63; ETA: 10.9 minutes\n",
-      "Step 697000 of 5000000; TPS: 6558.78; ETA: 10.9 minutes\n",
-      "Step 698000 of 5000000; TPS: 6558.94; ETA: 10.9 minutes\n",
-      "Step 699000 of 5000000; TPS: 6559.08; ETA: 10.9 minutes\n",
-      "Step 700000 of 5000000; TPS: 6559.21; ETA: 10.9 minutes\n",
-      "Step 701000 of 5000000; TPS: 6559.36; ETA: 10.9 minutes\n",
-      "Step 702000 of 5000000; TPS: 6559.49; ETA: 10.9 minutes\n",
-      "Step 703000 of 5000000; TPS: 6559.63; ETA: 10.9 minutes\n",
-      "Step 704000 of 5000000; TPS: 6559.75; ETA: 10.9 minutes\n",
-      "Step 705000 of 5000000; TPS: 6559.86; ETA: 10.9 minutes\n",
-      "Step 706000 of 5000000; TPS: 6560.0; ETA: 10.9 minutes\n",
-      "Step 707000 of 5000000; TPS: 6560.11; ETA: 10.9 minutes\n",
-      "Step 708000 of 5000000; TPS: 6560.23; ETA: 10.9 minutes\n",
-      "Step 709000 of 5000000; TPS: 6560.38; ETA: 10.9 minutes\n",
-      "Step 710000 of 5000000; TPS: 6560.53; ETA: 10.9 minutes\n",
-      "Step 711000 of 5000000; TPS: 6560.67; ETA: 10.9 minutes\n",
-      "Step 712000 of 5000000; TPS: 6556.46; ETA: 10.9 minutes\n",
-      "Step 713000 of 5000000; TPS: 6556.6; ETA: 10.9 minutes\n",
-      "Step 714000 of 5000000; TPS: 6556.74; ETA: 10.9 minutes\n",
-      "Step 715000 of 5000000; TPS: 6556.85; ETA: 10.9 minutes\n",
-      "Step 716000 of 5000000; TPS: 6556.99; ETA: 10.9 minutes\n",
-      "Step 717000 of 5000000; TPS: 6557.14; ETA: 10.9 minutes\n",
-      "Step 718000 of 5000000; TPS: 6557.28; ETA: 10.9 minutes\n",
-      "Step 719000 of 5000000; TPS: 6557.42; ETA: 10.9 minutes\n",
-      "Step 720000 of 5000000; TPS: 6557.56; ETA: 10.9 minutes\n",
-      "Step 721000 of 5000000; TPS: 6557.7; ETA: 10.9 minutes\n",
-      "Step 722000 of 5000000; TPS: 6557.83; ETA: 10.9 minutes\n",
-      "Step 723000 of 5000000; TPS: 6557.87; ETA: 10.9 minutes\n",
-      "Step 724000 of 5000000; TPS: 6558.01; ETA: 10.9 minutes\n",
-      "Step 725000 of 5000000; TPS: 6558.14; ETA: 10.9 minutes\n",
-      "Step 726000 of 5000000; TPS: 6558.27; ETA: 10.9 minutes\n",
-      "Step 727000 of 5000000; TPS: 6558.42; ETA: 10.9 minutes\n",
-      "Step 728000 of 5000000; TPS: 6558.55; ETA: 10.9 minutes\n",
-      "Step 729000 of 5000000; TPS: 6558.68; ETA: 10.9 minutes\n",
-      "Step 730000 of 5000000; TPS: 6558.82; ETA: 10.9 minutes\n",
-      "Step 731000 of 5000000; TPS: 6558.96; ETA: 10.8 minutes\n",
-      "Step 732000 of 5000000; TPS: 6559.03; ETA: 10.8 minutes\n",
-      "Step 733000 of 5000000; TPS: 6559.16; ETA: 10.8 minutes\n",
-      "Step 734000 of 5000000; TPS: 6559.29; ETA: 10.8 minutes\n",
-      "Step 735000 of 5000000; TPS: 6559.44; ETA: 10.8 minutes\n",
-      "Step 736000 of 5000000; TPS: 6559.57; ETA: 10.8 minutes\n",
-      "Step 737000 of 5000000; TPS: 6559.71; ETA: 10.8 minutes\n",
-      "Step 738000 of 5000000; TPS: 6559.84; ETA: 10.8 minutes\n",
-      "Step 739000 of 5000000; TPS: 6559.97; ETA: 10.8 minutes\n",
-      "Step 740000 of 5000000; TPS: 6560.11; ETA: 10.8 minutes\n",
-      "Step 741000 of 5000000; TPS: 6560.24; ETA: 10.8 minutes\n",
-      "Step 742000 of 5000000; TPS: 6560.38; ETA: 10.8 minutes\n",
-      "Step 743000 of 5000000; TPS: 6560.52; ETA: 10.8 minutes\n",
-      "Step 744000 of 5000000; TPS: 6560.65; ETA: 10.8 minutes\n",
-      "Step 745000 of 5000000; TPS: 6560.78; ETA: 10.8 minutes\n",
-      "Step 746000 of 5000000; TPS: 6560.91; ETA: 10.8 minutes\n",
-      "Step 747000 of 5000000; TPS: 6561.05; ETA: 10.8 minutes\n",
-      "Step 748000 of 5000000; TPS: 6561.18; ETA: 10.8 minutes\n",
-      "Step 749000 of 5000000; TPS: 6561.32; ETA: 10.8 minutes\n",
-      "Step 750000 of 5000000; TPS: 6561.44; ETA: 10.8 minutes\n",
-      "Step 751000 of 5000000; TPS: 6561.57; ETA: 10.8 minutes\n",
-      "Step 752000 of 5000000; TPS: 6561.71; ETA: 10.8 minutes\n",
-      "Step 753000 of 5000000; TPS: 6561.83; ETA: 10.8 minutes\n",
-      "Step 754000 of 5000000; TPS: 6561.96; ETA: 10.8 minutes\n",
-      "Step 755000 of 5000000; TPS: 6562.09; ETA: 10.8 minutes\n",
-      "Step 756000 of 5000000; TPS: 6562.22; ETA: 10.8 minutes\n",
-      "Step 757000 of 5000000; TPS: 6562.33; ETA: 10.8 minutes\n",
-      "Step 758000 of 5000000; TPS: 6561.79; ETA: 10.8 minutes\n",
-      "Step 759000 of 5000000; TPS: 6561.92; ETA: 10.8 minutes\n",
-      "Step 760000 of 5000000; TPS: 6562.05; ETA: 10.8 minutes\n",
-      "Step 761000 of 5000000; TPS: 6562.18; ETA: 10.8 minutes\n",
-      "Step 762000 of 5000000; TPS: 6562.3; ETA: 10.8 minutes\n",
-      "Step 763000 of 5000000; TPS: 6562.41; ETA: 10.8 minutes\n",
-      "Step 764000 of 5000000; TPS: 6562.53; ETA: 10.8 minutes\n",
-      "Step 765000 of 5000000; TPS: 6562.65; ETA: 10.8 minutes\n",
-      "Step 766000 of 5000000; TPS: 6562.77; ETA: 10.8 minutes\n",
-      "Step 767000 of 5000000; TPS: 6558.9; ETA: 10.8 minutes\n",
-      "Step 768000 of 5000000; TPS: 6559.0; ETA: 10.8 minutes\n",
-      "Step 769000 of 5000000; TPS: 6559.12; ETA: 10.8 minutes\n",
-      "Step 770000 of 5000000; TPS: 6559.26; ETA: 10.7 minutes\n",
-      "Step 771000 of 5000000; TPS: 6559.38; ETA: 10.7 minutes\n",
-      "Step 772000 of 5000000; TPS: 6559.5; ETA: 10.7 minutes\n",
-      "Step 773000 of 5000000; TPS: 6559.64; ETA: 10.7 minutes\n",
-      "Step 774000 of 5000000; TPS: 6559.77; ETA: 10.7 minutes\n",
-      "Step 775000 of 5000000; TPS: 6559.9; ETA: 10.7 minutes\n",
-      "Step 776000 of 5000000; TPS: 6560.02; ETA: 10.7 minutes\n",
-      "Step 777000 of 5000000; TPS: 6560.14; ETA: 10.7 minutes\n",
-      "Step 778000 of 5000000; TPS: 6560.28; ETA: 10.7 minutes\n",
-      "Step 779000 of 5000000; TPS: 6560.4; ETA: 10.7 minutes\n",
-      "Step 780000 of 5000000; TPS: 6560.52; ETA: 10.7 minutes\n",
-      "Step 781000 of 5000000; TPS: 6560.65; ETA: 10.7 minutes\n",
-      "Step 782000 of 5000000; TPS: 6560.76; ETA: 10.7 minutes\n",
-      "Step 783000 of 5000000; TPS: 6560.88; ETA: 10.7 minutes\n",
-      "Step 784000 of 5000000; TPS: 6561.0; ETA: 10.7 minutes\n",
-      "Step 785000 of 5000000; TPS: 6561.12; ETA: 10.7 minutes\n",
-      "Step 786000 of 5000000; TPS: 6561.24; ETA: 10.7 minutes\n",
-      "Step 787000 of 5000000; TPS: 6561.37; ETA: 10.7 minutes\n",
-      "Step 788000 of 5000000; TPS: 6561.49; ETA: 10.7 minutes\n",
-      "Step 789000 of 5000000; TPS: 6561.62; ETA: 10.7 minutes\n",
-      "Step 790000 of 5000000; TPS: 6561.75; ETA: 10.7 minutes\n",
-      "Step 791000 of 5000000; TPS: 6561.87; ETA: 10.7 minutes\n",
-      "Step 792000 of 5000000; TPS: 6562.0; ETA: 10.7 minutes\n",
-      "Step 793000 of 5000000; TPS: 6562.12; ETA: 10.7 minutes\n",
-      "Step 794000 of 5000000; TPS: 6562.24; ETA: 10.7 minutes\n",
-      "Step 795000 of 5000000; TPS: 6562.36; ETA: 10.7 minutes\n",
-      "Step 796000 of 5000000; TPS: 6562.47; ETA: 10.7 minutes\n",
-      "Step 797000 of 5000000; TPS: 6562.59; ETA: 10.7 minutes\n",
-      "Step 798000 of 5000000; TPS: 6562.7; ETA: 10.7 minutes\n",
-      "Step 799000 of 5000000; TPS: 6562.82; ETA: 10.7 minutes\n",
-      "Step 800000 of 5000000; TPS: 6562.94; ETA: 10.7 minutes\n",
-      "Step 801000 of 5000000; TPS: 6563.06; ETA: 10.7 minutes\n",
-      "Step 802000 of 5000000; TPS: 6563.17; ETA: 10.7 minutes\n",
-      "Step 803000 of 5000000; TPS: 6563.26; ETA: 10.7 minutes\n",
-      "Step 804000 of 5000000; TPS: 6563.38; ETA: 10.7 minutes\n",
-      "Step 805000 of 5000000; TPS: 6563.49; ETA: 10.7 minutes\n",
-      "Step 806000 of 5000000; TPS: 6563.59; ETA: 10.6 minutes\n",
-      "Step 807000 of 5000000; TPS: 6562.06; ETA: 10.6 minutes\n",
-      "Step 808000 of 5000000; TPS: 6562.14; ETA: 10.6 minutes\n",
-      "Step 809000 of 5000000; TPS: 6562.23; ETA: 10.6 minutes\n",
-      "Step 810000 of 5000000; TPS: 6562.35; ETA: 10.6 minutes\n",
-      "Step 811000 of 5000000; TPS: 6562.46; ETA: 10.6 minutes\n",
-      "Step 812000 of 5000000; TPS: 6562.56; ETA: 10.6 minutes\n",
-      "Step 813000 of 5000000; TPS: 6562.68; ETA: 10.6 minutes\n",
-      "Step 814000 of 5000000; TPS: 6562.79; ETA: 10.6 minutes\n",
-      "Step 815000 of 5000000; TPS: 6562.91; ETA: 10.6 minutes\n",
-      "Step 816000 of 5000000; TPS: 6563.02; ETA: 10.6 minutes\n",
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-      "Step 818000 of 5000000; TPS: 6563.25; ETA: 10.6 minutes\n",
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-      "Step 820000 of 5000000; TPS: 6563.48; ETA: 10.6 minutes\n",
-      "Step 821000 of 5000000; TPS: 6563.59; ETA: 10.6 minutes\n",
-      "Step 822000 of 5000000; TPS: 6560.1; ETA: 10.6 minutes\n",
-      "Step 823000 of 5000000; TPS: 6560.2; ETA: 10.6 minutes\n",
-      "Step 824000 of 5000000; TPS: 6559.72; ETA: 10.6 minutes\n",
-      "Step 825000 of 5000000; TPS: 6559.84; ETA: 10.6 minutes\n",
-      "Step 826000 of 5000000; TPS: 6559.96; ETA: 10.6 minutes\n",
-      "Step 827000 of 5000000; TPS: 6560.07; ETA: 10.6 minutes\n",
-      "Step 828000 of 5000000; TPS: 6560.13; ETA: 10.6 minutes\n",
-      "Step 829000 of 5000000; TPS: 6560.25; ETA: 10.6 minutes\n",
-      "Step 830000 of 5000000; TPS: 6560.37; ETA: 10.6 minutes\n",
-      "Step 831000 of 5000000; TPS: 6560.49; ETA: 10.6 minutes\n",
-      "Step 832000 of 5000000; TPS: 6560.61; ETA: 10.6 minutes\n",
-      "Step 833000 of 5000000; TPS: 6560.72; ETA: 10.6 minutes\n",
-      "Step 834000 of 5000000; TPS: 6560.81; ETA: 10.6 minutes\n",
-      "Step 835000 of 5000000; TPS: 6560.94; ETA: 10.6 minutes\n",
-      "Step 836000 of 5000000; TPS: 6561.05; ETA: 10.6 minutes\n",
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-      "Step 841000 of 5000000; TPS: 6561.63; ETA: 10.6 minutes\n",
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-      "Step 847000 of 5000000; TPS: 6562.29; ETA: 10.5 minutes\n",
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-      "Step 853000 of 5000000; TPS: 6562.96; ETA: 10.5 minutes\n",
-      "Step 854000 of 5000000; TPS: 6563.06; ETA: 10.5 minutes\n",
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-      "Step 863000 of 5000000; TPS: 6564.03; ETA: 10.5 minutes\n",
-      "Step 864000 of 5000000; TPS: 6564.11; ETA: 10.5 minutes\n",
-      "Step 865000 of 5000000; TPS: 6564.22; ETA: 10.5 minutes\n",
-      "Step 866000 of 5000000; TPS: 6564.32; ETA: 10.5 minutes\n",
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-      "Step 869000 of 5000000; TPS: 6564.63; ETA: 10.5 minutes\n",
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-      "Step 871000 of 5000000; TPS: 6564.83; ETA: 10.5 minutes\n",
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-      "Step 874000 of 5000000; TPS: 6565.0; ETA: 10.5 minutes\n",
-      "Step 875000 of 5000000; TPS: 6565.09; ETA: 10.5 minutes\n",
-      "Step 876000 of 5000000; TPS: 6565.19; ETA: 10.5 minutes\n",
-      "Step 877000 of 5000000; TPS: 6562.03; ETA: 10.5 minutes\n",
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-      "Step 894000 of 5000000; TPS: 6563.1; ETA: 10.4 minutes\n",
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-      "Step 896000 of 5000000; TPS: 6563.3; ETA: 10.4 minutes\n",
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-      "Step 900000 of 5000000; TPS: 6563.68; ETA: 10.4 minutes\n",
-      "Step 901000 of 5000000; TPS: 6563.78; ETA: 10.4 minutes\n",
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-      "Step 904000 of 5000000; TPS: 6564.07; ETA: 10.4 minutes\n",
-      "Step 905000 of 5000000; TPS: 6564.11; ETA: 10.4 minutes\n",
-      "Step 906000 of 5000000; TPS: 6564.2; ETA: 10.4 minutes\n",
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-      "Step 911000 of 5000000; TPS: 6564.13; ETA: 10.4 minutes\n",
-      "Step 912000 of 5000000; TPS: 6564.17; ETA: 10.4 minutes\n",
-      "Step 913000 of 5000000; TPS: 6564.24; ETA: 10.4 minutes\n",
-      "Step 914000 of 5000000; TPS: 6564.31; ETA: 10.4 minutes\n",
-      "Step 915000 of 5000000; TPS: 6564.33; ETA: 10.4 minutes\n",
-      "Step 916000 of 5000000; TPS: 6564.3; ETA: 10.4 minutes\n",
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-      "Step 921000 of 5000000; TPS: 6564.7; ETA: 10.4 minutes\n",
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-      "Step 924000 of 5000000; TPS: 6564.88; ETA: 10.3 minutes\n",
-      "Step 925000 of 5000000; TPS: 6564.96; ETA: 10.3 minutes\n",
-      "Step 926000 of 5000000; TPS: 6565.05; ETA: 10.3 minutes\n",
-      "Step 927000 of 5000000; TPS: 6565.13; ETA: 10.3 minutes\n",
-      "Step 928000 of 5000000; TPS: 6565.21; ETA: 10.3 minutes\n",
-      "Step 929000 of 5000000; TPS: 6565.29; ETA: 10.3 minutes\n",
-      "Step 930000 of 5000000; TPS: 6565.37; ETA: 10.3 minutes\n",
-      "Step 931000 of 5000000; TPS: 6565.45; ETA: 10.3 minutes\n",
-      "Step 932000 of 5000000; TPS: 6562.53; ETA: 10.3 minutes\n",
-      "Step 933000 of 5000000; TPS: 6562.6; ETA: 10.3 minutes\n",
-      "Step 934000 of 5000000; TPS: 6562.69; ETA: 10.3 minutes\n",
-      "Step 935000 of 5000000; TPS: 6562.77; ETA: 10.3 minutes\n",
-      "Step 936000 of 5000000; TPS: 6562.85; ETA: 10.3 minutes\n",
-      "Step 937000 of 5000000; TPS: 6562.94; ETA: 10.3 minutes\n",
-      "Step 938000 of 5000000; TPS: 6563.04; ETA: 10.3 minutes\n",
-      "Step 939000 of 5000000; TPS: 6563.12; ETA: 10.3 minutes\n",
-      "Step 940000 of 5000000; TPS: 6563.1; ETA: 10.3 minutes\n",
-      "Step 941000 of 5000000; TPS: 6563.19; ETA: 10.3 minutes\n",
-      "Step 942000 of 5000000; TPS: 6563.29; ETA: 10.3 minutes\n",
-      "Step 943000 of 5000000; TPS: 6563.36; ETA: 10.3 minutes\n",
-      "Step 944000 of 5000000; TPS: 6563.45; ETA: 10.3 minutes\n",
-      "Step 945000 of 5000000; TPS: 6563.54; ETA: 10.3 minutes\n",
-      "Step 946000 of 5000000; TPS: 6563.63; ETA: 10.3 minutes\n",
-      "Step 947000 of 5000000; TPS: 6563.71; ETA: 10.3 minutes\n",
-      "Step 948000 of 5000000; TPS: 6563.8; ETA: 10.3 minutes\n",
-      "Step 949000 of 5000000; TPS: 6563.9; ETA: 10.3 minutes\n",
-      "Step 950000 of 5000000; TPS: 6563.98; ETA: 10.3 minutes\n",
-      "Step 951000 of 5000000; TPS: 6564.07; ETA: 10.3 minutes\n",
-      "Step 952000 of 5000000; TPS: 6564.16; ETA: 10.3 minutes\n",
-      "Step 953000 of 5000000; TPS: 6564.25; ETA: 10.3 minutes\n",
-      "Step 954000 of 5000000; TPS: 6564.33; ETA: 10.3 minutes\n",
-      "Step 955000 of 5000000; TPS: 6564.42; ETA: 10.3 minutes\n",
-      "Step 956000 of 5000000; TPS: 6564.5; ETA: 10.3 minutes\n",
-      "Step 957000 of 5000000; TPS: 6563.66; ETA: 10.3 minutes\n",
-      "Step 958000 of 5000000; TPS: 6563.75; ETA: 10.3 minutes\n",
-      "Step 959000 of 5000000; TPS: 6563.84; ETA: 10.3 minutes\n",
-      "Step 960000 of 5000000; TPS: 6563.93; ETA: 10.3 minutes\n",
-      "Step 961000 of 5000000; TPS: 6563.99; ETA: 10.3 minutes\n",
-      "Step 962000 of 5000000; TPS: 6564.08; ETA: 10.3 minutes\n",
-      "Step 963000 of 5000000; TPS: 6564.16; ETA: 10.3 minutes\n",
-      "Step 964000 of 5000000; TPS: 6564.22; ETA: 10.2 minutes\n",
-      "Step 965000 of 5000000; TPS: 6564.31; ETA: 10.2 minutes\n",
-      "Step 966000 of 5000000; TPS: 6564.39; ETA: 10.2 minutes\n",
-      "Step 967000 of 5000000; TPS: 6564.46; ETA: 10.2 minutes\n",
-      "Step 968000 of 5000000; TPS: 6564.56; ETA: 10.2 minutes\n",
-      "Step 969000 of 5000000; TPS: 6564.65; ETA: 10.2 minutes\n",
-      "Step 970000 of 5000000; TPS: 6564.73; ETA: 10.2 minutes\n",
-      "Step 971000 of 5000000; TPS: 6564.82; ETA: 10.2 minutes\n",
-      "Step 972000 of 5000000; TPS: 6564.9; ETA: 10.2 minutes\n",
-      "Step 973000 of 5000000; TPS: 6564.98; ETA: 10.2 minutes\n",
-      "Step 974000 of 5000000; TPS: 6565.06; ETA: 10.2 minutes\n",
-      "Step 975000 of 5000000; TPS: 6565.15; ETA: 10.2 minutes\n",
-      "Step 976000 of 5000000; TPS: 6565.24; ETA: 10.2 minutes\n",
-      "Step 977000 of 5000000; TPS: 6565.32; ETA: 10.2 minutes\n",
-      "Step 978000 of 5000000; TPS: 6565.41; ETA: 10.2 minutes\n",
-      "Step 979000 of 5000000; TPS: 6565.5; ETA: 10.2 minutes\n",
-      "Step 980000 of 5000000; TPS: 6565.57; ETA: 10.2 minutes\n",
-      "Step 981000 of 5000000; TPS: 6565.64; ETA: 10.2 minutes\n",
-      "Step 982000 of 5000000; TPS: 6565.71; ETA: 10.2 minutes\n",
-      "Step 983000 of 5000000; TPS: 6565.78; ETA: 10.2 minutes\n",
-      "Step 984000 of 5000000; TPS: 6565.86; ETA: 10.2 minutes\n",
-      "Step 985000 of 5000000; TPS: 6565.93; ETA: 10.2 minutes\n",
-      "Step 986000 of 5000000; TPS: 6566.0; ETA: 10.2 minutes\n",
-      "Step 987000 of 5000000; TPS: 6563.36; ETA: 10.2 minutes\n",
-      "Step 988000 of 5000000; TPS: 6563.42; ETA: 10.2 minutes\n",
-      "Step 989000 of 5000000; TPS: 6563.5; ETA: 10.2 minutes\n",
-      "Step 990000 of 5000000; TPS: 6563.58; ETA: 10.2 minutes\n",
-      "Step 991000 of 5000000; TPS: 6563.67; ETA: 10.2 minutes\n",
-      "Step 992000 of 5000000; TPS: 6563.74; ETA: 10.2 minutes\n",
-      "Step 993000 of 5000000; TPS: 6563.76; ETA: 10.2 minutes\n",
-      "Step 994000 of 5000000; TPS: 6563.85; ETA: 10.2 minutes\n",
-      "Step 995000 of 5000000; TPS: 6563.93; ETA: 10.2 minutes\n",
-      "Step 996000 of 5000000; TPS: 6564.0; ETA: 10.2 minutes\n",
-      "Step 997000 of 5000000; TPS: 6564.09; ETA: 10.2 minutes\n",
-      "Step 998000 of 5000000; TPS: 6564.16; ETA: 10.2 minutes\n",
-      "Step 999000 of 5000000; TPS: 6564.24; ETA: 10.2 minutes\n",
-      "Step 1000000 of 5000000; TPS: 6564.32; ETA: 10.2 minutes\n",
-      "Step 1001000 of 5000000; TPS: 6564.4; ETA: 10.2 minutes\n",
-      "Step 1002000 of 5000000; TPS: 6564.48; ETA: 10.2 minutes\n",
-      "Step 1003000 of 5000000; TPS: 6564.56; ETA: 10.1 minutes\n",
-      "Step 1004000 of 5000000; TPS: 6564.64; ETA: 10.1 minutes\n",
-      "Step 1005000 of 5000000; TPS: 6564.72; ETA: 10.1 minutes\n",
-      "Step 1006000 of 5000000; TPS: 6564.73; ETA: 10.1 minutes\n",
-      "Step 1007000 of 5000000; TPS: 6564.77; ETA: 10.1 minutes\n",
-      "Step 1008000 of 5000000; TPS: 6564.85; ETA: 10.1 minutes\n",
-      "Step 1009000 of 5000000; TPS: 6564.93; ETA: 10.1 minutes\n",
-      "Step 1010000 of 5000000; TPS: 6564.99; ETA: 10.1 minutes\n",
-      "Step 1011000 of 5000000; TPS: 6565.07; ETA: 10.1 minutes\n",
-      "Step 1012000 of 5000000; TPS: 6565.15; ETA: 10.1 minutes\n",
-      "Step 1013000 of 5000000; TPS: 6565.22; ETA: 10.1 minutes\n",
-      "Step 1014000 of 5000000; TPS: 6565.3; ETA: 10.1 minutes\n",
-      "Step 1015000 of 5000000; TPS: 6565.37; ETA: 10.1 minutes\n",
-      "Step 1016000 of 5000000; TPS: 6565.45; ETA: 10.1 minutes\n",
-      "Step 1017000 of 5000000; TPS: 6565.52; ETA: 10.1 minutes\n",
-      "Step 1018000 of 5000000; TPS: 6565.59; ETA: 10.1 minutes\n",
-      "Step 1019000 of 5000000; TPS: 6565.66; ETA: 10.1 minutes\n",
-      "Step 1020000 of 5000000; TPS: 6565.73; ETA: 10.1 minutes\n",
-      "Step 1021000 of 5000000; TPS: 6565.81; ETA: 10.1 minutes\n",
-      "Step 1022000 of 5000000; TPS: 6565.89; ETA: 10.1 minutes\n",
-      "Step 1023000 of 5000000; TPS: 6565.56; ETA: 10.1 minutes\n",
-      "Step 1024000 of 5000000; TPS: 6565.64; ETA: 10.1 minutes\n",
-      "Step 1025000 of 5000000; TPS: 6565.72; ETA: 10.1 minutes\n",
-      "Step 1026000 of 5000000; TPS: 6565.8; ETA: 10.1 minutes\n",
-      "Step 1027000 of 5000000; TPS: 6565.87; ETA: 10.1 minutes\n",
-      "Step 1028000 of 5000000; TPS: 6565.94; ETA: 10.1 minutes\n",
-      "Step 1029000 of 5000000; TPS: 6566.01; ETA: 10.1 minutes\n",
-      "Step 1030000 of 5000000; TPS: 6566.08; ETA: 10.1 minutes\n",
-      "Step 1031000 of 5000000; TPS: 6566.14; ETA: 10.1 minutes\n",
-      "Step 1032000 of 5000000; TPS: 6566.22; ETA: 10.1 minutes\n",
-      "Step 1033000 of 5000000; TPS: 6566.28; ETA: 10.1 minutes\n",
-      "Step 1034000 of 5000000; TPS: 6566.36; ETA: 10.1 minutes\n",
-      "Step 1035000 of 5000000; TPS: 6566.43; ETA: 10.1 minutes\n",
-      "Step 1036000 of 5000000; TPS: 6566.51; ETA: 10.1 minutes\n",
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-      "Step 1041000 of 5000000; TPS: 6566.84; ETA: 10.0 minutes\n",
-      "Step 1042000 of 5000000; TPS: 6564.45; ETA: 10.0 minutes\n",
-      "Step 1043000 of 5000000; TPS: 6564.52; ETA: 10.0 minutes\n",
-      "Step 1044000 of 5000000; TPS: 6564.6; ETA: 10.0 minutes\n",
-      "Step 1045000 of 5000000; TPS: 6564.64; ETA: 10.0 minutes\n",
-      "Step 1046000 of 5000000; TPS: 6564.72; ETA: 10.0 minutes\n",
-      "Step 1047000 of 5000000; TPS: 6564.8; ETA: 10.0 minutes\n",
-      "Step 1048000 of 5000000; TPS: 6564.88; ETA: 10.0 minutes\n",
-      "Step 1049000 of 5000000; TPS: 6564.95; ETA: 10.0 minutes\n",
-      "Step 1050000 of 5000000; TPS: 6565.03; ETA: 10.0 minutes\n",
-      "Step 1051000 of 5000000; TPS: 6565.08; ETA: 10.0 minutes\n",
-      "Step 1052000 of 5000000; TPS: 6565.14; ETA: 10.0 minutes\n",
-      "Step 1053000 of 5000000; TPS: 6565.21; ETA: 10.0 minutes\n",
-      "Step 1054000 of 5000000; TPS: 6565.28; ETA: 10.0 minutes\n",
-      "Step 1055000 of 5000000; TPS: 6565.37; ETA: 10.0 minutes\n",
-      "Step 1056000 of 5000000; TPS: 6565.45; ETA: 10.0 minutes\n",
-      "Step 1057000 of 5000000; TPS: 6565.52; ETA: 10.0 minutes\n",
-      "Step 1058000 of 5000000; TPS: 6565.55; ETA: 10.0 minutes\n",
-      "Step 1059000 of 5000000; TPS: 6565.62; ETA: 10.0 minutes\n",
-      "Step 1060000 of 5000000; TPS: 6565.7; ETA: 10.0 minutes\n",
-      "Step 1061000 of 5000000; TPS: 6565.78; ETA: 10.0 minutes\n",
-      "Step 1062000 of 5000000; TPS: 6565.85; ETA: 10.0 minutes\n",
-      "Step 1063000 of 5000000; TPS: 6565.92; ETA: 10.0 minutes\n",
-      "Step 1064000 of 5000000; TPS: 6565.99; ETA: 10.0 minutes\n",
-      "Step 1065000 of 5000000; TPS: 6566.06; ETA: 10.0 minutes\n",
-      "Step 1066000 of 5000000; TPS: 6566.13; ETA: 10.0 minutes\n",
-      "Step 1067000 of 5000000; TPS: 6566.21; ETA: 10.0 minutes\n",
-      "Step 1068000 of 5000000; TPS: 6566.29; ETA: 10.0 minutes\n",
-      "Step 1069000 of 5000000; TPS: 6566.36; ETA: 10.0 minutes\n",
-      "Step 1070000 of 5000000; TPS: 6566.43; ETA: 10.0 minutes\n",
-      "Step 1071000 of 5000000; TPS: 6566.51; ETA: 10.0 minutes\n",
-      "Step 1072000 of 5000000; TPS: 6566.59; ETA: 10.0 minutes\n",
-      "Step 1073000 of 5000000; TPS: 6566.56; ETA: 10.0 minutes\n",
-      "Step 1074000 of 5000000; TPS: 6566.61; ETA: 10.0 minutes\n",
-      "Step 1075000 of 5000000; TPS: 6566.67; ETA: 10.0 minutes\n",
-      "Step 1076000 of 5000000; TPS: 6566.73; ETA: 10.0 minutes\n",
-      "Step 1077000 of 5000000; TPS: 6566.78; ETA: 10.0 minutes\n",
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-      "Step 1080000 of 5000000; TPS: 6566.97; ETA: 9.9 minutes\n",
-      "Step 1081000 of 5000000; TPS: 6567.03; ETA: 9.9 minutes\n",
-      "Step 1082000 of 5000000; TPS: 6567.08; ETA: 9.9 minutes\n",
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-      "Step 1102000 of 5000000; TPS: 6565.65; ETA: 9.9 minutes\n",
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-      "Step 1104000 of 5000000; TPS: 6565.79; ETA: 9.9 minutes\n",
-      "Step 1105000 of 5000000; TPS: 6565.86; ETA: 9.9 minutes\n",
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-      "Step 1107000 of 5000000; TPS: 6566.0; ETA: 9.9 minutes\n",
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-      "Step 1122000 of 5000000; TPS: 6567.0; ETA: 9.8 minutes\n",
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-      "Step 1191000 of 5000000; TPS: 6568.06; ETA: 9.7 minutes\n",
-      "Step 1192000 of 5000000; TPS: 6568.13; ETA: 9.7 minutes\n",
-      "Step 1193000 of 5000000; TPS: 6568.18; ETA: 9.7 minutes\n",
-      "Step 1194000 of 5000000; TPS: 6568.25; ETA: 9.7 minutes\n",
-      "Step 1195000 of 5000000; TPS: 6568.3; ETA: 9.7 minutes\n",
-      "Step 1196000 of 5000000; TPS: 6568.36; ETA: 9.7 minutes\n",
-      "Step 1197000 of 5000000; TPS: 6568.32; ETA: 9.6 minutes\n",
-      "Step 1198000 of 5000000; TPS: 6568.27; ETA: 9.6 minutes\n",
-      "Step 1199000 of 5000000; TPS: 6568.25; ETA: 9.6 minutes\n",
-      "Step 1200000 of 5000000; TPS: 6568.3; ETA: 9.6 minutes\n",
-      "Step 1201000 of 5000000; TPS: 6568.36; ETA: 9.6 minutes\n",
-      "Step 1202000 of 5000000; TPS: 6568.4; ETA: 9.6 minutes\n",
-      "Step 1203000 of 5000000; TPS: 6568.46; ETA: 9.6 minutes\n",
-      "Step 1204000 of 5000000; TPS: 6568.5; ETA: 9.6 minutes\n",
-      "Step 1205000 of 5000000; TPS: 6568.55; ETA: 9.6 minutes\n",
-      "Step 1206000 of 5000000; TPS: 6568.6; ETA: 9.6 minutes\n",
-      "Step 1207000 of 5000000; TPS: 6568.65; ETA: 9.6 minutes\n",
-      "Step 1208000 of 5000000; TPS: 6566.79; ETA: 9.6 minutes\n",
-      "Step 1209000 of 5000000; TPS: 6566.84; ETA: 9.6 minutes\n",
-      "Step 1210000 of 5000000; TPS: 6566.9; ETA: 9.6 minutes\n",
-      "Step 1211000 of 5000000; TPS: 6566.96; ETA: 9.6 minutes\n",
-      "Step 1212000 of 5000000; TPS: 6567.01; ETA: 9.6 minutes\n",
-      "Step 1213000 of 5000000; TPS: 6567.07; ETA: 9.6 minutes\n",
-      "Step 1214000 of 5000000; TPS: 6567.12; ETA: 9.6 minutes\n",
-      "Step 1215000 of 5000000; TPS: 6567.18; ETA: 9.6 minutes\n",
-      "Step 1216000 of 5000000; TPS: 6567.23; ETA: 9.6 minutes\n",
-      "Step 1217000 of 5000000; TPS: 6567.29; ETA: 9.6 minutes\n",
-      "Step 1218000 of 5000000; TPS: 6567.34; ETA: 9.6 minutes\n",
-      "Step 1219000 of 5000000; TPS: 6567.4; ETA: 9.6 minutes\n",
-      "Step 1220000 of 5000000; TPS: 6567.45; ETA: 9.6 minutes\n",
-      "Step 1221000 of 5000000; TPS: 6567.02; ETA: 9.6 minutes\n",
-      "Step 1222000 of 5000000; TPS: 6567.07; ETA: 9.6 minutes\n",
-      "Step 1223000 of 5000000; TPS: 6567.13; ETA: 9.6 minutes\n",
-      "Step 1224000 of 5000000; TPS: 6567.18; ETA: 9.6 minutes\n",
-      "Step 1225000 of 5000000; TPS: 6567.21; ETA: 9.6 minutes\n",
-      "Step 1226000 of 5000000; TPS: 6567.25; ETA: 9.6 minutes\n",
-      "Step 1227000 of 5000000; TPS: 6567.28; ETA: 9.6 minutes\n",
-      "Step 1228000 of 5000000; TPS: 6567.33; ETA: 9.6 minutes\n",
-      "Step 1229000 of 5000000; TPS: 6567.39; ETA: 9.6 minutes\n",
-      "Step 1230000 of 5000000; TPS: 6567.44; ETA: 9.6 minutes\n",
-      "Step 1231000 of 5000000; TPS: 6567.49; ETA: 9.6 minutes\n",
-      "Step 1232000 of 5000000; TPS: 6567.53; ETA: 9.6 minutes\n",
-      "Step 1233000 of 5000000; TPS: 6567.58; ETA: 9.6 minutes\n",
-      "Step 1234000 of 5000000; TPS: 6567.63; ETA: 9.6 minutes\n",
-      "Step 1235000 of 5000000; TPS: 6567.68; ETA: 9.6 minutes\n",
-      "Step 1236000 of 5000000; TPS: 6567.72; ETA: 9.6 minutes\n",
-      "Step 1237000 of 5000000; TPS: 6567.77; ETA: 9.5 minutes\n",
-      "Step 1238000 of 5000000; TPS: 6567.83; ETA: 9.5 minutes\n",
-      "Step 1239000 of 5000000; TPS: 6567.89; ETA: 9.5 minutes\n",
-      "Step 1240000 of 5000000; TPS: 6567.94; ETA: 9.5 minutes\n",
-      "Step 1241000 of 5000000; TPS: 6567.98; ETA: 9.5 minutes\n",
-      "Step 1242000 of 5000000; TPS: 6568.03; ETA: 9.5 minutes\n",
-      "Step 1243000 of 5000000; TPS: 6568.0; ETA: 9.5 minutes\n",
-      "Step 1244000 of 5000000; TPS: 6568.05; ETA: 9.5 minutes\n",
-      "Step 1245000 of 5000000; TPS: 6568.1; ETA: 9.5 minutes\n",
-      "Step 1246000 of 5000000; TPS: 6568.14; ETA: 9.5 minutes\n",
-      "Step 1247000 of 5000000; TPS: 6568.18; ETA: 9.5 minutes\n",
-      "Step 1248000 of 5000000; TPS: 6568.21; ETA: 9.5 minutes\n",
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-      "Step 1250000 of 5000000; TPS: 6568.3; ETA: 9.5 minutes\n",
-      "Step 1251000 of 5000000; TPS: 6568.35; ETA: 9.5 minutes\n",
-      "Step 1252000 of 5000000; TPS: 6568.41; ETA: 9.5 minutes\n",
-      "Step 1253000 of 5000000; TPS: 6568.42; ETA: 9.5 minutes\n",
-      "Step 1254000 of 5000000; TPS: 6568.44; ETA: 9.5 minutes\n",
-      "Step 1255000 of 5000000; TPS: 6568.49; ETA: 9.5 minutes\n",
-      "Step 1256000 of 5000000; TPS: 6568.52; ETA: 9.5 minutes\n",
-      "Step 1257000 of 5000000; TPS: 6568.55; ETA: 9.5 minutes\n",
-      "Step 1258000 of 5000000; TPS: 6568.59; ETA: 9.5 minutes\n",
-      "Step 1259000 of 5000000; TPS: 6568.64; ETA: 9.5 minutes\n",
-      "Step 1260000 of 5000000; TPS: 6568.69; ETA: 9.5 minutes\n",
-      "Step 1261000 of 5000000; TPS: 6568.74; ETA: 9.5 minutes\n",
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-      "Step 1263000 of 5000000; TPS: 6566.99; ETA: 9.5 minutes\n",
-      "Step 1264000 of 5000000; TPS: 6567.02; ETA: 9.5 minutes\n",
-      "Step 1265000 of 5000000; TPS: 6567.02; ETA: 9.5 minutes\n",
-      "Step 1266000 of 5000000; TPS: 6567.05; ETA: 9.5 minutes\n",
-      "Step 1267000 of 5000000; TPS: 6567.01; ETA: 9.5 minutes\n",
-      "Step 1268000 of 5000000; TPS: 6567.02; ETA: 9.5 minutes\n",
-      "Step 1269000 of 5000000; TPS: 6567.06; ETA: 9.5 minutes\n",
-      "Step 1270000 of 5000000; TPS: 6567.09; ETA: 9.5 minutes\n",
-      "Step 1271000 of 5000000; TPS: 6567.14; ETA: 9.5 minutes\n",
-      "Step 1272000 of 5000000; TPS: 6567.19; ETA: 9.5 minutes\n",
-      "Step 1273000 of 5000000; TPS: 6566.37; ETA: 9.5 minutes\n",
-      "Step 1274000 of 5000000; TPS: 6566.37; ETA: 9.5 minutes\n",
-      "Step 1275000 of 5000000; TPS: 6566.37; ETA: 9.5 minutes\n",
-      "Step 1276000 of 5000000; TPS: 6566.37; ETA: 9.5 minutes\n",
-      "Step 1277000 of 5000000; TPS: 6566.4; ETA: 9.4 minutes\n",
-      "Step 1278000 of 5000000; TPS: 6566.44; ETA: 9.4 minutes\n",
-      "Step 1279000 of 5000000; TPS: 6566.48; ETA: 9.4 minutes\n",
-      "Step 1280000 of 5000000; TPS: 6566.54; ETA: 9.4 minutes\n",
-      "Step 1281000 of 5000000; TPS: 6566.58; ETA: 9.4 minutes\n",
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-      "Step 1283000 of 5000000; TPS: 6566.68; ETA: 9.4 minutes\n",
-      "Step 1284000 of 5000000; TPS: 6566.73; ETA: 9.4 minutes\n",
-      "Step 1285000 of 5000000; TPS: 6566.79; ETA: 9.4 minutes\n",
-      "Step 1286000 of 5000000; TPS: 6566.84; ETA: 9.4 minutes\n",
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-      "Step 1288000 of 5000000; TPS: 6566.48; ETA: 9.4 minutes\n",
-      "Step 1289000 of 5000000; TPS: 6566.52; ETA: 9.4 minutes\n",
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-      "Step 1302000 of 5000000; TPS: 6567.13; ETA: 9.4 minutes\n",
-      "Step 1303000 of 5000000; TPS: 6567.18; ETA: 9.4 minutes\n",
-      "Step 1304000 of 5000000; TPS: 6567.24; ETA: 9.4 minutes\n",
-      "Step 1305000 of 5000000; TPS: 6567.29; ETA: 9.4 minutes\n",
-      "Step 1306000 of 5000000; TPS: 6567.34; ETA: 9.4 minutes\n",
-      "Step 1307000 of 5000000; TPS: 6567.39; ETA: 9.4 minutes\n",
-      "Step 1308000 of 5000000; TPS: 6567.43; ETA: 9.4 minutes\n",
-      "Step 1309000 of 5000000; TPS: 6567.48; ETA: 9.4 minutes\n",
-      "Step 1310000 of 5000000; TPS: 6567.53; ETA: 9.4 minutes\n",
-      "Step 1311000 of 5000000; TPS: 6567.57; ETA: 9.4 minutes\n",
-      "Step 1312000 of 5000000; TPS: 6567.62; ETA: 9.4 minutes\n",
-      "Step 1313000 of 5000000; TPS: 6567.67; ETA: 9.4 minutes\n",
-      "Step 1314000 of 5000000; TPS: 6567.72; ETA: 9.4 minutes\n",
-      "Step 1315000 of 5000000; TPS: 6567.75; ETA: 9.4 minutes\n",
-      "Step 1316000 of 5000000; TPS: 6567.8; ETA: 9.3 minutes\n",
-      "Step 1317000 of 5000000; TPS: 6567.85; ETA: 9.3 minutes\n",
-      "Step 1318000 of 5000000; TPS: 6564.6; ETA: 9.3 minutes\n",
-      "Step 1319000 of 5000000; TPS: 6564.65; ETA: 9.3 minutes\n",
-      "Step 1320000 of 5000000; TPS: 6564.7; ETA: 9.3 minutes\n",
-      "Step 1321000 of 5000000; TPS: 6564.74; ETA: 9.3 minutes\n",
-      "Step 1322000 of 5000000; TPS: 6564.77; ETA: 9.3 minutes\n",
-      "Step 1323000 of 5000000; TPS: 6564.83; ETA: 9.3 minutes\n",
-      "Step 1324000 of 5000000; TPS: 6564.88; ETA: 9.3 minutes\n",
-      "Step 1325000 of 5000000; TPS: 6564.93; ETA: 9.3 minutes\n",
-      "Step 1326000 of 5000000; TPS: 6564.97; ETA: 9.3 minutes\n",
-      "Step 1327000 of 5000000; TPS: 6565.02; ETA: 9.3 minutes\n",
-      "Step 1328000 of 5000000; TPS: 6565.01; ETA: 9.3 minutes\n",
-      "Step 1329000 of 5000000; TPS: 6565.06; ETA: 9.3 minutes\n",
-      "Step 1330000 of 5000000; TPS: 6565.11; ETA: 9.3 minutes\n",
-      "Step 1331000 of 5000000; TPS: 6565.16; ETA: 9.3 minutes\n",
-      "Step 1332000 of 5000000; TPS: 6565.2; ETA: 9.3 minutes\n",
-      "Step 1333000 of 5000000; TPS: 6565.25; ETA: 9.3 minutes\n",
-      "Step 1334000 of 5000000; TPS: 6565.3; ETA: 9.3 minutes\n",
-      "Step 1335000 of 5000000; TPS: 6565.35; ETA: 9.3 minutes\n",
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-      "Step 1454000 of 5000000; TPS: 6565.97; ETA: 9.0 minutes\n",
-      "Step 1455000 of 5000000; TPS: 6566.01; ETA: 9.0 minutes\n",
-      "Step 1456000 of 5000000; TPS: 6566.04; ETA: 9.0 minutes\n",
-      "Step 1457000 of 5000000; TPS: 6566.08; ETA: 9.0 minutes\n",
-      "Step 1458000 of 5000000; TPS: 6566.11; ETA: 9.0 minutes\n",
-      "Step 1459000 of 5000000; TPS: 6566.15; ETA: 9.0 minutes\n",
-      "Step 1460000 of 5000000; TPS: 6566.12; ETA: 9.0 minutes\n",
-      "Step 1461000 of 5000000; TPS: 6566.13; ETA: 9.0 minutes\n",
-      "Step 1462000 of 5000000; TPS: 6566.16; ETA: 9.0 minutes\n",
-      "Step 1463000 of 5000000; TPS: 6566.18; ETA: 9.0 minutes\n",
-      "Step 1464000 of 5000000; TPS: 6566.2; ETA: 9.0 minutes\n",
-      "Step 1465000 of 5000000; TPS: 6566.24; ETA: 9.0 minutes\n",
-      "Step 1466000 of 5000000; TPS: 6566.28; ETA: 9.0 minutes\n",
-      "Step 1467000 of 5000000; TPS: 6566.3; ETA: 9.0 minutes\n",
-      "Step 1468000 of 5000000; TPS: 6566.33; ETA: 9.0 minutes\n",
-      "Step 1469000 of 5000000; TPS: 6566.36; ETA: 9.0 minutes\n",
-      "Step 1470000 of 5000000; TPS: 6566.38; ETA: 9.0 minutes\n",
-      "Step 1471000 of 5000000; TPS: 6566.42; ETA: 9.0 minutes\n",
-      "Step 1472000 of 5000000; TPS: 6566.45; ETA: 9.0 minutes\n",
-      "Step 1473000 of 5000000; TPS: 6566.47; ETA: 9.0 minutes\n",
-      "Step 1474000 of 5000000; TPS: 6566.5; ETA: 8.9 minutes\n",
-      "Step 1475000 of 5000000; TPS: 6566.53; ETA: 8.9 minutes\n",
-      "Step 1476000 of 5000000; TPS: 6566.56; ETA: 8.9 minutes\n",
-      "Step 1477000 of 5000000; TPS: 6566.59; ETA: 8.9 minutes\n",
-      "Step 1478000 of 5000000; TPS: 6566.63; ETA: 8.9 minutes\n",
-      "Step 1479000 of 5000000; TPS: 6566.66; ETA: 8.9 minutes\n",
-      "Step 1480000 of 5000000; TPS: 6566.69; ETA: 8.9 minutes\n",
-      "Step 1481000 of 5000000; TPS: 6566.72; ETA: 8.9 minutes\n",
-      "Step 1482000 of 5000000; TPS: 6566.76; ETA: 8.9 minutes\n",
-      "Step 1483000 of 5000000; TPS: 6565.38; ETA: 8.9 minutes\n",
-      "Step 1484000 of 5000000; TPS: 6565.39; ETA: 8.9 minutes\n",
-      "Step 1485000 of 5000000; TPS: 6565.11; ETA: 8.9 minutes\n",
-      "Step 1486000 of 5000000; TPS: 6565.12; ETA: 8.9 minutes\n",
-      "Step 1487000 of 5000000; TPS: 6565.15; ETA: 8.9 minutes\n",
-      "Step 1488000 of 5000000; TPS: 6565.18; ETA: 8.9 minutes\n",
-      "Step 1489000 of 5000000; TPS: 6565.16; ETA: 8.9 minutes\n",
-      "Step 1490000 of 5000000; TPS: 6565.18; ETA: 8.9 minutes\n",
-      "Step 1491000 of 5000000; TPS: 6565.15; ETA: 8.9 minutes\n",
-      "Step 1492000 of 5000000; TPS: 6565.17; ETA: 8.9 minutes\n",
-      "Step 1493000 of 5000000; TPS: 6565.17; ETA: 8.9 minutes\n",
-      "Step 1494000 of 5000000; TPS: 6565.19; ETA: 8.9 minutes\n",
-      "Step 1495000 of 5000000; TPS: 6565.2; ETA: 8.9 minutes\n",
-      "Step 1496000 of 5000000; TPS: 6565.24; ETA: 8.9 minutes\n",
-      "Step 1497000 of 5000000; TPS: 6565.27; ETA: 8.9 minutes\n",
-      "Step 1498000 of 5000000; TPS: 6565.3; ETA: 8.9 minutes\n",
-      "Step 1499000 of 5000000; TPS: 6565.33; ETA: 8.9 minutes\n",
-      "Step 1500000 of 5000000; TPS: 6565.36; ETA: 8.9 minutes\n",
-      "Step 1501000 of 5000000; TPS: 6565.39; ETA: 8.9 minutes\n",
-      "Step 1502000 of 5000000; TPS: 6565.42; ETA: 8.9 minutes\n",
-      "Step 1503000 of 5000000; TPS: 6565.45; ETA: 8.9 minutes\n",
-      "Step 1504000 of 5000000; TPS: 6565.48; ETA: 8.9 minutes\n",
-      "Step 1505000 of 5000000; TPS: 6565.45; ETA: 8.9 minutes\n",
-      "Step 1506000 of 5000000; TPS: 6565.47; ETA: 8.9 minutes\n",
-      "Step 1507000 of 5000000; TPS: 6565.47; ETA: 8.9 minutes\n",
-      "Step 1508000 of 5000000; TPS: 6565.48; ETA: 8.9 minutes\n",
-      "Step 1509000 of 5000000; TPS: 6565.51; ETA: 8.9 minutes\n",
-      "Step 1510000 of 5000000; TPS: 6565.52; ETA: 8.9 minutes\n",
-      "Step 1511000 of 5000000; TPS: 6565.54; ETA: 8.9 minutes\n",
-      "Step 1512000 of 5000000; TPS: 6565.55; ETA: 8.9 minutes\n",
-      "Step 1513000 of 5000000; TPS: 6565.56; ETA: 8.9 minutes\n",
-      "Step 1514000 of 5000000; TPS: 6565.53; ETA: 8.8 minutes\n",
-      "Step 1515000 of 5000000; TPS: 6565.54; ETA: 8.8 minutes\n",
-      "Step 1516000 of 5000000; TPS: 6565.56; ETA: 8.8 minutes\n",
-      "Step 1517000 of 5000000; TPS: 6565.58; ETA: 8.8 minutes\n",
-      "Step 1518000 of 5000000; TPS: 6565.59; ETA: 8.8 minutes\n",
-      "Step 1519000 of 5000000; TPS: 6565.62; ETA: 8.8 minutes\n",
-      "Step 1520000 of 5000000; TPS: 6565.57; ETA: 8.8 minutes\n",
-      "Step 1521000 of 5000000; TPS: 6565.6; ETA: 8.8 minutes\n",
-      "Step 1522000 of 5000000; TPS: 6565.6; ETA: 8.8 minutes\n",
-      "Step 1523000 of 5000000; TPS: 6565.6; ETA: 8.8 minutes\n",
-      "Step 1524000 of 5000000; TPS: 6565.63; ETA: 8.8 minutes\n",
-      "Step 1525000 of 5000000; TPS: 6565.65; ETA: 8.8 minutes\n",
-      "Step 1526000 of 5000000; TPS: 6565.64; ETA: 8.8 minutes\n",
-      "Step 1527000 of 5000000; TPS: 6565.63; ETA: 8.8 minutes\n",
-      "Step 1528000 of 5000000; TPS: 6565.66; ETA: 8.8 minutes\n",
-      "Step 1529000 of 5000000; TPS: 6565.68; ETA: 8.8 minutes\n",
-      "Step 1530000 of 5000000; TPS: 6565.7; ETA: 8.8 minutes\n",
-      "Step 1531000 of 5000000; TPS: 6565.74; ETA: 8.8 minutes\n",
-      "Step 1532000 of 5000000; TPS: 6565.76; ETA: 8.8 minutes\n",
-      "Step 1533000 of 5000000; TPS: 6565.79; ETA: 8.8 minutes\n",
-      "Step 1534000 of 5000000; TPS: 6565.8; ETA: 8.8 minutes\n",
-      "Step 1535000 of 5000000; TPS: 6565.82; ETA: 8.8 minutes\n",
-      "Step 1536000 of 5000000; TPS: 6565.84; ETA: 8.8 minutes\n",
-      "Step 1537000 of 5000000; TPS: 6565.87; ETA: 8.8 minutes\n",
-      "Step 1538000 of 5000000; TPS: 6564.58; ETA: 8.8 minutes\n",
-      "Step 1539000 of 5000000; TPS: 6564.6; ETA: 8.8 minutes\n",
-      "Step 1540000 of 5000000; TPS: 6564.63; ETA: 8.8 minutes\n",
-      "Step 1541000 of 5000000; TPS: 6564.61; ETA: 8.8 minutes\n",
-      "Step 1542000 of 5000000; TPS: 6564.6; ETA: 8.8 minutes\n",
-      "Step 1543000 of 5000000; TPS: 6564.62; ETA: 8.8 minutes\n",
-      "Step 1544000 of 5000000; TPS: 6564.63; ETA: 8.8 minutes\n",
-      "Step 1545000 of 5000000; TPS: 6564.65; ETA: 8.8 minutes\n",
-      "Step 1546000 of 5000000; TPS: 6564.68; ETA: 8.8 minutes\n",
-      "Step 1547000 of 5000000; TPS: 6564.7; ETA: 8.8 minutes\n",
-      "Step 1548000 of 5000000; TPS: 6564.72; ETA: 8.8 minutes\n",
-      "Step 1549000 of 5000000; TPS: 6564.72; ETA: 8.8 minutes\n",
-      "Step 1550000 of 5000000; TPS: 6564.75; ETA: 8.8 minutes\n",
-      "Step 1551000 of 5000000; TPS: 6564.48; ETA: 8.8 minutes\n",
-      "Step 1552000 of 5000000; TPS: 6564.48; ETA: 8.8 minutes\n",
-      "Step 1553000 of 5000000; TPS: 6564.49; ETA: 8.8 minutes\n",
-      "Step 1554000 of 5000000; TPS: 6564.52; ETA: 8.7 minutes\n",
-      "Step 1555000 of 5000000; TPS: 6564.54; ETA: 8.7 minutes\n",
-      "Step 1556000 of 5000000; TPS: 6564.56; ETA: 8.7 minutes\n",
-      "Step 1557000 of 5000000; TPS: 6564.58; ETA: 8.7 minutes\n",
-      "Step 1558000 of 5000000; TPS: 6564.58; ETA: 8.7 minutes\n",
-      "Step 1559000 of 5000000; TPS: 6564.61; ETA: 8.7 minutes\n",
-      "Step 1560000 of 5000000; TPS: 6564.6; ETA: 8.7 minutes\n",
-      "Step 1561000 of 5000000; TPS: 6564.58; ETA: 8.7 minutes\n",
-      "Step 1562000 of 5000000; TPS: 6564.59; ETA: 8.7 minutes\n",
-      "Step 1563000 of 5000000; TPS: 6564.53; ETA: 8.7 minutes\n",
-      "Step 1564000 of 5000000; TPS: 6564.54; ETA: 8.7 minutes\n",
-      "Step 1565000 of 5000000; TPS: 6564.53; ETA: 8.7 minutes\n",
-      "Step 1566000 of 5000000; TPS: 6564.52; ETA: 8.7 minutes\n",
-      "Step 1567000 of 5000000; TPS: 6564.52; ETA: 8.7 minutes\n",
-      "Step 1568000 of 5000000; TPS: 6564.53; ETA: 8.7 minutes\n",
-      "Step 1569000 of 5000000; TPS: 6564.49; ETA: 8.7 minutes\n",
-      "Step 1570000 of 5000000; TPS: 6564.5; ETA: 8.7 minutes\n",
-      "Step 1571000 of 5000000; TPS: 6564.45; ETA: 8.7 minutes\n",
-      "Step 1572000 of 5000000; TPS: 6564.42; ETA: 8.7 minutes\n",
-      "Step 1573000 of 5000000; TPS: 6564.37; ETA: 8.7 minutes\n",
-      "Step 1574000 of 5000000; TPS: 6564.38; ETA: 8.7 minutes\n",
-      "Step 1575000 of 5000000; TPS: 6564.37; ETA: 8.7 minutes\n",
-      "Step 1576000 of 5000000; TPS: 6564.38; ETA: 8.7 minutes\n",
-      "Step 1577000 of 5000000; TPS: 6564.4; ETA: 8.7 minutes\n",
-      "Step 1578000 of 5000000; TPS: 6564.43; ETA: 8.7 minutes\n",
-      "Step 1579000 of 5000000; TPS: 6564.45; ETA: 8.7 minutes\n",
-      "Step 1580000 of 5000000; TPS: 6564.47; ETA: 8.7 minutes\n",
-      "Step 1581000 of 5000000; TPS: 6564.49; ETA: 8.7 minutes\n",
-      "Step 1582000 of 5000000; TPS: 6564.52; ETA: 8.7 minutes\n",
-      "Step 1583000 of 5000000; TPS: 6564.55; ETA: 8.7 minutes\n",
-      "Step 1584000 of 5000000; TPS: 6564.57; ETA: 8.7 minutes\n",
-      "Step 1585000 of 5000000; TPS: 6564.6; ETA: 8.7 minutes\n",
-      "Step 1586000 of 5000000; TPS: 6564.62; ETA: 8.7 minutes\n",
-      "Step 1587000 of 5000000; TPS: 6564.63; ETA: 8.7 minutes\n",
-      "Step 1588000 of 5000000; TPS: 6564.64; ETA: 8.7 minutes\n",
-      "Step 1589000 of 5000000; TPS: 6564.66; ETA: 8.7 minutes\n",
-      "Step 1590000 of 5000000; TPS: 6564.69; ETA: 8.7 minutes\n",
-      "Step 1591000 of 5000000; TPS: 6564.71; ETA: 8.7 minutes\n",
-      "Step 1592000 of 5000000; TPS: 6564.69; ETA: 8.7 minutes\n",
-      "Step 1593000 of 5000000; TPS: 6563.5; ETA: 8.7 minutes\n",
-      "Step 1594000 of 5000000; TPS: 6563.51; ETA: 8.6 minutes\n",
-      "Step 1595000 of 5000000; TPS: 6563.54; ETA: 8.6 minutes\n",
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-      "Step 1600000 of 5000000; TPS: 6563.6; ETA: 8.6 minutes\n",
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-      "Step 1602000 of 5000000; TPS: 6563.64; ETA: 8.6 minutes\n",
-      "Step 1603000 of 5000000; TPS: 6563.65; ETA: 8.6 minutes\n",
-      "Step 1604000 of 5000000; TPS: 6563.67; ETA: 8.6 minutes\n",
-      "Step 1605000 of 5000000; TPS: 6563.69; ETA: 8.6 minutes\n",
-      "Step 1606000 of 5000000; TPS: 6563.71; ETA: 8.6 minutes\n",
-      "Step 1607000 of 5000000; TPS: 6563.74; ETA: 8.6 minutes\n",
-      "Step 1608000 of 5000000; TPS: 6563.76; ETA: 8.6 minutes\n",
-      "Step 1609000 of 5000000; TPS: 6563.78; ETA: 8.6 minutes\n",
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-      "Step 1611000 of 5000000; TPS: 6563.83; ETA: 8.6 minutes\n",
-      "Step 1612000 of 5000000; TPS: 6563.85; ETA: 8.6 minutes\n",
-      "Step 1613000 of 5000000; TPS: 6563.87; ETA: 8.6 minutes\n",
-      "Step 1614000 of 5000000; TPS: 6563.89; ETA: 8.6 minutes\n",
-      "Step 1615000 of 5000000; TPS: 6563.92; ETA: 8.6 minutes\n",
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-      "Step 1623000 of 5000000; TPS: 6563.81; ETA: 8.6 minutes\n",
-      "Step 1624000 of 5000000; TPS: 6563.84; ETA: 8.6 minutes\n",
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-      "Step 1636000 of 5000000; TPS: 6564.1; ETA: 8.5 minutes\n",
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-      "Step 1641000 of 5000000; TPS: 6564.18; ETA: 8.5 minutes\n",
-      "Step 1642000 of 5000000; TPS: 6564.2; ETA: 8.5 minutes\n",
-      "Step 1643000 of 5000000; TPS: 6564.21; ETA: 8.5 minutes\n",
-      "Step 1644000 of 5000000; TPS: 6564.23; ETA: 8.5 minutes\n",
-      "Step 1645000 of 5000000; TPS: 6564.26; ETA: 8.5 minutes\n",
-      "Step 1646000 of 5000000; TPS: 6564.27; ETA: 8.5 minutes\n",
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-      "Step 1648000 of 5000000; TPS: 6564.3; ETA: 8.5 minutes\n",
-      "Step 1649000 of 5000000; TPS: 6563.2; ETA: 8.5 minutes\n",
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-      "Step 1700000 of 5000000; TPS: 6563.61; ETA: 8.4 minutes\n",
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-      "Step 1709000 of 5000000; TPS: 6562.62; ETA: 8.4 minutes\n",
-      "Step 1710000 of 5000000; TPS: 6562.64; ETA: 8.4 minutes\n",
-      "Step 1711000 of 5000000; TPS: 6562.63; ETA: 8.4 minutes\n",
-      "Step 1712000 of 5000000; TPS: 6562.64; ETA: 8.4 minutes\n",
-      "Step 1713000 of 5000000; TPS: 6562.65; ETA: 8.3 minutes\n",
-      "Step 1714000 of 5000000; TPS: 6562.67; ETA: 8.3 minutes\n",
-      "Step 1715000 of 5000000; TPS: 6562.68; ETA: 8.3 minutes\n",
-      "Step 1716000 of 5000000; TPS: 6562.69; ETA: 8.3 minutes\n",
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-      "Step 1983000 of 5000000; TPS: 6557.01; ETA: 7.7 minutes\n",
-      "Step 1984000 of 5000000; TPS: 6557.0; ETA: 7.7 minutes\n",
-      "Step 1985000 of 5000000; TPS: 6557.0; ETA: 7.7 minutes\n",
-      "Step 1986000 of 5000000; TPS: 6556.94; ETA: 7.7 minutes\n",
-      "Step 1987000 of 5000000; TPS: 6556.94; ETA: 7.7 minutes\n",
-      "Step 1988000 of 5000000; TPS: 6556.94; ETA: 7.7 minutes\n",
-      "Step 1989000 of 5000000; TPS: 6556.94; ETA: 7.7 minutes\n",
-      "Step 1990000 of 5000000; TPS: 6556.92; ETA: 7.7 minutes\n",
-      "Step 1991000 of 5000000; TPS: 6556.92; ETA: 7.6 minutes\n",
-      "Step 1992000 of 5000000; TPS: 6556.91; ETA: 7.6 minutes\n",
-      "Step 1993000 of 5000000; TPS: 6556.91; ETA: 7.6 minutes\n",
-      "Step 1994000 of 5000000; TPS: 6556.91; ETA: 7.6 minutes\n",
-      "Step 1995000 of 5000000; TPS: 6556.91; ETA: 7.6 minutes\n",
-      "Step 1996000 of 5000000; TPS: 6556.91; ETA: 7.6 minutes\n",
-      "Step 1997000 of 5000000; TPS: 6556.91; ETA: 7.6 minutes\n",
-      "Step 1998000 of 5000000; TPS: 6556.91; ETA: 7.6 minutes\n",
-      "Step 1999000 of 5000000; TPS: 6556.9; ETA: 7.6 minutes\n",
-      "Step 2000000 of 5000000; TPS: 6556.9; ETA: 7.6 minutes\n",
-      "Step 2001000 of 5000000; TPS: 6556.89; ETA: 7.6 minutes\n",
-      "Step 2002000 of 5000000; TPS: 6556.88; ETA: 7.6 minutes\n",
-      "Step 2003000 of 5000000; TPS: 6556.88; ETA: 7.6 minutes\n",
-      "Step 2004000 of 5000000; TPS: 6556.88; ETA: 7.6 minutes\n",
-      "Step 2005000 of 5000000; TPS: 6556.87; ETA: 7.6 minutes\n",
-      "Step 2006000 of 5000000; TPS: 6556.85; ETA: 7.6 minutes\n",
-      "Step 2007000 of 5000000; TPS: 6556.84; ETA: 7.6 minutes\n",
-      "Step 2008000 of 5000000; TPS: 6556.83; ETA: 7.6 minutes\n",
-      "Step 2009000 of 5000000; TPS: 6556.82; ETA: 7.6 minutes\n",
-      "Step 2010000 of 5000000; TPS: 6556.81; ETA: 7.6 minutes\n",
-      "Step 2011000 of 5000000; TPS: 6556.81; ETA: 7.6 minutes\n",
-      "Step 2012000 of 5000000; TPS: 6556.8; ETA: 7.6 minutes\n",
-      "Step 2013000 of 5000000; TPS: 6556.57; ETA: 7.6 minutes\n",
-      "Step 2014000 of 5000000; TPS: 6556.56; ETA: 7.6 minutes\n",
-      "Step 2015000 of 5000000; TPS: 6556.55; ETA: 7.6 minutes\n",
-      "Step 2016000 of 5000000; TPS: 6556.55; ETA: 7.6 minutes\n",
-      "Step 2017000 of 5000000; TPS: 6556.54; ETA: 7.6 minutes\n",
-      "Step 2018000 of 5000000; TPS: 6556.54; ETA: 7.6 minutes\n",
-      "Step 2019000 of 5000000; TPS: 6556.53; ETA: 7.6 minutes\n",
-      "Step 2020000 of 5000000; TPS: 6556.52; ETA: 7.6 minutes\n",
-      "Step 2021000 of 5000000; TPS: 6556.51; ETA: 7.6 minutes\n",
-      "Step 2022000 of 5000000; TPS: 6556.5; ETA: 7.6 minutes\n",
-      "Step 2023000 of 5000000; TPS: 6556.48; ETA: 7.6 minutes\n",
-      "Step 2024000 of 5000000; TPS: 6556.48; ETA: 7.6 minutes\n",
-      "Step 2025000 of 5000000; TPS: 6556.47; ETA: 7.6 minutes\n",
-      "Step 2026000 of 5000000; TPS: 6556.46; ETA: 7.6 minutes\n",
-      "Step 2027000 of 5000000; TPS: 6556.45; ETA: 7.6 minutes\n",
-      "Step 2028000 of 5000000; TPS: 6556.44; ETA: 7.6 minutes\n",
-      "Step 2029000 of 5000000; TPS: 6556.43; ETA: 7.6 minutes\n",
-      "Step 2030000 of 5000000; TPS: 6556.43; ETA: 7.5 minutes\n",
-      "Step 2031000 of 5000000; TPS: 6556.43; ETA: 7.5 minutes\n",
-      "Step 2032000 of 5000000; TPS: 6556.42; ETA: 7.5 minutes\n",
-      "Step 2033000 of 5000000; TPS: 6556.41; ETA: 7.5 minutes\n",
-      "Step 2034000 of 5000000; TPS: 6555.73; ETA: 7.5 minutes\n",
-      "Step 2035000 of 5000000; TPS: 6555.71; ETA: 7.5 minutes\n",
-      "Step 2036000 of 5000000; TPS: 6555.68; ETA: 7.5 minutes\n",
-      "Step 2037000 of 5000000; TPS: 6555.66; ETA: 7.5 minutes\n",
-      "Step 2038000 of 5000000; TPS: 6555.63; ETA: 7.5 minutes\n",
-      "Step 2039000 of 5000000; TPS: 6555.62; ETA: 7.5 minutes\n",
-      "Step 2040000 of 5000000; TPS: 6555.62; ETA: 7.5 minutes\n",
-      "Step 2041000 of 5000000; TPS: 6555.62; ETA: 7.5 minutes\n",
-      "Step 2042000 of 5000000; TPS: 6555.59; ETA: 7.5 minutes\n",
-      "Step 2043000 of 5000000; TPS: 6555.57; ETA: 7.5 minutes\n",
-      "Step 2044000 of 5000000; TPS: 6555.56; ETA: 7.5 minutes\n",
-      "Step 2045000 of 5000000; TPS: 6555.56; ETA: 7.5 minutes\n",
-      "Step 2046000 of 5000000; TPS: 6555.55; ETA: 7.5 minutes\n",
-      "Step 2047000 of 5000000; TPS: 6555.55; ETA: 7.5 minutes\n",
-      "Step 2048000 of 5000000; TPS: 6555.54; ETA: 7.5 minutes\n",
-      "Step 2049000 of 5000000; TPS: 6555.53; ETA: 7.5 minutes\n",
-      "Step 2050000 of 5000000; TPS: 6555.53; ETA: 7.5 minutes\n",
-      "Step 2051000 of 5000000; TPS: 6555.49; ETA: 7.5 minutes\n",
-      "Step 2052000 of 5000000; TPS: 6555.43; ETA: 7.5 minutes\n",
-      "Step 2053000 of 5000000; TPS: 6555.4; ETA: 7.5 minutes\n",
-      "Step 2054000 of 5000000; TPS: 6555.38; ETA: 7.5 minutes\n",
-      "Step 2055000 of 5000000; TPS: 6555.37; ETA: 7.5 minutes\n",
-      "Step 2056000 of 5000000; TPS: 6555.36; ETA: 7.5 minutes\n",
-      "Step 2057000 of 5000000; TPS: 6555.34; ETA: 7.5 minutes\n",
-      "Step 2058000 of 5000000; TPS: 6555.31; ETA: 7.5 minutes\n",
-      "Step 2059000 of 5000000; TPS: 6555.31; ETA: 7.5 minutes\n",
-      "Step 2060000 of 5000000; TPS: 6555.3; ETA: 7.5 minutes\n",
-      "Step 2061000 of 5000000; TPS: 6555.29; ETA: 7.5 minutes\n",
-      "Step 2062000 of 5000000; TPS: 6555.29; ETA: 7.5 minutes\n",
-      "Step 2063000 of 5000000; TPS: 6555.28; ETA: 7.5 minutes\n",
-      "Step 2064000 of 5000000; TPS: 6555.27; ETA: 7.5 minutes\n",
-      "Step 2065000 of 5000000; TPS: 6555.26; ETA: 7.5 minutes\n",
-      "Step 2066000 of 5000000; TPS: 6555.25; ETA: 7.5 minutes\n",
-      "Step 2067000 of 5000000; TPS: 6555.25; ETA: 7.5 minutes\n",
-      "Step 2068000 of 5000000; TPS: 6555.24; ETA: 7.5 minutes\n",
-      "Step 2069000 of 5000000; TPS: 6555.23; ETA: 7.5 minutes\n",
-      "Step 2070000 of 5000000; TPS: 6555.23; ETA: 7.4 minutes\n",
-      "Step 2071000 of 5000000; TPS: 6555.22; ETA: 7.4 minutes\n",
-      "Step 2072000 of 5000000; TPS: 6555.21; ETA: 7.4 minutes\n",
-      "Step 2073000 of 5000000; TPS: 6555.21; ETA: 7.4 minutes\n",
-      "Step 2074000 of 5000000; TPS: 6555.2; ETA: 7.4 minutes\n",
-      "Step 2075000 of 5000000; TPS: 6555.2; ETA: 7.4 minutes\n",
-      "Step 2076000 of 5000000; TPS: 6555.19; ETA: 7.4 minutes\n",
-      "Step 2077000 of 5000000; TPS: 6555.19; ETA: 7.4 minutes\n",
-      "Step 2078000 of 5000000; TPS: 6555.19; ETA: 7.4 minutes\n",
-      "Step 2079000 of 5000000; TPS: 6554.98; ETA: 7.4 minutes\n",
-      "Step 2080000 of 5000000; TPS: 6554.96; ETA: 7.4 minutes\n",
-      "Step 2081000 of 5000000; TPS: 6554.95; ETA: 7.4 minutes\n",
-      "Step 2082000 of 5000000; TPS: 6554.95; ETA: 7.4 minutes\n",
-      "Step 2083000 of 5000000; TPS: 6554.94; ETA: 7.4 minutes\n",
-      "Step 2084000 of 5000000; TPS: 6554.94; ETA: 7.4 minutes\n",
-      "Step 2085000 of 5000000; TPS: 6554.94; ETA: 7.4 minutes\n",
-      "Step 2086000 of 5000000; TPS: 6554.93; ETA: 7.4 minutes\n",
-      "Step 2087000 of 5000000; TPS: 6554.93; ETA: 7.4 minutes\n",
-      "Step 2088000 of 5000000; TPS: 6554.92; ETA: 7.4 minutes\n",
-      "Step 2089000 of 5000000; TPS: 6554.3; ETA: 7.4 minutes\n",
-      "Step 2090000 of 5000000; TPS: 6554.29; ETA: 7.4 minutes\n",
-      "Step 2091000 of 5000000; TPS: 6554.25; ETA: 7.4 minutes\n",
-      "Step 2092000 of 5000000; TPS: 6554.23; ETA: 7.4 minutes\n",
-      "Step 2093000 of 5000000; TPS: 6554.2; ETA: 7.4 minutes\n",
-      "Step 2094000 of 5000000; TPS: 6554.16; ETA: 7.4 minutes\n",
-      "Step 2095000 of 5000000; TPS: 6554.14; ETA: 7.4 minutes\n",
-      "Step 2096000 of 5000000; TPS: 6554.13; ETA: 7.4 minutes\n",
-      "Step 2097000 of 5000000; TPS: 6554.11; ETA: 7.4 minutes\n",
-      "Step 2098000 of 5000000; TPS: 6554.1; ETA: 7.4 minutes\n",
-      "Step 2099000 of 5000000; TPS: 6554.09; ETA: 7.4 minutes\n",
-      "Step 2100000 of 5000000; TPS: 6554.07; ETA: 7.4 minutes\n",
-      "Step 2101000 of 5000000; TPS: 6554.06; ETA: 7.4 minutes\n",
-      "Step 2102000 of 5000000; TPS: 6554.04; ETA: 7.4 minutes\n",
-      "Step 2103000 of 5000000; TPS: 6554.03; ETA: 7.4 minutes\n",
-      "Step 2104000 of 5000000; TPS: 6554.02; ETA: 7.4 minutes\n",
-      "Step 2105000 of 5000000; TPS: 6554.01; ETA: 7.4 minutes\n",
-      "Step 2106000 of 5000000; TPS: 6554.0; ETA: 7.4 minutes\n",
-      "Step 2107000 of 5000000; TPS: 6553.99; ETA: 7.4 minutes\n",
-      "Step 2108000 of 5000000; TPS: 6553.98; ETA: 7.4 minutes\n",
-      "Step 2109000 of 5000000; TPS: 6553.97; ETA: 7.4 minutes\n",
-      "Step 2110000 of 5000000; TPS: 6553.96; ETA: 7.3 minutes\n",
-      "Step 2111000 of 5000000; TPS: 6553.95; ETA: 7.3 minutes\n",
-      "Step 2112000 of 5000000; TPS: 6553.94; ETA: 7.3 minutes\n",
-      "Step 2113000 of 5000000; TPS: 6553.92; ETA: 7.3 minutes\n",
-      "Step 2114000 of 5000000; TPS: 6553.9; ETA: 7.3 minutes\n",
-      "Step 2115000 of 5000000; TPS: 6553.89; ETA: 7.3 minutes\n",
-      "Step 2116000 of 5000000; TPS: 6553.87; ETA: 7.3 minutes\n",
-      "Step 2117000 of 5000000; TPS: 6553.81; ETA: 7.3 minutes\n",
-      "Step 2118000 of 5000000; TPS: 6553.8; ETA: 7.3 minutes\n",
-      "Step 2119000 of 5000000; TPS: 6553.78; ETA: 7.3 minutes\n",
-      "Step 2120000 of 5000000; TPS: 6553.77; ETA: 7.3 minutes\n",
-      "Step 2121000 of 5000000; TPS: 6553.75; ETA: 7.3 minutes\n",
-      "Step 2122000 of 5000000; TPS: 6553.73; ETA: 7.3 minutes\n",
-      "Step 2123000 of 5000000; TPS: 6553.72; ETA: 7.3 minutes\n",
-      "Step 2124000 of 5000000; TPS: 6552.97; ETA: 7.3 minutes\n",
-      "Step 2125000 of 5000000; TPS: 6552.95; ETA: 7.3 minutes\n",
-      "Step 2126000 of 5000000; TPS: 6552.92; ETA: 7.3 minutes\n",
-      "Step 2127000 of 5000000; TPS: 6552.91; ETA: 7.3 minutes\n",
-      "Step 2128000 of 5000000; TPS: 6552.9; ETA: 7.3 minutes\n",
-      "Step 2129000 of 5000000; TPS: 6552.88; ETA: 7.3 minutes\n",
-      "Step 2130000 of 5000000; TPS: 6552.84; ETA: 7.3 minutes\n",
-      "Step 2131000 of 5000000; TPS: 6552.83; ETA: 7.3 minutes\n",
-      "Step 2132000 of 5000000; TPS: 6552.8; ETA: 7.3 minutes\n",
-      "Step 2133000 of 5000000; TPS: 6552.78; ETA: 7.3 minutes\n",
-      "Step 2134000 of 5000000; TPS: 6552.75; ETA: 7.3 minutes\n",
-      "Step 2135000 of 5000000; TPS: 6552.74; ETA: 7.3 minutes\n",
-      "Step 2136000 of 5000000; TPS: 6552.72; ETA: 7.3 minutes\n",
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-      "Step 2138000 of 5000000; TPS: 6552.7; ETA: 7.3 minutes\n",
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-      "Step 2140000 of 5000000; TPS: 6552.66; ETA: 7.3 minutes\n",
-      "Step 2141000 of 5000000; TPS: 6552.65; ETA: 7.3 minutes\n",
-      "Step 2142000 of 5000000; TPS: 6552.64; ETA: 7.3 minutes\n",
-      "Step 2143000 of 5000000; TPS: 6552.6; ETA: 7.3 minutes\n",
-      "Step 2144000 of 5000000; TPS: 6551.73; ETA: 7.3 minutes\n",
-      "Step 2145000 of 5000000; TPS: 6551.71; ETA: 7.3 minutes\n",
-      "Step 2146000 of 5000000; TPS: 6551.69; ETA: 7.3 minutes\n",
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-      "Step 2150000 of 5000000; TPS: 6551.62; ETA: 7.3 minutes\n",
-      "Step 2151000 of 5000000; TPS: 6551.6; ETA: 7.2 minutes\n",
-      "Step 2152000 of 5000000; TPS: 6551.59; ETA: 7.2 minutes\n",
-      "Step 2153000 of 5000000; TPS: 6551.58; ETA: 7.2 minutes\n",
-      "Step 2154000 of 5000000; TPS: 6551.56; ETA: 7.2 minutes\n",
-      "Step 2155000 of 5000000; TPS: 6551.55; ETA: 7.2 minutes\n",
-      "Step 2156000 of 5000000; TPS: 6551.54; ETA: 7.2 minutes\n",
-      "Step 2157000 of 5000000; TPS: 6551.51; ETA: 7.2 minutes\n",
-      "Step 2158000 of 5000000; TPS: 6551.5; ETA: 7.2 minutes\n",
-      "Step 2159000 of 5000000; TPS: 6551.48; ETA: 7.2 minutes\n",
-      "Step 2160000 of 5000000; TPS: 6551.47; ETA: 7.2 minutes\n",
-      "Step 2161000 of 5000000; TPS: 6551.45; ETA: 7.2 minutes\n",
-      "Step 2162000 of 5000000; TPS: 6551.44; ETA: 7.2 minutes\n",
-      "Step 2163000 of 5000000; TPS: 6551.43; ETA: 7.2 minutes\n",
-      "Step 2164000 of 5000000; TPS: 6551.42; ETA: 7.2 minutes\n",
-      "Step 2165000 of 5000000; TPS: 6551.41; ETA: 7.2 minutes\n",
-      "Step 2166000 of 5000000; TPS: 6551.4; ETA: 7.2 minutes\n",
-      "Step 2167000 of 5000000; TPS: 6551.39; ETA: 7.2 minutes\n",
-      "Step 2168000 of 5000000; TPS: 6551.37; ETA: 7.2 minutes\n",
-      "Step 2169000 of 5000000; TPS: 6551.36; ETA: 7.2 minutes\n",
-      "Step 2170000 of 5000000; TPS: 6551.35; ETA: 7.2 minutes\n",
-      "Step 2171000 of 5000000; TPS: 6551.33; ETA: 7.2 minutes\n",
-      "Step 2172000 of 5000000; TPS: 6551.32; ETA: 7.2 minutes\n",
-      "Step 2173000 of 5000000; TPS: 6551.3; ETA: 7.2 minutes\n",
-      "Step 2174000 of 5000000; TPS: 6551.29; ETA: 7.2 minutes\n",
-      "Step 2175000 of 5000000; TPS: 6551.27; ETA: 7.2 minutes\n",
-      "Step 2176000 of 5000000; TPS: 6551.26; ETA: 7.2 minutes\n",
-      "Step 2177000 of 5000000; TPS: 6551.24; ETA: 7.2 minutes\n",
-      "Step 2178000 of 5000000; TPS: 6551.23; ETA: 7.2 minutes\n",
-      "Step 2179000 of 5000000; TPS: 6551.21; ETA: 7.2 minutes\n",
-      "Step 2180000 of 5000000; TPS: 6551.2; ETA: 7.2 minutes\n",
-      "Step 2181000 of 5000000; TPS: 6551.19; ETA: 7.2 minutes\n",
-      "Step 2182000 of 5000000; TPS: 6551.17; ETA: 7.2 minutes\n",
-      "Step 2183000 of 5000000; TPS: 6551.14; ETA: 7.2 minutes\n",
-      "Step 2184000 of 5000000; TPS: 6551.11; ETA: 7.2 minutes\n",
-      "Step 2185000 of 5000000; TPS: 6551.09; ETA: 7.2 minutes\n",
-      "Step 2186000 of 5000000; TPS: 6551.07; ETA: 7.2 minutes\n",
-      "Step 2187000 of 5000000; TPS: 6551.04; ETA: 7.2 minutes\n",
-      "Step 2188000 of 5000000; TPS: 6551.03; ETA: 7.2 minutes\n",
-      "Step 2189000 of 5000000; TPS: 6551.01; ETA: 7.2 minutes\n",
-      "Step 2190000 of 5000000; TPS: 6551.0; ETA: 7.1 minutes\n",
-      "Step 2191000 of 5000000; TPS: 6550.98; ETA: 7.1 minutes\n",
-      "Step 2192000 of 5000000; TPS: 6550.94; ETA: 7.1 minutes\n",
-      "Step 2193000 of 5000000; TPS: 6550.92; ETA: 7.1 minutes\n",
-      "Step 2194000 of 5000000; TPS: 6550.9; ETA: 7.1 minutes\n",
-      "Step 2195000 of 5000000; TPS: 6550.86; ETA: 7.1 minutes\n",
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-      "Step 2199000 of 5000000; TPS: 6550.78; ETA: 7.1 minutes\n",
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-      "Step 2202000 of 5000000; TPS: 6550.15; ETA: 7.1 minutes\n",
-      "Step 2203000 of 5000000; TPS: 6550.13; ETA: 7.1 minutes\n",
-      "Step 2204000 of 5000000; TPS: 6550.12; ETA: 7.1 minutes\n",
-      "Step 2205000 of 5000000; TPS: 6550.1; ETA: 7.1 minutes\n",
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-      "Step 2213000 of 5000000; TPS: 6549.72; ETA: 7.1 minutes\n",
-      "Step 2214000 of 5000000; TPS: 6549.69; ETA: 7.1 minutes\n",
-      "Step 2215000 of 5000000; TPS: 6549.67; ETA: 7.1 minutes\n",
-      "Step 2216000 of 5000000; TPS: 6549.64; ETA: 7.1 minutes\n",
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-      "Step 2220000 of 5000000; TPS: 6549.56; ETA: 7.1 minutes\n",
-      "Step 2221000 of 5000000; TPS: 6549.54; ETA: 7.1 minutes\n",
-      "Step 2222000 of 5000000; TPS: 6549.52; ETA: 7.1 minutes\n",
-      "Step 2223000 of 5000000; TPS: 6549.51; ETA: 7.1 minutes\n",
-      "Step 2224000 of 5000000; TPS: 6549.49; ETA: 7.1 minutes\n",
-      "Step 2225000 of 5000000; TPS: 6549.48; ETA: 7.1 minutes\n",
-      "Step 2226000 of 5000000; TPS: 6549.45; ETA: 7.1 minutes\n",
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-      "Step 2230000 of 5000000; TPS: 6549.36; ETA: 7.0 minutes\n",
-      "Step 2231000 of 5000000; TPS: 6544.27; ETA: 7.1 minutes\n",
-      "Step 2232000 of 5000000; TPS: 6544.04; ETA: 7.0 minutes\n",
-      "Step 2233000 of 5000000; TPS: 6543.99; ETA: 7.0 minutes\n",
-      "Step 2234000 of 5000000; TPS: 6543.97; ETA: 7.0 minutes\n",
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-      "Step 2241000 of 5000000; TPS: 6543.82; ETA: 7.0 minutes\n",
-      "Step 2242000 of 5000000; TPS: 6543.79; ETA: 7.0 minutes\n",
-      "Step 2243000 of 5000000; TPS: 6543.77; ETA: 7.0 minutes\n",
-      "Step 2244000 of 5000000; TPS: 6543.75; ETA: 7.0 minutes\n",
-      "Step 2245000 of 5000000; TPS: 6543.72; ETA: 7.0 minutes\n",
-      "Step 2246000 of 5000000; TPS: 6543.66; ETA: 7.0 minutes\n",
-      "Step 2247000 of 5000000; TPS: 6543.63; ETA: 7.0 minutes\n",
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-      "Step 2254000 of 5000000; TPS: 6543.49; ETA: 7.0 minutes\n",
-      "Step 2255000 of 5000000; TPS: 6542.5; ETA: 7.0 minutes\n",
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-      "Step 2258000 of 5000000; TPS: 6542.37; ETA: 7.0 minutes\n",
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-      "Step 2261000 of 5000000; TPS: 6542.3; ETA: 7.0 minutes\n",
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-      "Step 2263000 of 5000000; TPS: 6542.26; ETA: 7.0 minutes\n",
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-      "Step 2270000 of 5000000; TPS: 6542.11; ETA: 7.0 minutes\n",
-      "Step 2271000 of 5000000; TPS: 6542.07; ETA: 7.0 minutes\n",
-      "Step 2272000 of 5000000; TPS: 5373.35; ETA: 8.5 minutes\n",
-      "Step 2273000 of 5000000; TPS: 5373.82; ETA: 8.5 minutes\n",
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-      "Step 2644000 of 5000000; TPS: 4831.34; ETA: 8.1 minutes\n",
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-      "Step 2710000 of 5000000; TPS: 4860.08; ETA: 7.9 minutes\n",
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-      "Step 2776000 of 5000000; TPS: 4798.72; ETA: 7.7 minutes\n",
-      "Step 2777000 of 5000000; TPS: 4799.15; ETA: 7.7 minutes\n",
-      "Step 2778000 of 5000000; TPS: 4799.58; ETA: 7.7 minutes\n",
-      "Step 2779000 of 5000000; TPS: 4800.01; ETA: 7.7 minutes\n",
-      "Step 2780000 of 5000000; TPS: 4800.44; ETA: 7.7 minutes\n",
-      "Step 2781000 of 5000000; TPS: 4800.86; ETA: 7.7 minutes\n",
-      "Step 2782000 of 5000000; TPS: 4801.28; ETA: 7.7 minutes\n",
-      "Step 2783000 of 5000000; TPS: 4801.71; ETA: 7.7 minutes\n",
-      "Step 2784000 of 5000000; TPS: 4802.12; ETA: 7.7 minutes\n",
-      "Step 2785000 of 5000000; TPS: 4802.54; ETA: 7.7 minutes\n",
-      "Step 2786000 of 5000000; TPS: 4802.86; ETA: 7.7 minutes\n",
-      "Step 2787000 of 5000000; TPS: 4803.28; ETA: 7.7 minutes\n",
-      "Step 2788000 of 5000000; TPS: 4803.7; ETA: 7.7 minutes\n",
-      "Step 2789000 of 5000000; TPS: 4804.13; ETA: 7.7 minutes\n",
-      "Step 2790000 of 5000000; TPS: 4804.55; ETA: 7.7 minutes\n",
-      "Step 2791000 of 5000000; TPS: 4804.97; ETA: 7.7 minutes\n",
-      "Step 2792000 of 5000000; TPS: 4805.38; ETA: 7.7 minutes\n",
-      "Step 2793000 of 5000000; TPS: 4805.8; ETA: 7.7 minutes\n",
-      "Step 2794000 of 5000000; TPS: 4806.21; ETA: 7.6 minutes\n",
-      "Step 2795000 of 5000000; TPS: 4806.64; ETA: 7.6 minutes\n",
-      "Step 2796000 of 5000000; TPS: 4807.06; ETA: 7.6 minutes\n",
-      "Step 2797000 of 5000000; TPS: 4807.48; ETA: 7.6 minutes\n",
-      "Step 2798000 of 5000000; TPS: 4807.91; ETA: 7.6 minutes\n",
-      "Step 2799000 of 5000000; TPS: 4808.33; ETA: 7.6 minutes\n",
-      "Step 2800000 of 5000000; TPS: 4808.75; ETA: 7.6 minutes\n",
-      "Step 2801000 of 5000000; TPS: 4809.17; ETA: 7.6 minutes\n",
-      "Step 2802000 of 5000000; TPS: 4639.61; ETA: 7.9 minutes\n",
-      "Step 2803000 of 5000000; TPS: 4640.07; ETA: 7.9 minutes\n",
-      "Step 2804000 of 5000000; TPS: 4640.53; ETA: 7.9 minutes\n",
-      "Step 2805000 of 5000000; TPS: 4641.01; ETA: 7.9 minutes\n",
-      "Step 2806000 of 5000000; TPS: 4641.24; ETA: 7.9 minutes\n",
-      "Step 2807000 of 5000000; TPS: 4641.71; ETA: 7.9 minutes\n",
-      "Step 2808000 of 5000000; TPS: 4642.17; ETA: 7.9 minutes\n",
-      "Step 2809000 of 5000000; TPS: 4642.62; ETA: 7.9 minutes\n",
-      "Step 2810000 of 5000000; TPS: 4643.06; ETA: 7.9 minutes\n",
-      "Step 2811000 of 5000000; TPS: 4643.47; ETA: 7.9 minutes\n",
-      "Step 2812000 of 5000000; TPS: 4643.91; ETA: 7.9 minutes\n",
-      "Step 2813000 of 5000000; TPS: 4644.35; ETA: 7.8 minutes\n",
-      "Step 2814000 of 5000000; TPS: 4644.8; ETA: 7.8 minutes\n",
-      "Step 2815000 of 5000000; TPS: 4645.24; ETA: 7.8 minutes\n",
-      "Step 2816000 of 5000000; TPS: 4645.68; ETA: 7.8 minutes\n",
-      "Step 2817000 of 5000000; TPS: 4646.13; ETA: 7.8 minutes\n",
-      "Step 2818000 of 5000000; TPS: 4646.59; ETA: 7.8 minutes\n",
-      "Step 2819000 of 5000000; TPS: 4647.05; ETA: 7.8 minutes\n",
-      "Step 2820000 of 5000000; TPS: 4647.5; ETA: 7.8 minutes\n",
-      "Step 2821000 of 5000000; TPS: 4647.95; ETA: 7.8 minutes\n",
-      "Step 2822000 of 5000000; TPS: 4648.4; ETA: 7.8 minutes\n",
-      "Step 2823000 of 5000000; TPS: 4648.85; ETA: 7.8 minutes\n",
-      "Step 2824000 of 5000000; TPS: 4649.3; ETA: 7.8 minutes\n",
-      "Step 2825000 of 5000000; TPS: 4649.74; ETA: 7.8 minutes\n",
-      "Step 2826000 of 5000000; TPS: 4650.19; ETA: 7.8 minutes\n",
-      "Step 2827000 of 5000000; TPS: 4650.63; ETA: 7.8 minutes\n",
-      "Step 2828000 of 5000000; TPS: 4651.07; ETA: 7.8 minutes\n",
-      "Step 2829000 of 5000000; TPS: 4651.52; ETA: 7.8 minutes\n",
-      "Step 2830000 of 5000000; TPS: 4651.96; ETA: 7.8 minutes\n",
-      "Step 2831000 of 5000000; TPS: 4652.4; ETA: 7.8 minutes\n",
-      "Step 2832000 of 5000000; TPS: 4652.84; ETA: 7.8 minutes\n",
-      "Step 2833000 of 5000000; TPS: 4653.29; ETA: 7.8 minutes\n",
-      "Step 2834000 of 5000000; TPS: 4653.73; ETA: 7.8 minutes\n",
-      "Step 2835000 of 5000000; TPS: 4654.17; ETA: 7.8 minutes\n",
-      "Step 2836000 of 5000000; TPS: 4654.61; ETA: 7.7 minutes\n",
-      "Step 2837000 of 5000000; TPS: 4655.05; ETA: 7.7 minutes\n",
-      "Step 2838000 of 5000000; TPS: 4655.49; ETA: 7.7 minutes\n",
-      "Step 2839000 of 5000000; TPS: 4655.93; ETA: 7.7 minutes\n",
-      "Step 2840000 of 5000000; TPS: 4656.37; ETA: 7.7 minutes\n",
-      "Step 2841000 of 5000000; TPS: 4656.8; ETA: 7.7 minutes\n",
-      "Step 2842000 of 5000000; TPS: 4657.24; ETA: 7.7 minutes\n",
-      "Step 2843000 of 5000000; TPS: 4657.68; ETA: 7.7 minutes\n",
-      "Step 2844000 of 5000000; TPS: 4658.12; ETA: 7.7 minutes\n",
-      "Step 2845000 of 5000000; TPS: 4658.56; ETA: 7.7 minutes\n",
-      "Step 2846000 of 5000000; TPS: 4658.99; ETA: 7.7 minutes\n",
-      "Step 2847000 of 5000000; TPS: 4659.43; ETA: 7.7 minutes\n",
-      "Step 2848000 of 5000000; TPS: 4659.87; ETA: 7.7 minutes\n",
-      "Step 2849000 of 5000000; TPS: 4660.3; ETA: 7.7 minutes\n",
-      "Step 2850000 of 5000000; TPS: 4660.73; ETA: 7.7 minutes\n",
-      "Step 2851000 of 5000000; TPS: 4661.17; ETA: 7.7 minutes\n",
-      "Step 2852000 of 5000000; TPS: 4661.61; ETA: 7.7 minutes\n",
-      "Step 2853000 of 5000000; TPS: 4662.04; ETA: 7.7 minutes\n",
-      "Step 2854000 of 5000000; TPS: 4662.48; ETA: 7.7 minutes\n",
-      "Step 2855000 of 5000000; TPS: 4662.91; ETA: 7.7 minutes\n",
-      "Step 2856000 of 5000000; TPS: 4663.34; ETA: 7.7 minutes\n",
-      "Step 2857000 of 5000000; TPS: 4663.77; ETA: 7.7 minutes\n",
-      "Step 2858000 of 5000000; TPS: 4664.21; ETA: 7.7 minutes\n",
-      "Step 2859000 of 5000000; TPS: 4664.64; ETA: 7.6 minutes\n",
-      "Step 2860000 of 5000000; TPS: 4665.08; ETA: 7.6 minutes\n",
-      "Step 2861000 of 5000000; TPS: 4665.4; ETA: 7.6 minutes\n",
-      "Step 2862000 of 5000000; TPS: 4665.83; ETA: 7.6 minutes\n",
-      "Step 2863000 of 5000000; TPS: 4666.26; ETA: 7.6 minutes\n",
-      "Step 2864000 of 5000000; TPS: 4666.69; ETA: 7.6 minutes\n",
-      "Step 2865000 of 5000000; TPS: 4667.13; ETA: 7.6 minutes\n",
-      "Step 2866000 of 5000000; TPS: 4667.44; ETA: 7.6 minutes\n",
-      "Step 2867000 of 5000000; TPS: 4667.87; ETA: 7.6 minutes\n",
-      "Step 2868000 of 5000000; TPS: 4668.31; ETA: 7.6 minutes\n",
-      "Step 2869000 of 5000000; TPS: 4668.73; ETA: 7.6 minutes\n",
-      "Step 2870000 of 5000000; TPS: 4669.16; ETA: 7.6 minutes\n",
-      "Step 2871000 of 5000000; TPS: 4669.59; ETA: 7.6 minutes\n",
-      "Step 2872000 of 5000000; TPS: 4670.02; ETA: 7.6 minutes\n",
-      "Step 2873000 of 5000000; TPS: 4670.45; ETA: 7.6 minutes\n",
-      "Step 2874000 of 5000000; TPS: 4670.89; ETA: 7.6 minutes\n",
-      "Step 2875000 of 5000000; TPS: 4671.31; ETA: 7.6 minutes\n",
-      "Step 2876000 of 5000000; TPS: 4671.74; ETA: 7.6 minutes\n",
-      "Step 2877000 of 5000000; TPS: 4672.17; ETA: 7.6 minutes\n",
-      "Step 2878000 of 5000000; TPS: 4672.6; ETA: 7.6 minutes\n",
-      "Step 2879000 of 5000000; TPS: 4673.02; ETA: 7.6 minutes\n",
-      "Step 2880000 of 5000000; TPS: 4673.45; ETA: 7.6 minutes\n",
-      "Step 2881000 of 5000000; TPS: 4673.87; ETA: 7.6 minutes\n",
-      "Step 2882000 of 5000000; TPS: 4674.29; ETA: 7.6 minutes\n",
-      "Step 2883000 of 5000000; TPS: 4674.72; ETA: 7.5 minutes\n",
-      "Step 2884000 of 5000000; TPS: 4675.15; ETA: 7.5 minutes\n",
-      "Step 2885000 of 5000000; TPS: 4675.58; ETA: 7.5 minutes\n",
-      "Step 2886000 of 5000000; TPS: 4676.0; ETA: 7.5 minutes\n",
-      "Step 2887000 of 5000000; TPS: 4676.43; ETA: 7.5 minutes\n",
-      "Step 2888000 of 5000000; TPS: 4676.86; ETA: 7.5 minutes\n",
-      "Step 2889000 of 5000000; TPS: 4677.28; ETA: 7.5 minutes\n",
-      "Step 2890000 of 5000000; TPS: 4677.7; ETA: 7.5 minutes\n",
-      "Step 2891000 of 5000000; TPS: 4678.13; ETA: 7.5 minutes\n",
-      "Step 2892000 of 5000000; TPS: 4678.55; ETA: 7.5 minutes\n",
-      "Step 2893000 of 5000000; TPS: 4678.97; ETA: 7.5 minutes\n",
-      "Step 2894000 of 5000000; TPS: 4679.38; ETA: 7.5 minutes\n",
-      "Step 2895000 of 5000000; TPS: 4679.79; ETA: 7.5 minutes\n",
-      "Step 2896000 of 5000000; TPS: 4680.2; ETA: 7.5 minutes\n",
-      "Step 2897000 of 5000000; TPS: 4680.61; ETA: 7.5 minutes\n",
-      "Step 2898000 of 5000000; TPS: 4681.02; ETA: 7.5 minutes\n",
-      "Step 2899000 of 5000000; TPS: 4681.43; ETA: 7.5 minutes\n",
-      "Step 2900000 of 5000000; TPS: 4681.85; ETA: 7.5 minutes\n",
-      "Step 2901000 of 5000000; TPS: 4682.27; ETA: 7.5 minutes\n",
-      "Step 2902000 of 5000000; TPS: 4682.69; ETA: 7.5 minutes\n",
-      "Step 2903000 of 5000000; TPS: 4683.11; ETA: 7.5 minutes\n",
-      "Step 2904000 of 5000000; TPS: 4683.53; ETA: 7.5 minutes\n",
-      "Step 2905000 of 5000000; TPS: 4683.95; ETA: 7.5 minutes\n",
-      "Step 2906000 of 5000000; TPS: 4684.37; ETA: 7.5 minutes\n",
-      "Step 2907000 of 5000000; TPS: 4684.79; ETA: 7.4 minutes\n",
-      "Step 2908000 of 5000000; TPS: 4685.21; ETA: 7.4 minutes\n",
-      "Step 2909000 of 5000000; TPS: 4685.63; ETA: 7.4 minutes\n",
-      "Step 2910000 of 5000000; TPS: 4686.05; ETA: 7.4 minutes\n",
-      "Step 2911000 of 5000000; TPS: 4686.47; ETA: 7.4 minutes\n",
-      "Step 2912000 of 5000000; TPS: 521.96; ETA: 1.0 hours, 7.0 minutes\n",
-      "Step 2913000 of 5000000; TPS: 522.12; ETA: 1.0 hours, 7.0 minutes\n",
-      "Step 2914000 of 5000000; TPS: 522.29; ETA: 1.0 hours, 7.0 minutes\n",
-      "Step 2915000 of 5000000; TPS: 522.45; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2916000 of 5000000; TPS: 522.62; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2917000 of 5000000; TPS: 522.78; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2918000 of 5000000; TPS: 522.95; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2919000 of 5000000; TPS: 523.11; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2920000 of 5000000; TPS: 523.28; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2921000 of 5000000; TPS: 523.44; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2922000 of 5000000; TPS: 523.61; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2923000 of 5000000; TPS: 523.77; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2924000 of 5000000; TPS: 523.94; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2925000 of 5000000; TPS: 524.1; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2926000 of 5000000; TPS: 524.27; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2927000 of 5000000; TPS: 524.43; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2928000 of 5000000; TPS: 524.6; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2929000 of 5000000; TPS: 524.77; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2930000 of 5000000; TPS: 524.93; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2931000 of 5000000; TPS: 525.1; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2932000 of 5000000; TPS: 525.26; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2933000 of 5000000; TPS: 525.43; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2934000 of 5000000; TPS: 525.59; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2935000 of 5000000; TPS: 525.76; ETA: 1.0 hours, 6.0 minutes\n",
-      "Step 2936000 of 5000000; TPS: 525.92; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2937000 of 5000000; TPS: 526.09; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2938000 of 5000000; TPS: 526.25; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2939000 of 5000000; TPS: 526.42; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2940000 of 5000000; TPS: 526.58; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2941000 of 5000000; TPS: 526.75; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2942000 of 5000000; TPS: 526.91; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2943000 of 5000000; TPS: 527.08; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2944000 of 5000000; TPS: 527.24; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2945000 of 5000000; TPS: 527.41; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2946000 of 5000000; TPS: 527.57; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2947000 of 5000000; TPS: 527.74; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2948000 of 5000000; TPS: 527.9; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2949000 of 5000000; TPS: 528.07; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2950000 of 5000000; TPS: 528.23; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2951000 of 5000000; TPS: 528.4; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2952000 of 5000000; TPS: 528.56; ETA: 1.0 hours, 5.0 minutes\n",
-      "Step 2953000 of 5000000; TPS: 528.73; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2954000 of 5000000; TPS: 528.89; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2955000 of 5000000; TPS: 529.06; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2956000 of 5000000; TPS: 529.22; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2957000 of 5000000; TPS: 529.39; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2958000 of 5000000; TPS: 529.55; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2959000 of 5000000; TPS: 529.72; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2960000 of 5000000; TPS: 529.88; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2961000 of 5000000; TPS: 530.05; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2962000 of 5000000; TPS: 530.21; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2963000 of 5000000; TPS: 530.38; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2964000 of 5000000; TPS: 530.54; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2965000 of 5000000; TPS: 530.71; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2966000 of 5000000; TPS: 530.87; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2967000 of 5000000; TPS: 531.04; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2968000 of 5000000; TPS: 531.2; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2969000 of 5000000; TPS: 531.37; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2970000 of 5000000; TPS: 531.53; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2971000 of 5000000; TPS: 531.7; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2972000 of 5000000; TPS: 531.86; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2973000 of 5000000; TPS: 532.03; ETA: 1.0 hours, 4.0 minutes\n",
-      "Step 2974000 of 5000000; TPS: 532.19; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2975000 of 5000000; TPS: 532.35; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2976000 of 5000000; TPS: 532.52; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2977000 of 5000000; TPS: 532.68; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2978000 of 5000000; TPS: 532.85; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2979000 of 5000000; TPS: 533.01; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2980000 of 5000000; TPS: 533.18; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2981000 of 5000000; TPS: 533.34; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2982000 of 5000000; TPS: 533.51; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2983000 of 5000000; TPS: 533.67; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2984000 of 5000000; TPS: 533.84; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2985000 of 5000000; TPS: 534.0; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2986000 of 5000000; TPS: 534.17; ETA: 1.0 hours, 3.0 minutes\n",
-      "Step 2987000 of 5000000; TPS: 453.01; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2988000 of 5000000; TPS: 453.15; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2989000 of 5000000; TPS: 453.29; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2990000 of 5000000; TPS: 453.44; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2991000 of 5000000; TPS: 453.58; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2992000 of 5000000; TPS: 453.72; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2993000 of 5000000; TPS: 453.86; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2994000 of 5000000; TPS: 454.0; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2995000 of 5000000; TPS: 454.14; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2996000 of 5000000; TPS: 454.28; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2997000 of 5000000; TPS: 454.43; ETA: 1.0 hours, 14.0 minutes\n",
-      "Step 2998000 of 5000000; TPS: 454.57; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 2999000 of 5000000; TPS: 454.71; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3000000 of 5000000; TPS: 454.85; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3001000 of 5000000; TPS: 454.99; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3002000 of 5000000; TPS: 455.13; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3003000 of 5000000; TPS: 455.27; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3004000 of 5000000; TPS: 455.42; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3005000 of 5000000; TPS: 455.56; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3006000 of 5000000; TPS: 455.7; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3007000 of 5000000; TPS: 455.84; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3008000 of 5000000; TPS: 455.98; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3009000 of 5000000; TPS: 456.12; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3010000 of 5000000; TPS: 456.26; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3011000 of 5000000; TPS: 456.4; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3012000 of 5000000; TPS: 456.55; ETA: 1.0 hours, 13.0 minutes\n",
-      "Step 3013000 of 5000000; TPS: 456.69; ETA: 1.0 hours, 12.0 minutes\n",
-      "Step 3014000 of 5000000; TPS: 456.83; ETA: 1.0 hours, 12.0 minutes\n",
-      "Step 3015000 of 5000000; TPS: 456.97; ETA: 1.0 hours, 12.0 minutes\n",
-      "Step 3016000 of 5000000; TPS: 457.11; ETA: 1.0 hours, 12.0 minutes\n",
-      "Step 3017000 of 5000000; TPS: 457.25; ETA: 1.0 hours, 12.0 minutes\n",
-      "Step 3018000 of 5000000; TPS: 457.39; ETA: 1.0 hours, 12.0 minutes\n",
-      "Step 3019000 of 5000000; TPS: 457.54; ETA: 1.0 hours, 12.0 minutes\n",
-      "Step 3020000 of 5000000; TPS: 457.68; ETA: 1.0 hours, 12.0 minutes\n",
-      "Step 3021000 of 5000000; TPS: 397.41; ETA: 1.0 hours, 23.0 minutes\n",
-      "Step 3022000 of 5000000; TPS: 397.54; ETA: 1.0 hours, 23.0 minutes\n",
-      "Step 3023000 of 5000000; TPS: 397.66; ETA: 1.0 hours, 23.0 minutes\n",
-      "Step 3024000 of 5000000; TPS: 397.78; ETA: 1.0 hours, 23.0 minutes\n",
-      "Step 3025000 of 5000000; TPS: 397.91; ETA: 1.0 hours, 23.0 minutes\n",
-      "Step 3026000 of 5000000; TPS: 398.03; ETA: 1.0 hours, 23.0 minutes\n",
-      "Step 3027000 of 5000000; TPS: 398.15; ETA: 1.0 hours, 23.0 minutes\n",
-      "Step 3028000 of 5000000; TPS: 398.28; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3029000 of 5000000; TPS: 398.4; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3030000 of 5000000; TPS: 398.53; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3031000 of 5000000; TPS: 398.65; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3032000 of 5000000; TPS: 398.77; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3033000 of 5000000; TPS: 398.9; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3034000 of 5000000; TPS: 399.02; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3035000 of 5000000; TPS: 399.14; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3036000 of 5000000; TPS: 399.27; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3037000 of 5000000; TPS: 399.39; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3038000 of 5000000; TPS: 399.52; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3039000 of 5000000; TPS: 399.64; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3040000 of 5000000; TPS: 399.76; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3041000 of 5000000; TPS: 399.89; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3042000 of 5000000; TPS: 400.01; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3043000 of 5000000; TPS: 400.13; ETA: 1.0 hours, 22.0 minutes\n",
-      "Step 3044000 of 5000000; TPS: 400.26; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3045000 of 5000000; TPS: 400.38; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3046000 of 5000000; TPS: 400.51; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3047000 of 5000000; TPS: 400.63; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3048000 of 5000000; TPS: 400.75; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3049000 of 5000000; TPS: 400.88; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3050000 of 5000000; TPS: 401.0; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3051000 of 5000000; TPS: 401.12; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3052000 of 5000000; TPS: 401.25; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3053000 of 5000000; TPS: 401.37; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3054000 of 5000000; TPS: 401.49; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3055000 of 5000000; TPS: 401.62; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3056000 of 5000000; TPS: 401.74; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3057000 of 5000000; TPS: 401.87; ETA: 1.0 hours, 21.0 minutes\n",
-      "Step 3058000 of 5000000; TPS: 401.99; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3059000 of 5000000; TPS: 402.11; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3060000 of 5000000; TPS: 402.24; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3061000 of 5000000; TPS: 402.36; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3062000 of 5000000; TPS: 402.48; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3063000 of 5000000; TPS: 402.61; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3064000 of 5000000; TPS: 402.73; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3065000 of 5000000; TPS: 402.85; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3066000 of 5000000; TPS: 402.98; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3067000 of 5000000; TPS: 403.1; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3068000 of 5000000; TPS: 403.22; ETA: 1.0 hours, 20.0 minutes\n",
-      "Step 3069000 of 5000000; TPS: 272.49; ETA: 1.0 hours, 58.0 minutes\n",
-      "Step 3070000 of 5000000; TPS: 272.58; ETA: 1.0 hours, 58.0 minutes\n",
-      "Step 3071000 of 5000000; TPS: 272.66; ETA: 1.0 hours, 58.0 minutes\n",
-      "Step 3072000 of 5000000; TPS: 272.75; ETA: 1.0 hours, 58.0 minutes\n",
-      "Step 3073000 of 5000000; TPS: 272.84; ETA: 1.0 hours, 58.0 minutes\n",
-      "Step 3074000 of 5000000; TPS: 272.92; ETA: 1.0 hours, 58.0 minutes\n",
-      "Step 3075000 of 5000000; TPS: 273.01; ETA: 1.0 hours, 58.0 minutes\n",
-      "Step 3076000 of 5000000; TPS: 273.09; ETA: 1.0 hours, 57.0 minutes\n",
-      "Step 3077000 of 5000000; TPS: 273.18; ETA: 1.0 hours, 57.0 minutes\n",
-      "Step 3078000 of 5000000; TPS: 273.26; ETA: 1.0 hours, 57.0 minutes\n",
-      "Step 3079000 of 5000000; TPS: 273.35; ETA: 1.0 hours, 57.0 minutes\n",
-      "Step 3080000 of 5000000; TPS: 273.43; ETA: 1.0 hours, 57.0 minutes\n",
-      "Step 3081000 of 5000000; TPS: 273.52; ETA: 1.0 hours, 57.0 minutes\n",
-      "Step 3082000 of 5000000; TPS: 273.6; ETA: 1.0 hours, 57.0 minutes\n",
-      "Step 3083000 of 5000000; TPS: 273.69; ETA: 1.0 hours, 57.0 minutes\n",
-      "Step 3084000 of 5000000; TPS: 273.77; ETA: 1.0 hours, 57.0 minutes\n",
-      "Step 3085000 of 5000000; TPS: 273.86; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3086000 of 5000000; TPS: 273.94; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3087000 of 5000000; TPS: 274.03; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3088000 of 5000000; TPS: 274.11; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3089000 of 5000000; TPS: 274.2; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3090000 of 5000000; TPS: 274.28; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3091000 of 5000000; TPS: 274.37; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3092000 of 5000000; TPS: 274.45; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3093000 of 5000000; TPS: 274.54; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3094000 of 5000000; TPS: 274.62; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3095000 of 5000000; TPS: 274.71; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3096000 of 5000000; TPS: 274.79; ETA: 1.0 hours, 56.0 minutes\n",
-      "Step 3097000 of 5000000; TPS: 274.88; ETA: 1.0 hours, 55.0 minutes\n",
-      "Step 3098000 of 5000000; TPS: 274.96; ETA: 1.0 hours, 55.0 minutes\n",
-      "Step 3099000 of 5000000; TPS: 275.05; ETA: 1.0 hours, 55.0 minutes\n",
-      "Step 3100000 of 5000000; TPS: 275.13; ETA: 1.0 hours, 55.0 minutes\n",
-      "Step 3101000 of 5000000; TPS: 275.22; ETA: 1.0 hours, 55.0 minutes\n",
-      "Step 3102000 of 5000000; TPS: 275.3; ETA: 1.0 hours, 55.0 minutes\n",
-      "Step 3103000 of 5000000; TPS: 275.39; ETA: 1.0 hours, 55.0 minutes\n",
-      "Step 3104000 of 5000000; TPS: 275.47; ETA: 1.0 hours, 55.0 minutes\n",
-      "Step 3105000 of 5000000; TPS: 275.56; ETA: 1.0 hours, 55.0 minutes\n",
-      "Step 3106000 of 5000000; TPS: 275.64; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3107000 of 5000000; TPS: 275.73; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3108000 of 5000000; TPS: 275.81; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3109000 of 5000000; TPS: 275.9; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3110000 of 5000000; TPS: 275.99; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3111000 of 5000000; TPS: 276.07; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3112000 of 5000000; TPS: 276.16; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3113000 of 5000000; TPS: 276.24; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3114000 of 5000000; TPS: 276.33; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3115000 of 5000000; TPS: 276.41; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3116000 of 5000000; TPS: 276.5; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3117000 of 5000000; TPS: 276.58; ETA: 1.0 hours, 54.0 minutes\n",
-      "Step 3118000 of 5000000; TPS: 276.67; ETA: 1.0 hours, 53.0 minutes\n",
-      "Step 3119000 of 5000000; TPS: 276.75; ETA: 1.0 hours, 53.0 minutes\n",
-      "Step 3120000 of 5000000; TPS: 276.84; ETA: 1.0 hours, 53.0 minutes\n",
-      "Step 3121000 of 5000000; TPS: 276.92; ETA: 1.0 hours, 53.0 minutes\n",
-      "Step 3122000 of 5000000; TPS: 277.01; ETA: 1.0 hours, 53.0 minutes\n",
-      "Step 3123000 of 5000000; TPS: 277.09; ETA: 1.0 hours, 53.0 minutes\n",
-      "Step 3124000 of 5000000; TPS: 277.18; ETA: 1.0 hours, 53.0 minutes\n",
-      "Step 3125000 of 5000000; TPS: 277.26; ETA: 1.0 hours, 53.0 minutes\n",
-      "Step 3126000 of 5000000; TPS: 277.35; ETA: 1.0 hours, 53.0 minutes\n",
-      "Step 3127000 of 5000000; TPS: 277.43; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3128000 of 5000000; TPS: 277.52; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3129000 of 5000000; TPS: 277.6; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3130000 of 5000000; TPS: 277.69; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3131000 of 5000000; TPS: 277.77; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3132000 of 5000000; TPS: 277.86; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3133000 of 5000000; TPS: 277.94; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3134000 of 5000000; TPS: 278.03; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3135000 of 5000000; TPS: 278.11; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3136000 of 5000000; TPS: 278.2; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3137000 of 5000000; TPS: 278.28; ETA: 1.0 hours, 52.0 minutes\n",
-      "Step 3138000 of 5000000; TPS: 210.27; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3139000 of 5000000; TPS: 210.34; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3140000 of 5000000; TPS: 210.4; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3141000 of 5000000; TPS: 210.46; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3142000 of 5000000; TPS: 210.53; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3143000 of 5000000; TPS: 210.59; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3144000 of 5000000; TPS: 210.66; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3145000 of 5000000; TPS: 210.72; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3146000 of 5000000; TPS: 210.79; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3147000 of 5000000; TPS: 210.85; ETA: 2.0 hours, 26.0 minutes\n",
-      "Step 3148000 of 5000000; TPS: 210.92; ETA: 2.0 hours, 26.0 minutes\n",
-      "Step 3149000 of 5000000; TPS: 210.98; ETA: 2.0 hours, 26.0 minutes\n",
-      "Step 3150000 of 5000000; TPS: 211.05; ETA: 2.0 hours, 26.0 minutes\n",
-      "Step 3151000 of 5000000; TPS: 211.11; ETA: 2.0 hours, 26.0 minutes\n",
-      "Step 3152000 of 5000000; TPS: 211.18; ETA: 2.0 hours, 26.0 minutes\n",
-      "Step 3153000 of 5000000; TPS: 211.24; ETA: 2.0 hours, 26.0 minutes\n",
-      "Step 3154000 of 5000000; TPS: 211.31; ETA: 2.0 hours, 26.0 minutes\n",
-      "Step 3155000 of 5000000; TPS: 211.37; ETA: 2.0 hours, 26.0 minutes\n",
-      "Step 3156000 of 5000000; TPS: 211.44; ETA: 2.0 hours, 25.0 minutes\n",
-      "Step 3157000 of 5000000; TPS: 211.5; ETA: 2.0 hours, 25.0 minutes\n",
-      "Step 3158000 of 5000000; TPS: 211.57; ETA: 2.0 hours, 25.0 minutes\n",
-      "Step 3159000 of 5000000; TPS: 211.63; ETA: 2.0 hours, 25.0 minutes\n",
-      "Step 3160000 of 5000000; TPS: 211.7; ETA: 2.0 hours, 25.0 minutes\n",
-      "Step 3161000 of 5000000; TPS: 211.76; ETA: 2.0 hours, 25.0 minutes\n",
-      "Step 3162000 of 5000000; TPS: 211.83; ETA: 2.0 hours, 25.0 minutes\n",
-      "Step 3163000 of 5000000; TPS: 211.89; ETA: 2.0 hours, 24.0 minutes\n",
-      "Step 3164000 of 5000000; TPS: 211.96; ETA: 2.0 hours, 24.0 minutes\n",
-      "Step 3165000 of 5000000; TPS: 212.02; ETA: 2.0 hours, 24.0 minutes\n",
-      "Step 3166000 of 5000000; TPS: 212.09; ETA: 2.0 hours, 24.0 minutes\n",
-      "Step 3167000 of 5000000; TPS: 212.15; ETA: 2.0 hours, 24.0 minutes\n",
-      "Step 3168000 of 5000000; TPS: 212.22; ETA: 2.0 hours, 24.0 minutes\n",
-      "Step 3169000 of 5000000; TPS: 212.28; ETA: 2.0 hours, 24.0 minutes\n",
-      "Step 3170000 of 5000000; TPS: 212.35; ETA: 2.0 hours, 24.0 minutes\n",
-      "Step 3171000 of 5000000; TPS: 212.41; ETA: 2.0 hours, 24.0 minutes\n",
-      "Step 3172000 of 5000000; TPS: 212.48; ETA: 2.0 hours, 23.0 minutes\n",
-      "Step 3173000 of 5000000; TPS: 212.54; ETA: 2.0 hours, 23.0 minutes\n",
-      "Step 3174000 of 5000000; TPS: 212.61; ETA: 2.0 hours, 23.0 minutes\n",
-      "Step 3175000 of 5000000; TPS: 212.67; ETA: 2.0 hours, 23.0 minutes\n",
-      "Step 3176000 of 5000000; TPS: 212.74; ETA: 2.0 hours, 23.0 minutes\n",
-      "Step 3177000 of 5000000; TPS: 212.8; ETA: 2.0 hours, 23.0 minutes\n",
-      "Step 3178000 of 5000000; TPS: 212.86; ETA: 2.0 hours, 23.0 minutes\n",
-      "Step 3179000 of 5000000; TPS: 212.93; ETA: 2.0 hours, 22.0 minutes\n",
-      "Step 3180000 of 5000000; TPS: 212.99; ETA: 2.0 hours, 22.0 minutes\n",
-      "Step 3181000 of 5000000; TPS: 213.06; ETA: 2.0 hours, 22.0 minutes\n",
-      "Step 3182000 of 5000000; TPS: 213.12; ETA: 2.0 hours, 22.0 minutes\n",
-      "Step 3183000 of 5000000; TPS: 213.19; ETA: 2.0 hours, 22.0 minutes\n",
-      "Step 3184000 of 5000000; TPS: 213.25; ETA: 2.0 hours, 22.0 minutes\n",
-      "Step 3185000 of 5000000; TPS: 213.32; ETA: 2.0 hours, 22.0 minutes\n",
-      "Step 3186000 of 5000000; TPS: 200.07; ETA: 2.0 hours, 31.0 minutes\n",
-      "Step 3187000 of 5000000; TPS: 200.13; ETA: 2.0 hours, 31.0 minutes\n",
-      "Step 3188000 of 5000000; TPS: 200.19; ETA: 2.0 hours, 31.0 minutes\n",
-      "Step 3189000 of 5000000; TPS: 200.25; ETA: 2.0 hours, 31.0 minutes\n",
-      "Step 3190000 of 5000000; TPS: 200.31; ETA: 2.0 hours, 31.0 minutes\n",
-      "Step 3191000 of 5000000; TPS: 200.37; ETA: 2.0 hours, 30.0 minutes\n",
-      "Step 3192000 of 5000000; TPS: 200.43; ETA: 2.0 hours, 30.0 minutes\n",
-      "Step 3193000 of 5000000; TPS: 200.49; ETA: 2.0 hours, 30.0 minutes\n",
-      "Step 3194000 of 5000000; TPS: 200.55; ETA: 2.0 hours, 30.0 minutes\n",
-      "Step 3195000 of 5000000; TPS: 200.61; ETA: 2.0 hours, 30.0 minutes\n",
-      "Step 3196000 of 5000000; TPS: 200.68; ETA: 2.0 hours, 30.0 minutes\n",
-      "Step 3197000 of 5000000; TPS: 200.74; ETA: 2.0 hours, 30.0 minutes\n",
-      "Step 3198000 of 5000000; TPS: 200.8; ETA: 2.0 hours, 30.0 minutes\n",
-      "Step 3199000 of 5000000; TPS: 200.86; ETA: 2.0 hours, 29.0 minutes\n",
-      "Step 3200000 of 5000000; TPS: 200.92; ETA: 2.0 hours, 29.0 minutes\n",
-      "Step 3201000 of 5000000; TPS: 200.98; ETA: 2.0 hours, 29.0 minutes\n",
-      "Step 3202000 of 5000000; TPS: 201.04; ETA: 2.0 hours, 29.0 minutes\n",
-      "Step 3203000 of 5000000; TPS: 201.1; ETA: 2.0 hours, 29.0 minutes\n",
-      "Step 3204000 of 5000000; TPS: 201.16; ETA: 2.0 hours, 29.0 minutes\n",
-      "Step 3205000 of 5000000; TPS: 201.22; ETA: 2.0 hours, 29.0 minutes\n",
-      "Step 3206000 of 5000000; TPS: 201.28; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3207000 of 5000000; TPS: 201.35; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3208000 of 5000000; TPS: 201.41; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3209000 of 5000000; TPS: 201.47; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3210000 of 5000000; TPS: 201.53; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3211000 of 5000000; TPS: 201.59; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3212000 of 5000000; TPS: 201.65; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3213000 of 5000000; TPS: 201.71; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3214000 of 5000000; TPS: 201.77; ETA: 2.0 hours, 28.0 minutes\n",
-      "Step 3215000 of 5000000; TPS: 201.83; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3216000 of 5000000; TPS: 201.89; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3217000 of 5000000; TPS: 201.95; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3218000 of 5000000; TPS: 202.02; ETA: 2.0 hours, 27.0 minutes\n",
-      "Step 3219000 of 5000000; TPS: 173.21; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3220000 of 5000000; TPS: 173.26; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3221000 of 5000000; TPS: 173.31; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3222000 of 5000000; TPS: 173.37; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3223000 of 5000000; TPS: 173.42; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3224000 of 5000000; TPS: 173.47; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3225000 of 5000000; TPS: 173.52; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3226000 of 5000000; TPS: 173.57; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3227000 of 5000000; TPS: 173.63; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3228000 of 5000000; TPS: 173.68; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3229000 of 5000000; TPS: 173.73; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3230000 of 5000000; TPS: 173.78; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3231000 of 5000000; TPS: 173.84; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3232000 of 5000000; TPS: 173.89; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3233000 of 5000000; TPS: 173.94; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3234000 of 5000000; TPS: 173.99; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3235000 of 5000000; TPS: 174.05; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3236000 of 5000000; TPS: 174.1; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3237000 of 5000000; TPS: 174.15; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3238000 of 5000000; TPS: 174.2; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3239000 of 5000000; TPS: 174.26; ETA: 2.0 hours, 48.0 minutes\n",
-      "Step 3240000 of 5000000; TPS: 174.31; ETA: 2.0 hours, 48.0 minutes\n",
-      "Step 3241000 of 5000000; TPS: 174.36; ETA: 2.0 hours, 48.0 minutes\n",
-      "Step 3242000 of 5000000; TPS: 174.41; ETA: 2.0 hours, 48.0 minutes\n",
-      "Step 3243000 of 5000000; TPS: 174.47; ETA: 2.0 hours, 48.0 minutes\n",
-      "Step 3244000 of 5000000; TPS: 174.52; ETA: 2.0 hours, 48.0 minutes\n",
-      "Step 3245000 of 5000000; TPS: 174.57; ETA: 2.0 hours, 48.0 minutes\n",
-      "Step 3246000 of 5000000; TPS: 174.62; ETA: 2.0 hours, 47.0 minutes\n",
-      "Step 3247000 of 5000000; TPS: 174.68; ETA: 2.0 hours, 47.0 minutes\n",
-      "Step 3248000 of 5000000; TPS: 174.73; ETA: 2.0 hours, 47.0 minutes\n",
-      "Step 3249000 of 5000000; TPS: 174.78; ETA: 2.0 hours, 47.0 minutes\n",
-      "Step 3250000 of 5000000; TPS: 174.83; ETA: 2.0 hours, 47.0 minutes\n",
-      "Step 3251000 of 5000000; TPS: 174.88; ETA: 2.0 hours, 47.0 minutes\n",
-      "Step 3252000 of 5000000; TPS: 174.94; ETA: 2.0 hours, 46.0 minutes\n",
-      "Step 3253000 of 5000000; TPS: 174.99; ETA: 2.0 hours, 46.0 minutes\n",
-      "Step 3254000 of 5000000; TPS: 175.04; ETA: 2.0 hours, 46.0 minutes\n",
-      "Step 3255000 of 5000000; TPS: 175.09; ETA: 2.0 hours, 46.0 minutes\n",
-      "Step 3256000 of 5000000; TPS: 175.15; ETA: 2.0 hours, 46.0 minutes\n",
-      "Step 3257000 of 5000000; TPS: 175.2; ETA: 2.0 hours, 46.0 minutes\n",
-      "Step 3258000 of 5000000; TPS: 175.25; ETA: 2.0 hours, 46.0 minutes\n",
-      "Step 3259000 of 5000000; TPS: 175.3; ETA: 2.0 hours, 46.0 minutes\n",
-      "Step 3260000 of 5000000; TPS: 175.36; ETA: 2.0 hours, 45.0 minutes\n",
-      "Step 3261000 of 5000000; TPS: 175.41; ETA: 2.0 hours, 45.0 minutes\n",
-      "Step 3262000 of 5000000; TPS: 175.46; ETA: 2.0 hours, 45.0 minutes\n",
-      "Step 3263000 of 5000000; TPS: 175.51; ETA: 2.0 hours, 45.0 minutes\n",
-      "Step 3264000 of 5000000; TPS: 175.57; ETA: 2.0 hours, 45.0 minutes\n",
-      "Step 3265000 of 5000000; TPS: 175.62; ETA: 2.0 hours, 45.0 minutes\n",
-      "Step 3266000 of 5000000; TPS: 175.67; ETA: 2.0 hours, 44.0 minutes\n",
-      "Step 3267000 of 5000000; TPS: 175.72; ETA: 2.0 hours, 44.0 minutes\n",
-      "Step 3268000 of 5000000; TPS: 166.71; ETA: 2.0 hours, 53.0 minutes\n",
-      "Step 3269000 of 5000000; TPS: 166.76; ETA: 2.0 hours, 53.0 minutes\n",
-      "Step 3270000 of 5000000; TPS: 166.81; ETA: 2.0 hours, 53.0 minutes\n",
-      "Step 3271000 of 5000000; TPS: 166.86; ETA: 2.0 hours, 53.0 minutes\n",
-      "Step 3272000 of 5000000; TPS: 166.91; ETA: 2.0 hours, 52.0 minutes\n",
-      "Step 3273000 of 5000000; TPS: 166.96; ETA: 2.0 hours, 52.0 minutes\n",
-      "Step 3274000 of 5000000; TPS: 167.01; ETA: 2.0 hours, 52.0 minutes\n",
-      "Step 3275000 of 5000000; TPS: 167.06; ETA: 2.0 hours, 52.0 minutes\n",
-      "Step 3276000 of 5000000; TPS: 167.11; ETA: 2.0 hours, 52.0 minutes\n",
-      "Step 3277000 of 5000000; TPS: 167.16; ETA: 2.0 hours, 52.0 minutes\n",
-      "Step 3278000 of 5000000; TPS: 167.21; ETA: 2.0 hours, 52.0 minutes\n",
-      "Step 3279000 of 5000000; TPS: 167.26; ETA: 2.0 hours, 52.0 minutes\n",
-      "Step 3280000 of 5000000; TPS: 167.31; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3281000 of 5000000; TPS: 167.36; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3282000 of 5000000; TPS: 167.41; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3283000 of 5000000; TPS: 167.46; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3284000 of 5000000; TPS: 167.51; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3285000 of 5000000; TPS: 167.56; ETA: 2.0 hours, 51.0 minutes\n",
-      "Step 3286000 of 5000000; TPS: 167.61; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3287000 of 5000000; TPS: 167.66; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3288000 of 5000000; TPS: 167.71; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3289000 of 5000000; TPS: 167.76; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3290000 of 5000000; TPS: 167.81; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3291000 of 5000000; TPS: 167.86; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3292000 of 5000000; TPS: 167.91; ETA: 2.0 hours, 50.0 minutes\n",
-      "Step 3293000 of 5000000; TPS: 167.96; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3294000 of 5000000; TPS: 168.01; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3295000 of 5000000; TPS: 168.06; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3296000 of 5000000; TPS: 168.11; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3297000 of 5000000; TPS: 168.16; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3298000 of 5000000; TPS: 168.2; ETA: 2.0 hours, 49.0 minutes\n",
-      "Step 3299000 of 5000000; TPS: 168.25; ETA: 2.0 hours, 48.0 minutes\n",
-      "Step 3300000 of 5000000; TPS: 168.3; ETA: 2.0 hours, 48.0 minutes\n",
-      "Step 3301000 of 5000000; TPS: 168.35; ETA: 2.0 hours, 48.0 minutes\n",
-      "Step 3302000 of 5000000; TPS: 134.08; ETA: 3.0 hours, 31.0 minutes\n",
-      "Step 3303000 of 5000000; TPS: 134.12; ETA: 3.0 hours, 31.0 minutes\n",
-      "Step 3304000 of 5000000; TPS: 134.16; ETA: 3.0 hours, 31.0 minutes\n",
-      "Step 3305000 of 5000000; TPS: 134.2; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3306000 of 5000000; TPS: 134.24; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3307000 of 5000000; TPS: 134.28; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3308000 of 5000000; TPS: 134.31; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3309000 of 5000000; TPS: 134.35; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3310000 of 5000000; TPS: 134.39; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3311000 of 5000000; TPS: 134.43; ETA: 3.0 hours, 29.0 minutes\n",
-      "Step 3312000 of 5000000; TPS: 134.47; ETA: 3.0 hours, 29.0 minutes\n",
-      "Step 3313000 of 5000000; TPS: 134.51; ETA: 3.0 hours, 29.0 minutes\n",
-      "Step 3314000 of 5000000; TPS: 134.55; ETA: 3.0 hours, 29.0 minutes\n",
-      "Step 3315000 of 5000000; TPS: 134.59; ETA: 3.0 hours, 29.0 minutes\n",
-      "Step 3316000 of 5000000; TPS: 134.63; ETA: 3.0 hours, 28.0 minutes\n",
-      "Step 3317000 of 5000000; TPS: 134.67; ETA: 3.0 hours, 28.0 minutes\n",
-      "Step 3318000 of 5000000; TPS: 134.71; ETA: 3.0 hours, 28.0 minutes\n",
-      "Step 3319000 of 5000000; TPS: 134.75; ETA: 3.0 hours, 28.0 minutes\n",
-      "Step 3320000 of 5000000; TPS: 134.79; ETA: 3.0 hours, 28.0 minutes\n",
-      "Step 3321000 of 5000000; TPS: 134.83; ETA: 3.0 hours, 28.0 minutes\n",
-      "Step 3322000 of 5000000; TPS: 134.87; ETA: 3.0 hours, 27.0 minutes\n",
-      "Step 3323000 of 5000000; TPS: 134.91; ETA: 3.0 hours, 27.0 minutes\n",
-      "Step 3324000 of 5000000; TPS: 134.95; ETA: 3.0 hours, 27.0 minutes\n",
-      "Step 3325000 of 5000000; TPS: 134.99; ETA: 3.0 hours, 27.0 minutes\n",
-      "Step 3326000 of 5000000; TPS: 135.03; ETA: 3.0 hours, 27.0 minutes\n",
-      "Step 3327000 of 5000000; TPS: 135.07; ETA: 3.0 hours, 26.0 minutes\n",
-      "Step 3328000 of 5000000; TPS: 135.11; ETA: 3.0 hours, 26.0 minutes\n",
-      "Step 3329000 of 5000000; TPS: 135.15; ETA: 3.0 hours, 26.0 minutes\n",
-      "Step 3330000 of 5000000; TPS: 135.19; ETA: 3.0 hours, 26.0 minutes\n",
-      "Step 3331000 of 5000000; TPS: 135.23; ETA: 3.0 hours, 26.0 minutes\n",
-      "Step 3332000 of 5000000; TPS: 135.27; ETA: 3.0 hours, 26.0 minutes\n",
-      "Step 3333000 of 5000000; TPS: 135.31; ETA: 3.0 hours, 25.0 minutes\n",
-      "Step 3334000 of 5000000; TPS: 135.35; ETA: 3.0 hours, 25.0 minutes\n",
-      "Step 3335000 of 5000000; TPS: 135.39; ETA: 3.0 hours, 25.0 minutes\n",
-      "Step 3336000 of 5000000; TPS: 135.43; ETA: 3.0 hours, 25.0 minutes\n",
-      "Step 3337000 of 5000000; TPS: 135.47; ETA: 3.0 hours, 25.0 minutes\n",
-      "Step 3338000 of 5000000; TPS: 135.51; ETA: 3.0 hours, 24.0 minutes\n",
-      "Step 3339000 of 5000000; TPS: 135.55; ETA: 3.0 hours, 24.0 minutes\n",
-      "Step 3340000 of 5000000; TPS: 135.59; ETA: 3.0 hours, 24.0 minutes\n",
-      "Step 3341000 of 5000000; TPS: 135.63; ETA: 3.0 hours, 24.0 minutes\n",
-      "Step 3342000 of 5000000; TPS: 135.67; ETA: 3.0 hours, 24.0 minutes\n",
-      "Step 3343000 of 5000000; TPS: 135.71; ETA: 3.0 hours, 24.0 minutes\n",
-      "Step 3344000 of 5000000; TPS: 135.75; ETA: 3.0 hours, 23.0 minutes\n",
-      "Step 3345000 of 5000000; TPS: 135.79; ETA: 3.0 hours, 23.0 minutes\n",
-      "Step 3346000 of 5000000; TPS: 135.83; ETA: 3.0 hours, 23.0 minutes\n",
-      "Step 3347000 of 5000000; TPS: 135.87; ETA: 3.0 hours, 23.0 minutes\n",
-      "Step 3348000 of 5000000; TPS: 135.91; ETA: 3.0 hours, 23.0 minutes\n",
-      "Step 3349000 of 5000000; TPS: 135.95; ETA: 3.0 hours, 22.0 minutes\n",
-      "Step 3350000 of 5000000; TPS: 135.99; ETA: 3.0 hours, 22.0 minutes\n",
-      "Step 3351000 of 5000000; TPS: 136.03; ETA: 3.0 hours, 22.0 minutes\n",
-      "Step 3352000 of 5000000; TPS: 136.07; ETA: 3.0 hours, 22.0 minutes\n",
-      "Step 3353000 of 5000000; TPS: 136.11; ETA: 3.0 hours, 22.0 minutes\n",
-      "Step 3354000 of 5000000; TPS: 136.15; ETA: 3.0 hours, 22.0 minutes\n",
-      "Step 3355000 of 5000000; TPS: 136.19; ETA: 3.0 hours, 21.0 minutes\n",
-      "Step 3356000 of 5000000; TPS: 136.23; ETA: 3.0 hours, 21.0 minutes\n",
-      "Step 3357000 of 5000000; TPS: 136.27; ETA: 3.0 hours, 21.0 minutes\n",
-      "Step 3358000 of 5000000; TPS: 136.31; ETA: 3.0 hours, 21.0 minutes\n",
-      "Step 3359000 of 5000000; TPS: 136.35; ETA: 3.0 hours, 21.0 minutes\n",
-      "Step 3360000 of 5000000; TPS: 136.39; ETA: 3.0 hours, 20.0 minutes\n",
-      "Step 3361000 of 5000000; TPS: 136.42; ETA: 3.0 hours, 20.0 minutes\n",
-      "Step 3362000 of 5000000; TPS: 136.46; ETA: 3.0 hours, 20.0 minutes\n",
-      "Step 3363000 of 5000000; TPS: 136.5; ETA: 3.0 hours, 20.0 minutes\n",
-      "Step 3364000 of 5000000; TPS: 136.54; ETA: 3.0 hours, 20.0 minutes\n",
-      "Step 3365000 of 5000000; TPS: 136.58; ETA: 3.0 hours, 20.0 minutes\n",
-      "Step 3366000 of 5000000; TPS: 136.62; ETA: 3.0 hours, 19.0 minutes\n",
-      "Step 3367000 of 5000000; TPS: 136.66; ETA: 3.0 hours, 19.0 minutes\n",
-      "Step 3368000 of 5000000; TPS: 136.7; ETA: 3.0 hours, 19.0 minutes\n",
-      "Step 3369000 of 5000000; TPS: 136.74; ETA: 3.0 hours, 19.0 minutes\n",
-      "Step 3370000 of 5000000; TPS: 136.78; ETA: 3.0 hours, 19.0 minutes\n",
-      "Step 3371000 of 5000000; TPS: 136.82; ETA: 3.0 hours, 18.0 minutes\n",
-      "Step 3372000 of 5000000; TPS: 136.86; ETA: 3.0 hours, 18.0 minutes\n",
-      "Step 3373000 of 5000000; TPS: 136.9; ETA: 3.0 hours, 18.0 minutes\n",
-      "Step 3374000 of 5000000; TPS: 124.79; ETA: 3.0 hours, 37.0 minutes\n",
-      "Step 3375000 of 5000000; TPS: 124.83; ETA: 3.0 hours, 37.0 minutes\n",
-      "Step 3376000 of 5000000; TPS: 124.86; ETA: 3.0 hours, 37.0 minutes\n",
-      "Step 3377000 of 5000000; TPS: 124.9; ETA: 3.0 hours, 37.0 minutes\n",
-      "Step 3378000 of 5000000; TPS: 124.93; ETA: 3.0 hours, 36.0 minutes\n",
-      "Step 3379000 of 5000000; TPS: 124.97; ETA: 3.0 hours, 36.0 minutes\n",
-      "Step 3380000 of 5000000; TPS: 125.01; ETA: 3.0 hours, 36.0 minutes\n",
-      "Step 3381000 of 5000000; TPS: 125.04; ETA: 3.0 hours, 36.0 minutes\n",
-      "Step 3382000 of 5000000; TPS: 125.08; ETA: 3.0 hours, 36.0 minutes\n",
-      "Step 3383000 of 5000000; TPS: 125.12; ETA: 3.0 hours, 35.0 minutes\n",
-      "Step 3384000 of 5000000; TPS: 125.15; ETA: 3.0 hours, 35.0 minutes\n",
-      "Step 3385000 of 5000000; TPS: 125.19; ETA: 3.0 hours, 35.0 minutes\n",
-      "Step 3386000 of 5000000; TPS: 125.22; ETA: 3.0 hours, 35.0 minutes\n",
-      "Step 3387000 of 5000000; TPS: 125.26; ETA: 3.0 hours, 35.0 minutes\n",
-      "Step 3388000 of 5000000; TPS: 125.3; ETA: 3.0 hours, 34.0 minutes\n",
-      "Step 3389000 of 5000000; TPS: 125.33; ETA: 3.0 hours, 34.0 minutes\n",
-      "Step 3390000 of 5000000; TPS: 125.37; ETA: 3.0 hours, 34.0 minutes\n",
-      "Step 3391000 of 5000000; TPS: 125.41; ETA: 3.0 hours, 34.0 minutes\n",
-      "Step 3392000 of 5000000; TPS: 125.44; ETA: 3.0 hours, 34.0 minutes\n",
-      "Step 3393000 of 5000000; TPS: 125.48; ETA: 3.0 hours, 33.0 minutes\n",
-      "Step 3394000 of 5000000; TPS: 125.52; ETA: 3.0 hours, 33.0 minutes\n",
-      "Step 3395000 of 5000000; TPS: 125.55; ETA: 3.0 hours, 33.0 minutes\n",
-      "Step 3396000 of 5000000; TPS: 125.59; ETA: 3.0 hours, 33.0 minutes\n",
-      "Step 3397000 of 5000000; TPS: 125.62; ETA: 3.0 hours, 33.0 minutes\n",
-      "Step 3398000 of 5000000; TPS: 125.66; ETA: 3.0 hours, 32.0 minutes\n",
-      "Step 3399000 of 5000000; TPS: 125.7; ETA: 3.0 hours, 32.0 minutes\n",
-      "Step 3400000 of 5000000; TPS: 125.73; ETA: 3.0 hours, 32.0 minutes\n",
-      "Step 3401000 of 5000000; TPS: 125.77; ETA: 3.0 hours, 32.0 minutes\n",
-      "Step 3402000 of 5000000; TPS: 125.81; ETA: 3.0 hours, 32.0 minutes\n",
-      "Step 3403000 of 5000000; TPS: 125.84; ETA: 3.0 hours, 32.0 minutes\n",
-      "Step 3404000 of 5000000; TPS: 125.88; ETA: 3.0 hours, 31.0 minutes\n",
-      "Step 3405000 of 5000000; TPS: 125.91; ETA: 3.0 hours, 31.0 minutes\n",
-      "Step 3406000 of 5000000; TPS: 125.95; ETA: 3.0 hours, 31.0 minutes\n",
-      "Step 3407000 of 5000000; TPS: 125.99; ETA: 3.0 hours, 31.0 minutes\n",
-      "Step 3408000 of 5000000; TPS: 126.02; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3409000 of 5000000; TPS: 126.06; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3410000 of 5000000; TPS: 126.1; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3411000 of 5000000; TPS: 126.13; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3412000 of 5000000; TPS: 126.17; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3413000 of 5000000; TPS: 126.2; ETA: 3.0 hours, 30.0 minutes\n",
-      "Step 3414000 of 5000000; TPS: 126.24; ETA: 3.0 hours, 29.0 minutes\n",
-      "Step 3415000 of 5000000; TPS: 126.28; ETA: 3.0 hours, 29.0 minutes\n",
-      "Step 3416000 of 5000000; TPS: 126.31; ETA: 3.0 hours, 29.0 minutes\n",
-      "Step 3417000 of 5000000; TPS: 126.35; ETA: 3.0 hours, 29.0 minutes\n",
-      "Step 3418000 of 5000000; TPS: 126.39; ETA: 3.0 hours, 29.0 minutes\n",
-      "Step 3419000 of 5000000; TPS: 126.42; ETA: 3.0 hours, 28.0 minutes\n",
-      "Step 3420000 of 5000000; TPS: 126.46; ETA: 3.0 hours, 28.0 minutes\n",
-      "Step 3421000 of 5000000; TPS: 126.49; ETA: 3.0 hours, 28.0 minutes\n",
-      "Step 3422000 of 5000000; TPS: 106.66; ETA: 4.0 hours, 7.0 minutes\n",
-      "Step 3423000 of 5000000; TPS: 106.69; ETA: 4.0 hours, 6.0 minutes\n",
-      "Step 3424000 of 5000000; TPS: 106.72; ETA: 4.0 hours, 6.0 minutes\n",
-      "Step 3425000 of 5000000; TPS: 106.76; ETA: 4.0 hours, 6.0 minutes\n",
-      "Step 3426000 of 5000000; TPS: 106.79; ETA: 4.0 hours, 6.0 minutes\n",
-      "Step 3427000 of 5000000; TPS: 106.82; ETA: 4.0 hours, 5.0 minutes\n",
-      "Step 3428000 of 5000000; TPS: 106.85; ETA: 4.0 hours, 5.0 minutes\n",
-      "Step 3429000 of 5000000; TPS: 106.88; ETA: 4.0 hours, 5.0 minutes\n",
-      "Step 3430000 of 5000000; TPS: 106.91; ETA: 4.0 hours, 5.0 minutes\n",
-      "Step 3431000 of 5000000; TPS: 106.94; ETA: 4.0 hours, 4.0 minutes\n",
-      "Step 3432000 of 5000000; TPS: 106.97; ETA: 4.0 hours, 4.0 minutes\n",
-      "Step 3433000 of 5000000; TPS: 107.0; ETA: 4.0 hours, 4.0 minutes\n",
-      "Step 3434000 of 5000000; TPS: 107.03; ETA: 4.0 hours, 4.0 minutes\n",
-      "Step 3435000 of 5000000; TPS: 107.06; ETA: 4.0 hours, 4.0 minutes\n",
-      "Step 3436000 of 5000000; TPS: 107.09; ETA: 4.0 hours, 3.0 minutes\n",
-      "Step 3437000 of 5000000; TPS: 107.12; ETA: 4.0 hours, 3.0 minutes\n",
-      "Step 3438000 of 5000000; TPS: 107.15; ETA: 4.0 hours, 3.0 minutes\n",
-      "Step 3439000 of 5000000; TPS: 107.18; ETA: 4.0 hours, 3.0 minutes\n",
-      "Step 3440000 of 5000000; TPS: 107.22; ETA: 4.0 hours, 2.0 minutes\n",
-      "Step 3441000 of 5000000; TPS: 107.25; ETA: 4.0 hours, 2.0 minutes\n",
-      "Step 3442000 of 5000000; TPS: 107.28; ETA: 4.0 hours, 2.0 minutes\n",
-      "Step 3443000 of 5000000; TPS: 107.31; ETA: 4.0 hours, 2.0 minutes\n",
-      "Step 3444000 of 5000000; TPS: 107.34; ETA: 4.0 hours, 2.0 minutes\n",
-      "Step 3445000 of 5000000; TPS: 107.37; ETA: 4.0 hours, 1.0 minutes\n",
-      "Step 3446000 of 5000000; TPS: 107.4; ETA: 4.0 hours, 1.0 minutes\n",
-      "Step 3447000 of 5000000; TPS: 107.43; ETA: 4.0 hours, 1.0 minutes\n",
-      "Step 3448000 of 5000000; TPS: 107.46; ETA: 4.0 hours, 1.0 minutes\n",
-      "Step 3449000 of 5000000; TPS: 107.49; ETA: 4.0 hours, 0.0 minutes\n",
-      "Step 3450000 of 5000000; TPS: 107.52; ETA: 4.0 hours, 0.0 minutes\n",
-      "Step 3451000 of 5000000; TPS: 107.55; ETA: 4.0 hours, 0.0 minutes\n",
-      "Step 3452000 of 5000000; TPS: 107.58; ETA: 3.0 hours, 60.0 minutes\n",
-      "Step 3453000 of 5000000; TPS: 107.61; ETA: 3.0 hours, 60.0 minutes\n",
-      "Step 3454000 of 5000000; TPS: 107.64; ETA: 3.0 hours, 59.0 minutes\n",
-      "Step 3455000 of 5000000; TPS: 107.68; ETA: 3.0 hours, 59.0 minutes\n",
-      "Step 3456000 of 5000000; TPS: 107.71; ETA: 3.0 hours, 59.0 minutes\n",
-      "Step 3457000 of 5000000; TPS: 107.74; ETA: 3.0 hours, 59.0 minutes\n",
-      "Step 3458000 of 5000000; TPS: 107.77; ETA: 3.0 hours, 58.0 minutes\n",
-      "Step 3459000 of 5000000; TPS: 107.8; ETA: 3.0 hours, 58.0 minutes\n",
-      "Step 3460000 of 5000000; TPS: 107.83; ETA: 3.0 hours, 58.0 minutes\n",
-      "Step 3461000 of 5000000; TPS: 107.86; ETA: 3.0 hours, 58.0 minutes\n",
-      "Step 3462000 of 5000000; TPS: 107.89; ETA: 3.0 hours, 58.0 minutes\n",
-      "Step 3463000 of 5000000; TPS: 107.92; ETA: 3.0 hours, 57.0 minutes\n",
-      "Step 3464000 of 5000000; TPS: 107.95; ETA: 3.0 hours, 57.0 minutes\n",
-      "Step 3465000 of 5000000; TPS: 107.98; ETA: 3.0 hours, 57.0 minutes\n",
-      "Step 3466000 of 5000000; TPS: 108.01; ETA: 3.0 hours, 57.0 minutes\n",
-      "Step 3467000 of 5000000; TPS: 108.04; ETA: 3.0 hours, 56.0 minutes\n",
-      "Step 3468000 of 5000000; TPS: 108.07; ETA: 3.0 hours, 56.0 minutes\n",
-      "Step 3469000 of 5000000; TPS: 93.42; ETA: 4.0 hours, 33.0 minutes\n",
-      "Step 3470000 of 5000000; TPS: 93.45; ETA: 4.0 hours, 33.0 minutes\n",
-      "Step 3471000 of 5000000; TPS: 93.47; ETA: 4.0 hours, 33.0 minutes\n",
-      "Step 3472000 of 5000000; TPS: 93.5; ETA: 4.0 hours, 32.0 minutes\n",
-      "Step 3473000 of 5000000; TPS: 93.53; ETA: 4.0 hours, 32.0 minutes\n",
-      "Step 3474000 of 5000000; TPS: 93.55; ETA: 4.0 hours, 32.0 minutes\n",
-      "Step 3475000 of 5000000; TPS: 93.58; ETA: 4.0 hours, 32.0 minutes\n",
-      "Step 3476000 of 5000000; TPS: 93.61; ETA: 4.0 hours, 31.0 minutes\n",
-      "Step 3477000 of 5000000; TPS: 93.63; ETA: 4.0 hours, 31.0 minutes\n",
-      "Step 3478000 of 5000000; TPS: 93.66; ETA: 4.0 hours, 31.0 minutes\n",
-      "Step 3479000 of 5000000; TPS: 93.69; ETA: 4.0 hours, 31.0 minutes\n",
-      "Step 3480000 of 5000000; TPS: 93.71; ETA: 4.0 hours, 30.0 minutes\n",
-      "Step 3481000 of 5000000; TPS: 93.74; ETA: 4.0 hours, 30.0 minutes\n",
-      "Step 3482000 of 5000000; TPS: 93.77; ETA: 4.0 hours, 30.0 minutes\n",
-      "Step 3483000 of 5000000; TPS: 93.79; ETA: 4.0 hours, 30.0 minutes\n",
-      "Step 3484000 of 5000000; TPS: 93.82; ETA: 4.0 hours, 29.0 minutes\n",
-      "Step 3485000 of 5000000; TPS: 93.85; ETA: 4.0 hours, 29.0 minutes\n",
-      "Step 3486000 of 5000000; TPS: 93.87; ETA: 4.0 hours, 29.0 minutes\n",
-      "Step 3487000 of 5000000; TPS: 93.9; ETA: 4.0 hours, 28.0 minutes\n",
-      "Step 3488000 of 5000000; TPS: 93.92; ETA: 4.0 hours, 28.0 minutes\n",
-      "Step 3489000 of 5000000; TPS: 93.95; ETA: 4.0 hours, 28.0 minutes\n",
-      "Step 3490000 of 5000000; TPS: 93.98; ETA: 4.0 hours, 28.0 minutes\n",
-      "Step 3491000 of 5000000; TPS: 94.0; ETA: 4.0 hours, 28.0 minutes\n",
-      "Step 3492000 of 5000000; TPS: 94.03; ETA: 4.0 hours, 27.0 minutes\n",
-      "Step 3493000 of 5000000; TPS: 94.06; ETA: 4.0 hours, 27.0 minutes\n",
-      "Step 3494000 of 5000000; TPS: 94.08; ETA: 4.0 hours, 27.0 minutes\n",
-      "Step 3495000 of 5000000; TPS: 94.11; ETA: 4.0 hours, 26.0 minutes\n",
-      "Step 3496000 of 5000000; TPS: 94.14; ETA: 4.0 hours, 26.0 minutes\n",
-      "Step 3497000 of 5000000; TPS: 94.16; ETA: 4.0 hours, 26.0 minutes\n",
-      "Step 3498000 of 5000000; TPS: 94.19; ETA: 4.0 hours, 26.0 minutes\n",
-      "Step 3499000 of 5000000; TPS: 94.22; ETA: 4.0 hours, 26.0 minutes\n",
-      "Step 3500000 of 5000000; TPS: 94.24; ETA: 4.0 hours, 25.0 minutes\n",
-      "Step 3501000 of 5000000; TPS: 94.27; ETA: 4.0 hours, 25.0 minutes\n",
-      "Step 3502000 of 5000000; TPS: 94.3; ETA: 4.0 hours, 25.0 minutes\n",
-      "Step 3503000 of 5000000; TPS: 94.32; ETA: 4.0 hours, 24.0 minutes\n",
-      "Step 3504000 of 5000000; TPS: 94.35; ETA: 4.0 hours, 24.0 minutes\n",
-      "Step 3505000 of 5000000; TPS: 94.38; ETA: 4.0 hours, 24.0 minutes\n",
-      "Step 3506000 of 5000000; TPS: 94.4; ETA: 4.0 hours, 24.0 minutes\n",
-      "Step 3507000 of 5000000; TPS: 94.43; ETA: 4.0 hours, 24.0 minutes\n",
-      "Step 3508000 of 5000000; TPS: 94.46; ETA: 4.0 hours, 23.0 minutes\n",
-      "Step 3509000 of 5000000; TPS: 94.48; ETA: 4.0 hours, 23.0 minutes\n"
-     ]
-    },
-    {
-     "ename": "RuntimeError",
-     "evalue": "Particle with unique tag 905 is no longer in the simulation box.\n\nCartesian coordinates: \nx: 121.375 y: -187.093 z: 332.759\nFractional coordinates: \nf.x: 2.64227 f.y: -2.8022 f.z: 6.37321\nLocal box lo: (-28.3285, -28.3285, -28.3285)\n          hi: (28.3285, 28.3285, 28.3285)\n",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
-      "\u001b[31mRuntimeError\u001b[39m                              Traceback (most recent call last)",
-      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[20]\u001b[39m\u001b[32m, line 27\u001b[39m\n\u001b[32m     25\u001b[39m sim = Simulation(initial_state=system.hoomd_snapshot, forcefield=ff.hoomd_forces, device=cpu, dt = dt, gsd_write_freq=\u001b[38;5;28mint\u001b[39m(\u001b[32m1000\u001b[39m), log_file_name = log, gsd_file_name = gsd)\n\u001b[32m     26\u001b[39m \u001b[38;5;66;03m#sim.run_update_volume(final_box_lengths=[(1500/0.8)**1/3, (1500/0.8)**1/3, (1500/0.8)**1/3], kT=6.0, n_steps=5e6,tau_kt=100*sim.dt,period=10,thermalize_particles=True)\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m27\u001b[39m \u001b[43msim\u001b[49m\u001b[43m.\u001b[49m\u001b[43mrun_update_volume\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfinal_box_lengths\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtarget_box\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkT\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m6.0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_steps\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m5e6\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mtau_kt\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m100\u001b[39;49m\u001b[43m*\u001b[49m\u001b[43msim\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdt\u001b[49m\u001b[43m,\u001b[49m\u001b[43mperiod\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mthermalize_particles\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[32m     28\u001b[39m sim.run_NVT(n_steps=\u001b[32m1e6\u001b[39m, kT=\u001b[32m5\u001b[39m, tau_kt=dt*\u001b[32m100\u001b[39m)\n\u001b[32m     29\u001b[39m sim.flush_writers()\n",
-      "\u001b[36mFile \u001b[39m\u001b[32m~/lab/flowerMD/flowermd/base/simulation.py:783\u001b[39m, in \u001b[36mSimulation.run_update_volume\u001b[39m\u001b[34m(self, final_box_lengths, n_steps, period, kT, tau_kt, thermalize_particles, write_at_start)\u001b[39m\n\u001b[32m    778\u001b[39m std_out_logger_printer = hoomd.update.CustomUpdater(\n\u001b[32m    779\u001b[39m     trigger=hoomd.trigger.Periodic(\u001b[38;5;28mself\u001b[39m._std_out_freq),\n\u001b[32m    780\u001b[39m     action=std_out_logger,\n\u001b[32m    781\u001b[39m )\n\u001b[32m    782\u001b[39m \u001b[38;5;28mself\u001b[39m.operations.updaters.append(std_out_logger_printer)\n\u001b[32m--> \u001b[39m\u001b[32m783\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43msteps\u001b[49m\u001b[43m=\u001b[49m\u001b[43mn_steps\u001b[49m\u001b[43m \u001b[49m\u001b[43m+\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwrite_at_start\u001b[49m\u001b[43m=\u001b[49m\u001b[43mwrite_at_start\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    784\u001b[39m \u001b[38;5;28mself\u001b[39m.operations.updaters.remove(std_out_logger_printer)\n\u001b[32m    785\u001b[39m \u001b[38;5;28mself\u001b[39m.operations.updaters.remove(box_resizer)\n",
-      "\u001b[36mFile \u001b[39m\u001b[32m~/miniconda3/envs/flowermd-dev/lib/python3.12/site-packages/hoomd/simulation.py:561\u001b[39m, in \u001b[36mSimulation.run\u001b[39m\u001b[34m(self, steps, write_at_start)\u001b[39m\n\u001b[32m    558\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m steps_int < \u001b[32m0\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m steps_int > TIMESTEP_MAX - \u001b[32m1\u001b[39m:\n\u001b[32m    559\u001b[39m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33msteps must be in the range [0, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mTIMESTEP_MAX\u001b[38;5;250m \u001b[39m-\u001b[38;5;250m \u001b[39m\u001b[32m1\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m]\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m561\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_cpp_sys\u001b[49m\u001b[43m.\u001b[49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43msteps_int\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwrite_at_start\u001b[49m\u001b[43m)\u001b[49m\n",
-      "\u001b[31mRuntimeError\u001b[39m: Particle with unique tag 905 is no longer in the simulation box.\n\nCartesian coordinates: \nx: 121.375 y: -187.093 z: 332.759\nFractional coordinates: \nf.x: 2.64227 f.y: -2.8022 f.z: 6.37321\nLocal box lo: (-28.3285, -28.3285, -28.3285)\n          hi: (28.3285, 28.3285, 28.3285)\n"
-     ]
-    }
-   ],
-   "source": [
-    "sim = Simulation(initial_state=system.hoomd_snapshot, forcefield=ff.hoomd_forces, device=cpu, dt = dt, gsd_write_freq=int(1000), log_file_name = log, gsd_file_name = gsd)\n",
-    "#sim.run_update_volume(final_box_lengths=[(1500/0.8)**1/3, (1500/0.8)**1/3, (1500/0.8)**1/3], kT=6.0, n_steps=5e6,tau_kt=100*sim.dt,period=10,thermalize_particles=True)\n",
-    "sim.run_update_volume(final_box_lengths=target_box, kT=6.0, n_steps=5e6,tau_kt=100*sim.dt,period=10,thermalize_particles=True)\n",
-    "sim.run_NVT(n_steps=5e6, kT=temp, tau_kt=dt*100)\n",
-    "sim.flush_writers()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c437da77-218f-46b4-9888-b38ca2b4cd89",
-   "metadata": {},
-   "source": [
-    "## Visualization of final frame. Can adjust to whatever frame if you'd like"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c6cd379a-22a7-442c-bff6-ba2c8eb9910d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sim_visualizer = FresnelGSD(gsd_file=gsd, frame=-1, view_axis=(1, 1, 1))\n",
-    "sim_visualizer.view()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}