18.337_Project_RNA_Aptamer_Design.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "84438590",
   "metadata": {},
   "source": [
    "# In Silico RNA Aptamer Design\n",
    "### Alexander Wang - 18.337 Final Project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "24951415",
   "metadata": {},
   "outputs": [],
   "source": [
    "using LinearAlgebra, Random, BenchmarkTools, PyCall, Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c52bda7d",
   "metadata": {},
   "source": [
    "### Utility Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c998d5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Actual structure prediction and similarity functions calling Python functions\n",
    "# Unfortunately, multi-threading does not work with PyCall\n",
    "py\"\"\"\n",
    "def infer_structure(seq):\n",
    "    # Returns pdb format tertiary structure prediction given an RNA sequence input\n",
    "    # <Adapted from https://github.com/RFOLD/RhoFold>\n",
    "    # <Specific code omitted as it has not yet been made public by our lab and collaborators>\n",
    "    return output_file_path\n",
    "\n",
    "def compute_structural_similarity(ts1, ts2):\n",
    "    # Computes a numerical similarity score given two structural pdb files (via file paths)\n",
    "    # <Code omitted as it has not yet been made public by our collaborators>\n",
    "    return similarity_score\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a6020e61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "base_index (generic function with 1 method)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rna_bases = ['A', 'U', 'C', 'G']\n",
    "\n",
    "function base_index(b)\n",
    "    if b == 'A'\n",
    "        return 1\n",
    "    elseif b == 'U'\n",
    "        return 2\n",
    "    elseif b == 'C'\n",
    "        return 3\n",
    "    else\n",
    "        return 4\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "865f71b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "infer_structure (generic function with 1 method)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Simple Julia structural prediction function for demonstration\n",
    "function infer_structure(seq)\n",
    "    prod = 1\n",
    "    for b in seq\n",
    "        prod *= base_index(b)\n",
    "    end\n",
    "    return prod\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "877cfef8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "compute_structural_similarity (generic function with 1 method)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Simple Julia structural similarity function for demonstration\n",
    "function compute_structural_similarity(ts1, ts2)\n",
    "    return abs(ts1 - ts2)\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdbd481b",
   "metadata": {},
   "source": [
    "### Single-Threaded Sequence Space Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7a5a50d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mutate"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Determines the single base pair mutation which improves tertiary structual similarity \n",
    "to target the most.\n",
    "\"\"\"\n",
    "function mutate(initial_sequence, target_structure_path)\n",
    "    # Set up array to track all mutations\n",
    "    s = initial_sequence\n",
    "    sim_scores = zeros(4, length(initial_sequence))\n",
    "    \n",
    "    # Fill entries corresponding to current sequence\n",
    "    # ts = py\"infer_structure\"(s)\n",
    "    # sc = py\"compute_structural_similarity\"(target_structure_path, ts)\n",
    "    ts = infer_structure(s)\n",
    "    sc = compute_structural_similarity(target_structure_path, ts)\n",
    "    \n",
    "    for i in 1:length(initial_sequence)\n",
    "        sim_scores[base_index(s[i]), i] = sc\n",
    "    end\n",
    "    \n",
    "    # Compute tertiary structural similarity for all single base pair mutations\n",
    "    for i in 1:length(initial_sequence)\n",
    "        for b in rna_bases\n",
    "            if s[i] != b\n",
    "                # ts = py\"infer_structure\"(string(s[1:i-1], b, s[i+1:end]))\n",
    "                # sc = py\"compute_structural_similarity\"(target_structure_path, ts)\n",
    "                ts = infer_structure(string(s[1:i-1], b, s[i+1:end]))\n",
    "                sc = compute_structural_similarity(target_structure_path, ts)\n",
    "                sim_scores[base_index(b), i] = sc\n",
    "            end\n",
    "        end\n",
    "    end\n",
    "    \n",
    "    # Determine mutation that improves structural similarity to target structure the most\n",
    "    min_diff = findmin(sim_scores)\n",
    "    idx_min = min_diff[2]\n",
    "    \n",
    "    return min_diff[1], rna_bases[idx_min[1]], idx_min[2]\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f2acbb80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "search (generic function with 1 method)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function search(initial_sequence, target_structure_path, max_iterations)\n",
    "    # ts = py\"infer_structure\"(initial_sequence)\n",
    "    # cur_sim = py\"compute_structural_similarity\"(target_structure_path, ts)\n",
    "    ts = infer_structure(initial_sequence)\n",
    "    cur_sim = compute_structural_similarity(target_structure_path, ts)\n",
    "    \n",
    "    cur_seq = initial_sequence\n",
    "    \n",
    "    for i in 1:max_iterations\n",
    "        new_sim, new_base, pos = mutate(cur_seq, target_structure_path)\n",
    "        \n",
    "        if cur_sim == new_sim\n",
    "        #    println(\"Converged, Current Sequence: $cur_seq\")\n",
    "            break\n",
    "        end\n",
    "        \n",
    "        #if i % 10 == 0\n",
    "        #    println(\"Iteration: $i, Current Sequence: $cur_seq\")\n",
    "        #end\n",
    "        \n",
    "        cur_sim = new_sim\n",
    "        cur_seq = string(cur_seq[1:pos-1], new_base, cur_seq[pos+1:end])\n",
    "    end\n",
    "    \n",
    "    #println(\"Reached Maximum Iterations, Current Sequence: $cur_seq\")\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "11e467bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BenchmarkTools.Trial: 1172 samples with 1 evaluation.\n",
       " Range \u001b[90m(\u001b[39m\u001b[36m\u001b[1mmin\u001b[22m\u001b[39m … \u001b[35mmax\u001b[39m\u001b[90m):  \u001b[39m\u001b[36m\u001b[1m3.552 ms\u001b[22m\u001b[39m … \u001b[35m  8.892 ms\u001b[39m  \u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmin … max\u001b[90m): \u001b[39m0.00% … 51.51%\n",
       " Time  \u001b[90m(\u001b[39m\u001b[34m\u001b[1mmedian\u001b[22m\u001b[39m\u001b[90m):     \u001b[39m\u001b[34m\u001b[1m4.238 ms               \u001b[22m\u001b[39m\u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmedian\u001b[90m):    \u001b[39m0.00%\n",
       " Time  \u001b[90m(\u001b[39m\u001b[32m\u001b[1mmean\u001b[22m\u001b[39m ± \u001b[32mσ\u001b[39m\u001b[90m):   \u001b[39m\u001b[32m\u001b[1m4.260 ms\u001b[22m\u001b[39m ± \u001b[32m521.851 μs\u001b[39m  \u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmean ± σ\u001b[90m):  \u001b[39m1.26% ±  5.60%\n",
       "\n",
       "  \u001b[39m▂\u001b[39m \u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m \u001b[39m▁\u001b[39m▇\u001b[39m█\u001b[34m▇\u001b[39m\u001b[39m▄\u001b[39m▁\u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \n",
       "  \u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m█\u001b[34m█\u001b[39m\u001b[39m█\u001b[39m█\u001b[39m▇\u001b[39m▇\u001b[39m▅\u001b[39m▆\u001b[39m▁\u001b[39m▁\u001b[39m▅\u001b[39m▆\u001b[39m▁\u001b[39m▅\u001b[39m▄\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▄\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▄\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▄\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▅\u001b[39m \u001b[39m█\n",
       "  3.55 ms\u001b[90m      \u001b[39m\u001b[90mHistogram: \u001b[39m\u001b[90m\u001b[1mlog(\u001b[22m\u001b[39m\u001b[90mfrequency\u001b[39m\u001b[90m\u001b[1m)\u001b[22m\u001b[39m\u001b[90m by time\u001b[39m      8.21 ms \u001b[0m\u001b[1m<\u001b[22m\n",
       "\n",
       " Memory estimate\u001b[90m: \u001b[39m\u001b[33m907.15 KiB\u001b[39m, allocs estimate\u001b[90m: \u001b[39m\u001b[33m41034\u001b[39m."
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@benchmark search(\"GGGAGAUUCCGUUUUCAGUCGGGAAAAACUGAA\", 0, 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02e0a694",
   "metadata": {},
   "source": [
    "### Multi-Threaded Sequence Space Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7676440a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Threads.nthreads()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e4a29a64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mutate_par"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Determines the single base pair mutation which improves tertiary structual similarity \n",
    "to target the most.\n",
    "\"\"\"\n",
    "function mutate_par(initial_sequence, target_structure_path)\n",
    "    # Set up array to track all mutations\n",
    "    s = initial_sequence\n",
    "    sim_scores = zeros(4, length(initial_sequence))\n",
    "    \n",
    "    # Fill entries corresponding to current sequence\n",
    "    # ts = py\"infer_structure\"(s)\n",
    "    # sc = py\"compute_structural_similarity\"(target_structure_path, ts)\n",
    "    ts = infer_structure(s)\n",
    "    sc = compute_structural_similarity(target_structure_path, ts)\n",
    "    \n",
    "    for i in 1:length(initial_sequence)\n",
    "        sim_scores[base_index(s[i]), i] = sc\n",
    "    end\n",
    "    \n",
    "    # Compute tertiary structural similarity for all single base pair mutations\n",
    "    Threads.@threads for i in 1:length(initial_sequence)\n",
    "        for b in rna_bases\n",
    "            if s[i] != b\n",
    "                # ts = py\"infer_structure\"(string(s[1:i-1], b, s[i+1:end]))\n",
    "                # sc = py\"compute_structural_similarity\"(target_structure_path, ts)\n",
    "                ts = infer_structure(string(s[1:i-1], b, s[i+1:end]))\n",
    "                sc = compute_structural_similarity(target_structure_path, ts)\n",
    "                sim_scores[base_index(b), i] = sc\n",
    "            end\n",
    "        end\n",
    "    end\n",
    "    \n",
    "    # Determine mutation that improves structural similarity to target structure the most\n",
    "    min_diff = findmin(sim_scores)\n",
    "    idx_min = min_diff[2]\n",
    "    \n",
    "    return min_diff[1], rna_bases[idx_min[1]], idx_min[2]\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b0db7f0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "search_par (generic function with 1 method)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function search_par(initial_sequence, target_structure_path, max_iterations)\n",
    "    # ts = py\"infer_structure\"(initial_sequence)\n",
    "    # cur_sim = py\"compute_structural_similarity\"(target_structure_path, ts)\n",
    "    ts = infer_structure(initial_sequence)\n",
    "    cur_sim = compute_structural_similarity(target_structure_path, ts)\n",
    "    \n",
    "    cur_seq = initial_sequence\n",
    "    \n",
    "    for i in 1:max_iterations\n",
    "        new_sim, new_base, pos = mutate_par(cur_seq, target_structure_path)\n",
    "        \n",
    "        if cur_sim == new_sim\n",
    "            #println(\"Converged, Current Sequence: $cur_seq\")\n",
    "            break\n",
    "        end\n",
    "        \n",
    "        #if i % 10 == 0\n",
    "        #    println(\"Iteration: $i, Current Sequence: $cur_seq\")\n",
    "        #end\n",
    "        \n",
    "        cur_sim = new_sim\n",
    "        cur_seq = string(cur_seq[1:pos-1], new_base, cur_seq[pos+1:end])\n",
    "    end\n",
    "    \n",
    "    #println(\"Reached Maximum Iterations, Current Sequence: $cur_seq\")\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5325b2c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BenchmarkTools.Trial: 1811 samples with 1 evaluation.\n",
       " Range \u001b[90m(\u001b[39m\u001b[36m\u001b[1mmin\u001b[22m\u001b[39m … \u001b[35mmax\u001b[39m\u001b[90m):  \u001b[39m\u001b[36m\u001b[1m948.655 μs\u001b[22m\u001b[39m … \u001b[35m41.415 ms\u001b[39m  \u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmin … max\u001b[90m): \u001b[39m0.00% … 88.40%\n",
       " Time  \u001b[90m(\u001b[39m\u001b[34m\u001b[1mmedian\u001b[22m\u001b[39m\u001b[90m):     \u001b[39m\u001b[34m\u001b[1m  2.195 ms              \u001b[22m\u001b[39m\u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmedian\u001b[90m):    \u001b[39m0.00%\n",
       " Time  \u001b[90m(\u001b[39m\u001b[32m\u001b[1mmean\u001b[22m\u001b[39m ± \u001b[32mσ\u001b[39m\u001b[90m):   \u001b[39m\u001b[32m\u001b[1m  2.752 ms\u001b[22m\u001b[39m ± \u001b[32m 3.163 ms\u001b[39m  \u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmean ± σ\u001b[90m):  \u001b[39m5.23% ±  6.15%\n",
       "\n",
       "  \u001b[39m \u001b[39m▁\u001b[39m█\u001b[39m▇\u001b[39m▅\u001b[34m▅\u001b[39m\u001b[39m▄\u001b[32m▁\u001b[39m\u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \n",
       "  \u001b[39m▆\u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m█\u001b[34m█\u001b[39m\u001b[39m█\u001b[32m█\u001b[39m\u001b[39m▆\u001b[39m▄\u001b[39m▃\u001b[39m▃\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▁\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▁\u001b[39m▂\u001b[39m▂\u001b[39m▁\u001b[39m▁\u001b[39m▂\u001b[39m▁\u001b[39m▁\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▁\u001b[39m▂\u001b[39m▂\u001b[39m▁\u001b[39m▂\u001b[39m▁\u001b[39m▂\u001b[39m▂\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▂\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▂\u001b[39m \u001b[39m▃\n",
       "  949 μs\u001b[90m          Histogram: frequency by time\u001b[39m         17.4 ms \u001b[0m\u001b[1m<\u001b[22m\n",
       "\n",
       " Memory estimate\u001b[90m: \u001b[39m\u001b[33m1.13 MiB\u001b[39m, allocs estimate\u001b[90m: \u001b[39m\u001b[33m46579\u001b[39m."
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@benchmark search_par(\"GGGAGAUUCCGUUUUCAGUCGGGAAAAACUGAA\", 0, 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86f440d2",
   "metadata": {},
   "source": [
    "### Further Parallelization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "616a83de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "multi_search (generic function with 1 method)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function multi_search(initial_sequences, target_structure_path, max_iterations)\n",
    "    # Search from multiple starting sequences\n",
    "    for seq in initial_sequences\n",
    "        search(seq, target_structure_path, max_iterations)\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5e535298",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "multi_search_par (generic function with 1 method)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function multi_search_par(initial_sequences, target_structure_path, max_iterations)\n",
    "    # Search from multiple starting sequences\n",
    "    Threads.@threads for seq in initial_sequences\n",
    "        search_par(seq, target_structure_path, max_iterations)\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "415d0d6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BenchmarkTools.Trial: 400 samples with 1 evaluation.\n",
       " Range \u001b[90m(\u001b[39m\u001b[36m\u001b[1mmin\u001b[22m\u001b[39m … \u001b[35mmax\u001b[39m\u001b[90m):  \u001b[39m\u001b[36m\u001b[1m10.625 ms\u001b[22m\u001b[39m … \u001b[35m17.991 ms\u001b[39m  \u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmin … max\u001b[90m): \u001b[39m0.00% … 29.56%\n",
       " Time  \u001b[90m(\u001b[39m\u001b[34m\u001b[1mmedian\u001b[22m\u001b[39m\u001b[90m):     \u001b[39m\u001b[34m\u001b[1m12.561 ms              \u001b[22m\u001b[39m\u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmedian\u001b[90m):    \u001b[39m0.00%\n",
       " Time  \u001b[90m(\u001b[39m\u001b[32m\u001b[1mmean\u001b[22m\u001b[39m ± \u001b[32mσ\u001b[39m\u001b[90m):   \u001b[39m\u001b[32m\u001b[1m12.491 ms\u001b[22m\u001b[39m ± \u001b[32m 1.072 ms\u001b[39m  \u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmean ± σ\u001b[90m):  \u001b[39m1.28% ±  4.84%\n",
       "\n",
       "  \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[32m \u001b[39m\u001b[34m█\u001b[39m\u001b[39m▅\u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \n",
       "  \u001b[39m▂\u001b[39m▃\u001b[39m▃\u001b[39m▄\u001b[39m▄\u001b[39m▅\u001b[39m▄\u001b[39m▃\u001b[39m▄\u001b[39m▃\u001b[39m▃\u001b[39m▃\u001b[39m▂\u001b[39m▄\u001b[39m▅\u001b[39m█\u001b[39m▆\u001b[32m▇\u001b[39m\u001b[34m█\u001b[39m\u001b[39m█\u001b[39m▄\u001b[39m▃\u001b[39m▃\u001b[39m▁\u001b[39m▂\u001b[39m▂\u001b[39m▁\u001b[39m▁\u001b[39m▃\u001b[39m▃\u001b[39m▃\u001b[39m▁\u001b[39m▃\u001b[39m▂\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▂\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▂\u001b[39m▂\u001b[39m▂\u001b[39m▃\u001b[39m▂\u001b[39m \u001b[39m▃\n",
       "  10.6 ms\u001b[90m         Histogram: frequency by time\u001b[39m          17 ms \u001b[0m\u001b[1m<\u001b[22m\n",
       "\n",
       " Memory estimate\u001b[90m: \u001b[39m\u001b[33m2.57 MiB\u001b[39m, allocs estimate\u001b[90m: \u001b[39m\u001b[33m118048\u001b[39m."
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@benchmark multi_search([\"GGGAGAUUCCGUUUUCAGUCGGGAAAAACUGAA\", \"UCAAGAAUUCCGUUUUCAGUCGGGAAAAACUGA\", \"UCAAGAAUACCGUGCUCAGUCGGGATGAACUGA\"], 0, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0e085faa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BenchmarkTools.Trial: 895 samples with 1 evaluation.\n",
       " Range \u001b[90m(\u001b[39m\u001b[36m\u001b[1mmin\u001b[22m\u001b[39m … \u001b[35mmax\u001b[39m\u001b[90m):  \u001b[39m\u001b[36m\u001b[1m1.987 ms\u001b[22m\u001b[39m … \u001b[35m172.053 ms\u001b[39m  \u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmin … max\u001b[90m): \u001b[39m0.00% … 98.19%\n",
       " Time  \u001b[90m(\u001b[39m\u001b[34m\u001b[1mmedian\u001b[22m\u001b[39m\u001b[90m):     \u001b[39m\u001b[34m\u001b[1m3.244 ms               \u001b[22m\u001b[39m\u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmedian\u001b[90m):    \u001b[39m0.00%\n",
       " Time  \u001b[90m(\u001b[39m\u001b[32m\u001b[1mmean\u001b[22m\u001b[39m ± \u001b[32mσ\u001b[39m\u001b[90m):   \u001b[39m\u001b[32m\u001b[1m5.581 ms\u001b[22m\u001b[39m ± \u001b[32m 10.064 ms\u001b[39m  \u001b[90m┊\u001b[39m GC \u001b[90m(\u001b[39mmean ± σ\u001b[90m):  \u001b[39m9.24% ±  5.67%\n",
       "\n",
       "  \u001b[39m▃\u001b[39m▇\u001b[39m█\u001b[39m▇\u001b[34m▅\u001b[39m\u001b[39m▄\u001b[39m▃\u001b[39m▃\u001b[39m▁\u001b[39m \u001b[32m▁\u001b[39m\u001b[39m▂\u001b[39m▁\u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \u001b[39m \n",
       "  \u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m█\u001b[34m█\u001b[39m\u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m▇\u001b[32m█\u001b[39m\u001b[39m█\u001b[39m█\u001b[39m█\u001b[39m▇\u001b[39m█\u001b[39m▇\u001b[39m█\u001b[39m▆\u001b[39m█\u001b[39m▇\u001b[39m▇\u001b[39m█\u001b[39m▅\u001b[39m▇\u001b[39m▇\u001b[39m█\u001b[39m▇\u001b[39m▆\u001b[39m▆\u001b[39m▅\u001b[39m█\u001b[39m▆\u001b[39m▅\u001b[39m▆\u001b[39m█\u001b[39m▇\u001b[39m▅\u001b[39m▇\u001b[39m▅\u001b[39m▄\u001b[39m▄\u001b[39m▄\u001b[39m▄\u001b[39m▁\u001b[39m▄\u001b[39m▁\u001b[39m▄\u001b[39m▁\u001b[39m▁\u001b[39m▁\u001b[39m▄\u001b[39m▄\u001b[39m▅\u001b[39m▁\u001b[39m▅\u001b[39m▁\u001b[39m▄\u001b[39m▅\u001b[39m \u001b[39m█\n",
       "  1.99 ms\u001b[90m      \u001b[39m\u001b[90mHistogram: \u001b[39m\u001b[90m\u001b[1mlog(\u001b[22m\u001b[39m\u001b[90mfrequency\u001b[39m\u001b[90m\u001b[1m)\u001b[22m\u001b[39m\u001b[90m by time\u001b[39m      22.6 ms \u001b[0m\u001b[1m<\u001b[22m\n",
       "\n",
       " Memory estimate\u001b[90m: \u001b[39m\u001b[33m3.31 MiB\u001b[39m, allocs estimate\u001b[90m: \u001b[39m\u001b[33m134656\u001b[39m."
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@benchmark multi_search_par([\"GGGAGAUUCCGUUUUCAGUCGGGAAAAACUGAA\", \"UCAAGAAUUCCGUUUUCAGUCGGGAAAAACUGA\", \"UCAAGAAUACCGUGCUCAGUCGGGATGAACUGA\"], 0, 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76ab6893",
   "metadata": {},
   "source": [
    "### Scientific Machine Learning to Augment Experimental Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "000e948f",
   "metadata": {},
   "outputs": [],
   "source": [
    "using CSV, DataFrames, Flux, Zygote, Optimisers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fb07e58",
   "metadata": {},
   "source": [
    "#### Encode RNA Sequence Input Based on Biophysical Properties of RNA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "896d75e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "encode"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Encodes a string RNA sequence input via a one-hot encoding to facilitate scientific\n",
    "machine learning informed by biophysics surrounding RNA (sequence-structure relation)\n",
    "\"\"\"\n",
    "function encode(s, first, last)\n",
    "    s_repr = zeros(4, last - first + 1)\n",
    "    for i in first:last\n",
    "        s_repr[base_index(s[i]), i - first + 1] = 1\n",
    "    end\n",
    "    return vec(s_repr)\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9da7d0ad",
   "metadata": {},
   "source": [
    "#### Train Neural Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0993b1b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "train_NN (generic function with 1 method)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function train_NN(data_x, data_y, n_data, target_len, n_epochs)\n",
    "    NN = Chain(\n",
    "            Dense(target_len * 4, target_len * 4),\n",
    "            Dense(target_len * 4, 1),\n",
    "            first)\n",
    "\n",
    "    opt = Optimisers.Momentum(0.01)\n",
    "\n",
    "    loss(x, y) = Flux.Losses.mse(NN(x), y)    \n",
    "\n",
    "    opt_state = Flux.setup(ADAM(), NN)\n",
    "\n",
    "    losses = []\n",
    "    for epoch in 1:n_epochs\n",
    "        for i in 1:n_data\n",
    "            input, label = data_x[i,:], data_y[i]\n",
    "\n",
    "            val, grads = Flux.withgradient(NN) do NN\n",
    "                result = NN(input)\n",
    "                Flux.Losses.mse(result, label)\n",
    "            end\n",
    "\n",
    "            Flux.update!(opt_state, NN, grads[1])\n",
    "        end\n",
    "\n",
    "        NN_loss = [loss(data_x[i,:], data_y[i]) for i in 1:n_data]\n",
    "        m_loss = mean(NN_loss)\n",
    "        push!(losses, m_loss)\n",
    "        \n",
    "        if epoch % 1000 == 0\n",
    "            println(\"Epoch: $epoch, Loss: $m_loss\")\n",
    "        end\n",
    "    end\n",
    "    \n",
    "    return NN, losses\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e10349aa",
   "metadata": {},
   "source": [
    "#### RNA Mango Aptamers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "782f35da",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_mango = 27\n",
    "target_len_mango = 33\n",
    "mango_df = DataFrame(CSV.File(\"data/mango_aptamers.csv\"))[1:n_mango, :];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f71f9fdd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0.0 0.0 … 1.0 0.0; 0.0 0.0 … 1.0 0.0; … ; 0.0 0.0 … 0.0 1.0; 0.0 0.0 … 0.0 1.0], Union{Missing, Float64}[4.138737679, 5.39467907, 3.840708256, 5.049808979, 8.692469597, 11.39330196, 4.248609066, 5.02358532, 9.149440765, 9.141038895  …  9.856764793, 11.10178566, 10.85617733, 7.79658699, 9.957169533, 11.50224972, 7.582145214, 9.578351974, 11.95219231, 10.36016369])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mango_x, mango_y = zeros(n_mango, target_len_mango * 4), mango_df[:,:Energy]\n",
    "for i in 1:n_mango\n",
    "    mango_x[i,:] = encode(mango_df[i,:Sequence],1,target_len_mango)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a56bcb19",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1000, Loss: 0.09941898083908912\n",
      "Epoch: 2000, Loss: 0.08194618739011614\n",
      "Epoch: 3000, Loss: 0.08258902211773246\n",
      "Epoch: 4000, Loss: 0.08320917743411795\n",
      "Epoch: 5000, Loss: 0.0836644316889127\n",
      "Epoch: 6000, Loss: 0.08010259336640997\n",
      "Epoch: 7000, Loss: 0.08134383885281292\n",
      "Epoch: 8000, Loss: 0.07907423893021624\n",
      "Epoch: 9000, Loss: 0.08236791910652981\n",
      "Epoch: 10000, Loss: 0.0786498425027161\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(Chain(Dense(132 => 132), Dense(132 => 1), first), Any[11.313383978025643, 4.102981165945613, 2.632335689202109, 1.978376962345292, 1.7077140036115506, 1.5170916704874433, 1.3644086714850432, 1.2269214297527506, 1.1034686701338021, 0.9928200517169337  …  0.07919794500092694, 0.07830230249200973, 0.07968744876034632, 0.07888800828226616, 0.0777452039634743, 0.0795559764043561, 0.07944387263018261, 0.07957956875739604, 0.07873517934603508, 0.0786498425027161])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NN_mango, losses_mango = train_NN(mango_x, mango_y, n_mango, target_len_mango, 10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "53a71760",
   "metadata": {},
   "outputs": [
    {
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     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "its = range(1, 1500)\n",
    "plot(its, losses_mango[1:1500], title=\"Gradient Descent Loss Function (Mango Aptamers)\", label=\"Loss\")\n",
    "xlabel!(\"epoch\")\n",
    "ylabel!(\"MSE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "604af821",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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338.824,1382.4 339.022,1384.72 339.221,1385.1 339.42,1385.62 339.618,1384.59 339.817,1380.33 340.016,1375.52 340.214,1374.47 340.413,1377.8 340.612,1382.12 340.81,1384.54 341.009,1385.28 341.207,1385.65 341.406,1385.07 341.605,1381.81 341.803,1376.28 342.002,1371.98 342.201,1372.22 342.399,1376.6 342.598,1381.52 342.796,1384.1 342.995,1384.7 343.194,1385.18 343.392,1385.32 343.591,1382.17 343.79,1373.98 343.988,1364.09 344.187,1359.37 344.386,1363.7 344.584,1373.42 344.783,1380.54 344.981,1380.88 345.18,1378.39 345.379,1379.48 345.577,1382.73 345.776,1377.2 345.975,1355.31 346.173,1327.07 346.372,1315.79 346.571,1333.28 346.769,1361.76 346.968,1370.6 347.166,1353.82 347.365,1341.04 347.564,1356.4 347.762,1370.81 347.961,1338.43 348.16,1281.25 348.358,1273.87 348.557,1327.28 348.755,1366.1 348.954,1351.56 349.153,1331.78 349.351,1355.3 349.55,1371.56 349.749,1335.41 349.947,1313.3 350.146,1343.69 350.345,1374.54 350.543,1372.31 350.742,1365.14 350.94,1376.57 351.139,1378.54 351.338,1358.46 351.536,1350.67 351.735,1366.72 351.934,1380.56 352.132,1380.16 352.331,1378.88 352.53,1383.45 352.728,1380.82 352.927,1368.32 353.125,1362.88 353.324,1371.27 353.523,1381.1 353.721,1383.18 353.92,1382.46 354.119,1384.42 354.317,1383.55 354.516,1374.85 354.714,1366.36 354.913,1368.05 355.112,1376.98 355.31,1382.93 355.509,1383.27 355.708,1383.39 355.906,1384.95 356.105,1381.8 356.304,1371.59 356.502,1363.33 356.701,1365.97 356.899,1375.83 357.098,1382.25 357.297,1382.17 357.495,1381.71 357.694,1383.99 357.893,1381.88 358.091,1369.63 358.29,1356.13 358.488,1355.94 358.687,1368.69 358.886,1379.47 359.084,1379.61 359.283,1376.4 359.482,1379.44 359.68,1381.98 359.879,1369.35 360.078,1346.92 360.276,1339.86 360.475,1356.37 360.673,1374.79 360.872,1376.42 361.071,1368.89 361.269,1371.88 361.468,1380.1 361.667,1367.41 361.865,1339.45 362.064,1331.5 362.263,1354.98 362.461,1375.51 362.66,1373.44 362.858,1365.68 363.057,1373.45 363.256,1379.34 363.454,1358.61 363.653,1338.17 363.852,1347.31 364.05,1371.48 364.249,1379.11 364.447,1371.73 364.646,1374.54 364.845,1382.06 365.043,1369.76 365.242,1352.5 365.441,1353.33 365.639,1371.48 365.838,1381.19 366.037,1377.65 366.235,1378.34 366.434,1383.34 366.632,1376.24 366.831,1361.94 367.03,1359.32 367.228,1371.67 367.427,1381.37 367.626,1381.46 367.824,1380.5 368.023,1383.68 368.221,1381.21 368.42,1367.72 368.619,1363.19 368.817,1369.04 369.016,1379.39 369.215,1383.68 369.413,1380.25 369.612,1382.8 369.811,1385.24 370.009,1369.8 370.208,1367.82 370.406,1361.57 370.605,1374.05 370.804,1382.85 371.002,1377.62 371.201,1381.65 371.4,1384.93 371.598,1375.33 371.797,1372.23 371.996,1360.47 372.194,1369.37 372.393,1379.84 372.591,1382.39 372.79,1381.39 372.989,1383.22 373.187,1385.2 373.386,1371.26 373.585,1368.43 373.783,1356.86 373.982,1371.03 374.18,1381.02 374.379,1376.21 374.578,1381.25 374.776,1383.32 374.975,1378.11 375.174,1373.28 375.372,1359.31 375.571,1364.15 375.77,1376.56 375.968,1382.56 376.167,1378.92 376.365,1381.5 376.564,1384.85 376.763,1372.78 376.961,1367.87 377.16,1354.45 377.359,1368.41 377.557,1380.37 377.756,1379.03 377.955,1380.42 378.153,1382.71 378.352,1382.11 378.55,1369.66 378.749,1359.64 378.948,1360.72 379.146,1375.04 379.345,1382.92 379.544,1376.75 379.742,1380.49 379.941,1384.91 380.139,1371.4 380.338,1362.92 380.537,1357.54 380.735,1371.63 380.934,1381.78 381.133,1380.16 381.331,1379.43 381.53,1383.15 381.729,1379.87 381.927,1358.95 382.126,1360.58 382.324,1370.3 382.523,1378.34 382.722,1382.47 382.92,1378.28 383.119,1381.85 383.318,1380.19 383.516,1361.07 383.715,1360.19 383.913,1373.35 384.112,1381.47 384.311,1379.95 384.509,1381.26 384.708,1384.72 384.907,1372.83 385.105,1364.63 385.304,1360.14 385.503,1374.45 385.701,1383.27 385.9,1378.48 386.098,1381.51 386.297,1384.38 386.496,1372.11 386.694,1360.26 386.893,1367.61 387.092,1379.08 387.29,1380.41 387.489,1381.66 387.688,1383.23 387.886,1377.96 388.085,1371.04 388.283,1358.85 388.482,1371.53 388.681,1382.33 388.879,1380.54 389.078,1381.27 389.277,1384.28 389.475,1378.53 389.674,1361.64 389.872,1367.2 390.071,1377.38 390.27,1379.61 390.468,1382.61 390.667,1382.67 390.866,1380.02 391.064,1373.69 391.263,1362.81 391.462,1371.42 391.66,1381.67 391.859,1383.08 392.057,1381.04 392.256,1383.02 392.455,1381.38 392.653,1362.76 392.852,1368.41 393.051,1377.85 393.249,1380.7 393.448,1383.13 393.646,1384.04 393.845,1383.05 394.044,1372.64 394.242,1368.01 394.441,1372.16 394.64,1380.26 394.838,1384.31 395.037,1381.32 395.236,1382.55 395.434,1381.51 395.633,1366.83 395.831,1369.58 396.03,1379.16 396.229,1383.27 396.427,1382.57 396.626,1384.23 396.825,1385 397.023,1370.49 397.222,1370.22 397.421,1373.31 397.619,1380.15 397.818,1384.51 398.016,1383.22 398.215,1384.35 398.414,1379.73 398.612,1371.68 398.811,1369.36 399.01,1378.73 399.208,1384.3 399.407,1381.26 399.605,1383.42 399.804,1385.11 400.003,1371.73 400.201,1370.4 400.4,1375.51 400.599,1381.96 400.797,1383.67 400.996,1384.45 401.195,1385.72 401.393,1376.08 401.592,1373.73 401.79,1369.04 401.989,1378.04 402.188,1384.4 402.386,1382.59 402.585,1384.43 402.784,1383.64 402.982,1376.15 403.181,1368.26 403.38,1376.34 403.578,1382.73 403.777,1381.25 403.975,1383.89 404.174,1385.82 404.373,1376.33 404.571,1372.83 404.77,1372.88 404.969,1380.02 405.167,1383.69 405.366,1384.66 405.564,1385.08 405.763,1379.49 405.962,1377.04 406.16,1367.97 406.359,1376.73 406.558,1383.63 406.756,1383.12 406.955,1384.6 407.154,1384.53 407.352,1379.17 407.551,1368.56 407.749,1375.41 407.948,1381.75 408.147,1381.71 408.345,1384.34 408.544,1385.77 408.743,1378.81 408.941,1373.24 409.14,1373.07 409.338,1379.81 409.537,1383.2 409.736,1384.69 409.934,1384.97 410.133,1379.37 410.332,1376.41 410.53,1368.61 410.729,1377.32 410.928,1383.95 411.126,1383.79 411.325,1384.64 411.523,1382.79 411.722,1377.6 411.921,1366.76 412.119,1375.8 412.318,1383.14 412.517,1381.82 412.715,1384.09 412.914,1385.37 413.113,1376.12 413.311,1368.64 413.51,1375.17 413.708,1382.35 413.907,1381.86 414.106,1383.85 414.304,1385.79 414.503,1373.39 414.702,1370.43 414.9,1373.1 415.099,1380.95 415.297,1383.71 415.496,1384.08 415.695,1385.6 415.893,1372.93 416.092,1370.23 416.291,1371.72 416.489,1379.45 416.688,1384.33 416.887,1383.27 417.085,1384.12 417.284,1373.86 417.482,1368.06 417.681,1373.64 417.88,1380.05 418.078,1383.86 418.277,1383.01 418.476,1380.97 418.674,1371.95 418.873,1366.15 419.071,1377.06 419.27,1381.96 419.469,1382.88 419.667,1384.44 419.866,1376.49 420.065,1367.45 420.263,1368.71 420.462,1379.74 420.661,1382.55 420.859,1382.61 421.058,1385.02 421.256,1369.42 421.455,1365.53 421.654,1375.87 421.852,1380.33 422.051,1382.01 422.25,1384.46 422.448,1379.94 422.647,1363.37 422.846,1371.03 423.044,1382.18 423.243,1379.73 423.441,1382.18 423.64,1385.13 423.839,1368.27 424.037,1365.98 424.236,1379.69 424.435,1382.61 424.633,1381.18 424.832,1383.94 425.03,1378.12 425.229,1363.89 425.428,1374.77 425.626,1383.84 425.825,1381.35 426.024,1383.46 426.222,1381.17 426.421,1368.69 426.62,1371.22 426.818,1381.6 427.017,1383.38 427.215,1383.22 427.414,1383.33 427.613,1372.96 427.811,1370.09 428.01,1380.06 428.209,1383.17 428.407,1383.51 428.606,1385.31 428.805,1376.58 429.003,1371.1 429.202,1378.75 429.4,1383.55 429.599,1383.8 429.798,1385.09 429.996,1381.32 430.195,1372.12 430.394,1377.62 430.592,1384.06 430.791,1383.92 430.989,1385.03 431.188,1383 431.387,1375.07 431.585,1376.84 431.784,1383.19 431.983,1384.95 432.181,1385.36 432.38,1383.56 432.579,1377.81 432.777,1376.37 432.976,1382.2 433.174,1384.98 433.373,1385.44 433.572,1385.48 433.77,1378.83 433.969,1377.21 434.168,1381.08 434.366,1384.01 434.565,1385.51 434.763,1386.01 434.962,1381.77 435.161,1377.36 435.359,1380.3 435.558,1384.2 435.757,1384.67 435.955,1384.77 436.154,1385.17 436.353,1376.25 436.551,1379.25 436.75,1383.03 436.948,1384.64 437.147,1385.78 437.346,1384.48 437.544,1382.7 437.743,1376.31 437.942,1381.06 438.14,1384.12 438.339,1384.13 438.538,1383.76 438.736,1383.58 438.935,1379.16 439.133,1380.56 439.332,1384.18 439.531,1385.54 439.729,1385.74 439.928,1381.71 440.127,1381.57 440.325,1378.02 440.524,1382.25 440.722,1385.33 440.921,1385.77 441.12,1385.5 441.318,1381.53 441.517,1379.8 441.716,1380.35 441.914,1383.57 442.113,1385.55 442.312,1385.89 442.51,1382.65 442.709,1380.91 442.907,1378.49 443.106,1382.4 443.305,1385.19 443.503,1385.87 443.702,1386.03 443.901,1380.8 444.099,1379.66 444.298,1379.24 444.496,1383.03 444.695,1385.56 444.894,1385.84 445.092,1383.7 445.291,1380.81 445.49,1378.37 445.688,1381.89 445.887,1384.67 446.086,1385.76 446.284,1386.13 446.483,1380.47 446.681,1379.99 446.88,1378.78 447.079,1382.97 447.277,1385.6 447.476,1385.94 447.675,1384.24 447.873,1380.36 448.072,1378.91 448.271,1382.2 448.469,1384.55 448.668,1385.69 448.866,1386.11 449.065,1379.87 449.264,1379.98 449.462,1380.25 449.661,1383.79 449.86,1385.79 450.058,1386.12 450.257,1383.27 450.455,1379.65 450.654,1380.15 450.853,1383.76 451.051,1385.34 451.25,1385.77 451.449,1385.22 451.647,1378.81 451.846,1380.29 452.045,1382.9 452.243,1384.8 452.442,1385.76 452.64,1385.69 452.839,1379.94 453.038,1380.29 453.236,1382.63 453.435,1384.83 453.634,1385.84 453.832,1385.82 454.031,1380.42 454.23,1380.34 454.428,1382.44 454.627,1384.56 454.825,1385.64 455.024,1385.87 455.223,1380.46 455.421,1380.69 455.62,1382.63 455.819,1384.49 456.017,1385.4 456.216,1385.68 456.414,1381.96 456.613,1382.17 456.812,1383.18 457.01,1384.89 457.209,1385.57 457.408,1385.67 457.606,1382.91 457.805,1382.43 458.004,1383.46 458.202,1385.2 458.401,1385.89 458.599,1385.53 458.798,1383.1 458.997,1381.77 459.195,1383.19 459.394,1385.08 459.593,1385.93 459.791,1385.64 459.99,1383.18 460.188,1381.22 460.387,1382.61 460.586,1384.77 460.784,1385.88 460.983,1385.83 461.182,1383.55 461.38,1380.84 461.579,1381.8 461.778,1384.31 461.976,1385.73 462.175,1385.97 462.373,1384 462.572,1380.82 462.771,1380.77 462.969,1383.82 463.168,1385.51 463.367,1386.04 463.565,1384.02 463.764,1381.34 463.963,1379.77 464.161,1383.5 464.36,1385.27 464.558,1385.93 464.757,1383.7 464.956,1382.15 465.154,1381.34 465.353,1383.74 465.552,1384.89 465.75,1385.75 465.949,1384.05 466.147,1383.76 466.346,1382.92 466.545,1384.85 466.743,1385.53 466.942,1385.65 467.141,1384.29 467.339,1382.87 467.538,1383.62 467.737,1385.14 467.935,1385.82 468.134,1385.35 468.332,1383.58 468.531,1382.37 468.73,1383.78 468.928,1385.32 469.127,1385.91 469.326,1385.01 469.524,1383.14 469.723,1382.07 469.921,1383.79 470.12,1385.45 470.319,1385.96 470.517,1384.5 470.716,1382.99 470.915,1381.89 471.113,1383.66 471.312,1385.58 471.511,1385.95 471.709,1383.6 471.908,1383.19 472.106,1382.2 472.305,1383.65 472.504,1385.69 472.702,1385.5 472.901,1383.16 473.1,1383.83 473.298,1382.65 473.497,1385.06 473.696,1385.54 473.894,1382.99 474.093,1385.05 474.291,1382.59 474.49,1384.12 474.689,1385.02 474.887,1381.44 475.086,1385.4 475.285,1382.47 475.483,1383.85 475.682,1384.88 475.88,1381.89 476.079,1385.44 476.278,1383.25 476.476,1384.47 476.675,1384.97 476.874,1383.62 477.072,1385.51 477.271,1383.91 477.47,1384.76 477.668,1384.78 477.867,1384.23 478.065,1385.45 478.264,1384.29 478.463,1385.14 478.661,1384.33 478.86,1384.64 479.059,1384.86 479.257,1384.95 479.456,1385.15 479.655,1384.77 479.853,1384.86 480.052,1384.08 480.25,1385.12 480.449,1383.99 480.648,1385.55 480.846,1383.85 481.045,1385.17 481.244,1383.53 481.442,1384.59 481.641,1383.97 481.839,1384.61 482.038,1384.94 482.237,1384.53 482.435,1385.46 482.634,1383.5 482.833,1385.38 483.031,1381.2 483.23,1385.17 483.429,1380.65 483.627,1383.5 483.826,1383.77 484.024,1384.55 484.223,1385.01 484.422,1385.88 484.62,1384.75 484.819,1383.61 485.018,1383.76 485.216,1383.21 485.415,1384.64 485.613,1385.51 485.812,1385.34 486.011,1384.75 486.209,1382.98 486.408,1380.86 486.607,1381.83 486.805,1383.64 487.004,1379.26 487.203,1384.57 487.401,1384.4 487.6,1384.69 487.798,1385 487.997,1383.99 488.196,1385.23 488.394,1384.83 488.593,1385.13 488.792,1385.25 488.99,1384.65 489.189,1384.87 489.388,1384.57 489.586,1384.81 489.785,1385.19 489.983,1385.2 490.182,1385.23 490.381,1384.75 490.579,1384.28 490.778,1384.37 490.977,1384.7 491.175,1385.28 491.374,1385.59 491.572,1385.29 491.771,1384.52 491.97,1383.5 492.168,1383.41 492.367,1384.25 492.566,1385.15 492.764,1385.9 492.963,1385.44 493.162,1384.32 493.36,1381.62 493.559,1381.01 493.757,1382.59 493.956,1383.88 494.155,1378.89 494.353,1384.74 494.552,1383.45 494.751,1383.96 494.949,1385.36 495.148,1384.69 495.346,1383.83 495.545,1383.57 495.744,1382.09 495.942,1380.12 496.141,1378.77 496.34,1381.91 496.538,1377.05 496.737,1381.52 496.936,1384.92 497.134,1384.79 497.333,1385.29 497.531,1379.19 497.73,1375.28 497.929,1381.8 498.127,1384.8 498.326,1384.5 498.525,1384.85 498.723,1377.87 498.922,1372.32 499.121,1381.13 499.319,1384.09 499.518,1384.16 499.716,1383.55 499.915,1377.24 500.114,1370.89 500.312,1382.35 500.511,1384.3 500.71,1384.14 500.908,1383.36 501.107,1373.27 501.305,1380.22 501.504,1382.28 501.703,1384.67 501.901,1383.41 502.1,1374.9 502.299,1381.15 502.497,1382.34 502.696,1383.87 502.895,1382.29 503.093,1371.85 503.292,1381.66 503.49,1383.94 503.689,1384.37 503.888,1381.75 504.086,1370.63 504.285,1380.63 504.484,1384.38 504.682,1385.04 504.881,1379.62 505.08,1368.86 505.278,1380.94 505.477,1383.93 505.675,1384.31 505.874,1378.63 506.073,1367.31 506.271,1380.25 506.47,1383.03 506.669,1382.92 506.867,1379.49 507.066,1367.4 507.264,1379.67 507.463,1382.32 507.662,1382.39 507.86,1378.69 508.059,1368.47 508.258,1381.05 508.456,1381.31 508.655,1382.59 508.854,1376.01 509.052,1369.85 509.251,1382.76 509.449,1380.54 509.648,1382.8 509.847,1373.28 510.045,1371.68 510.244,1382.72 510.443,1381 510.641,1383.47 510.84,1371.85 511.038,1373.8 511.237,1381.96 511.436,1381.67 511.634,1384.19 511.833,1371.11 512.032,1375.73 512.23,1382.59 512.429,1382.45 512.628,1384.34 512.826,1371.9 513.025,1377.72 513.223,1383.44 513.422,1383.37 513.621,1384.31 513.819,1374.39 514.018,1379.77 514.217,1384.05 514.415,1384.38 514.614,1384.49 514.813,1377.18 515.011,1381.33 515.21,1384.67 515.408,1385.26 515.607,1384.81 515.806,1379.54 516.004,1382.36 516.203,1385.17 516.402,1385.81 516.6,1385.14 516.799,1381.32 516.997,1382.99 517.196,1385.41 517.395,1386.05 517.593,1385.43 517.792,1382.63 517.991,1383.37 518.189,1385.43 518.388,1386.11 518.587,1385.66 518.785,1383.6 518.984,1383.63 519.182,1385.28 519.381,1386.04 519.58,1385.81 519.778,1384.33 519.977,1383.87 520.176,1385.06 520.374,1385.89 520.573,1385.88 520.771,1384.88 520.97,1384.15 521.169,1384.84 521.367,1385.67 521.566,1385.86 521.765,1385.26 521.963,1384.48 522.162,1384.67 522.361,1385.39 522.559,1385.77 522.758,1385.51 522.956,1384.85 523.155,1384.63 523.354,1385.11 523.552,1385.58 523.751,1385.61 523.95,1385.18 524.148,1384.75 524.347,1384.89 524.546,1385.32 524.744,1385.58 524.943,1385.41 525.141,1385 525.34,1384.81 525.539,1385.06 525.737,1385.41 525.936,1385.5 526.135,1385.28 526.333,1384.91 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701.726,1385.42 701.925,1386.01 702.123,1385.72 702.322,1385.55 702.521,1385.44 702.719,1385.58 702.918,1386.02 703.116,1385.79 703.315,1385.51 703.514,1385.54 703.712,1385.57 703.911,1385.95 704.11,1385.83 704.308,1385.53 704.507,1385.61 704.705,1385.48 704.904,1385.84 705.103,1385.87 705.301,1385.58 705.5,1385.7 705.699,1385.39 705.897,1385.66 706.096,1385.86 706.295,1385.64 706.493,1385.76 706.692,1385.48 706.89,1385.4 707.089,1385.79 707.288,1385.62 707.486,1385.63 707.685,1385.83 707.884,1385.14 708.082,1385.63 708.281,1385.26 708.479,1385.33 708.678,1385.75 708.877,1385.51 709.075,1385.53 709.274,1385.48 709.473,1384.87 709.671,1385.09 709.87,1385.04 710.069,1384.99 710.267,1385.78 710.466,1385.41 710.664,1385.22 710.863,1384.94 711.062,1384.95 711.26,1385.84 711.459,1385.81 711.658,1385.78 711.856,1385.25 712.055,1385.39 712.254,1385.08 712.452,1385.91 712.651,1384.77 712.849,1385.76 713.048,1384.92 713.247,1384.79 713.445,1384.44 713.644,1385.46 713.843,1384.64 714.041,1385.43 714.24,1385.7 714.438,1385.82 714.637,1385.85 714.836,1385.15 715.034,1385.22 715.233,1385.15 715.432,1385.72 715.63,1385.77 715.829,1385.88 716.028,1385.05 716.226,1385.54 716.425,1385.6 716.623,1385.7 716.822,1385.97 717.021,1385.61 717.219,1385.06 717.418,1385.42 717.617,1385.63 717.815,1385.81 718.014,1386.06 718.213,1384.8 718.411,1385.39 718.61,1384.93 718.808,1385.01 719.007,1385.54 719.206,1385.41 719.404,1385.41 719.603,1385.91 719.802,1384.91 720,1385.39 720.199,1385.52 720.397,1385.53 720.596,1386.04 720.795,1384.82 720.993,1385.41 721.192,1385.12 721.391,1385.76 721.589,1385.79 721.788,1385.92 721.987,1385.25 722.185,1385.62 722.384,1385.36 722.582,1385.67 722.781,1385.87 722.98,1385.49 723.178,1385.76 723.377,1385.36 723.576,1385.38 723.774,1385.51 723.973,1385.75 724.171,1385.25 724.37,1385.75 724.569,1385.1 724.767,1385.68 724.966,1384.94 725.165,1385.77 725.363,1383.33 725.562,1385.44 725.761,1383.06 725.959,1384.77 726.158,1384.56 726.356,1384.96 726.555,1384.97 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977.23,1385.97 977.428,1385.48 977.627,1385.91 977.826,1385.75 978.024,1386.17 978.223,1385.53 978.421,1385.86 978.62,1385.35 978.819,1385.76 979.017,1385.53 979.216,1385.93 979.415,1385.87 979.613,1385.9 979.812,1385.41 980.011,1385.95 980.209,1385.61 980.408,1385.9 980.606,1386.08 980.805,1385.66 981.004,1385.43 981.202,1385.95 981.401,1386.03 981.6,1385.64 981.798,1386.13 981.997,1385.33 982.196,1385.34 982.394,1385.9 982.593,1385.32 982.791,1385.79 982.99,1385.96 983.189,1385.8 983.387,1385.58 983.586,1385.93 983.785,1385.2 983.983,1385.93 984.182,1385.77 984.38,1385.52 984.579,1385.89 984.778,1385.28 984.976,1385.37 985.175,1385.45 985.374,1385.82 985.572,1385.73 985.771,1386.13 985.97,1385.44 986.168,1385.76 986.367,1385.11 986.565,1386.01 986.764,1385.73 986.963,1385.99 987.161,1385.84 987.36,1385.38 987.559,1385.61 987.757,1386.05 987.956,1386.12 988.154,1385.75 988.353,1385.58 988.552,1385.14 988.75,1386.01 988.949,1385.81 989.148,1385.67 989.346,1385.56 989.545,1385.4 989.744,1386.01 989.942,1385.79 990.141,1385.84 990.339,1385.22 990.538,1385.71 990.737,1385.92 990.935,1385.87 991.134,1385.51 991.333,1385.88 991.531,1385.4 991.73,1385.92 991.929,1385.94 992.127,1385.58 992.326,1385.58 992.524,1385.83 992.723,1385.78 992.922,1386.02 993.12,1385.71 993.319,1385.47 993.518,1385.89 993.716,1385.57 993.915,1386.07 994.113,1385.61 994.312,1385.7 994.511,1385.65 994.709,1385.9 994.908,1385.99 995.107,1385.97 995.305,1385.47 995.504,1385.6 995.703,1385.81 995.901,1385.59 996.1,1386.06 996.298,1385.43 996.497,1385.83 996.696,1385.74 996.894,1385.57 997.093,1385.91 997.292,1385.9 997.49,1385.66 997.689,1386.11 997.887,1385.68 998.086,1385.99 998.285,1385.77 998.483,1385.95 998.682,1385.92 998.881,1385.94 999.079,1385.89 999.278,1385.77 999.477,1385.87 999.675,1385.8 999.874,1385.91 1000.07,1385.72 1000.27,1385.94 1000.47,1385.32 1000.67,1385.88 1000.87,1385.46 1001.07,1385.77 1001.26,1385.74 1001.46,1385.53 1001.66,1385.19 1001.86,1385.3 1002.06,1385.06 1002.26,1385.41 1002.46,1385.75 1002.65,1385.42 1002.85,1384.67 1003.05,1385.61 1003.25,1385.2 1003.45,1386.04 1003.65,1385.9 1003.85,1385.45 1004.05,1385.68 1004.24,1385.4 1004.44,1386.02 1004.64,1386.04 1004.84,1385.82 1005.04,1386.02 1005.24,1385.56 1005.44,1386.03 1005.63,1386.08 1005.83,1385.92 1006.03,1385.9 1006.23,1385.68 1006.43,1386.04 1006.63,1386.03 1006.83,1385.89 1007.02,1385.84 1007.22,1385.8 1007.42,1386.07 1007.62,1385.98 1007.82,1385.86 1008.02,1385.7 1008.22,1385.77 1008.42,1385.79 1008.61,1385.91 1008.81,1385.78 1009.01,1385.56 1009.21,1385.63 1009.41,1385.49 1009.61,1385.88 1009.81,1385.8 1010,1385.9 1010.2,1385.32 1010.4,1385.72 1010.6,1385.77 1010.8,1385.68 1011,1386.2 1011.2,1384.56 1011.39,1385.72 1011.59,1385.37 1011.79,1385.61 1011.99,1385.71 1012.19,1385.75 1012.39,1385.72 1012.59,1385.74 1012.78,1386.17 1012.98,1385.95 1013.18,1385.4 1013.38,1385.78 1013.58,1385.55 1013.78,1385.85 1013.98,1386.09 1014.18,1385.71 1014.37,1385.87 1014.57,1385.61 1014.77,1385.71 1014.97,1385.86 1015.17,1385.76 1015.37,1385.77 1015.57,1386.03 1015.76,1385.57 1015.96,1385.64 1016.16,1385.25 1016.36,1385.47 1016.56,1385.74 1016.76,1385.59 1016.96,1386.03 1017.15,1385.3 1017.35,1385.42 1017.55,1385.75 1017.75,1386.12 1017.95,1385.89 1018.15,1385.86 1018.35,1385.77 1018.55,1385.87 1018.74,1386.07 1018.94,1385.92 1019.14,1385.62 1019.34,1385.94 1019.54,1385.7 1019.74,1386.08 1019.94,1385.97 1020.13,1385.55 1020.33,1385.92 1020.53,1385.88 1020.73,1385.5 1020.93,1385.98 1021.13,1385.01 1021.33,1385.55 1021.52,1385.55 1021.72,1385.92 1021.92,1385.5 1022.12,1385.54 1022.32,1385.88 1022.52,1385.11 1022.72,1385.9 1022.92,1385.68 1023.11,1386.08 1023.31,1385.6 1023.51,1385.54 1023.71,1385.94 1023.91,1385.74 1024.11,1385.81 1024.31,1386.06 1024.5,1385.58 1024.7,1386.1 1024.9,1385.75 1025.1,1385.86 1025.3,1385.54 1025.5,1385.85 1025.7,1385.16 1025.89,1385.82 1026.09,1385.85 1026.29,1386.06 1026.49,1385.94 1026.69,1385.29 1026.89,1385.6 1027.09,1385.93 1027.29,1385.98 1027.48,1386.14 1027.68,1385.82 1027.88,1385 1028.08,1385.82 1028.28,1385.98 1028.48,1385.84 1028.68,1385.9 1028.87,1385.56 1029.07,1385.43 1029.27,1386.03 1029.47,1385.97 1029.67,1385.41 1029.87,1385.98 1030.07,1385.12 1030.26,1385.94 1030.46,1385.66 1030.66,1385.64 1030.86,1385.16 1031.06,1385.59 1031.26,1385.13 1031.46,1384.93 1031.66,1385.85 1031.85,1385.39 1032.05,1385.56 1032.25,1385.91 1032.45,1385.81 1032.65,1385.73 1032.85,1385.76 1033.05,1385.62 1033.24,1386.2 1033.44,1385.6 1033.64,1385.89 1033.84,1385.57 1034.04,1386.05 1034.24,1385.97 1034.44,1386 1034.63,1385.75 1034.83,1386.03 1035.03,1386.02 1035.23,1386.01 1035.43,1385.87 1035.63,1385.85 1035.83,1386 1036.02,1386.03 1036.22,1385.88 1036.42,1385.92 1036.62,1385.82 1036.82,1385.8 1037.02,1385.78 1037.22,1385.69 1037.42,1385.53 1037.61,1385.54 1037.81,1385.82 1038.01,1385.59 1038.21,1385.67 1038.41,1385.42 1038.61,1385.36 1038.81,1385.91 1039,1385.57 1039.2,1385.69 1039.4,1386.02 1039.6,1385.09 1039.8,1385.53 1040,1385.73 1040.2,1385.6 1040.39,1386.12 1040.59,1385.66 1040.79,1385.8 1040.99,1385.72 1041.19,1385.97 1041.39,1385.77 1041.59,1386.05 1041.79,1385.66 1041.98,1385.65 1042.18,1386.07 1042.38,1385.81 1042.58,1385.9 1042.78,1385.52 1042.98,1385.74 1043.18,1385.88 1043.37,1386.11 1043.57,1385.53 1043.77,1385.94 1043.97,1384.81 1044.17,1385.86 1044.37,1385.02 1044.57,1385.34 1044.76,1385.65 1044.96,1385.52 1045.16,1385.63 1045.36,1386.14 1045.56,1386.01 1045.76,1385.56 1045.96,1385.58 1046.16,1385.55 1046.35,1385.74 1046.55,1385.9 1046.75,1386.21 1046.95,1385.24 1047.15,1385.69 1047.35,1385.13 1047.55,1385.64 1047.74,1385.2 1047.94,1385.93 1048.14,1386.06 1048.34,1385.76 1048.54,1385.85 1048.74,1385.9 1048.94,1386.04 1049.13,1386.12 1049.33,1385.86 1049.53,1385.7 1049.73,1385.91 1049.93,1386.01 1050.13,1386.18 1050.33,1385.95 1050.53,1385.6 1050.72,1385.86 1050.92,1386.01 1051.12,1386.16 1051.32,1386 1051.52,1385.56 1051.72,1385.78 1051.92,1385.93 1052.11,1386.01 1052.31,1385.92 1052.51,1385.71 1052.71,1385.44 1052.91,1385.86 1053.11,1385.72 1053.31,1385.28 1053.5,1385.47 1053.7,1384.75 1053.9,1384.98 1054.1,1384.96 1054.3,1385.15 1054.5,1385.51 1054.7,1384.92 1054.9,1385.7 1055.09,1385.34 1055.29,1385.97 1055.49,1386.26 1055.69,1384.9 1055.89,1385.55 1056.09,1385.42 1056.29,1386.13 1056.48,1386.1 1056.68,1385.83 1056.88,1385.75 1057.08,1385.9 1057.28,1386.05 1057.48,1386.11 1057.68,1385.7 1057.87,1385.88 1058.07,1385.9 1058.27,1385.99 1058.47,1386.06 1058.67,1385.72 1058.87,1385.85 1059.07,1385.87 1059.27,1385.88 1059.46,1386.09 1059.66,1385.69 1059.86,1385.8 1060.06,1385.74 1060.26,1385.87 1060.46,1386.09 1060.66,1385.85 1060.85,1385.95 1061.05,1385.59 1061.25,1385.9 1061.45,1385.76 1061.65,1385.97 1061.85,1385.84 1062.05,1385.62 1062.24,1385.5 1062.44,1385.48 1062.64,1385.3 1062.84,1385.6 1063.04,1385.45 1063.24,1385.83 1063.44,1385.33 1063.63,1385.88 1063.83,1385.81 1064.03,1386.12 1064.23,1385.94 1064.43,1385.75 1064.63,1385.98 1064.83,1386.06 1065.03,1386.13 1065.22,1385.85 1065.42,1385.8 1065.62,1385.86 1065.82,1386.16 1066.02,1385.98 1066.22,1385.9 1066.42,1385.73 1066.61,1385.69 1066.81,1386.1 1067.01,1385.99 1067.21,1385.61 1067.41,1385.63 1067.61,1385.77 1067.81,1384.68 1068,1385.75 1068.2,1384.94 1068.4,1383.77 1068.6,1384.95 1068.8,1385.34 1069,1384.45 1069.2,1384.84 1069.4,1385.62 1069.59,1385.84 1069.79,1386.24 1069.99,1385.67 1070.19,1384.89 1070.39,1386.04 1070.59,1385.95 1070.79,1386 1070.98,1385.47 1071.18,1385.77 1071.38,1385.98 1071.58,1385.97 1071.78,1385.82 1071.98,1385.68 1072.18,1385.92 1072.37,1385.94 1072.57,1386.02 1072.77,1385.93 1072.97,1385.91 1073.17,1386.04 1073.37,1386.03 1073.57,1385.96 1073.77,1385.95 1073.96,1385.95 1074.16,1386.06 1074.36,1386 1074.56,1385.95 1074.76,1385.97 1074.96,1385.98 1075.16,1386.02 1075.35,1385.99 1075.55,1385.89 1075.75,1386.03 1075.95,1385.93 1076.15,1386.02 1076.35,1385.9 1076.55,1385.81 1076.74,1385.89 1076.94,1385.78 1077.14,1385.78 1077.34,1385.52 1077.54,1385.73 1077.74,1384.95 1077.94,1385.77 1078.14,1384.61 1078.33,1384.85 1078.53,1385.62 1078.73,1385.14 1078.93,1385.74 1079.13,1386.13 1079.33,1385.88 1079.53,1385.59 1079.72,1386.05 1079.92,1386.02 1080.12,1385.7 1080.32,1386.02 1080.52,1385.67 1080.72,1385.91 1080.92,1386.16 1081.11,1385.65 1081.31,1385.75 1081.51,1385.42 1081.71,1385.54 1081.91,1385.15 1082.11,1385.96 1082.31,1385.56 1082.51,1385.81 1082.7,1385.82 1082.9,1385.63 1083.1,1386.07 1083.3,1386.05 1083.5,1385.79 1083.7,1385.86 1083.9,1385.75 1084.09,1386.14 1084.29,1386.07 1084.49,1385.84 1084.69,1385.73 1084.89,1385.75 1085.09,1385.89 1085.29,1385.94 1085.48,1385.93 1085.68,1385.9 1085.88,1385.89 1086.08,1385.9 1086.28,1385.83 1086.48,1385.85 1086.68,1385.74 1086.87,1385.89 1087.07,1385.98 1087.27,1385.98 1087.47,1385.93 1087.67,1385.67 1087.87,1385.78 1088.07,1385.86 1088.27,1385.93 1088.46,1385.94 1088.66,1385.64 1088.86,1385.79 1089.06,1385.68 1089.26,1385.9 1089.46,1385.82 1089.66,1385.69 1089.85,1385.36 1090.05,1385.79 1090.25,1385.3 1090.45,1385.73 1090.65,1385.98 1090.85,1385.59 1091.05,1385.93 1091.24,1385.7 1091.44,1386.07 1091.64,1385.9 1091.84,1385.77 1092.04,1385.78 1092.24,1385.8 1092.44,1386.08 1092.64,1386.23 1092.83,1385.6 1093.03,1385.6 1093.23,1385.5 1093.43,1385.41 1093.63,1385.56 1093.83,1385.76 1094.03,1385.75 1094.22,1385.37 1094.42,1385.57 1094.62,1385.66 1094.82,1386.11 1095.02,1385.92 1095.22,1385.73 1095.42,1385.57 1095.61,1385.93 1095.81,1386.03 1096.01,1386.16 1096.21,1385.75 1096.41,1385.86 1096.61,1385.9 1096.81,1386.09 1097.01,1386.09 1097.2,1385.8 1097.4,1385.77 1097.6,1385.95 1097.8,1385.88 1098,1386.08 1098.2,1385.74 1098.4,1385.71 1098.59,1385.95 1098.79,1385.94 1098.99,1385.89 1099.19,1385.92 1099.39,1385.61 1099.59,1385.6 1099.79,1385.89 1099.98,1385.58 1100.18,1385.47 1100.38,1385.72 1100.58,1385.63 1100.78,1385.74 1100.98,1385.84 1101.18,1386.06 1101.38,1385.7 1101.57,1386.06 1101.77,1385.79 1101.97,1385.67 1102.17,1385.94 1102.37,1385.72 1102.57,1385.88 1102.77,1386.02 1102.96,1385.83 1103.16,1385.79 1103.36,1385.9 1103.56,1385.93 1103.76,1385.99 1103.96,1385.97 1104.16,1386.02 1104.35,1385.63 1104.55,1386.02 1104.75,1386.06 1104.95,1385.69 1105.15,1385.83 1105.35,1385.88 1105.55,1385.5 1105.75,1385.87 1105.94,1385.94 1106.14,1385.23 1106.34,1385.47 1106.54,1385.82 1106.74,1385.3 1106.94,1385.63 1107.14,1385.99 1107.33,1385.72 1107.53,1385.73 1107.73,1385.91 1107.93,1385.46 1108.13,1385.91 1108.33,1386.07 1108.53,1385.56 1108.72,1385.98 1108.92,1385.23 1109.12,1385.19 1109.32,1385.8 1109.52,1385.82 1109.72,1385.52 1109.92,1386.03 1110.12,1385.49 1110.31,1385.85 1110.51,1385.25 1110.71,1385.84 1110.91,1385.86 1111.11,1386.05 1111.31,1386.15 1111.51,1385.94 1111.7,1385.72 1111.9,1385.96 1112.1,1386.01 1112.3,1385.96 1112.5,1385.96 1112.7,1385.69 1112.9,1386.08 1113.09,1386.07 1113.29,1385.77 1113.49,1385.99 1113.69,1385.64 1113.89,1385.92 1114.09,1386.07 1114.29,1385.81 1114.48,1385.96 1114.68,1385.7 1114.88,1385.91 1115.08,1386.04 1115.28,1386.03 1115.48,1385.88 1115.68,1385.76 1115.88,1385.51 1116.07,1386.04 1116.27,1385.73 1116.47,1386.02 1116.67,1385.13 1116.87,1384.89 1117.07,1385.26 1117.27,1384.52 1117.46,1384.42 1117.66,1384.22 1117.86,1384.56 1118.06,1385.19 1118.26,1384.64 1118.46,1385.09 1118.66,1385.59 1118.85,1386.15 1119.05,1385.75 1119.25,1385.74 1119.45,1385.88 1119.65,1385.92 1119.85,1386.01 1120.05,1385.77 1120.25,1386.15 1120.44,1386.13 1120.64,1385.94 1120.84,1385.9 1121.04,1386.06 1121.24,1386.16 1121.44,1385.97 1121.64,1385.89 1121.83,1386.06 1122.03,1386.13 1122.23,1386.02 1122.43,1385.89 1122.63,1386.02 1122.83,1386.13 1123.03,1386.04 1123.22,1385.92 1123.42,1385.99 1123.62,1386.09 1123.82,1386.09 1124.02,1385.93 1124.22,1385.96 1124.42,1386.06 1124.62,1386.07 1124.81,1386.01 1125.01,1385.93 1125.21,1385.98 1125.41,1386.09 1125.61,1385.97 1125.81,1385.9 1126.01,1385.97 1126.2,1385.45 1126.4,1386 1126.6,1385.13 1126.8,1385.24 1127,1384.84 1127.2,1384.17 1127.4,1385.46 1127.59,1383.77 1127.79,1385.12 1127.99,1384.54 1128.19,1385.3 1128.39,1385.76 1128.59,1386.14 1128.79,1385.96 1128.99,1385.37 1129.18,1386.03 1129.38,1386.27 1129.58,1385.92 1129.78,1385.54 1129.98,1386.02 1130.18,1386.26 1130.38,1385.94 1130.57,1385.7 1130.77,1386.02 1130.97,1386.22 1131.17,1385.97 1131.37,1385.76 1131.57,1386.03 1131.77,1386.18 1131.96,1385.99 1132.16,1385.83 1132.36,1386.01 1132.56,1386.13 1132.76,1386.03 1132.96,1385.86 1133.16,1386.01 1133.36,1386.07 1133.55,1386.07 1133.75,1385.88 1133.95,1386 1134.15,1385.96 1134.35,1386.04 1134.55,1385.87 1134.75,1385.82 1134.94,1385.93 1135.14,1385.63 1135.34,1385.99 1135.54,1385.62 1135.74,1385.52 1135.94,1385.6 1136.14,1385.68 1136.33,1385.42 1136.53,1385.68 1136.73,1385.85 1136.93,1385.69 1137.13,1386.01 1137.33,1386.01 1137.53,1385.73 1137.72,1385.95 1137.92,1385.98 1138.12,1385.75 1138.32,1386.12 1138.52,1385.77 1138.72,1385.69 1138.92,1386.01 1139.12,1385.69 1139.31,1386.05 1139.51,1385.81 1139.71,1385.63 1139.91,1386.04 1140.11,1385.73 1140.31,1386.07 1140.51,1385.04 1140.7,1385.64 1140.9,1385.22 1141.1,1385.51 1141.3,1386.03 1141.5,1385.33 1141.7,1385.77 1141.9,1385.63 1142.09,1385.77 1142.29,1386.14 1142.49,1386.09 1142.69,1385.4 1142.89,1385.67 1143.09,1385.83 1143.29,1386.04 1143.49,1386.11 1143.68,1385.7 1143.88,1385.94 1144.08,1386.07 1144.28,1385.97 1144.48,1386.11 1144.68,1385.6 1144.88,1385.98 1145.07,1385.9 1145.27,1385.81 1145.47,1385.93 1145.67,1385.58 1145.87,1385.99 1146.07,1385.78 1146.27,1386.09 1146.46,1385.78 1146.66,1385.87 1146.86,1385.9 1147.06,1386.05 1147.26,1385.95 1147.46,1386.02 1147.66,1385.55 1147.86,1385.69 1148.05,1386.01 1148.25,1385.76 1148.45,1386.07 1148.65,1385.55 1148.85,1385.57 1149.05,1385.46 1149.25,1385.86 1149.44,1385.37 1149.64,1385.28 1149.84,1385.43 1150.04,1385.76 1150.24,1385.77 1150.44,1386.07 1150.64,1386.05 1150.83,1386.04 1151.03,1385.45 1151.23,1385.78 1151.43,1385.92 1151.63,1386.17 1151.83,1385.86 1152.03,1385.58 1152.23,1385.97 1152.42,1386.23 1152.62,1386.08 1152.82,1385.64 1153.02,1385.74 1153.22,1386.08 1153.42,1386.26 1153.62,1385.71 1153.81,1385.69 1154.01,1385.9 1154.21,1385.87 1154.41,1386.15 1154.61,1385.8 1154.81,1385.84 1155.01,1385.94 1155.2,1385.81 1155.4,1385.96 1155.6,1385.86 1155.8,1385.54 1156,1385.82 1156.2,1385.48 1156.4,1385.87 1156.6,1385.48 1156.79,1385.7 1156.99,1385.68 1157.19,1385.79 1157.39,1385.9 1157.59,1386.17 1157.79,1385.86 1157.99,1385.81 1158.18,1385.81 1158.38,1386.09 1158.58,1386.19 1158.78,1385.91 1158.98,1385.66 1159.18,1385.84 1159.38,1386.03 1159.57,1386.15 1159.77,1385.94 1159.97,1385.43 1160.17,1386.01 1160.37,1385.85 1160.57,1385.98 1160.77,1385.57 1160.97,1386.02 1161.16,1384.8 1161.36,1385.36 1161.56,1385.82 1161.76,1385.42 1161.96,1385.66 1162.16,1385.52 1162.36,1385.71 1162.55,1385.76 1162.75,1386.17 1162.95,1385.8 1163.15,1385.69 1163.35,1386 1163.55,1385.73 1163.75,1385.97 1163.94,1385.64 1164.14,1385.66 1164.34,1386.17 1164.54,1385.94 1164.74,1385.74 1164.94,1385.59 1165.14,1385.62 1165.33,1386.04 1165.53,1386.01 1165.73,1386.01 1165.93,1385.87 1166.13,1385.92 1166.33,1385.95 1166.53,1386 1166.73,1385.79 1166.92,1385.76 1167.12,1385.65 1167.32,1385.95 1167.52,1385.8 1167.72,1385.62 1167.92,1385.48 1168.12,1385.83 1168.31,1386.03 1168.51,1386.16 1168.71,1385.6 1168.91,1385.75 1169.11,1385.98 1169.31,1385.86 1169.51,1386.14 1169.7,1385.7 1169.9,1385.92 1170.1,1385.93 1170.3,1385.89 1170.5,1385.92 1170.7,1386.06 1170.9,1385.74 1171.1,1386.05 1171.29,1385.79 1171.49,1385.8 1171.69,1386 1171.89,1385.81 1172.09,1385.99 1172.29,1385.97 1172.49,1385.84 1172.68,1385.87 1172.88,1386.04 1173.08,1385.85 1173.28,1385.84 1173.48,1385.61 1173.68,1385.72 1173.88,1385.67 1174.07,1385.73 1174.27,1386.11 1174.47,1385.8 1174.67,1385.2 1174.87,1385.79 1175.07,1385.57 1175.27,1385.98 1175.47,1385.92 1175.66,1385.72 1175.86,1385.61 1176.06,1385.98 1176.26,1386.05 1176.46,1385.95 1176.66,1385.96 1176.86,1385.47 1177.05,1385.97 1177.25,1386.1 1177.45,1385.44 1177.65,1385.95 1177.85,1385.77 1178.05,1385.9 1178.25,1385.87 1178.44,1385.72 1178.64,1386.02 1178.84,1385.98 1179.04,1385.87 1179.24,1385.39 1179.44,1385.94 1179.64,1385.96 1179.84,1385.54 1180.03,1386.03 1180.23,1385.57 1180.43,1385.97 1180.63,1385.89 1180.83,1385.9 1181.03,1386.04 1181.23,1385.98 1181.42,1385.85 1181.62,1386.01 1181.82,1385.88 1182.02,1385.87 1182.22,1386.19 1182.42,1385.69 1182.62,1385.48 1182.81,1385.83 1183.01,1385.49 1183.21,1386.03 1183.41,1386.02 1183.61,1385.86 1183.81,1385.5 1184.01,1386.06 1184.21,1385.87 1184.4,1385.64 1184.6,1385.86 1184.8,1385.94 1185,1385.84 1185.2,1386.2 1185.4,1385.7 1185.6,1385.94 1185.79,1385.91 1185.99,1385.81 1186.19,1386.03 1186.39,1385.92 1186.59,1385.85 1186.79,1385.84 1186.99,1385.72 1187.18,1385.81 1187.38,1386.12 1187.58,1385.75 1187.78,1385.72 1187.98,1385.37 1188.18,1385.59 1188.38,1386.02 1188.57,1385.96 1188.77,1385.81 1188.97,1385.4 1189.17,1385.54 1189.37,1385.93 1189.57,1386.01 1189.77,1385.82 1189.97,1385.33 1190.16,1385.84 1190.36,1385.93 1190.56,1385.83 1190.76,1385.94 1190.96,1385.59 1191.16,1386.12 1191.36,1386.07 1191.55,1385.93 1191.75,1385.87 1191.95,1386.06 1192.15,1386.14 1192.35,1385.99 1192.55,1385.69 1192.75,1385.93 1192.94,1386.05 1193.14,1386 1193.34,1385.92 1193.54,1385.7 1193.74,1385.96 1193.94,1386.01 1194.14,1385.73 1194.34,1385.96 1194.53,1385.73 1194.73,1385.69 1194.93,1386.05 1195.13,1385.8 1195.33,1385.85 1195.53,1385.8 1195.73,1385.36 1195.92,1385.74 1196.12,1385.76 1196.32,1385.96 1196.52,1385.44 1196.72,1385.46 1196.92,1385.87 1197.12,1385.66 1197.31,1386 1197.51,1386.02 1197.71,1386.04 1197.91,1385.95 1198.11,1386.04 1198.31,1385.98 1198.51,1385.89 1198.71,1385.87 1198.9,1386.04 1199.1,1385.77 1199.3,1386.1 1199.5,1385.78 1199.7,1386.1 1199.9,1385.94 1200.1,1385.87 1200.29,1385.85 1200.49,1385.92 1200.69,1386.14 1200.89,1385.93 1201.09,1385.77 1201.29,1385.53 1201.49,1385.95 1201.68,1386.2 1201.88,1385.68 1202.08,1385.87 1202.28,1385.13 1202.48,1385.22 1202.68,1385.57 1202.88,1385.82 1203.08,1385.93 1203.27,1385.44 1203.47,1386.08 1203.67,1385.94 1203.87,1384.86 1204.07,1385.67 1204.27,1385.9 1204.47,1385.74 1204.66,1385.84 1204.86,1385.89 1205.06,1386.2 1205.26,1386.03 1205.46,1385.26 1205.66,1385.74 1205.86,1385.35 1206.05,1385.84 1206.25,1385.93 1206.45,1385.73 1206.65,1386 1206.85,1385.93 1207.05,1386.07 1207.25,1386 1207.45,1385.32 1207.64,1385.78 1207.84,1386.08 1208.04,1386.02 1208.24,1385.71 1208.44,1385.48 1208.64,1386.03 1208.84,1386.13 1209.03,1385.9 1209.23,1385.78 1209.43,1385.76 1209.63,1386.25 1209.83,1385.75 1210.03,1385.72 1210.23,1385.62 1210.42,1385.96 1210.62,1386.12 1210.82,1385.75 1211.02,1385.84 1211.22,1385.75 1211.42,1385.92 1211.62,1385.96 1211.82,1385.83 1212.01,1385.93 1212.21,1385.87 1212.41,1386.13 1212.61,1386.04 1212.81,1385.86 1213.01,1385.77 1213.21,1385.7 1213.4,1386.11 1213.6,1386.01 1213.8,1385.56 1214,1385.88 1214.2,1385.67 1214.4,1386.03 1214.6,1385.73 1214.79,1385.61 1214.99,1386.03 1215.19,1385.8 1215.39,1385.93 1215.59,1385.71 1215.79,1385.72 1215.99,1385.9 1216.18,1386.08 1216.38,1386.07 1216.58,1385.86 1216.78,1385.62 1216.98,1386.03 1217.18,1385.99 1217.38,1386.08 1217.58,1385.55 1217.77,1385.91 1217.97,1386.02 1218.17,1385.85 1218.37,1385.86 1218.57,1385.9 1218.77,1385.85 1218.97,1386.08 1219.16,1386.12 1219.36,1385.46 1219.56,1385.91 1219.76,1385.94 1219.96,1385.94 1220.16,1386.05 1220.36,1385.53 1220.55,1385.51 1220.75,1385.73 1220.95,1385.92 1221.15,1385.83 1221.35,1386.09 1221.55,1386 1221.75,1385.69 1221.95,1385.52 1222.14,1385.94 1222.34,1386.23 1222.54,1385.17 1222.74,1385.86 1222.94,1385.68 1223.14,1385.49 1223.34,1385.88 1223.53,1386.05 1223.73,1385.38 1223.93,1385.69 1224.13,1385.56 1224.33,1385.72 1224.53,1386.11 1224.73,1385.61 1224.92,1385.32 1225.12,1385.3 1225.32,1385.64 1225.52,1385.94 1225.72,1385.91 1225.92,1385.82 1226.12,1386.09 1226.32,1386.02 1226.51,1385.82 1226.71,1385.86 1226.91,1385.74 1227.11,1386.14 1227.31,1386 1227.51,1385.89 1227.71,1385.94 1227.9,1386.1 1228.1,1385.94 1228.3,1385.92 1228.5,1385.78 1228.7,1386.15 1228.9,1385.94 1229.1,1385.94 1229.29,1385.76 1229.49,1386 1229.69,1385.97 1229.89,1385.94 1230.09,1385.87 1230.29,1385.64 1230.49,1385.72 1230.69,1385.46 1230.88,1385.85 1231.08,1385.38 1231.28,1385.87 1231.48,1385.84 1231.68,1385.45 1231.88,1386 1232.08,1385.85 1232.27,1385.79 1232.47,1385.63 1232.67,1385.68 1232.87,1386.02 1233.07,1386.13 1233.27,1385.8 1233.47,1385.75 1233.66,1385.85 1233.86,1385.88 1234.06,1386.07 1234.26,1385.76 1234.46,1385.84 1234.66,1385.73 1234.86,1385.99 1235.06,1386.12 1235.25,1386.01 1235.45,1386.04 1235.65,1385.86 1235.85,1386.1 1236.05,1386.2 1236.25,1385.86 1236.45,1386 1236.64,1385.84 1236.84,1385.89 1237.04,1385.95 1237.24,1385.28 1237.44,1385.98 1237.64,1385.07 1237.84,1385.8 1238.03,1385.65 1238.23,1385.74 1238.43,1385.14 1238.63,1385.13 1238.83,1385.98 1239.03,1385.37 1239.23,1385.82 1239.42,1385.89 1239.62,1385.7 1239.82,1386.01 1240.02,1385.75 1240.22,1385.82 1240.42,1385.86 1240.62,1385.67 1240.82,1385.94 1241.01,1385.85 1241.21,1386.11 1241.41,1386.07 1241.61,1385.87 1241.81,1386.14 1242.01,1386.04 1242.21,1386.1 1242.4,1385.99 1242.6,1385.92 1242.8,1386.15 1243,1386.1 1243.2,1385.95 1243.4,1386.03 1243.6,1385.9 1243.79,1386.14 1243.99,1386.01 1244.19,1385.92 1244.39,1385.92 1244.59,1385.86 1244.79,1385.97 1244.99,1385.9 1245.19,1385.76 1245.38,1385.65 1245.58,1385.86 1245.78,1385.67 1245.98,1385.9 1246.18,1385.72 1246.38,1385.51 1246.58,1385.61 1246.77,1385.66 1246.97,1385.8 1247.17,1386.09 1247.37,1385.86 1247.57,1386.09 1247.77,1385.76 1247.97,1386.2 1248.16,1385.72 1248.36,1386.02 1248.56,1385.56 1248.76,1386.05 1248.96,1385.96 1249.16,1385.98 1249.36,1385.78 1249.56,1385.96 1249.75,1385.95 1249.95,1386.18 1250.15,1385.92 1250.35,1385.68 1250.55,1386.04 1250.75,1385.97 1250.95,1385.89 1251.14,1385.86 1251.34,1386.01 1251.54,1385.31 1251.74,1385.96 1251.94,1385.91 1252.14,1385.57 1252.34,1385.7 1252.53,1386.11 1252.73,1385.58 1252.93,1385.32 1253.13,1385.96 1253.33,1385.82 1253.53,1385.4 1253.73,1386 1253.93,1385.34 1254.12,1385.22 1254.32,1385.92 1254.52,1385.82 1254.72,1385.71 1254.92,1385.84 1255.12,1385.96 1255.32,1386.2 1255.51,1385.81 1255.71,1385.92 1255.91,1385.93 1256.11,1386.16 1256.31,1386.13 1256.51,1385.7 1256.71,1386 1256.9,1385.98 1257.1,1386.12 1257.3,1385.85 1257.5,1385.83 1257.7,1386.18 1257.9,1385.88 1258.1,1386 1258.3,1385.55 1258.49,1385.72 1258.69,1385.86 1258.89,1385.5 1259.09,1386.08 1259.29,1385.72 1259.49,1385.97 1259.69,1385.63 1259.88,1386.06 1260.08,1386 1260.28,1385.5 1260.48,1385.99 1260.68,1385.93 1260.88,1385.67 1261.08,1386.04 1261.27,1385.77 1261.47,1386.01 1261.67,1385.82 1261.87,1386.02 1262.07,1385.97 1262.27,1385.99 1262.47,1386.02 1262.67,1385.77 1262.86,1386.03 1263.06,1386.06 1263.26,1386.05 1263.46,1386.14 1263.66,1385.7 1263.86,1385.89 1264.06,1385.94 1264.25,1386.14 1264.45,1385.76 1264.65,1385.78 1264.85,1384.44 1265.05,1385.04 1265.25,1385.26 1265.45,1385.07 1265.64,1385.16 1265.84,1384.26 1266.04,1385.73 1266.24,1385.79 1266.44,1385.94 1266.64,1386.14 1266.84,1385.78 1267.03,1385.97 1267.23,1386.18 1267.43,1386.18 1267.63,1385.91 1267.83,1385.94 1268.03,1386.18 1268.23,1386.19 1268.43,1385.92 1268.62,1385.93 1268.82,1386.13 1269.02,1386.19 1269.22,1386.01 1269.42,1385.9 1269.62,1386.11 1269.82,1386.19 1270.01,1385.97 1270.21,1385.96 1270.41,1386.03 1270.61,1386.05 1270.81,1386.18 1271.01,1385.88 1271.21,1385.82 1271.4,1386.08 1271.6,1385.75 1271.8,1386.12 1272,1385.79 1272.2,1385.69 1272.4,1385.59 1272.6,1385.47 1272.8,1385.39 1272.99,1384.96 1273.19,1385.72 1273.39,1384.67 1273.59,1385.55 1273.79,1385.65 1273.99,1385.66 1274.19,1386.12 1274.38,1385.9 1274.58,1386.17 1274.78,1385.66 1274.98,1385.93 1275.18,1386.06 1275.38,1386.19 1275.58,1386.13 1275.77,1385.78 1275.97,1385.93 1276.17,1386.12 1276.37,1386.24 1276.57,1385.98 1276.77,1385.78 1276.97,1385.95 1277.17,1386.22 1277.36,1386.18 1277.56,1385.87 1277.76,1385.76 1277.96,1386.02 1278.16,1386.22 1278.36,1386.02 1278.56,1385.75 1278.75,1385.62 1278.95,1386.14 1279.15,1385.73 1279.35,1386.07 1279.55,1385.02 1279.75,1385.2 1279.95,1385.64 1280.14,1385.26 1280.34,1385.34 1280.54,1385.32 1280.74,1385.66 1280.94,1385.31 1281.14,1385.15 1281.34,1385.86 1281.54,1385.98 1281.73,1385.99 1281.93,1385.61 1282.13,1385.77 1282.33,1385.97 1282.53,1386 1282.73,1386.14 1282.93,1385.92 1283.12,1386.04 1283.32,1386.15 1283.52,1386 1283.72,1386.07 1283.92,1386.03 1284.12,1386.13 1284.32,1386.06 1284.51,1386.04 1284.71,1386.09 1284.91,1386.08 1285.11,1386.09 1285.31,1386.04 1285.51,1386.05 1285.71,1386.1 1285.91,1386.04 1286.1,1386.06 1286.3,1386.04 1286.5,1385.99 1286.7,1386.04 1286.9,1385.82 1287.1,1385.86 1287.3,1385.84 1287.49,1385.74 1287.69,1385.45 1287.89,1385.63 1288.09,1385.59 1288.29,1384.63 1288.49,1385.16 1288.69,1384.73 1288.88,1385.58 1289.08,1385.63 1289.28,1385.75 1289.48,1386.08 1289.68,1386.15 1289.88,1386.07 1290.08,1386.01 1290.27,1386.02 1290.47,1386.14 1290.67,1386.11 1290.87,1386.01 1291.07,1386 1291.27,1386.11 1291.47,1386.15 1291.67,1386.02 1291.86,1386.01 1292.06,1386.02 1292.26,1386.19 1292.46,1386.05 1292.66,1386.04 1292.86,1385.92 1293.06,1386.11 1293.25,1386.1 1293.45,1386.01 1293.65,1386.04 1293.85,1385.63 1294.05,1386.18 1294.25,1385.69 1294.45,1385.94 1294.64,1385.52 1294.84,1385.81 1295.04,1385.56 1295.24,1385.36 1295.44,1386.07 1295.64,1385.34 1295.84,1385.57 1296.04,1385.9 1296.23,1385.94 1296.43,1385.92 1296.63,1386.2 1296.83,1386.05 1297.03,1385.74 1297.23,1386.04 1297.43,1385.91 1297.62,1386.12 1297.82,1385.89 1298.02,1385.86 1298.22,1386.14 1298.42,1386.04 1298.62,1385.99 1298.82,1385.79 1299.01,1385.73 1299.21,1386.01 1299.41,1386.01 1299.61,1385.96 1299.81,1385.58 1300.01,1385.65 1300.21,1385.12 1300.41,1385.7 1300.6,1385.16 1300.8,1385.25 1301,1385.86 1301.2,1385.2 1301.4,1385.93 1301.6,1386.02 1301.8,1386.09 1301.99,1385.79 1302.19,1385.87 1302.39,1386.21 1302.59,1386.26 1302.79,1385.84 1302.99,1385.72 1303.19,1386.07 1303.38,1386.25 1303.58,1386.07 1303.78,1385.75 1303.98,1385.98 1304.18,1386.23 1304.38,1386.06 1304.58,1385.97 1304.78,1385.81 1304.97,1386.08 1305.17,1386.11 1305.37,1385.75 1305.57,1385.86 1305.77,1385.71 1305.97,1386.04 1306.17,1385.55 1306.36,1385.78 1306.56,1385.52 1306.76,1385.8 1306.96,1385.8 1307.16,1385.83 1307.36,1385.73 1307.56,1385.82 1307.75,1386.1 1307.95,1385.95 1308.15,1385.84 1308.35,1385.76 1308.55,1385.72 1308.75,1386.18 1308.95,1386.12 1309.15,1385.7 1309.34,1385.79 1309.54,1385.99 1309.74,1386.2 1309.94,1386 1310.14,1385.67 1310.34,1385.89 1310.54,1386.12 1310.73,1386.12 1310.93,1385.88 1311.13,1385.9 1311.33,1385.79 1311.53,1386.09 1311.73,1385.77 1311.93,1385.96 1312.12,1385.89 1312.32,1385.69 1312.52,1385.75 1312.72,1385.84 1312.92,1385.84 1313.12,1385.98 1313.32,1385.85 1313.52,1385.86 1313.71,1385.95 1313.91,1386.14 1314.11,1385.93 1314.31,1386.01 1314.51,1385.89 1314.71,1386.01 1314.91,1386.19 1315.1,1386.08 1315.3,1385.91 1315.5,1385.84 1315.7,1385.97 1315.9,1386.13 1316.1,1386.26 1316.3,1385.47 1316.49,1385.91 1316.69,1385.63 1316.89,1385.77 1317.09,1386.01 1317.29,1385.65 1317.49,1385.78 1317.69,1385.85 1317.88,1385.23 1318.08,1385.42 1318.28,1385.83 1318.48,1385.8 1318.68,1384.89 1318.88,1385.89 1319.08,1385.71 1319.28,1385.63 1319.47,1386.09 1319.67,1385.82 1319.87,1386.06 1320.07,1386.07 1320.27,1385.82 1320.47,1386.2 1320.67,1385.95 1320.86,1385.98 1321.06,1385.98 1321.26,1385.86 1321.46,1386.14 1321.66,1386.05 1321.86,1386.08 1322.06,1386.01 1322.25,1385.98 1322.45,1386.17 1322.65,1386.16 1322.85,1385.97 1323.05,1385.93 1323.25,1385.86 1323.45,1386.17 1323.65,1386.07 1323.84,1385.81 1324.04,1385.61 1324.24,1385.63 1324.44,1385.89 1324.64,1385.76 1324.84,1384.91 1325.04,1385.48 1325.23,1385.32 1325.43,1385.57 1325.63,1385.58 1325.83,1385.87 1326.03,1386.09 1326.23,1386.01 1326.43,1385.82 1326.62,1385.88 1326.82,1386.17 1327.02,1386.27 1327.22,1385.83 1327.42,1385.7 1327.62,1386.02 1327.82,1386.19 1328.02,1386.14 1328.21,1385.79 1328.41,1386.04 1328.61,1386.16 1328.81,1386.15 1329.01,1385.83 1329.21,1386.06 1329.41,1386.02 1329.6,1386.17 1329.8,1386.03 1330,1385.82 1330.2,1386.03 1330.4,1385.98 1330.6,1385.87 1330.8,1385.73 1330.99,1386.05 1331.19,1385.31 1331.39,1385.93 1331.59,1385.79 1331.79,1385.53 1331.99,1385.48 1332.19,1385.9 1332.39,1385.48 1332.58,1385.67 1332.78,1386 1332.98,1385.68 1333.18,1385.85 1333.38,1386.13 1333.58,1385.92 1333.78,1385.96 1333.97,1385.65 1334.17,1385.91 1334.37,1386.21 1334.57,1386.12 1334.77,1385.5 1334.97,1385.63 1335.17,1385.77 1335.36,1385.82 1335.56,1386.05 1335.76,1385.86 1335.96,1386.1 1336.16,1385.46 1336.36,1385.89 1336.56,1385.92 1336.76,1386.05 1336.95,1385.97 1337.15,1385.98 1337.35,1386.09 1337.55,1386.13 1337.75,1385.98 1337.95,1385.91 1338.15,1386.1 1338.34,1386.1 1338.54,1386.09 1338.74,1385.8 1338.94,1386.01 1339.14,1386.08 1339.34,1386 1339.54,1385.92 1339.73,1385.8 1339.93,1386.05 1340.13,1385.89 1340.33,1386.02 1340.53,1385.56 1340.73,1385.94 1340.93,1385.5 1341.12,1385.68 1341.32,1385.91 1341.52,1385.41 1341.72,1385.72 1341.92,1385.93 1342.12,1385.7 1342.32,1385.87 1342.52,1386.15 1342.71,1385.69 1342.91,1385.95 1343.11,1386.03 1343.31,1385.82 1343.51,1386.15 1343.71,1385.97 1343.91,1385.8 1344.1,1386.05 1344.3,1385.95 1344.5,1386.13 1344.7,1385.94 1344.9,1385.78 1345.1,1385.9 1345.3,1385.95 1345.49,1386.03 1345.69,1386.09 1345.89,1386.1 1346.09,1385.64 1346.29,1386.03 1346.49,1385.55 1346.69,1386.02 1346.89,1385.9 1347.08,1385.29 1347.28,1386.04 1347.48,1385.62 1347.68,1385.6 1347.88,1386.16 1348.08,1385.87 1348.28,1385.62 1348.47,1385.98 1348.67,1386.04 1348.87,1385.74 1349.07,1386.21 1349.27,1385.22 1349.47,1385.9 1349.67,1385.9 1349.86,1386.03 1350.06,1386.05 1350.26,1386 1350.46,1385.92 1350.66,1386.1 1350.86,1386.19 1351.06,1385.98 1351.26,1386.07 1351.45,1385.83 1351.65,1386.04 1351.85,1386.18 1352.05,1385.96 1352.25,1386.06 1352.45,1385.85 1352.65,1385.96 1352.84,1386.1 1353.04,1386.02 1353.24,1385.87 1353.44,1385.94 1353.64,1385.67 1353.84,1385.78 1354.04,1385.93 1354.23,1385.44 1354.43,1385.9 1354.63,1385.58 1354.83,1385.72 1355.03,1385.91 1355.23,1385.97 1355.43,1385.93 1355.63,1385.82 1355.82,1385.69 1356.02,1385.95 1356.22,1386.11 1356.42,1386.24 1356.62,1385.97 1356.82,1385.64 1357.02,1385.85 1357.21,1386.16 1357.41,1386.18 1357.61,1385.59 1357.81,1385.9 1358.01,1385.71 1358.21,1386.14 1358.41,1386.17 1358.6,1385.34 1358.8,1385.8 1359,1385.83 1359.2,1385.84 1359.4,1385.73 1359.6,1385.9 1359.8,1385.68 1360,1385.9 1360.19,1385.99 1360.39,1385.97 1360.59,1386.01 1360.79,1385.96 1360.99,1386.01 1361.19,1386.16 1361.39,1386.14 1361.58,1385.96 1361.78,1385.97 1361.98,1385.96 1362.18,1386.12 1362.38,1386.12 1362.58,1385.84 1362.78,1385.86 1362.97,1386.01 1363.17,1386.03 1363.37,1385.92 1363.57,1385.61 1363.77,1385.63 1363.97,1386 1364.17,1385.93 1364.37,1386.04 1364.56,1385.4 1364.76,1385.63 1364.96,1385.55 1365.16,1385.84 1365.36,1385.85 1365.56,1385.65 1365.76,1385.95 1365.95,1385.63 1366.15,1385.97 1366.35,1386.17 1366.55,1385.94 1366.75,1385.91 1366.95,1385.81 1367.15,1386.1 1367.34,1386.18 1367.54,1385.93 1367.74,1385.91 1367.94,1385.97 1368.14,1386.21 1368.34,1386 1368.54,1385.94 1368.73,1385.83 1368.93,1386.03 1369.13,1386.16 1369.33,1385.84 1369.53,1385.83 1369.73,1385.85 1369.93,1385.82 1370.13,1386.11 1370.32,1386.02 1370.52,1385.69 1370.72,1385.66 1370.92,1385.87 1371.12,1385.9 1371.32,1385.93 1371.52,1386.01 1371.71,1385.87 1371.91,1385.85 1372.11,1386.08 1372.31,1386.17 1372.51,1385.89 1372.71,1385.99 1372.91,1386.01 1373.1,1385.91 1373.3,1386.19 1373.5,1385.94 1373.7,1385.88 1373.9,1386.07 1374.1,1385.85 1374.3,1386.07 1374.5,1386.17 1374.69,1385.69 1374.89,1385.9 1375.09,1385.89 1375.29,1385.58 1375.49,1385.91 1375.69,1385.88 1375.89,1385.91 1376.08,1385.48 1376.28,1386.06 1376.48,1385.7 1376.68,1385.62 1376.88,1385.91 1377.08,1386.09 1377.28,1385.44 1377.47,1385.71 1377.67,1385.76 1377.87,1385.69 1378.07,1386.16 1378.27,1385.89 1378.47,1385.64 1378.67,1385.45 1378.87,1385.29 1379.06,1385.85 1379.26,1386.13 1379.46,1385.96 1379.66,1385.5 1379.86,1385.64 1380.06,1385.82 1380.26,1386.19 1380.45,1386 1380.65,1385.72 1380.85,1385.86 1381.05,1386.22 1381.25,1386.03 1381.45,1385.86 1381.65,1385.77 1381.84,1386.21 1382.04,1386.08 1382.24,1385.86 1382.44,1385.98 1382.64,1386.23 1382.84,1386.1 1383.04,1385.77 1383.24,1386.07 1383.43,1386.09 1383.63,1386.17 1383.83,1385.76 1384.03,1385.86 1384.23,1386.09 1384.43,1385.86 1384.63,1385.66 1384.82,1385.83 1385.02,1385.59 1385.22,1385.68 1385.42,1385.73 1385.62,1385.56 1385.82,1385.97 1386.02,1385.63 1386.21,1385.44 1386.41,1385.97 1386.61,1385.92 1386.81,1385.5 1387.01,1385.81 1387.21,1386.05 1387.41,1385.94 1387.61,1386.02 1387.8,1385.59 1388,1386.12 1388.2,1386.02 1388.4,1386.03 1388.6,1386.03 1388.8,1385.9 1389,1386.14 1389.19,1386.12 1389.39,1385.94 1389.59,1385.98 1389.79,1386.04 1389.99,1386.14 1390.19,1386 1390.39,1385.99 1390.58,1386.07 1390.78,1386.13 1390.98,1386.03 1391.18,1386.01 1391.38,1385.94 1391.58,1386.14 1391.78,1385.96 1391.97,1386.06 1392.17,1385.74 1392.37,1385.94 1392.57,1385.69 1392.77,1385.51 1392.97,1385.58 1393.17,1385.37 1393.37,1385.65 1393.56,1385.69 1393.76,1385.69 1393.96,1385.95 1394.16,1385.98 1394.36,1385.97 1394.56,1385.91 1394.76,1386.14 1394.95,1385.98 1395.15,1385.93 1395.35,1386.19 1395.55,1385.97 1395.75,1385.89 1395.95,1386.07 1396.15,1385.91 1396.34,1386.03 1396.54,1386.02 1396.74,1386 1396.94,1386 1397.14,1386.03 1397.34,1385.9 1397.54,1386.02 1397.74,1386.06 1397.93,1386.03 1398.13,1386.1 1398.33,1385.98 1398.53,1385.92 1398.73,1386.12 1398.93,1385.96 1399.13,1385.99 1399.32,1385.93 1399.52,1385.77 1399.72,1385.99 1399.92,1385.97 1400.12,1386.08 1400.32,1385.6 1400.52,1385.49 1400.71,1385.39 1400.91,1385.75 1401.11,1385.5 1401.31,1385.9 1401.51,1385.34 1401.71,1385.74 1401.91,1386.07 1402.11,1385.95 1402.3,1385.13 1402.5,1386.06 1402.7,1385.74 1402.9,1385.8 1403.1,1386.12 1403.3,1385.72 1403.5,1386.01 1403.69,1386.14 1403.89,1385.92 1404.09,1385.99 1404.29,1386.02 1404.49,1386.23 1404.69,1386.01 1404.89,1386.01 1405.08,1386.05 1405.28,1386.18 1405.48,1386.12 1405.68,1385.92 1405.88,1386.03 1406.08,1386.14 1406.28,1386.2 1406.48,1385.88 1406.67,1385.9 1406.87,1386.05 1407.07,1386.12 1407.27,1386.06 1407.47,1385.65 1407.67,1385.81 1407.87,1385.64 1408.06,1385.4 1408.26,1385.74 1408.46,1384.89 1408.66,1385.27 1408.86,1384.87 1409.06,1385.41 1409.26,1385.58 1409.45,1386.03 1409.65,1386.12 1409.85,1386.19 1410.05,1385.68 1410.25,1385.91 1410.45,1386.06 1410.65,1386.25 1410.85,1385.93 1411.04,1385.76 1411.24,1386.1 1411.44,1386.26 1411.64,1386.03 1411.84,1385.76 1412.04,1386.1 1412.24,1386.23 1412.43,1386.1 1412.63,1385.88 1412.83,1386.12 1413.03,1386.21 1413.23,1386.06 1413.43,1385.95 1413.63,1386.08 1413.82,1386.18 1414.02,1386.07 1414.22,1386.06 1414.42,1385.93 1414.62,1386.2 1414.82,1385.98 1415.02,1385.96 1415.22,1385.89 1415.41,1385.83 1415.61,1385.88 1415.81,1385.39 1416.01,1385.93 1416.21,1385.43 1416.41,1384.94 1416.61,1385.55 1416.8,1385.67 1417,1385.58 1417.2,1385.87 1417.4,1385.68 1417.6,1386 1417.8,1385.7 1418,1386.15 1418.19,1386.29 1418.39,1385.54 1418.59,1385.56 1418.79,1385.89 1418.99,1386.21 1419.19,1386.11 1419.39,1385.79 1419.58,1386.01 1419.78,1386.23 1419.98,1386 1420.18,1385.47 1420.38,1386.11 1420.58,1386.29 1420.78,1385.73 1420.98,1385.47 1421.17,1386.11 1421.37,1386.14 1421.57,1385.78 1421.77,1385.72 1421.97,1386.12 1422.17,1386.21 1422.37,1385.64 1422.56,1385.87 1422.76,1386.08 1422.96,1386.01 1423.16,1385.61 1423.36,1385.72 1423.56,1385.96 1423.76,1385.97 1423.95,1385.56 1424.15,1385.45 1424.35,1385.81 1424.55,1386.19 1424.75,1386.01 1424.95,1385.46 1425.15,1386.02 1425.35,1386.07 1425.54,1385.75 1425.74,1385.66 1425.94,1386.18 1426.14,1386.08 1426.34,1385.66 1426.54,1386.02 1426.74,1386.23 1426.93,1385.79 1427.13,1385.79 1427.33,1386.07 1427.53,1386.01 1427.73,1386.03 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1503.21,1385.91 1503.41,1386.06 1503.61,1386.12 1503.81,1386.09 1504,1385.96 1504.2,1385.91 1504.4,1386.13 1504.6,1386.15 1504.8,1385.81 1505,1385.93 1505.2,1385.49 1505.39,1386.05 1505.59,1385.9 1505.79,1385.92 1505.99,1385.48 1506.19,1385.32 1506.39,1385.76 1506.59,1385.77 1506.78,1385.67 1506.98,1385.68 1507.18,1385.5 1507.38,1385.76 1507.58,1386.11 1507.78,1386.19 1507.98,1385.89 1508.18,1385.29 1508.37,1386.11 1508.57,1386.17 1508.77,1386.15 1508.97,1385.74 1509.17,1386.01 1509.37,1386.3 1509.57,1386.14 1509.76,1385.8 1509.96,1385.92 1510.16,1386.28 1510.36,1386.09 1510.56,1385.82 1510.76,1385.94 1510.96,1386.19 1511.15,1386.12 1511.35,1385.85 1511.55,1385.9 1511.75,1385.96 1511.95,1386.15 1512.15,1385.9 1512.35,1385.78 1512.55,1385.91 1512.74,1385.79 1512.94,1386.1 1513.14,1385.84 1513.34,1385.99 1513.54,1385.8 1513.74,1385.84 1513.94,1386.17 1514.13,1386.05 1514.33,1385.97 1514.53,1385.89 1514.73,1385.98 1514.93,1386.29 1515.13,1385.86 1515.33,1385.78 1515.52,1385.88 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1879.02,1386.09 1879.22,1385.99 1879.42,1386.04 1879.62,1386.09 1879.82,1386.24 1880.02,1386.22 1880.21,1385.74 1880.41,1386.12 1880.61,1386.15 1880.81,1386.19 1881.01,1385.97 1881.21,1385.99 1881.41,1386.21 1881.6,1386.13 1881.8,1386.06 1882,1386.06 1882.2,1386.23 1882.4,1386.08 1882.6,1386.08 1882.8,1386 1883,1386.07 1883.19,1386.26 1883.39,1386.14 1883.59,1385.96 1883.79,1386.04 1883.99,1386.22 1884.19,1386.03 1884.39,1386.11 1884.58,1385.86 1884.78,1385.85 1884.98,1386.15 1885.18,1386.14 1885.38,1385.67 1885.58,1385.93 1885.78,1385.91 1885.97,1385.94 1886.17,1385.84 1886.37,1385.66 1886.57,1385.99 1886.77,1386.09 1886.97,1386.14 1887.17,1386.06 1887.37,1385.91 1887.56,1386.12 1887.76,1386.34 1887.96,1385.94 1888.16,1385.92 1888.36,1386.17 1888.56,1386.29 1888.76,1385.79 1888.95,1385.69 1889.15,1386.21 1889.35,1386.3 1889.55,1385.82 1889.75,1385.91 1889.95,1386.18 1890.15,1386.18 1890.34,1386.01 1890.54,1386.01 1890.74,1386.09 1890.94,1386.13 1891.14,1386.07 1891.34,1386.08 1891.54,1386.16 1891.74,1386.11 1891.93,1385.99 1892.13,1386.05 1892.33,1386.06 1892.53,1386.28 1892.73,1386.05 1892.93,1386.06 1893.13,1386.11 1893.32,1386.21 1893.52,1386.16 1893.72,1386 1893.92,1386.01 1894.12,1386.2 1894.32,1386.16 1894.52,1385.98 1894.71,1386.11 1894.91,1385.95 1895.11,1386.1 1895.31,1386.06 1895.51,1385.97 1895.71,1386.1 1895.91,1386.15 1896.11,1386.08 1896.3,1385.91 1896.5,1386.12 1896.7,1386.08 1896.9,1386.14 1897.1,1386.08 1897.3,1386.1 1897.5,1386.14 1897.69,1386.3 1897.89,1386.13 1898.09,1385.95 1898.29,1386.18 1898.49,1386.08 1898.69,1386.18 1898.89,1385.94 1899.08,1385.83 1899.28,1386.19 1899.48,1385.88 1899.68,1385.98 1899.88,1385.75 1900.08,1385.9 1900.28,1385.99 1900.47,1385.91 1900.67,1386.17 1900.87,1386.11 1901.07,1386.03 1901.27,1386.09 1901.47,1386.26 1901.67,1386.14 1901.87,1386.1 1902.06,1386.15 1902.26,1386.11 1902.46,1386.29 1902.66,1386.08 1902.86,1385.98 1903.06,1386.1 1903.26,1386.26 1903.45,1385.93 1903.65,1386.04 1903.85,1386.04 1904.05,1386.22 1904.25,1386.24 1904.45,1385.81 1904.65,1385.81 1904.84,1385.99 1905.04,1386.22 1905.24,1386.15 1905.44,1385.73 1905.64,1385.94 1905.84,1386.21 1906.04,1386.1 1906.24,1385.96 1906.43,1386.23 1906.63,1385.85 1906.83,1385.99 1907.03,1386.05 1907.23,1385.98 1907.43,1386.22 1907.63,1386.19 1907.82,1385.81 1908.02,1386.03 1908.22,1386.1 1908.42,1386.11 1908.62,1386.11 1908.82,1385.35 1909.02,1385.84 1909.21,1386.16 1909.41,1386.13 1909.61,1385.93 1909.81,1385.91 1910.01,1386.27 1910.21,1386.18 1910.41,1386.01 1910.61,1386.15 1910.8,1386.31 1911,1386.18 1911.2,1385.91 1911.4,1386.28 1911.6,1386.16 1911.8,1385.96 1912,1386.07 1912.19,1386.14 1912.39,1385.77 1912.59,1386.01 1912.79,1386.14 1912.99,1386.08 1913.19,1386.18 1913.39,1385.81 1913.58,1386.24 1913.78,1386.16 1913.98,1386.03 1914.18,1386.14 1914.38,1385.97 1914.58,1386.12 1914.78,1386.21 1914.98,1386.16 1915.17,1386 1915.37,1386.17 1915.57,1386.15 1915.77,1386.1 1915.97,1386.11 1916.17,1385.89 1916.37,1386 1916.56,1386.12 1916.76,1386.09 1916.96,1385.93 1917.16,1385.83 1917.36,1385.93 1917.56,1386.25 1917.76,1386.08 1917.95,1385.85 1918.15,1386.12 1918.35,1386.02 1918.55,1385.99 1918.75,1386.09 1918.95,1385.85 1919.15,1386.02 1919.35,1386.16 1919.54,1386.12 1919.74,1386.19 1919.94,1385.79 1920.14,1386.26 1920.34,1386.05 1920.54,1386.23 1920.74,1386 1920.93,1386.03 1921.13,1386.03 1921.33,1386.02 1921.53,1385.92 1921.73,1385.99 1921.93,1386.32 1922.13,1385.7 1922.32,1386.04 1922.52,1385.89 1922.72,1386.22 1922.92,1385.98 1923.12,1386.19 1923.32,1386.16 1923.52,1386.25 1923.72,1386.16 1923.91,1386.07 1924.11,1386.27 1924.31,1386.18 1924.51,1386.02 1924.71,1386.09 1924.91,1386.21 1925.11,1386.15 1925.3,1386.09 1925.5,1385.99 1925.7,1386.22 1925.9,1386.23 1926.1,1385.76 1926.3,1386.01 1926.5,1386.11 1926.69,1386.01 1926.89,1385.91 1927.09,1386.08 1927.29,1385.81 1927.49,1385.99 1927.69,1386.15 1927.89,1385.96 1928.08,1386.16 1928.28,1386.1 1928.48,1386.08 1928.68,1386.25 1928.88,1386.08 1929.08,1386.1 1929.28,1386.06 1929.48,1386.2 1929.67,1386.26 1929.87,1385.94 1930.07,1386.06 1930.27,1386.06 1930.47,1386.11 1930.67,1386.28 1930.87,1386.07 1931.06,1385.87 1931.26,1386.12 1931.46,1386.2 1931.66,1386.2 1931.86,1385.92 1932.06,1385.98 1932.26,1386.08 1932.45,1386.19 1932.65,1386.27 1932.85,1385.88 1933.05,1386.13 1933.25,1386.28 1933.45,1386.17 1933.65,1386.06 1933.85,1386.12 1934.04,1386.2 1934.24,1386.22 1934.44,1386.11 1934.64,1385.92 1934.84,1386.28 1935.04,1386.1 1935.24,1385.98 1935.43,1386.1 1935.63,1386 1935.83,1385.97 1936.03,1386.11 1936.23,1386.03 1936.43,1385.71 1936.63,1386.11 1936.82,1386.05 1937.02,1385.89 1937.22,1386.12 1937.42,1386.16 1937.62,1386.09 1937.82,1386.19 1938.02,1386.14 1938.22,1386.11 1938.41,1386.26 1938.61,1386.13 1938.81,1386.02 1939.01,1386.21 1939.21,1386.09 1939.41,1386.22 1939.61,1386.17 1939.8,1385.93 1940,1386.22 1940.2,1386.16 1940.4,1386.12 1940.6,1386.08 1940.8,1386.01 1941,1386.18 1941.19,1386.02 1941.39,1386.05 1941.59,1386.04 1941.79,1385.98 1941.99,1385.98 1942.19,1385.77 1942.39,1386.01 1942.59,1385.87 1942.78,1386.18 1942.98,1385.99 1943.18,1385.94 1943.38,1386.2 1943.58,1386.14 1943.78,1386.25 1943.98,1386.16 1944.17,1385.93 1944.37,1386.12 1944.57,1386.3 1944.77,1386.09 1944.97,1385.66 1945.17,1386.07 1945.37,1386.06 1945.56,1386.28 1945.76,1386.21 1945.96,1385.91 1946.16,1386.07 1946.36,1386.3 1946.56,1386 1946.76,1385.99 1946.96,1386.08 1947.15,1386.17 1947.35,1386.18 1947.55,1385.97 1947.75,1386.09 1947.95,1386.18 1948.15,1386.09 1948.35,1385.96 1948.54,1386.07 1948.74,1386.03 1948.94,1386.23 1949.14,1386.21 1949.34,1386.07 1949.54,1386.09 1949.74,1386.21 1949.93,1386.16 1950.13,1386.03 1950.33,1385.93 1950.53,1386.03 1950.73,1386.19 1950.93,1386.18 1951.13,1386.09 1951.32,1385.88 1951.52,1386.25 1951.72,1386.21 1951.92,1385.95 1952.12,1386.12 1952.32,1386.17 1952.52,1386.15 1952.72,1386.12 1952.91,1386 1953.11,1385.74 1953.31,1386.21 1953.51,1386.2 1953.71,1385.65 1953.91,1386.02 1954.11,1385.79 1954.3,1386.04 1954.5,1386.28 1954.7,1386.14 1954.9,1385.88 1955.1,1385.88 1955.3,1385.86 1955.5,1386.2 1955.69,1386.18 1955.89,1385.76 1956.09,1386.15 1956.29,1386.02 1956.49,1386.07 1956.69,1385.96 1956.89,1386.16 1957.09,1386.33 1957.28,1386.03 1957.48,1385.7 1957.68,1385.79 1957.88,1385.9 1958.08,1386.08 1958.28,1386.17 1958.48,1385.95 1958.67,1385.74 1958.87,1385.87 1959.07,1385.99 1959.27,1386.24 1959.47,1386.16 1959.67,1386.1 1959.87,1385.88 1960.06,1386.16 1960.26,1386.25 1960.46,1386.21 1960.66,1386.05 1960.86,1386.13 1961.06,1386.3 1961.26,1386.11 1961.46,1386.04 1961.65,1386.27 1961.85,1386.3 1962.05,1386.02 1962.25,1386.05 1962.45,1386.33 1962.65,1386.12 1962.85,1386.05 1963.04,1386.15 1963.24,1386.21 1963.44,1386.09 1963.64,1385.86 1963.84,1386.01 1964.04,1385.94 1964.24,1386.16 1964.43,1385.83 1964.63,1385.89 1964.83,1386.09 1965.03,1386.07 1965.23,1386.15 1965.43,1386.04 1965.63,1385.99 1965.83,1386.2 1966.02,1386.29 1966.22,1386.09 1966.42,1385.87 1966.62,1386.11 1966.82,1386.17 1967.02,1385.98 1967.22,1385.83 1967.41,1386.12 1967.61,1386.32 1967.81,1386.05 1968.01,1386.01 1968.21,1385.88 1968.41,1386.22 1968.61,1386.19 1968.8,1385.98 1969,1385.93 1969.2,1386.27 1969.4,1386.15 1969.6,1385.98 1969.8,1386.08 1970,1386.17 1970.2,1386.28 1970.39,1385.86 1970.59,1386.16 1970.79,1386.14 1970.99,1386.23 1971.19,1386.06 1971.39,1385.99 1971.59,1386.18 1971.78,1386.12 1971.98,1386.07 1972.18,1386.13 1972.38,1386.22 1972.58,1386.16 1972.78,1386.14 1972.98,1386.13 1973.17,1386.27 1973.37,1386.21 1973.57,1386.02 1973.77,1386.18 1973.97,1386.23 1974.17,1386.18 1974.37,1386.11 1974.57,1386.12 1974.76,1386.23 1974.96,1386.19 1975.16,1386.03 1975.36,1385.78 1975.56,1386.07 1975.76,1385.98 1975.96,1385.7 1976.15,1385.9 1976.35,1385.64 1976.55,1386.04 1976.75,1385.94 1976.95,1385.85 1977.15,1386.21 1977.35,1386.14 1977.54,1385.72 1977.74,1386.06 1977.94,1386.19 1978.14,1386.15 1978.34,1385.89 1978.54,1385.87 1978.74,1386.15 1978.93,1386.03 1979.13,1386.23 1979.33,1386.2 1979.53,1385.72 1979.73,1386.26 1979.93,1386.13 1980.13,1385.86 1980.33,1385.95 1980.52,1386.11 1980.72,1386.28 1980.92,1386.07 1981.12,1386.11 1981.32,1386.25 1981.52,1386.29 1981.72,1385.96 1981.91,1386.05 1982.11,1386.28 1982.31,1386.07 1982.51,1386.05 1982.71,1386.24 1982.91,1386.19 1983.11,1386.13 1983.3,1385.96 1983.5,1386.15 1983.7,1386.1 1983.9,1386.15 1984.1,1386.13 1984.3,1386.16 1984.5,1386.16 1984.7,1386.13 1984.89,1386.13 1985.09,1386.21 1985.29,1386.16 1985.49,1386.13 1985.69,1386.12 1985.89,1385.86 1986.09,1386.2 1986.28,1385.9 1986.48,1386.13 1986.68,1386.08 1986.88,1386.18 1987.08,1385.93 1987.28,1386.21 1987.48,1386.03 1987.67,1386.19 1987.87,1386.13 1988.07,1386.11 1988.27,1386.18 1988.47,1386.3 1988.67,1385.83 1988.87,1386.08 1989.07,1386.14 1989.26,1385.97 1989.46,1386.13 1989.66,1386.23 1989.86,1385.99 1990.06,1386.01 1990.26,1386.25 1990.46,1385.81 1990.65,1386.21 1990.85,1386.03 1991.05,1386.02 1991.25,1386.22 1991.45,1386.03 1991.65,1385.98 1991.85,1386.14 1992.04,1386.12 1992.24,1386.06 1992.44,1386.07 1992.64,1385.96 1992.84,1386.1 1993.04,1386.19 1993.24,1386.21 1993.44,1385.78 1993.63,1386.19 1993.83,1386.01 1994.03,1386.03 1994.23,1386.26 1994.43,1386.13 1994.63,1386.08 1994.83,1386.27 1995.02,1386.1 1995.22,1386.14 1995.42,1386.14 1995.62,1386.18 1995.82,1386.29 1996.02,1386.06 1996.22,1386.18 1996.41,1386.12 1996.61,1386.25 1996.81,1386.16 1997.01,1386.15 1997.21,1386.08 1997.41,1386.18 1997.61,1386.2 1997.81,1386.12 1998,1386.19 1998.2,1385.98 1998.4,1386.13 1998.6,1386.02 1998.8,1386.12 1999,1385.94 1999.2,1385.99 1999.39,1386.08 1999.59,1386.02 1999.79,1386.05 1999.99,1386.14 2000.19,1386.19 2000.39,1385.98 2000.59,1386.22 2000.78,1386.25 2000.98,1386.15 2001.18,1385.98 2001.38,1386.18 2001.58,1386.08 2001.78,1386.11 2001.98,1386.33 2002.17,1386.02 2002.37,1385.75 2002.57,1386.15 2002.77,1386.07 2002.97,1386.14 2003.17,1386.16 2003.37,1386.12 2003.57,1386 2003.76,1386.09 2003.96,1386.15 2004.16,1386.05 2004.36,1386.03 2004.56,1386.21 2004.76,1386.08 2004.96,1386.16 2005.15,1386.03 2005.35,1386.1 2005.55,1385.87 2005.75,1386.24 2005.95,1386.3 2006.15,1385.89 2006.35,1385.84 2006.54,1385.93 2006.74,1386.21 2006.94,1386.05 2007.14,1385.88 2007.34,1386.12 2007.54,1386.19 2007.74,1386.23 2007.94,1385.77 2008.13,1385.86 2008.33,1386.15 2008.53,1386.34 2008.73,1385.94 2008.93,1385.71 2009.13,1386.17 2009.33,1386.34 2009.52,1385.79 2009.72,1385.95 2009.92,1386.16 2010.12,1386.34 2010.32,1386.09 2010.52,1385.97 2010.72,1386.28 2010.91,1386.29 2011.11,1385.69 2011.31,1386.15 2011.51,1385.99 2011.71,1386.04 2011.91,1386.09 2012.11,1386.01 2012.31,1386.24 2012.5,1386.06 2012.7,1386.09 2012.9,1386.13 2013.1,1386.17 2013.3,1386.07 2013.5,1386.12 2013.7,1386.14 2013.89,1386.19 2014.09,1386.17 2014.29,1385.93 2014.49,1386.07 2014.69,1386.22 2014.89,1386.25 2015.09,1385.94 2015.28,1386.08 2015.48,1386.07 2015.68,1386.24 2015.88,1386.18 2016.08,1386.01 2016.28,1386.16 2016.48,1386.2 2016.68,1386.07 2016.87,1386.03 2017.07,1386.18 2017.27,1386.25 2017.47,1386.12 2017.67,1386.02 2017.87,1386.1 2018.07,1386.18 2018.26,1386.12 2018.46,1386.03 2018.66,1386.05 2018.86,1386.15 2019.06,1386.24 2019.26,1386.14 2019.46,1386.12 2019.65,1386.11 2019.85,1386.27 2020.05,1386.21 2020.25,1386.11 2020.45,1386.1 2020.65,1386.08 2020.85,1386.25 2021.05,1386.18 2021.24,1385.98 2021.44,1386.03 2021.64,1386.1 2021.84,1386.11 2022.04,1386.15 2022.24,1386.14 2022.44,1385.86 2022.63,1386.07 2022.83,1386.18 2023.03,1386.03 2023.23,1386.18 2023.43,1386.2 2023.63,1385.91 2023.83,1386.17 2024.02,1386.25 2024.22,1386.03 2024.42,1386.06 2024.62,1386.22 2024.82,1386.01 2025.02,1386.31 2025.22,1386.16 2025.41,1385.91 2025.61,1386.27 2025.81,1386.08 2026.01,1386.18 2026.21,1386.04 2026.41,1386.11 2026.61,1386.16 2026.81,1386.23 2027,1386.04 2027.2,1386.05 2027.4,1386.14 2027.6,1385.93 2027.8,1386.27 2028,1386.18 2028.2,1385.86 2028.39,1385.78 2028.59,1385.98 2028.79,1386.15 2028.99,1386 2029.19,1386.08 2029.39,1385.79 2029.59,1386.16 2029.78,1386.28 2029.98,1385.99 2030.18,1385.9 2030.38,1386.14 2030.58,1386.11 2030.78,1386.28 2030.98,1386.06 2031.18,1386.09 2031.37,1386.26 2031.57,1386.21 2031.77,1386.26 2031.97,1385.91 2032.17,1386.22 2032.37,1386.23 2032.57,1386.1 2032.76,1386.11 2032.96,1386.1 2033.16,1386.21 2033.36,1386.17 2033.56,1386.08 2033.76,1386.08 2033.96,1386.17 2034.15,1386.12 2034.35,1386.22 2034.55,1386.08 2034.75,1386.01 2034.95,1386.13 2035.15,1386.23 2035.35,1386.19 2035.55,1386.04 2035.74,1386.02 2035.94,1386.16 2036.14,1386.25 2036.34,1385.98 2036.54,1385.85 2036.74,1385.87 2036.94,1385.94 2037.13,1386.18 2037.33,1386.07 2037.53,1385.79 2037.73,1385.67 2037.93,1385.6 2038.13,1386.03 2038.33,1386.17 2038.52,1386 2038.72,1386.22 2038.92,1386.05 2039.12,1386.25 2039.32,1386.21 2039.52,1386.22 2039.72,1386.27 2039.92,1386.18 2040.11,1386.24 2040.31,1386.21 2040.51,1386.23 2040.71,1386.22 2040.91,1386.21 2041.11,1386.23 2041.31,1386.24 2041.5,1386.2 2041.7,1386.17 2041.9,1386.22 2042.1,1386.11 2042.3,1386.24 2042.5,1386.11 2042.7,1386.2 2042.89,1386.09 2043.09,1386.03 2043.29,1386.09 2043.49,1386.02 2043.69,1386.05 2043.89,1385.79 2044.09,1385.88 2044.29,1385.61 2044.48,1385.99 2044.68,1386.06 2044.88,1385.96 2045.08,1386.18 2045.28,1386.15 2045.48,1385.96 2045.68,1386.25 2045.87,1386.28 2046.07,1386.05 2046.27,1386.13 2046.47,1386.05 2046.67,1386.36 2046.87,1386.26 2047.07,1386.04 2047.26,1386.21 2047.46,1386.28 2047.66,1386.26 2047.86,1386.08 2048.06,1386.18 2048.26,1386.31 2048.46,1386.22 2048.66,1386.11 2048.85,1386.09 2049.05,1386.17 2049.25,1386.26 2049.45,1386.12 2049.65,1386.13 2049.85,1386.1 2050.05,1386.23 2050.24,1386.09 2050.44,1386.02 2050.64,1385.93 2050.84,1385.79 2051.04,1386.07 2051.24,1385.55 2051.44,1386.03 2051.63,1385.79 2051.83,1386.07 2052.03,1386.08 2052.23,1386.28 2052.43,1386.14 2052.63,1385.94 2052.83,1386.13 2053.02,1386.34 2053.22,1386.29 2053.42,1385.91 2053.62,1386.13 2053.82,1386.34 2054.02,1386.26 2054.22,1385.94 2054.42,1386.14 2054.61,1386.31 2054.81,1386.3 2055.01,1385.89 2055.21,1386.18 2055.41,1386.25 2055.61,1386.08 2055.81,1386.2 2056,1385.78 2056.2,1386.19 2056.4,1386.12 2056.6,1386.16 2056.8,1385.86 2057,1386.07 2057.2,1385.95 2057.39,1386.17 2057.59,1386 2057.79,1385.87 2057.99,1385.98 2058.19,1386.17 2058.39,1386.27 2058.59,1386.09 2058.79,1386.09 2058.98,1386.27 2059.18,1386.3 2059.38,1386.05 2059.58,1386.13 2059.78,1386.29 2059.98,1386.36 2060.18,1385.86 2060.37,1386.15 2060.57,1386.27 2060.77,1386.2 2060.97,1386.22 2061.17,1385.95 2061.37,1385.93 2061.57,1386.25 2061.76,1386.04 2061.96,1386 2062.16,1386.03 2062.36,1386.08 2062.56,1386.06 2062.76,1386.12 2062.96,1386.08 2063.16,1385.22 2063.35,1385.87 2063.55,1386.02 2063.75,1385.89 2063.95,1385.97 2064.15,1386.01 2064.35,1386.29 2064.55,1386.36 2064.74,1385.95 2064.94,1386.11 2065.14,1386.23 2065.34,1386.15 2065.54,1386.21 2065.74,1385.87 2065.94,1386.23 2066.13,1386.21 2066.33,1386.28 2066.53,1386.09 2066.73,1386.12 2066.93,1386.28 2067.13,1386.22 2067.33,1386.18 2067.53,1386.17 2067.72,1386.3 2067.92,1386.16 2068.12,1386.09 2068.32,1386 2068.52,1386.07 2068.72,1386.22 2068.92,1386.15 2069.11,1385.98 2069.31,1386.05 2069.51,1386.09 2069.71,1386.17 2069.91,1386.12 2070.11,1385.73 2070.31,1386 2070.5,1386.12 2070.7,1386.09 2070.9,1385.97 2071.1,1386.18 2071.3,1386.12 2071.5,1386.28 2071.7,1386.06 2071.9,1386.25 2072.09,1386.24 2072.29,1386.21 2072.49,1386.17 2072.69,1386.14 2072.89,1386.24 2073.09,1386.31 2073.29,1386.1 2073.48,1386.13 2073.68,1386.26 2073.88,1386.13 2074.08,1386.21 2074.28,1386.09 2074.48,1386.21 2074.68,1386.18 2074.87,1386.03 2075.07,1386.08 2075.27,1385.94 2075.47,1386.16 2075.67,1385.75 2075.87,1386.09 2076.07,1385.6 2076.26,1385.69 2076.46,1386.14 2076.66,1385.88 2076.86,1385.95 2077.06,1386.22 2077.26,1385.85 2077.46,1386.14 2077.66,1386.24 2077.85,1386.18 2078.05,1386.18 2078.25,1386.03 2078.45,1386.34 2078.65,1386.27 2078.85,1386.12 2079.05,1386.2 2079.24,1386.31 2079.44,1386.3 2079.64,1386.02 2079.84,1386.23 2080.04,1386.32 2080.24,1386.15 2080.44,1386.08 2080.63,1386.13 2080.83,1386.36 2081.03,1385.98 2081.23,1386.14 2081.43,1386 2081.63,1386.13 2081.83,1386.12 2082.03,1385.66 2082.22,1386.17 2082.42,1385.74 2082.62,1385.82 2082.82,1385.93 2083.02,1386 2083.22,1386.23 2083.42,1386.25 2083.61,1386.06 2083.81,1386.19 2084.01,1386.31 2084.21,1386.13 2084.41,1386.1 2084.61,1386.19 2084.81,1386.34 2085,1386.19 2085.2,1386.07 2085.4,1386.3 2085.6,1386.24 2085.8,1386.02 2086,1386.14 2086.2,1386.24 2086.4,1386.29 2086.59,1386.1 2086.79,1386.19 2086.99,1386.27 2087.19,1386.12 2087.39,1386.09 2087.59,1386.16 2087.79,1386.02 2087.98,1386.19 2088.18,1385.92 2088.38,1385.57 2088.58,1386 2088.78,1385.73 2088.98,1385.92 2089.18,1385.76 2089.37,1386.12 2089.57,1385.95 2089.77,1386.11 2089.97,1386.21 2090.17,1386.04 2090.37,1386.3 2090.57,1386.07 2090.77,1386.25 2090.96,1386.32 2091.16,1386.18 2091.36,1386.22 2091.56,1386.29 2091.76,1386.26 2091.96,1386.2 2092.16,1386.18 2092.35,1386.34 2092.55,1386.26 2092.75,1386.1 2092.95,1386.27 2093.15,1386.28 2093.35,1386.21 2093.55,1386.05 2093.74,1386.28 2093.94,1386.21 2094.14,1386.15 2094.34,1386.09 2094.54,1385.79 2094.74,1386.26 2094.94,1385.66 2095.14,1385.64 2095.33,1385.81 2095.53,1385.62 2095.73,1385.6 2095.93,1385.66 2096.13,1386.2 2096.33,1386.01 2096.53,1386.19 2096.72,1386.28 2096.92,1386.3 2097.12,1386.16 2097.32,1386.17 2097.52,1386.35 2097.72,1386.31 2097.92,1386 2098.11,1386.22 2098.31,1386.39 2098.51,1386.12 2098.71,1386.03 2098.91,1386.31 2099.11,1386.34 2099.31,1386 2099.51,1386.2 2099.7,1386.29 2099.9,1386.28 2100.1,1385.95 2100.3,1386.18 2100.5,1386.19 2100.7,1386.07 2100.9,1386.19 2101.09,1385.98 2101.29,1386.19 2101.49,1386.08 2101.69,1386.14 2101.89,1386.01 2102.09,1386.1 2102.29,1386.22 2102.48,1386.09 2102.68,1386.17 2102.88,1386.2 2103.08,1386.18 2103.28,1386.15 2103.48,1386.28 2103.68,1386.15 2103.87,1386.16 2104.07,1386.28 2104.27,1386.08 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2116.98,1385.99 2117.18,1386.15 2117.38,1386.14 2117.58,1386.23 2117.78,1386.17 2117.98,1386.23 2118.18,1386.18 2118.38,1386.11 2118.57,1386.27 2118.77,1386.34 2118.97,1386.07 2119.17,1386.08 2119.37,1386.09 2119.57,1386.17 2119.77,1386.3 2119.96,1386.04 2120.16,1385.65 2120.36,1386.07 2120.56,1386.07 2120.76,1386.07 2120.96,1385.59 2121.16,1385.72 2121.35,1385.99 2121.55,1385.98 2121.75,1386.2 2121.95,1386 2122.15,1386.02 2122.35,1386.02 2122.55,1386.25 2122.75,1386.3 2122.94,1386.01 2123.14,1386.27 2123.34,1386.32 2123.54,1386.19 2123.74,1386.19 2123.94,1386.25 2124.14,1386.33 2124.33,1386.1 2124.53,1386.25 2124.73,1386.3 2124.93,1386.26 2125.13,1386.14 2125.33,1386.24 2125.53,1386.32 2125.72,1386.09 2125.92,1386.09 2126.12,1386.17 2126.32,1386.13 2126.52,1386.15 2126.72,1385.79 2126.92,1386.04 2127.11,1385.85 2127.31,1386 2127.51,1385.88 2127.71,1385.86 2127.91,1386.15 2128.11,1386.12 2128.31,1386.28 2128.51,1386.2 2128.7,1385.97 2128.9,1386.27 2129.1,1386.36 2129.3,1386.01 2129.5,1386 2129.7,1386.3 2129.9,1386.31 2130.09,1385.94 2130.29,1386.13 2130.49,1386.35 2130.69,1386.27 2130.89,1385.84 2131.09,1386.15 2131.29,1386.27 2131.48,1386.16 2131.68,1386.08 2131.88,1386.03 2132.08,1386.35 2132.28,1386.02 2132.48,1385.79 2132.68,1385.85 2132.88,1386.09 2133.07,1385.98 2133.27,1385.3 2133.47,1386.08 2133.67,1385.91 2133.87,1385.48 2134.07,1386.1 2134.27,1386.1 2134.46,1386.09 2134.66,1386.12 2134.86,1386.14 2135.06,1386.17 2135.26,1386.14 2135.46,1386.28 2135.66,1386.27 2135.85,1386.21 2136.05,1386.28 2136.25,1386.27 2136.45,1386.27 2136.65,1386.21 2136.85,1386.3 2137.05,1386.3 2137.25,1386.21 2137.44,1386.25 2137.64,1386.31 2137.84,1386.27 2138.04,1386.16 2138.24,1386.27 2138.44,1386.31 2138.64,1386.2 2138.83,1386.13 2139.03,1386.14 2139.23,1386.24 2139.43,1386.01 2139.63,1385.78 2139.83,1385.63 2140.03,1385.49 2140.22,1385.55 2140.42,1385.01 2140.62,1385.7 2140.82,1385.58 2141.02,1385.46 2141.22,1385.96 2141.42,1385.92 2141.62,1386.01 2141.81,1386.31 2142.01,1386.11 2142.21,1385.58 2142.41,1386.15 2142.61,1386.4 2142.81,1386.07 2143.01,1386.12 2143.2,1386.31 2143.4,1386.28 2143.6,1386.02 2143.8,1386.28 2144,1386.35 2144.2,1386.19 2144.4,1386.21 2144.59,1386.32 2144.79,1386.27 2144.99,1386.19 2145.19,1386.28 2145.39,1386.31 2145.59,1386.23 2145.79,1386.23 2145.99,1386.33 2146.18,1386.22 2146.38,1386.23 2146.58,1386.25 2146.78,1386.23 2146.98,1386.22 2147.18,1386.03 2147.38,1386.21 2147.57,1385.92 2147.77,1386.14 2147.97,1385.81 2148.17,1385.74 2148.37,1385.91 2148.57,1385.74 2148.77,1385.9 2148.96,1385.93 2149.16,1386.19 2149.36,1386.2 2149.56,1386.23 2149.76,1386.28 2149.96,1386.29 2150.16,1386.25 2150.36,1386.27 2150.55,1386.3 2150.75,1386.26 2150.95,1386.24 2151.15,1386.3 2151.35,1386.28 2151.55,1386.23 2151.75,1386.27 2151.94,1386.32 2152.14,1386.23 2152.34,1386.21 2152.54,1386.3 2152.74,1386.23 2152.94,1386.2 2153.14,1386.21 2153.33,1386.14 2153.53,1386.24 2153.73,1386.01 2153.93,1385.97 2154.13,1386.05 2154.33,1385.82 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2192.07,1386.06 2192.27,1386.15 2192.47,1386.34 2192.66,1386.22 2192.86,1385.9 2193.06,1386.13 2193.26,1386.28 2193.46,1386.1 2193.66,1386.2 2193.86,1385.81 2194.05,1386.04 2194.25,1386.28 2194.45,1385.99 2194.65,1385.89 2194.85,1385.88 2195.05,1385.78 2195.25,1385.95 2195.44,1386.13 2195.64,1386.05 2195.84,1386 2196.04,1385.98 2196.24,1386.1 2196.44,1386.25 2196.64,1386.15 2196.84,1386.16 2197.03,1386.35 2197.23,1386.27 2197.43,1386.16 2197.63,1386.2 2197.83,1386.35 2198.03,1386.25 2198.23,1386 2198.42,1386.31 2198.62,1386.3 2198.82,1386.13 2199.02,1386.14 2199.22,1386.28 2199.42,1386.25 2199.62,1385.98 2199.81,1385.89 2200.01,1386.24 2200.21,1386.12 2200.41,1386.12 2200.61,1385.79 2200.81,1386.08 2201.01,1386.05 2201.21,1386.17 2201.4,1386.12 2201.6,1386.03 2201.8,1386.23 2202,1386.26 2202.2,1386.2 2202.4,1386.1 2202.6,1386.27 2202.79,1386.23 2202.99,1386.18 2203.19,1386.24 2203.39,1386.31 2203.59,1386.25 2203.79,1386.17 2203.99,1386.3 2204.18,1386.22 2204.38,1386.13 2204.58,1386.15 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      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "its = range(1, length(losses_mango))\n",
    "plot(its, losses_mango, title=\"Gradient Descent Loss Function (Mango Aptamers)\", label=\"Loss\")\n",
    "xlabel!(\"epoch\")\n",
    "ylabel!(\"MSE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "16339b16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "132×132 Matrix{Float32}:\n",
       " -0.0225305  -0.0511865   -0.0487514  -0.0814793  …   0.0058281  -0.0329589\n",
       "  0.0739932  -0.0779685    0.0317601   0.0288318     -0.0126327  -0.0570593\n",
       " -0.0450051   0.017707    -0.139801   -0.0899935     -0.0503539  -0.0555696\n",
       " -0.0793908  -0.00917667   0.107145    0.120564      -0.0348581   0.0400664\n",
       " -0.0979187   0.0387917   -0.0020412   0.131754      -0.0117427   0.0765099\n",
       "  0.0949836  -0.112325    -0.0737891   0.141733   …  -0.0388456  -0.00309607\n",
       "  0.0595229  -0.075249     0.0960363  -0.0692859     -0.050855    0.143155\n",
       " -0.120116   -0.0671537   -0.0137418  -0.121375       0.0536642  -0.0483151\n",
       " -0.0384619   0.118906     0.145921    0.0718276      0.0795378  -0.0878609\n",
       "  0.0908993  -0.0730731    0.0337024   0.24801       -0.0162765   0.14338\n",
       "  0.113628    0.120433    -0.0225389   0.255994   …  -0.0185462   0.403367\n",
       " -0.132344   -0.00829465   0.0643462   0.11164       -0.123584    0.0604732\n",
       " -0.0041565   0.0360194    0.092401    0.0937597     -0.0629488  -0.12342\n",
       "  ⋮                                               ⋱   ⋮          \n",
       " -0.0321946  -0.0748639   -0.141883    0.0187754  …   0.0185453   0.0254964\n",
       "  0.140792   -0.127982     0.043719   -0.0189337     -0.107929    0.011095\n",
       "  0.111515   -0.139265     0.0638558  -0.0204028      0.0602977   0.024743\n",
       " -0.144656    0.096404    -0.0225892  -0.0201296      0.0321341   0.11524\n",
       "  0.122035   -0.0147043    0.144761    0.0974541     -0.083923    0.0292614\n",
       " -0.034875   -0.0678655    0.112327   -0.0991299  …  -0.0359303   0.104726\n",
       "  0.090011   -0.0295857   -0.136147   -0.101018       0.0701558   0.143476\n",
       "  0.0662493   0.0970744   -0.0406488   0.087633      -0.0849877  -0.132042\n",
       "  0.147561    0.00353986   0.139223    0.0889767      0.0160001   0.0126739\n",
       "  0.0291632   0.0852344    0.0789928  -0.0110624     -0.0610104  -0.0194979\n",
       " -0.12609     0.109187     0.0885771  -0.0118975  …   0.0486119   0.114098\n",
       "  0.143314   -0.0521866    0.0386993   0.0921203     -0.140327   -0.0889706"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NN_mango[1].weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "9b8291d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1×132 Matrix{Float32}:\n",
       " 0.00238362  0.000655566  0.0022915  0.00151323  …  -1.56104f-5  -0.00112529"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NN_mango[2].weight"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c23ad67a",
   "metadata": {},
   "source": [
    "#### HIV Reverse Transcriptase Aptamers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1cfc5ed4",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_hiv = 30\n",
    "target_len_hiv = 31\n",
    "hiv_df = DataFrame(CSV.File(\"data/hiv_aptamers.csv\"))[1:n_hiv, :];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "c282ceb2",
   "metadata": {},
   "outputs": [],
   "source": [
    "hiv_x, hiv_y = zeros(n_hiv, target_len_hiv * 4), hiv_df[:,:Energy]\n",
    "for i in 1:n_hiv\n",
    "    hiv_x[i,:] = encode(hiv_df[i,:Sequence],1,target_len_hiv)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "6b8509ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1000, Loss: 0.9793873741813562\n",
      "Epoch: 2000, Loss: 0.9771128153530452\n",
      "Epoch: 3000, Loss: 0.9745821837774408\n",
      "Epoch: 4000, Loss: 0.9740372163400932\n",
      "Epoch: 5000, Loss: 0.9741562588743323\n",
      "Epoch: 6000, Loss: 0.9753939509077705\n",
      "Epoch: 7000, Loss: 0.9735848355421557\n",
      "Epoch: 8000, Loss: 0.9732379225845535\n",
      "Epoch: 9000, Loss: 0.973399485728795\n",
      "Epoch: 10000, Loss: 0.9730811370093754\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(Chain(Dense(124 => 124), Dense(124 => 1), first), Any[4.007232443201562, 1.6618183511272882, 1.3883492218093139, 1.2889884967944363, 1.2344757181482238, 1.1979417903515888, 1.1712089900678888, 1.1495932410855305, 1.1321994122385912, 1.1179505650471957  …  0.9773487339073825, 0.9760890141388882, 0.9750582365583061, 0.9742008671788366, 0.9735199175241047, 0.9731330201920279, 0.9730834853575229, 0.9730511482120019, 0.9729472333715279, 0.9730811370093754])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NN_hiv, losses_hiv = train_NN(hiv_x, hiv_y, n_hiv, target_len_hiv, 10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "67a4d9dc",
   "metadata": {},
   "outputs": [
    {
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     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "its = range(1, 1500)\n",
    "plot(its, losses_hiv[1:1500], title=\"Gradient Descent Loss Function (HIV Aptamers)\", label=\"Loss\")\n",
    "xlabel!(\"epoch\")\n",
    "ylabel!(\"MSE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "c0126d97",
   "metadata": {},
   "outputs": [
    {
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373.06,1381.52 373.265,1382.46 373.471,1381.85 373.676,1382.77 373.882,1381.52 374.087,1382.56 374.293,1380.9 374.498,1381.9 374.703,1381.69 374.909,1382.76 375.114,1381.18 375.32,1382.4 375.525,1379.93 375.731,1381.34 375.936,1381.76 376.141,1382.47 376.347,1381.92 376.552,1382.84 376.758,1381.51 376.963,1382.58 377.169,1381.73 377.374,1382.54 377.579,1382.06 377.785,1382.8 377.99,1381.89 378.196,1382.87 378.401,1381.53 378.607,1382.54 378.812,1381.74 379.017,1382.75 379.223,1381.74 379.428,1382.83 379.634,1380.34 379.839,1381.09 380.045,1381.37 380.25,1382.46 380.455,1381.73 380.661,1382.88 380.866,1380.55 381.072,1382.07 381.277,1381.77 381.483,1382.49 381.688,1382.25 381.893,1382.87 382.099,1382.14 382.304,1382.92 382.51,1382.01 382.715,1382.81 382.921,1382.13 383.126,1382.85 383.331,1382.17 383.537,1383.02 383.742,1381.83 383.948,1382.77 384.153,1381.48 384.359,1382.39 384.564,1382.02 384.769,1383.15 384.975,1380.91 385.18,1381.43 385.386,1379.33 385.591,1380.68 385.797,1382.16 386.002,1382.71 386.207,1382 386.413,1382.99 386.618,1381.77 386.824,1382.83 387.029,1382.15 387.235,1382.84 387.44,1382.4 387.645,1382.97 387.851,1382.39 388.056,1383.09 388.262,1382.23 388.467,1383.04 388.672,1382.09 388.878,1382.93 389.083,1382.1 389.289,1383.08 389.494,1381.68 389.7,1382.57 389.905,1380.88 390.11,1381.57 390.316,1381.74 390.521,1382.93 390.727,1381.21 390.932,1382.43 391.138,1380.38 391.343,1381.85 391.548,1382.23 391.754,1382.72 391.959,1382.59 392.165,1383.03 392.37,1382.57 392.576,1383.14 392.781,1382.54 392.986,1383.15 393.192,1382.54 393.397,1383.14 393.603,1382.55 393.808,1383.16 394.014,1382.5 394.219,1383.23 394.424,1382.23 394.63,1383.08 394.835,1381.74 395.041,1382.59 395.246,1382.05 395.452,1383.42 395.657,1379.91 395.862,1378.73 396.068,1377.58 396.273,1379.96 396.479,1382.24 396.684,1382.68 396.89,1382.33 397.095,1383.04 397.3,1382.37 397.506,1383.13 397.711,1382.5 397.917,1383.16 398.122,1382.59 398.328,1383.18 398.533,1382.62 398.738,1383.2 398.944,1382.58 399.149,1383.23 399.355,1382.47 399.56,1383.23 399.766,1382.29 399.971,1383.1 400.176,1382.25 400.382,1383.1 400.587,1382.18 400.793,1383 400.998,1381.41 401.204,1381.75 401.409,1381.66 401.614,1382.67 401.82,1382.04 402.025,1383.06 402.231,1381.17 402.436,1382.47 402.642,1381.88 402.847,1382.74 403.052,1382.72 403.258,1383.07 403.463,1382.9 403.669,1383.23 403.874,1382.93 404.08,1383.32 404.285,1382.93 404.49,1383.36 404.696,1382.92 404.901,1383.37 405.107,1382.88 405.312,1383.38 405.518,1382.8 405.723,1383.41 405.928,1382.62 406.134,1383.44 406.339,1382.05 406.545,1382.89 406.75,1381.07 406.956,1381.88 407.161,1380.15 407.366,1380.6 407.572,1377.45 407.777,1380.75 407.983,1381.62 408.188,1382.78 408.394,1382.42 408.599,1383.05 408.804,1382.73 409.01,1383.22 409.215,1382.88 409.421,1383.34 409.626,1382.95 409.831,1383.41 410.037,1382.98 410.242,1383.46 410.448,1383.02 410.653,1383.49 410.859,1383.04 411.064,1383.5 411.269,1383.06 411.475,1383.51 411.68,1383.08 411.886,1383.51 412.091,1383.08 412.297,1383.51 412.502,1383.07 412.707,1383.5 412.913,1383.02 413.118,1383.5 413.324,1382.9 413.529,1383.54 413.735,1382.7 413.94,1383.64 414.145,1382.16 414.351,1383.35 414.556,1379.36 414.762,1378.68 414.967,1377.27 415.173,1375.3 415.378,1371.33 415.583,1381.15 415.789,1382 415.994,1382.35 416.2,1382.39 416.405,1382.82 416.611,1382.74 416.816,1383.1 417.021,1382.97 417.227,1383.27 417.432,1383.11 417.638,1383.38 417.843,1383.2 418.049,1383.45 418.254,1383.25 418.459,1383.51 418.665,1383.28 418.87,1383.55 419.076,1383.28 419.281,1383.59 419.487,1383.26 419.692,1383.62 419.897,1383.21 420.103,1383.65 420.308,1383.13 420.514,1383.65 420.719,1383.02 420.925,1383.61 421.13,1382.87 421.335,1383.5 421.541,1382.7 421.746,1383.34 421.952,1382.56 422.157,1383.21 422.363,1382.52 422.568,1383.21 422.773,1382.63 422.979,1383.29 423.184,1382.74 423.39,1383.3 423.595,1382.84 423.801,1383.25 424.006,1382.73 424.211,1383.02 424.417,1382.55 424.622,1382.7 424.828,1382.36 425.033,1382.69 425.239,1382.57 425.444,1382.89 425.649,1382.75 425.855,1383.15 426.06,1383 426.266,1383.33 426.471,1383.15 426.677,1383.45 426.882,1383.18 427.087,1383.47 427.293,1383.12 427.498,1383.41 427.704,1383.05 427.909,1383.38 428.115,1383.1 428.32,1383.36 428.525,1383.11 428.731,1383.35 428.936,1383.09 429.142,1383.38 429.347,1383.04 429.553,1383.49 429.758,1382.87 429.963,1383.65 430.169,1382.08 430.374,1382.96 430.58,1380.53 430.785,1381.92 430.99,1380.53 431.196,1381.19 431.401,1378.41 431.607,1381.52 431.812,1382.48 432.018,1383.04 432.223,1382.66 432.428,1383.26 432.634,1382.85 432.839,1383.34 433.045,1382.95 433.25,1383.39 433.456,1383 433.661,1383.42 433.866,1383.05 434.072,1383.46 434.277,1383.12 434.483,1383.52 434.688,1383.17 434.894,1383.57 435.099,1383.23 435.304,1383.61 435.51,1383.29 435.715,1383.66 435.921,1383.33 436.126,1383.69 436.332,1383.33 436.537,1383.69 436.742,1383.36 436.948,1383.7 437.153,1383.38 437.359,1383.71 437.564,1383.33 437.77,1383.65 437.975,1383.22 438.18,1383.49 438.386,1383.04 438.591,1383.16 438.797,1382.59 439.002,1382.49 439.208,1382.02 439.413,1381.86 439.618,1381.65 439.824,1382.22 440.029,1382.06 440.235,1382.99 440.44,1381.89 440.646,1383 440.851,1382.11 441.056,1383.16 441.262,1382.95 441.467,1383.48 441.673,1383.25 441.878,1383.64 442.084,1383.33 442.289,1383.73 442.494,1383.34 442.7,1383.78 442.905,1383.31 443.111,1383.78 443.316,1383.22 443.522,1383.74 443.727,1383.1 443.932,1383.75 444.138,1382.75 444.343,1383.35 444.549,1381.61 444.754,1381.58 444.96,1382.52 445.165,1383.38 445.37,1380.51 445.576,1381.92 445.781,1381.71 445.987,1383.1 446.192,1382.88 446.398,1383.5 446.603,1383.16 446.808,1383.65 447.014,1383.32 447.219,1383.73 447.425,1383.45 447.63,1383.79 447.836,1383.53 448.041,1383.83 448.246,1383.57 448.452,1383.86 448.657,1383.57 448.863,1383.87 449.068,1383.55 449.274,1383.87 449.479,1383.51 449.684,1383.85 449.89,1383.43 450.095,1383.85 450.301,1383.29 450.506,1383.9 450.712,1382.83 450.917,1383.49 451.122,1381.7 451.328,1381.63 451.533,1380.96 451.739,1381.38 451.944,1379.64 452.149,1381.54 452.355,1381.74 452.56,1383.29 452.766,1382.61 452.971,1383.53 453.177,1383.07 453.382,1383.67 453.587,1383.36 453.793,1383.76 453.998,1383.53 454.204,1383.83 454.409,1383.64 454.615,1383.87 454.82,1383.72 455.025,1383.88 455.231,1383.8 455.436,1383.88 455.642,1383.9 455.847,1383.81 456.053,1384.03 456.258,1383.62 456.463,1384.06 456.669,1383.13 456.874,1383.65 457.08,1382.6 457.285,1382.89 457.491,1382.65 457.696,1382.55 457.901,1383.06 458.107,1382.51 458.312,1383.86 458.518,1378.58 458.723,1377.32 458.929,1380.94 459.134,1382.93 459.339,1382.84 459.545,1383.55 459.75,1382.85 459.956,1383.7 460.161,1383.1 460.367,1383.79 460.572,1383.29 460.777,1383.85 460.983,1383.35 461.188,1383.86 461.394,1383.34 461.599,1383.8 461.805,1383.27 462.01,1383.68 462.215,1383.19 462.421,1383.62 462.626,1383.11 462.832,1383.59 463.037,1383.09 463.243,1383.52 463.448,1383.36 463.653,1383.77 463.859,1383.43 464.064,1383.77 464.27,1383.13 464.475,1383.34 464.681,1383.13 464.886,1383.35 465.091,1383.42 465.297,1383.6 465.502,1383.52 465.708,1383.72 465.913,1383.51 466.119,1383.76 466.324,1383.51 466.529,1383.79 466.735,1383.49 466.94,1383.76 467.146,1383.38 467.351,1383.64 467.557,1383.24 467.762,1383.47 467.967,1383.19 468.173,1383.44 468.378,1383.22 468.584,1383.46 468.789,1383.18 468.995,1383.6 469.2,1383.25 469.405,1383.78 469.611,1382.95 469.816,1383.53 470.022,1382.57 470.227,1383.12 470.433,1382.75 470.638,1383.69 470.843,1382.17 471.049,1383.35 471.254,1381.74 471.46,1382.99 471.665,1383.12 471.871,1383.65 472.076,1383.37 472.281,1383.91 472.487,1383.24 472.692,1383.9 472.898,1383.24 473.103,1383.77 473.309,1383.28 473.514,1383.78 473.719,1383 473.925,1383.62 474.13,1382.2 474.336,1382.59 474.541,1382.86 474.746,1383.69 474.952,1381.19 475.157,1382.41 475.363,1382.75 475.568,1383.46 475.774,1383.53 475.979,1383.8 476.184,1383.57 476.39,1383.93 476.595,1383.6 476.801,1383.96 477.006,1383.65 477.212,1383.97 477.417,1383.71 477.622,1383.97 477.828,1383.75 478.033,1383.99 478.239,1383.77 478.444,1384.03 478.65,1383.74 478.855,1384.06 479.06,1383.64 479.266,1384.02 479.471,1383.52 479.677,1383.83 479.882,1383.24 480.088,1383.3 480.293,1382.93 480.498,1383.02 480.704,1382.76 480.909,1383.27 481.115,1381.46 481.32,1382.34 481.526,1381.77 481.731,1383.05 481.936,1382.91 482.142,1383.57 482.347,1383.49 482.553,1383.7 482.758,1383.83 482.964,1383.61 483.169,1384 483.374,1383.48 483.58,1384.04 483.785,1383.42 483.991,1383.99 484.196,1383.57 484.402,1383.97 484.607,1383.78 484.812,1383.97 485.018,1383.95 485.223,1383.95 485.429,1384.1 485.634,1383.85 485.84,1384.25 486.045,1383.56 486.25,1384.23 486.456,1382.9 486.661,1383.25 486.867,1382.24 487.072,1382.73 487.278,1379.91 487.483,1379.3 487.688,1379.23 487.894,1382.77 488.099,1382.61 488.305,1383.63 488.51,1383.13 488.716,1383.82 488.921,1383.51 489.126,1383.93 489.332,1383.78 489.537,1383.98 489.743,1383.97 489.948,1383.98 490.154,1384.14 490.359,1383.89 490.564,1384.26 490.77,1383.7 490.975,1384.25 491.181,1383.55 491.386,1384.11 491.592,1383.67 491.797,1383.96 492.002,1383.98 492.208,1383.7 492.413,1384.36 492.619,1382.61 492.824,1383.32 493.03,1380.84 493.235,1381.09 493.44,1382.62 493.646,1383.17 493.851,1381.08 494.057,1383.31 494.262,1383.07 494.468,1383.67 494.673,1383.45 494.878,1383.72 495.084,1383.62 495.289,1383.84 495.495,1383.73 495.7,1383.94 495.905,1383.83 496.111,1384.02 496.316,1383.91 496.522,1384.08 496.727,1383.96 496.933,1384.14 497.138,1384 497.343,1384.17 497.549,1384.01 497.754,1384.19 497.96,1384.01 498.165,1384.2 498.371,1383.99 498.576,1384.18 498.781,1383.95 498.987,1384.14 499.192,1383.88 499.398,1384.06 499.603,1383.75 499.809,1383.84 500.014,1383.45 500.219,1383.23 500.425,1382.91 500.63,1382.11 500.836,1382.3 501.041,1381.6 501.247,1382.7 501.452,1383.12 501.657,1383.19 501.863,1383.79 502.068,1382.54 502.274,1383.44 502.479,1383 502.685,1383.71 502.89,1383.7 503.095,1383.98 503.301,1383.93 503.506,1384.1 503.712,1384.07 503.917,1384.16 504.123,1384.17 504.328,1384.2 504.533,1384.25 504.739,1384.2 504.944,1384.32 505.15,1384.16 505.355,1384.35 505.561,1384.11 505.766,1384.31 505.971,1384.12 506.177,1384.18 506.382,1384.25 506.588,1383.91 506.793,1384.4 506.999,1383.34 507.204,1384.03 507.409,1381.81 507.615,1380.15 507.82,1378.11 508.026,1377.23 508.231,1380.21 508.437,1382.93 508.642,1382.62 508.847,1383.59 509.053,1383.91 509.258,1383.27 509.464,1384.1 509.669,1383.27 509.875,1384.16 510.08,1383.78 510.285,1384.21 510.491,1384.08 510.696,1384.21 510.902,1384.26 511.107,1384.16 511.313,1384.37 511.518,1384.1 511.723,1384.42 511.929,1384.08 512.134,1384.4 512.34,1384.21 512.545,1384.3 512.751,1384.49 512.956,1383.88 513.161,1384.5 513.367,1382.93 513.572,1383.74 513.778,1382.81 513.983,1383.32 514.189,1383.39 514.394,1383.62 514.599,1383.9 514.805,1383.7 515.01,1384.38 515.216,1382.77 515.421,1383.23 515.627,1382.09 515.832,1383.53 516.037,1382.67 516.243,1383.01 516.448,1381.54 516.654,1383.01 516.859,1383.76 517.064,1383.92 517.27,1383.85 517.475,1384.12 517.681,1383.89 517.886,1384.16 518.092,1383.99 518.297,1384.19 518.502,1384.08 518.708,1384.24 518.913,1384.13 519.119,1384.28 519.324,1384.18 519.53,1384.31 519.735,1384.21 519.94,1384.34 520.146,1384.22 520.351,1384.36 520.557,1384.21 520.762,1384.35 520.968,1384.18 521.173,1384.31 521.378,1384.13 521.584,1384.27 521.789,1384.03 521.995,1384.14 522.2,1383.61 522.406,1383.37 522.611,1382.63 522.816,1381.54 523.022,1381.95 523.227,1381.9 523.433,1382.81 523.638,1383.54 523.844,1383.42 524.049,1384.02 524.254,1383.44 524.46,1384.11 524.665,1383.63 524.871,1384.17 525.076,1383.93 525.282,1384.25 525.487,1384.07 525.692,1384.31 525.898,1384.17 526.103,1384.39 526.309,1384.19 526.514,1384.44 526.72,1384.18 526.925,1384.45 527.13,1384.15 527.336,1384.42 527.541,1384.09 527.747,1384.39 527.952,1383.91 528.158,1384.29 528.363,1383.14 528.568,1382.46 528.774,1382.07 528.979,1382.02 529.185,1382.14 529.39,1382.74 529.596,1381.74 529.801,1383.54 530.006,1383.71 530.212,1384.06 530.417,1384.14 530.623,1384.13 530.828,1384.32 531.034,1384.17 531.239,1384.42 531.444,1384.21 531.65,1384.48 531.855,1384.28 532.061,1384.5 532.266,1384.37 532.472,1384.47 532.677,1384.52 532.882,1384.35 533.088,1384.65 533.293,1384.01 533.499,1384.54 533.704,1383.56 533.91,1384.1 534.115,1383.23 534.32,1383.51 534.526,1382.95 534.731,1383.45 534.937,1384.34 535.142,1380.56 535.348,1380.3 535.553,1378.41 535.758,1381.76 535.964,1383.79 536.169,1383.81 536.375,1384.13 536.58,1383.9 536.786,1384.3 536.991,1383.96 537.196,1384.4 537.402,1384.1 537.607,1384.46 537.813,1384.19 538.018,1384.5 538.224,1384.22 538.429,1384.5 538.634,1384.22 538.84,1384.45 539.045,1384.19 539.251,1384.38 539.456,1384.13 539.661,1384.35 539.867,1383.99 540.072,1384.21 540.278,1383.9 540.483,1384.06 540.689,1384.11 540.894,1384.31 541.099,1384.12 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994.272,1385.84 994.477,1385.77 994.683,1385.81 994.888,1385.7 995.094,1385.67 995.299,1385.64 995.504,1385.51 995.71,1385.5 995.915,1385.46 996.121,1384.72 996.326,1384.05 996.532,1383.92 996.737,1383.78 996.942,1384.11 997.148,1385.12 997.353,1385.25 997.559,1385.32 997.764,1385.56 997.97,1384.56 998.175,1385.45 998.38,1385.46 998.586,1385.67 998.791,1385.72 998.997,1385.77 999.202,1385.78 999.408,1385.8 999.613,1385.82 999.818,1385.82 1000.02,1385.83 1000.23,1385.82 1000.43,1385.8 1000.64,1385.82 1000.85,1385.72 1001.05,1385.83 1001.26,1385.76 1001.46,1385.8 1001.67,1385.69 1001.87,1385.63 1002.08,1385.15 1002.28,1385.48 1002.49,1384.95 1002.69,1385.37 1002.9,1384.78 1003.11,1384.92 1003.31,1384.4 1003.52,1384.76 1003.72,1385.07 1003.93,1385.4 1004.13,1385.65 1004.34,1385.62 1004.54,1385.78 1004.75,1385.72 1004.95,1385.82 1005.16,1385.8 1005.36,1385.82 1005.57,1385.88 1005.78,1385.74 1005.98,1385.91 1006.19,1385.59 1006.39,1385.83 1006.6,1385.5 1006.8,1385.67 1007.01,1385.36 1007.21,1385.44 1007.42,1384.99 1007.62,1385.09 1007.83,1384.36 1008.04,1384.71 1008.24,1383.97 1008.45,1385.1 1008.65,1385.48 1008.86,1385.05 1009.06,1385.41 1009.27,1385.26 1009.47,1385.52 1009.68,1385.73 1009.88,1385.69 1010.09,1385.82 1010.3,1385.75 1010.5,1385.86 1010.71,1385.79 1010.91,1385.88 1011.12,1385.83 1011.32,1385.89 1011.53,1385.88 1011.73,1385.85 1011.94,1385.91 1012.14,1385.75 1012.35,1385.88 1012.55,1385.63 1012.76,1385.71 1012.97,1385.48 1013.17,1385.23 1013.38,1384.64 1013.58,1383.98 1013.79,1382.45 1013.99,1382.07 1014.2,1382.1 1014.4,1384.88 1014.61,1385.51 1014.81,1385.41 1015.02,1385.64 1015.23,1385.51 1015.43,1385.54 1015.64,1385.63 1015.84,1385.72 1016.05,1385.62 1016.25,1385.59 1016.46,1385.75 1016.66,1385.72 1016.87,1385.78 1017.07,1385.75 1017.28,1385.81 1017.49,1385.74 1017.69,1385.85 1017.9,1385.78 1018.1,1385.88 1018.31,1385.83 1018.51,1385.87 1018.72,1385.87 1018.92,1385.84 1019.13,1385.85 1019.33,1385.76 1019.54,1385.71 1019.74,1385.63 1019.95,1385.4 1020.16,1385.42 1020.36,1385.03 1020.57,1385.19 1020.77,1384.8 1020.98,1385.11 1021.18,1384.98 1021.39,1385.38 1021.59,1385.55 1021.8,1385.55 1022,1385.74 1022.21,1385.5 1022.42,1385.75 1022.62,1385.67 1022.83,1385.76 1023.03,1385.83 1023.24,1385.68 1023.44,1385.86 1023.65,1385.57 1023.85,1385.79 1024.06,1385.65 1024.26,1385.73 1024.47,1385.67 1024.68,1385.62 1024.88,1385.45 1025.09,1385.44 1025.29,1385.18 1025.5,1385.57 1025.7,1385.8 1025.91,1384.5 1026.11,1384.53 1026.32,1384.22 1026.52,1383.95 1026.73,1384.36 1026.93,1385.36 1027.14,1385.54 1027.35,1385.59 1027.55,1385.77 1027.76,1385.45 1027.96,1385.78 1028.17,1385.57 1028.37,1385.76 1028.58,1385.75 1028.78,1385.81 1028.99,1385.82 1029.19,1385.86 1029.4,1385.84 1029.61,1385.9 1029.81,1385.85 1030.02,1385.91 1030.22,1385.84 1030.43,1385.88 1030.63,1385.82 1030.84,1385.68 1031.04,1385.76 1031.25,1385.4 1031.45,1385.69 1031.66,1385.45 1031.87,1385.28 1032.07,1384.94 1032.28,1384.12 1032.48,1383.51 1032.69,1383.66 1032.89,1383.89 1033.1,1384.75 1033.3,1385.47 1033.51,1385.51 1033.71,1385.71 1033.92,1385.71 1034.12,1385.67 1034.33,1385.84 1034.54,1385.39 1034.74,1385.8 1034.95,1385.52 1035.15,1385.82 1035.36,1385.94 1035.56,1385.09 1035.77,1385.54 1035.97,1384.93 1036.18,1384.42 1036.38,1385.64 1036.59,1385.65 1036.8,1385.82 1037,1385.8 1037.21,1385.83 1037.41,1385.85 1037.62,1385.82 1037.82,1385.86 1038.03,1385.76 1038.23,1385.77 1038.44,1385.68 1038.64,1385.5 1038.85,1385.52 1039.06,1385.03 1039.26,1385.17 1039.47,1384.31 1039.67,1384.66 1039.88,1384.04 1040.08,1385.18 1040.29,1385.6 1040.49,1385.07 1040.7,1385.57 1040.9,1385.36 1041.11,1385.75 1041.31,1385.7 1041.52,1385.81 1041.73,1385.82 1041.93,1385.84 1042.14,1385.89 1042.34,1385.83 1042.55,1385.94 1042.75,1385.79 1042.96,1385.95 1043.16,1385.73 1043.37,1385.93 1043.57,1385.69 1043.78,1385.87 1043.99,1385.61 1044.19,1385.66 1044.4,1385.26 1044.6,1385.1 1044.81,1384.34 1045.01,1383.91 1045.22,1383.07 1045.42,1383.41 1045.63,1383.95 1045.83,1385.32 1046.04,1385.61 1046.24,1385.41 1046.45,1385.72 1046.66,1385.54 1046.86,1385.59 1047.07,1385.74 1047.27,1385.81 1047.48,1385.69 1047.68,1385.76 1047.89,1385.77 1048.09,1385.69 1048.3,1385.86 1048.5,1385.81 1048.71,1385.87 1048.92,1385.84 1049.12,1385.83 1049.33,1385.73 1049.53,1385.82 1049.74,1385.66 1049.94,1385.83 1050.15,1385.74 1050.35,1385.8 1050.56,1385.79 1050.76,1385.58 1050.97,1385.42 1051.18,1385.33 1051.38,1384.9 1051.59,1385.03 1051.79,1384.77 1052,1385.06 1052.2,1385.21 1052.41,1385.52 1052.61,1385.68 1052.82,1385.64 1053.02,1385.81 1053.23,1385.73 1053.43,1385.83 1053.64,1385.89 1053.85,1385.67 1054.05,1385.88 1054.26,1385.57 1054.46,1385.82 1054.67,1385.73 1054.87,1385.81 1055.08,1385.82 1055.28,1385.69 1055.49,1385.78 1055.69,1385.33 1055.9,1384.9 1056.11,1385.06 1056.31,1384.76 1056.52,1385.22 1056.72,1385.31 1056.93,1385.34 1057.13,1385.46 1057.34,1385.45 1057.54,1385.6 1057.75,1385.59 1057.95,1385.75 1058.16,1385.78 1058.37,1385.72 1058.57,1385.89 1058.78,1385.67 1058.98,1385.79 1059.19,1385.89 1059.39,1384.73 1059.6,1385.37 1059.8,1385.07 1060.01,1385.1 1060.21,1384.77 1060.42,1385.31 1060.62,1385.23 1060.83,1385.66 1061.04,1385.81 1061.24,1385.3 1061.45,1385.68 1061.65,1385.45 1061.86,1385.65 1062.06,1385.72 1062.27,1385.77 1062.47,1385.8 1062.68,1385.81 1062.88,1385.86 1063.09,1385.81 1063.3,1385.91 1063.5,1385.76 1063.71,1385.91 1063.91,1385.75 1064.12,1385.86 1064.32,1385.75 1064.53,1385.72 1064.73,1385.72 1064.94,1385.52 1065.14,1385.64 1065.35,1385.32 1065.56,1385.48 1065.76,1385.12 1065.97,1384.73 1066.17,1384.21 1066.38,1384.06 1066.58,1384.6 1066.79,1385.29 1066.99,1385.63 1067.2,1385.66 1067.4,1385.68 1067.61,1385.82 1067.81,1385.43 1068.02,1385.78 1068.23,1385.87 1068.43,1384.04 1068.64,1385.18 1068.84,1384.59 1069.05,1384.97 1069.25,1385.25 1069.46,1385.54 1069.66,1385.44 1069.87,1385.76 1070.07,1385.88 1070.28,1385.54 1070.49,1385.8 1070.69,1385.63 1070.9,1385.58 1071.1,1385.83 1071.31,1385.74 1071.51,1385.9 1071.72,1385.83 1071.92,1385.9 1072.13,1385.87 1072.33,1385.88 1072.54,1385.86 1072.75,1385.84 1072.95,1385.79 1073.16,1385.76 1073.36,1385.58 1073.57,1385.6 1073.77,1385.23 1073.98,1385.27 1074.18,1384.77 1074.39,1384.77 1074.59,1384.35 1074.8,1384.76 1075,1384.92 1075.21,1385.51 1075.42,1385.61 1075.62,1385.7 1075.83,1385.86 1076.03,1385.54 1076.24,1385.69 1076.44,1385.75 1076.65,1385.69 1076.85,1385.84 1077.06,1385.91 1077.26,1385.69 1077.47,1385.8 1077.68,1385.68 1077.88,1385.55 1078.09,1385.76 1078.29,1385.56 1078.5,1385.83 1078.7,1385.69 1078.91,1385.86 1079.11,1385.82 1079.32,1385.78 1079.52,1385.79 1079.73,1385.56 1079.94,1385.45 1080.14,1385.18 1080.35,1384.8 1080.55,1384.81 1080.76,1384.8 1080.96,1385.25 1081.17,1385.51 1081.37,1385.67 1081.58,1385.76 1081.78,1385.8 1081.99,1385.84 1082.19,1385.85 1082.4,1385.87 1082.61,1385.88 1082.81,1385.87 1083.02,1385.89 1083.22,1385.85 1083.43,1385.85 1083.63,1385.86 1083.84,1385.76 1084.04,1385.89 1084.25,1385.72 1084.45,1385.79 1084.66,1385.77 1084.87,1385.58 1085.07,1385.67 1085.28,1385.53 1085.48,1385.71 1085.69,1384.78 1085.89,1383.95 1086.1,1383.26 1086.3,1382.94 1086.51,1383.55 1086.71,1384.68 1086.92,1385.57 1087.13,1385.28 1087.33,1385.69 1087.54,1385.56 1087.74,1385.78 1087.95,1385.76 1088.15,1385.78 1088.36,1385.9 1088.56,1385.63 1088.77,1385.9 1088.97,1385.65 1089.18,1385.79 1089.38,1385.86 1089.59,1385.81 1089.8,1385.91 1090,1385.87 1090.21,1385.8 1090.41,1385.46 1090.62,1385.65 1090.82,1385.29 1091.03,1385.83 1091.23,1385.85 1091.44,1385.53 1091.64,1385.69 1091.85,1385.23 1092.06,1385.21 1092.26,1385.24 1092.47,1385.18 1092.67,1385.47 1092.88,1385.55 1093.08,1385.72 1093.29,1385.77 1093.49,1385.81 1093.7,1385.83 1093.9,1385.85 1094.11,1385.89 1094.31,1385.91 1094.52,1385.93 1094.73,1385.93 1094.93,1385.95 1095.14,1385.93 1095.34,1385.97 1095.55,1385.88 1095.75,1385.96 1095.96,1385.76 1096.16,1385.8 1096.37,1385.51 1096.57,1385.17 1096.78,1384.78 1096.99,1383.66 1097.19,1383.52 1097.4,1382.54 1097.6,1384.32 1097.81,1385.31 1098.01,1384.47 1098.22,1385.5 1098.42,1385.6 1098.63,1385.79 1098.83,1385.79 1099.04,1385.83 1099.25,1385.86 1099.45,1385.88 1099.66,1385.91 1099.86,1385.91 1100.07,1385.94 1100.27,1385.93 1100.48,1385.97 1100.68,1385.96 1100.89,1385.98 1101.09,1386 1101.3,1385.93 1101.5,1386.04 1101.71,1385.81 1101.92,1385.99 1102.12,1385.67 1102.33,1385.79 1102.53,1385.55 1102.74,1385.44 1102.94,1385.07 1103.15,1385.02 1103.35,1384.38 1103.56,1384.05 1103.76,1383.59 1103.97,1382.66 1104.18,1384.42 1104.38,1385.47 1104.59,1384.21 1104.79,1385.4 1105,1385.35 1105.2,1385.75 1105.41,1385.87 1105.61,1385.4 1105.82,1385.84 1106.02,1385.38 1106.23,1385.67 1106.44,1385.81 1106.64,1385.83 1106.85,1385.91 1107.05,1385.92 1107.26,1385.93 1107.46,1385.96 1107.67,1385.96 1107.87,1385.98 1108.08,1385.97 1108.28,1386 1108.49,1385.99 1108.69,1386.01 1108.9,1386.01 1109.11,1386 1109.31,1386 1109.52,1385.95 1109.72,1385.92 1109.93,1385.82 1110.13,1385.72 1110.34,1385.53 1110.54,1385.57 1110.75,1385.07 1110.95,1385.13 1111.16,1383.14 1111.37,1382.17 1111.57,1378.18 1111.78,1380.05 1111.98,1384.16 1112.19,1385.07 1112.39,1385.55 1112.6,1385.27 1112.8,1385.7 1113.01,1385.65 1113.21,1385.73 1113.42,1385.85 1113.63,1385.58 1113.83,1385.88 1114.04,1385.43 1114.24,1385.89 1114.45,1385.51 1114.65,1385.94 1114.86,1385.66 1115.06,1385.97 1115.27,1385.78 1115.47,1385.99 1115.68,1385.88 1115.88,1385.99 1116.09,1385.98 1116.3,1385.94 1116.5,1386.06 1116.71,1385.72 1116.91,1386 1117.12,1385.4 1117.32,1385.56 1117.53,1385.3 1117.73,1385.01 1117.94,1385.73 1118.14,1385.78 1118.35,1385.85 1118.56,1385.91 1118.76,1385.68 1118.97,1385.7 1119.17,1385.65 1119.38,1385.47 1119.58,1385.53 1119.79,1385.3 1119.99,1385.55 1120.2,1385.41 1120.4,1385.71 1120.61,1385.79 1120.82,1385.66 1121.02,1385.87 1121.23,1385.05 1121.43,1385.37 1121.64,1384.95 1121.84,1384.85 1122.05,1385.57 1122.25,1385.68 1122.46,1385.84 1122.66,1385.82 1122.87,1385.91 1123.07,1385.83 1123.28,1385.95 1123.49,1385.83 1123.69,1385.93 1123.9,1385.84 1124.1,1385.86 1124.31,1385.87 1124.51,1385.74 1124.72,1385.86 1124.92,1385.69 1125.13,1385.75 1125.33,1385.66 1125.54,1384.96 1125.75,1384.43 1125.95,1383.64 1126.16,1382.95 1126.36,1384.21 1126.57,1385.18 1126.77,1385.68 1126.98,1385.71 1127.18,1385.81 1127.39,1385.81 1127.59,1385.85 1127.8,1385.9 1128.01,1385.84 1128.21,1385.97 1128.42,1385.79 1128.62,1385.98 1128.83,1385.85 1129.03,1385.95 1129.24,1386.05 1129.44,1385.46 1129.65,1385.78 1129.85,1385.11 1130.06,1384.71 1130.26,1385.16 1130.47,1385.24 1130.68,1385.7 1130.88,1385.65 1131.09,1385.8 1131.29,1385.75 1131.5,1385.84 1131.7,1385.79 1131.91,1385.83 1132.11,1385.8 1132.32,1385.73 1132.52,1385.65 1132.73,1385.34 1132.94,1385.38 1133.14,1384.88 1133.35,1385.35 1133.55,1385.05 1133.76,1385.57 1133.96,1385.69 1134.17,1385.5 1134.37,1385.77 1134.58,1385.21 1134.78,1385.69 1134.99,1385.42 1135.19,1385.73 1135.4,1385.68 1135.61,1385.85 1135.81,1385.8 1136.02,1385.91 1136.22,1385.87 1136.43,1385.93 1136.63,1385.94 1136.84,1385.89 1137.04,1385.95 1137.25,1385.74 1137.45,1385.6 1137.66,1385.58 1137.87,1385.17 1138.07,1385.71 1138.28,1385.64 1138.48,1385.52 1138.69,1385.34 1138.89,1385.05 1139.1,1384.88 1139.3,1385.07 1139.51,1385.3 1139.71,1385.46 1139.92,1385.68 1140.13,1385.76 1140.33,1385.85 1140.54,1385.85 1140.74,1385.92 1140.95,1385.89 1141.15,1385.97 1141.36,1385.91 1141.56,1385.99 1141.77,1385.97 1141.97,1385.93 1142.18,1386.04 1142.38,1385.68 1142.59,1385.93 1142.8,1385.6 1143,1385.82 1143.21,1385.48 1143.41,1385.47 1143.62,1384.31 1143.82,1384.75 1144.03,1383.09 1144.23,1383.96 1144.44,1382.68 1144.64,1384.22 1144.85,1385.13 1145.06,1384.22 1145.26,1385.37 1145.47,1385.16 1145.67,1385.71 1145.88,1385.67 1146.08,1385.8 1146.29,1385.83 1146.49,1385.82 1146.7,1385.92 1146.9,1385.79 1147.11,1385.96 1147.32,1385.8 1147.52,1385.94 1147.73,1385.89 1147.93,1385.9 1148.14,1385.96 1148.34,1385.92 1148.55,1386 1148.75,1385.94 1148.96,1386 1149.16,1385.91 1149.37,1385.96 1149.57,1385.75 1149.78,1385.88 1149.99,1385.45 1150.19,1385.69 1150.4,1384.96 1150.6,1385.08 1150.81,1383.95 1151.01,1383.51 1151.22,1382.38 1151.42,1383.38 1151.63,1384.38 1151.83,1385.54 1152.04,1385.71 1152.25,1385.65 1152.45,1385.84 1152.66,1385.66 1152.86,1385.87 1153.07,1385.81 1153.27,1385.86 1153.48,1385.9 1153.68,1385.88 1153.89,1385.94 1154.09,1385.92 1154.3,1385.95 1154.51,1385.93 1154.71,1385.97 1154.92,1385.91 1155.12,1385.98 1155.33,1385.9 1155.53,1385.97 1155.74,1385.91 1155.94,1385.93 1156.15,1385.89 1156.35,1385.73 1156.56,1385.39 1156.76,1385.46 1156.97,1384.9 1157.18,1385.3 1157.38,1384.69 1157.59,1384.75 1157.79,1384.07 1158,1384.65 1158.2,1385.23 1158.41,1385.6 1158.61,1385.79 1158.82,1385.65 1159.02,1385.87 1159.23,1385.77 1159.44,1385.9 1159.64,1385.93 1159.85,1385.81 1160.05,1385.99 1160.26,1385.66 1160.46,1385.97 1160.67,1385.74 1160.87,1385.97 1161.08,1385.85 1161.28,1385.95 1161.49,1385.97 1161.7,1385.76 1161.9,1385.77 1162.11,1385.34 1162.31,1384.2 1162.52,1384.8 1162.72,1384.81 1162.93,1385.41 1163.13,1385.53 1163.34,1385.1 1163.54,1385.52 1163.75,1385.78 1163.95,1385.22 1164.16,1385.73 1164.37,1385.62 1164.57,1385.81 1164.78,1385.88 1164.98,1385.7 1165.19,1385.91 1165.39,1385.56 1165.6,1385.84 1165.8,1385.65 1166.01,1385.8 1166.21,1385.76 1166.42,1385.82 1166.63,1385.8 1166.83,1385.83 1167.04,1385.81 1167.24,1385.82 1167.45,1385.8 1167.65,1385.77 1167.86,1385.74 1168.06,1385.69 1168.27,1385.67 1168.47,1385.6 1168.68,1385.65 1168.89,1385.58 1169.09,1385.58 1169.3,1385.65 1169.5,1385.42 1169.71,1385.53 1169.91,1385.17 1170.12,1385.18 1170.32,1385.48 1170.53,1385.55 1170.73,1385.55 1170.94,1385.74 1171.14,1385.71 1171.35,1385.82 1171.56,1385.82 1171.76,1385.88 1171.97,1385.87 1172.17,1385.93 1172.38,1385.86 1172.58,1385.95 1172.79,1385.89 1172.99,1385.86 1173.2,1386 1173.4,1385.54 1173.61,1385.89 1173.82,1385.57 1174.02,1385.66 1174.23,1385.37 1174.43,1385.04 1174.64,1383.77 1174.84,1384.05 1175.05,1384.08 1175.25,1382.55 1175.46,1384.62 1175.66,1385.46 1175.87,1382.6 1176.07,1384.53 1176.28,1384.73 1176.49,1385.44 1176.69,1385.53 1176.9,1385.7 1177.1,1385.65 1177.31,1385.81 1177.51,1385.77 1177.72,1385.88 1177.92,1385.85 1178.13,1385.92 1178.33,1385.9 1178.54,1385.95 1178.75,1385.95 1178.95,1385.98 1179.16,1385.98 1179.36,1386 1179.57,1386 1179.77,1386.02 1179.98,1386.02 1180.18,1386.03 1180.39,1386.04 1180.59,1386.03 1180.8,1386.05 1181.01,1386.02 1181.21,1386.04 1181.42,1385.96 1181.62,1385.96 1181.83,1385.78 1182.03,1385.6 1182.24,1385.36 1182.44,1384.63 1182.65,1384.47 1182.85,1382.79 1183.06,1382.83 1183.26,1382.65 1183.47,1384.64 1183.68,1385.54 1183.88,1385.55 1184.09,1385.78 1184.29,1385.69 1184.5,1385.86 1184.7,1385.77 1184.91,1385.91 1185.11,1385.83 1185.32,1385.94 1185.52,1385.87 1185.73,1385.97 1185.94,1385.9 1186.14,1385.99 1186.35,1385.92 1186.55,1386 1186.76,1385.94 1186.96,1385.99 1187.17,1385.94 1187.37,1385.93 1187.58,1385.91 1187.78,1385.86 1187.99,1385.84 1188.2,1385.69 1188.4,1385.44 1188.61,1385.23 1188.81,1384.51 1189.02,1384.74 1189.22,1384.38 1189.43,1384.27 1189.63,1385.05 1189.84,1385.53 1190.04,1385.68 1190.25,1385.84 1190.45,1385.32 1190.66,1385.83 1190.87,1385.96 1191.07,1384.33 1191.28,1385.18 1191.48,1384.81 1191.69,1384.97 1191.89,1385.71 1192.1,1385.8 1192.3,1385.78 1192.51,1385.89 1192.71,1385.83 1192.92,1385.93 1193.13,1385.88 1193.33,1385.94 1193.54,1385.9 1193.74,1385.94 1193.95,1385.87 1194.15,1385.94 1194.36,1385.81 1194.56,1385.94 1194.77,1385.78 1194.97,1385.95 1195.18,1385.81 1195.39,1385.93 1195.59,1385.79 1195.8,1385.79 1196,1385.53 1196.21,1385.58 1196.41,1385.13 1196.62,1385.39 1196.82,1384.73 1197.03,1384.86 1197.23,1384.06 1197.44,1384.34 1197.64,1384.64 1197.85,1385.4 1198.06,1385.66 1198.26,1385.77 1198.47,1385.86 1198.67,1385.76 1198.88,1385.93 1199.08,1385.72 1199.29,1385.93 1199.49,1385.77 1199.7,1385.91 1199.9,1385.86 1200.11,1385.91 1200.32,1385.92 1200.52,1385.91 1200.73,1385.96 1200.93,1385.91 1201.14,1385.97 1201.34,1385.89 1201.55,1385.95 1201.75,1385.78 1201.96,1385.86 1202.16,1385.52 1202.37,1385.64 1202.58,1385.21 1202.78,1384.6 1202.99,1384.02 1203.19,1383.78 1203.4,1383.87 1203.6,1384.4 1203.81,1385.31 1204.01,1385.66 1204.22,1385.49 1204.42,1385.79 1204.63,1385.75 1204.83,1385.69 1205.04,1385.85 1205.25,1385.02 1205.45,1385.77 1205.66,1385.46 1205.86,1385.86 1206.07,1385.73 1206.27,1385.91 1206.48,1385.82 1206.68,1385.96 1206.89,1385.88 1207.09,1385.97 1207.3,1385.98 1207.51,1385.92 1207.71,1386.01 1207.92,1385.75 1208.12,1385.45 1208.33,1385.59 1208.53,1385.21 1208.74,1385.83 1208.94,1385.8 1209.15,1385.38 1209.35,1384.96 1209.56,1384.66 1209.77,1384.21 1209.97,1384.35 1210.18,1384.99 1210.38,1385.42 1210.59,1385.69 1210.79,1385.76 1211,1385.88 1211.2,1385.8 1211.41,1385.93 1211.61,1385.83 1211.82,1385.96 1212.02,1385.92 1212.23,1385.94 1212.44,1386.02 1212.64,1385.78 1212.85,1386.01 1213.05,1385.61 1213.26,1385.93 1213.46,1385.62 1213.67,1385.8 1213.87,1385.47 1214.08,1385.55 1214.28,1384.99 1214.49,1385.03 1214.7,1384.07 1214.9,1384.25 1215.11,1383.18 1215.31,1384.86 1215.52,1385.56 1215.72,1385.28 1215.93,1385.64 1216.13,1385.49 1216.34,1385.68 1216.54,1385.84 1216.75,1385.82 1216.96,1385.91 1217.16,1385.92 1217.37,1385.92 1217.57,1385.98 1217.78,1385.91 1217.98,1385.99 1218.19,1385.89 1218.39,1385.96 1218.6,1385.89 1218.8,1385.87 1219.01,1385.87 1219.21,1385.74 1219.42,1385.78 1219.63,1385.58 1219.83,1385.63 1220.04,1385.39 1220.24,1385.53 1220.45,1385.25 1220.65,1385.52 1220.86,1385.15 1221.06,1385.46 1221.27,1385.23 1221.47,1385.53 1221.68,1385.73 1221.89,1384.92 1222.09,1385.34 1222.3,1385.58 1222.5,1385.46 1222.71,1385.8 1222.91,1385.77 1223.12,1385.88 1223.32,1385.95 1223.53,1385.76 1223.73,1385.98 1223.94,1385.54 1224.14,1385.93 1224.35,1385.65 1224.56,1385.93 1224.76,1385.81 1224.97,1385.87 1225.17,1385.89 1225.38,1385.54 1225.58,1385.51 1225.79,1385.09 1225.99,1384.82 1226.2,1385.32 1226.4,1385.48 1226.61,1385.44 1226.82,1385.32 1227.02,1385.6 1227.23,1385.45 1227.43,1385.45 1227.64,1385.74 1227.84,1385.31 1228.05,1385.82 1228.25,1385.78 1228.46,1385.83 1228.66,1385.97 1228.87,1385.43 1229.08,1385.86 1229.28,1385.56 1229.49,1385.81 1229.69,1385.81 1229.9,1385.87 1230.1,1385.88 1230.31,1385.89 1230.51,1385.84 1230.72,1385.87 1230.92,1385.69 1231.13,1385.75 1231.33,1385.32 1231.54,1385.48 1231.75,1384.79 1231.95,1385.2 1232.16,1384.2 1232.36,1384.94 1232.57,1384.58 1232.77,1385.29 1232.98,1385.54 1233.18,1384.66 1233.39,1385.67 1233.59,1385.73 1233.8,1385.74 1234.01,1385.93 1234.21,1385.44 1234.42,1385.87 1234.62,1385.59 1234.83,1385.69 1235.03,1385.85 1235.24,1385.82 1235.44,1385.94 1235.65,1385.93 1235.85,1385.96 1236.06,1385.99 1236.27,1385.95 1236.47,1386.01 1236.68,1385.91 1236.88,1385.99 1237.09,1385.88 1237.29,1385.92 1237.5,1385.81 1237.7,1385.76 1237.91,1385.49 1238.11,1385.39 1238.32,1384.54 1238.52,1384.83 1238.73,1383.55 1238.94,1384.61 1239.14,1384.63 1239.35,1385.06 1239.55,1385.44 1239.76,1385.03 1239.96,1385.64 1240.17,1385.75 1240.37,1385.72 1240.58,1385.89 1240.78,1385.76 1240.99,1385.94 1241.2,1385.84 1241.4,1385.95 1241.61,1385.98 1241.81,1385.8 1242.02,1386.02 1242.22,1385.39 1242.43,1385.89 1242.63,1385.31 1242.84,1385.67 1243.04,1385.41 1243.25,1385.46 1243.46,1385.45 1243.66,1385.57 1243.87,1385.39 1244.07,1385.63 1244.28,1385.44 1244.48,1385.73 1244.69,1385.79 1244.89,1385.41 1245.1,1385.69 1245.3,1385.03 1245.51,1385.12 1245.71,1385.42 1245.92,1385.55 1246.13,1385.81 1246.33,1385.77 1246.54,1385.94 1246.74,1385.73 1246.95,1385.97 1247.15,1385.69 1247.36,1385.97 1247.56,1385.77 1247.77,1385.97 1247.97,1385.85 1248.18,1385.95 1248.39,1385.87 1248.59,1385.88 1248.8,1385.79 1249,1385.81 1249.21,1385.62 1249.41,1385.62 1249.62,1385.28 1249.82,1385.06 1250.03,1384.68 1250.23,1384.5 1250.44,1384.66 1250.65,1385.11 1250.85,1385.43 1251.06,1385.64 1251.26,1385.72 1251.47,1385.59 1251.67,1385.82 1251.88,1384.95 1252.08,1385.31 1252.29,1385.64 1252.49,1385.74 1252.7,1385.9 1252.9,1385.91 1253.11,1385.91 1253.32,1385.97 1253.52,1385.9 1253.73,1386.01 1253.93,1385.92 1254.14,1386.01 1254.34,1386.02 1254.55,1385.89 1254.75,1386.02 1254.96,1385.55 1255.16,1385.71 1255.37,1385.29 1255.58,1385.02 1255.78,1383.99 1255.99,1384.13 1256.19,1383.41 1256.4,1384.53 1256.6,1384.82 1256.81,1385.58 1257.01,1385.79 1257.22,1385.37 1257.42,1385.74 1257.63,1385.76 1257.84,1385.84 1258.04,1385.83 1258.25,1385.92 1258.45,1385.84 1258.66,1385.93 1258.86,1385.88 1259.07,1385.91 1259.27,1385.94 1259.48,1385.89 1259.68,1385.97 1259.89,1385.89 1260.09,1385.98 1260.3,1385.87 1260.51,1385.96 1260.71,1385.78 1260.92,1385.89 1261.12,1385.59 1261.33,1385.74 1261.53,1385.38 1261.74,1385.54 1261.94,1385.25 1262.15,1385.24 1262.35,1385.05 1262.56,1385.15 1262.77,1385.15 1262.97,1385.22 1263.18,1385.45 1263.38,1385.65 1263.59,1385.69 1263.79,1385.81 1264,1385.84 1264.2,1385.83 1264.41,1385.95 1264.61,1385.77 1264.82,1385.97 1265.02,1385.88 1265.23,1385.88 1265.44,1386.03 1265.64,1385.34 1265.85,1385.66 1266.05,1385.33 1266.26,1384.86 1266.46,1385.04 1266.67,1385.09 1266.87,1385.4 1267.08,1385.32 1267.28,1385.66 1267.49,1385.75 1267.7,1385.83 1267.9,1385.84 1268.11,1385.85 1268.31,1385.94 1268.52,1385.74 1268.72,1385.9 1268.93,1385.77 1269.13,1385.76 1269.34,1385.84 1269.54,1385.91 1269.75,1385.62 1269.96,1385.78 1270.16,1384.94 1270.37,1384.11 1270.57,1384.5 1270.78,1384.87 1270.98,1385.29 1271.19,1385.42 1271.39,1385.73 1271.6,1385.75 1271.8,1385.86 1272.01,1385.83 1272.21,1385.92 1272.42,1385.88 1272.63,1385.96 1272.83,1385.94 1273.04,1385.97 1273.24,1386.01 1273.45,1385.91 1273.65,1386.05 1273.86,1385.8 1274.06,1385.99 1274.27,1385.8 1274.47,1385.93 1274.68,1385.76 1274.89,1385.85 1275.09,1385.79 1275.3,1384.87 1275.5,1384.16 1275.71,1382.91 1275.91,1381.53 1276.12,1381.62 1276.32,1383.33 1276.53,1385.02 1276.73,1385.61 1276.94,1385.66 1277.15,1385.76 1277.35,1385.71 1277.56,1385.86 1277.76,1385.72 1277.97,1385.92 1278.17,1385.7 1278.38,1385.95 1278.58,1385.72 1278.79,1385.98 1278.99,1385.84 1279.2,1385.95 1279.4,1386.04 1279.61,1385.55 1279.82,1385.9 1280.02,1385.1 1280.23,1385.27 1280.43,1385.62 1280.64,1385.63 1280.84,1385.92 1281.05,1385.86 1281.25,1385.91 1281.46,1385.89 1281.66,1385.88 1281.87,1385.89 1282.08,1385.75 1282.28,1385.84 1282.49,1385.42 1282.69,1385.74 1282.9,1385.47 1283.1,1385.75 1283.31,1385.73 1283.51,1384.89 1283.72,1385.1 1283.92,1384.4 1284.13,1384.43 1284.34,1384.85 1284.54,1385.43 1284.75,1385.73 1284.95,1385.76 1285.16,1385.9 1285.36,1385.71 1285.57,1385.94 1285.77,1385.7 1285.98,1385.92 1286.18,1385.81 1286.39,1385.88 1286.59,1385.91 1286.8,1385.89 1287.01,1385.98 1287.21,1385.92 1287.42,1386.01 1287.62,1385.95 1287.83,1386 1288.03,1385.89 1288.24,1385.94 1288.44,1385.58 1288.65,1385.72 1288.85,1384.8 1289.06,1385.02 1289.27,1383.36 1289.47,1382.61 1289.68,1381.09 1289.88,1382.74 1290.09,1384.12 1290.29,1385.53 1290.5,1385.7 1290.7,1385.64 1290.91,1385.81 1291.11,1385.69 1291.32,1385.84 1291.53,1385.81 1291.73,1385.84 1291.94,1385.89 1292.14,1385.85 1292.35,1385.94 1292.55,1385.88 1292.76,1385.98 1292.96,1385.91 1293.17,1386 1293.37,1385.94 1293.58,1386.02 1293.78,1385.96 1293.99,1386.03 1294.2,1385.95 1294.4,1386.04 1294.61,1385.94 1294.81,1386.03 1295.02,1385.91 1295.22,1386.03 1295.43,1385.87 1295.63,1385.99 1295.84,1385.78 1296.04,1385.94 1296.25,1385.66 1296.46,1385.82 1296.66,1385.24 1296.87,1385.05 1297.07,1383.37 1297.28,1380.96 1297.48,1379.4 1297.69,1379.44 1297.89,1384.13 1298.1,1385.51 1298.3,1385.59 1298.51,1385.68 1298.72,1385.73 1298.92,1385.74 1299.13,1385.83 1299.33,1385.78 1299.54,1385.9 1299.74,1385.8 1299.95,1385.94 1300.15,1385.82 1300.36,1385.97 1300.56,1385.87 1300.77,1385.99 1300.97,1385.92 1301.18,1386.01 1301.39,1385.97 1301.59,1386.02 1301.8,1386 1302,1386.02 1302.21,1386.02 1302.41,1386 1302.62,1386 1302.82,1385.97 1303.03,1385.91 1303.23,1385.91 1303.44,1385.68 1303.65,1385.67 1303.85,1385.11 1304.06,1384.94 1304.26,1383.24 1304.47,1383.72 1304.67,1382.49 1304.88,1384.17 1305.08,1383.75 1305.29,1383.59 1305.49,1385.56 1305.7,1385.7 1305.9,1385.64 1306.11,1385.88 1306.32,1385.61 1306.52,1385.89 1306.73,1385.78 1306.93,1385.85 1307.14,1385.91 1307.34,1385.9 1307.55,1385.97 1307.75,1385.95 1307.96,1385.99 1308.16,1385.98 1308.37,1386.01 1308.58,1386 1308.78,1386.03 1308.99,1386.02 1309.19,1386.03 1309.4,1386.01 1309.6,1386.03 1309.81,1385.99 1310.01,1386 1310.22,1385.91 1310.42,1385.91 1310.63,1385.78 1310.84,1385.65 1311.04,1385.48 1311.25,1384.9 1311.45,1384.92 1311.66,1384.12 1311.86,1384.85 1312.07,1384.72 1312.27,1385.25 1312.48,1385.33 1312.68,1385.48 1312.89,1385.65 1313.09,1385.61 1313.3,1385.87 1313.51,1385.54 1313.71,1385.9 1313.92,1385.54 1314.12,1385.91 1314.33,1385.75 1314.53,1385.91 1314.74,1385.85 1314.94,1385.93 1315.15,1385.9 1315.35,1385.95 1315.56,1385.92 1315.77,1385.95 1315.97,1385.92 1316.18,1385.91 1316.38,1385.89 1316.59,1385.79 1316.79,1385.82 1317,1385.5 1317.2,1385.63 1317.41,1384.99 1317.61,1385.18 1317.82,1384.34 1318.03,1384.49 1318.23,1384.45 1318.44,1384.76 1318.64,1385.46 1318.85,1385.55 1319.05,1385.75 1319.26,1385.89 1319.46,1385.21 1319.67,1385.78 1319.87,1385.46 1320.08,1385.91 1320.28,1385.92 1320.49,1385.66 1320.7,1385.92 1320.9,1385.19 1321.11,1385.28 1321.31,1385.52 1321.52,1385.49 1321.72,1385.95 1321.93,1385.87 1322.13,1385.98 1322.34,1385.96 1322.54,1385.98 1322.75,1386.03 1322.96,1385.91 1323.16,1386.02 1323.37,1385.82 1323.57,1385.89 1323.78,1385.73 1323.98,1385.53 1324.19,1385.33 1324.39,1384.88 1324.6,1384.37 1324.8,1384.22 1325.01,1384.32 1325.22,1385.04 1325.42,1385.41 1325.63,1385.66 1325.83,1385.8 1326.04,1385.84 1326.24,1385.83 1326.45,1385.9 1326.65,1385.83 1326.86,1385.82 1327.06,1385.79 1327.27,1385.73 1327.47,1385.75 1327.68,1385.67 1327.89,1385.64 1328.09,1385.66 1328.3,1385.59 1328.5,1385.63 1328.71,1385.68 1328.91,1385.73 1329.12,1385.79 1329.32,1385.83 1329.53,1385.86 1329.73,1385.9 1329.94,1385.88 1330.15,1385.94 1330.35,1385.89 1330.56,1385.96 1330.76,1385.89 1330.97,1385.95 1331.17,1385.88 1331.38,1385.87 1331.58,1385.83 1331.79,1385.68 1331.99,1385.64 1332.2,1385.4 1332.41,1385.07 1332.61,1384.66 1332.82,1384.04 1333.02,1384.14 1333.23,1384.19 1333.43,1385.29 1333.64,1385.59 1333.84,1385.77 1334.05,1385.91 1334.25,1385.6 1334.46,1385.89 1334.66,1385.73 1334.87,1385.85 1335.08,1385.91 1335.28,1385.92 1335.49,1385.94 1335.69,1385.98 1335.9,1385.93 1336.1,1385.96 1336.31,1385.92 1336.51,1385.77 1336.72,1385.86 1336.92,1385.94 1337.13,1384.91 1337.34,1384.82 1337.54,1384.31 1337.75,1383.83 1337.95,1384.54 1338.16,1385.26 1338.36,1385.45 1338.57,1385.68 1338.77,1385.79 1338.98,1385.75 1339.18,1385.92 1339.39,1385.6 1339.6,1385.88 1339.8,1385.66 1340.01,1385.88 1340.21,1385.83 1340.42,1385.94 1340.62,1385.92 1340.83,1385.98 1341.03,1385.96 1341.24,1386 1341.44,1385.99 1341.65,1386.01 1341.85,1386.01 1342.06,1386.01 1342.27,1386 1342.47,1385.98 1342.68,1385.91 1342.88,1385.92 1343.09,1385.56 1343.29,1385.6 1343.5,1384.4 1343.7,1384.47 1343.91,1381.01 1344.11,1379.22 1344.32,1374.2 1344.53,1381.43 1344.73,1385.25 1344.94,1384.52 1345.14,1385.49 1345.35,1385.38 1345.55,1385.58 1345.76,1385.7 1345.96,1385.7 1346.17,1385.78 1346.37,1385.78 1346.58,1385.84 1346.79,1385.84 1346.99,1385.89 1347.2,1385.9 1347.4,1385.93 1347.61,1385.94 1347.81,1385.96 1348.02,1385.97 1348.22,1385.98 1348.43,1386 1348.63,1386 1348.84,1386.02 1349.04,1386.01 1349.25,1386.03 1349.46,1386.01 1349.66,1386.03 1349.87,1386.01 1350.07,1386.02 1350.28,1385.99 1350.48,1386 1350.69,1385.96 1350.89,1385.98 1351.1,1385.9 1351.3,1385.94 1351.51,1385.8 1351.72,1385.87 1351.92,1385.69 1352.13,1385.68 1352.33,1385.35 1352.54,1384.97 1352.74,1384.39 1352.95,1383.95 1353.15,1384 1353.36,1385.07 1353.56,1385.44 1353.77,1385.78 1353.97,1385.83 1354.18,1385.74 1354.39,1385.91 1354.59,1385.69 1354.8,1385.7 1355,1385.77 1355.21,1385.89 1355.41,1385.59 1355.62,1385.81 1355.82,1385.61 1356.03,1385.78 1356.23,1385.88 1356.44,1385.9 1356.65,1385.96 1356.85,1385.97 1357.06,1385.98 1357.26,1386.01 1357.47,1385.97 1357.67,1386.02 1357.88,1385.92 1358.08,1385.97 1358.29,1385.84 1358.49,1385.81 1358.7,1385.7 1358.91,1385.45 1359.11,1385.29 1359.32,1384.64 1359.52,1384.27 1359.73,1383.66 1359.93,1384.04 1360.14,1384.44 1360.34,1385.45 1360.55,1385.68 1360.75,1385.7 1360.96,1385.89 1361.16,1385.68 1361.37,1385.73 1361.58,1385.85 1361.78,1385.88 1361.99,1385.79 1362.19,1385.86 1362.4,1385.77 1362.6,1385.62 1362.81,1385.91 1363.01,1385.86 1363.22,1385.94 1363.42,1385.97 1363.63,1385.84 1363.84,1385.87 1364.04,1385.86 1364.25,1385.8 1364.45,1385.89 1364.66,1385.8 1364.86,1385.88 1365.07,1385.77 1365.27,1385.81 1365.48,1385.68 1365.68,1385.71 1365.89,1385.51 1366.1,1385.57 1366.3,1385.33 1366.51,1385.54 1366.71,1385.43 1366.92,1385.42 1367.12,1385.4 1367.33,1385.43 1367.53,1385.61 1367.74,1385.63 1367.94,1385.81 1368.15,1385.85 1368.35,1385.84 1368.56,1385.97 1368.77,1385.69 1368.97,1385.94 1369.18,1385.82 1369.38,1385.87 1369.59,1385.98 1369.79,1385.52 1370,1385.64 1370.2,1385.46 1370.41,1385.22 1370.61,1385.41 1370.82,1385.29 1371.03,1385.49 1371.23,1385.48 1371.44,1385.67 1371.64,1385.83 1371.85,1385.53 1372.05,1385.79 1372.26,1385.74 1372.46,1385.76 1372.67,1385.92 1372.87,1385.64 1373.08,1385.89 1373.29,1385.78 1373.49,1385.88 1373.7,1385.92 1373.9,1385.75 1374.11,1385.88 1374.31,1385.61 1374.52,1385.65 1374.72,1385.55 1374.93,1385.46 1375.13,1385.4 1375.34,1385.36 1375.54,1385.49 1375.75,1385.63 1375.96,1385.5 1376.16,1385.73 1376.37,1385.65 1376.57,1385.54 1376.78,1385.82 1376.98,1385.39 1377.19,1385.76 1377.39,1385.85 1377.6,1385.67 1377.8,1385.83 1378.01,1385.37 1378.22,1385.54 1378.42,1385.58 1378.63,1385.67 1378.83,1385.77 1379.04,1385.81 1379.24,1385.88 1379.45,1385.79 1379.65,1385.93 1379.86,1385.69 1380.06,1385.87 1380.27,1385.8 1380.48,1385.79 1380.68,1385.88 1380.89,1385.67 1381.09,1385.8 1381.3,1385.76 1381.5,1385.8 1381.71,1385.79 1381.91,1385.79 1382.12,1385.72 1382.32,1385.67 1382.53,1385.62 1382.73,1385.47 1382.94,1385.38 1383.15,1385.32 1383.35,1385.28 1383.56,1385.37 1383.76,1385.65 1383.97,1385.28 1384.17,1385.59 1384.38,1385.42 1384.58,1385.31 1384.79,1385.68 1384.99,1385.26 1385.2,1385.57 1385.41,1385.75 1385.61,1385.79 1385.82,1385.91 1386.02,1385.82 1386.23,1385.98 1386.43,1385.81 1386.64,1385.99 1386.84,1385.86 1387.05,1385.97 1387.25,1386.02 1387.46,1385.71 1387.67,1385.88 1387.87,1385.35 1388.08,1384.82 1388.28,1385.08 1388.49,1385.02 1388.69,1385.54 1388.9,1385.66 1389.1,1385.23 1389.31,1385.59 1389.51,1385.69 1389.72,1385.82 1389.92,1385.87 1390.13,1385.89 1390.34,1385.92 1390.54,1385.97 1390.75,1385.88 1390.95,1386 1391.16,1385.92 1391.36,1385.91 1391.57,1386.04 1391.77,1385.31 1391.98,1385.73 1392.18,1385.46 1392.39,1385.64 1392.6,1385.33 1392.8,1385.4 1393.01,1384.85 1393.21,1385.27 1393.42,1385.2 1393.62,1385.04 1393.83,1385.39 1394.03,1385.36 1394.24,1385.52 1394.44,1385.8 1394.65,1385.42 1394.85,1385.87 1395.06,1385.78 1395.27,1385.76 1395.47,1385.91 1395.68,1384.73 1395.88,1385.52 1396.09,1385.16 1396.29,1385.19 1396.5,1385.75 1396.7,1385.77 1396.91,1385.67 1397.11,1385.82 1397.32,1385.76 1397.53,1385.84 1397.73,1385.94 1397.94,1385.6 1398.14,1385.63 1398.35,1385.59 1398.55,1385.51 1398.76,1385.79 1398.96,1385.78 1399.17,1385.88 1399.37,1385.89 1399.58,1385.93 1399.79,1385.95 1399.99,1385.95 1400.2,1386.01 1400.4,1385.93 1400.61,1386.01 1400.81,1385.86 1401.02,1385.95 1401.22,1385.78 1401.43,1385.75 1401.63,1385.55 1401.84,1385.24 1402.04,1384.89 1402.25,1384.3 1402.46,1384.03 1402.66,1383.79 1402.87,1384.63 1403.07,1385.34 1403.28,1385.75 1403.48,1385.81 1403.69,1385.81 1403.89,1385.91 1404.1,1385.8 1404.3,1385.92 1404.51,1385.86 1404.72,1385.83 1404.92,1385.88 1405.13,1385.89 1405.33,1385.78 1405.54,1385.64 1405.74,1385.55 1405.95,1385.07 1406.15,1385.79 1406.36,1385.79 1406.56,1385.9 1406.77,1385.97 1406.98,1385.73 1407.18,1385.91 1407.39,1385.66 1407.59,1385.79 1407.8,1385.69 1408,1385.72 1408.21,1385.7 1408.41,1385.74 1408.62,1385.72 1408.82,1385.76 1409.03,1385.75 1409.23,1385.76 1409.44,1385.76 1409.65,1385.75 1409.85,1385.74 1410.06,1385.79 1410.26,1385.75 1410.47,1385.82 1410.67,1385.75 1410.88,1385.82 1411.08,1385.74 1411.29,1385.78 1411.49,1385.72 1411.7,1385.67 1411.91,1385.71 1412.11,1385.33 1412.32,1385.38 1412.52,1385.16 1412.73,1385.3 1412.93,1385.24 1413.14,1385.62 1413.34,1385.78 1413.55,1385.49 1413.75,1385.78 1413.96,1385.33 1414.17,1385.76 1414.37,1385.72 1414.58,1385.79 1414.78,1385.9 1414.99,1385.51 1415.19,1385.76 1415.4,1385.46 1415.6,1385.6 1415.81,1385.8 1416.01,1385.84 1416.22,1385.92 1416.42,1385.89 1416.63,1385.96 1416.84,1385.87 1417.04,1385.95 1417.25,1385.85 1417.45,1385.87 1417.66,1385.82 1417.86,1385.68 1418.07,1385.63 1418.27,1385.53 1418.48,1385.48 1418.68,1385.56 1418.89,1385.61 1419.1,1385.7 1419.3,1385.74 1419.51,1385.77 1419.71,1385.86 1419.92,1385.51 1420.12,1385.58 1420.33,1385.53 1420.53,1385.47 1420.74,1385.53 1420.94,1385.74 1421.15,1385.67 1421.36,1385.7 1421.56,1385.9 1421.77,1385.68 1421.97,1385.88 1422.18,1385.74 1422.38,1385.76 1422.59,1385.89 1422.79,1385.63 1423,1385.79 1423.2,1385.68 1423.41,1385.65 1423.61,1385.69 1423.82,1385.72 1424.03,1385.72 1424.23,1385.8 1424.44,1385.76 1424.64,1385.89 1424.85,1385.66 1425.05,1385.77 1425.26,1385.77 1425.46,1385.43 1425.67,1385.58 1425.87,1385.62 1426.08,1385.54 1426.29,1385.48 1426.49,1385.75 1426.7,1385.35 1426.9,1385.56 1427.11,1385.71 1427.31,1385.58 1427.52,1385.87 1427.72,1385.55 1427.93,1385.79 1428.13,1385.9 1428.34,1385.11 1428.55,1385.4 1428.75,1384.06 1428.96,1383.53 1429.16,1384.74 1429.37,1385.34 1429.57,1385.72 1429.78,1385.4 1429.98,1385.74 1430.19,1385.39 1430.39,1385.71 1430.6,1385.82 1430.8,1385.87 1431.01,1385.89 1431.22,1385.94 1431.42,1385.91 1431.63,1385.98 1431.83,1385.93 1432.04,1386 1432.24,1385.95 1432.45,1386.02 1432.65,1385.97 1432.86,1386.05 1433.06,1386 1433.27,1386.06 1433.48,1386.02 1433.68,1386.04 1433.89,1386.01 1434.09,1385.94 1434.3,1385.8 1434.5,1385.65 1434.71,1384.94 1434.91,1384.6 1435.12,1382.4 1435.32,1380.69 1435.53,1377.3 1435.73,1381.53 1435.94,1385.08 1436.15,1385.42 1436.35,1385.71 1436.56,1385.52 1436.76,1385.79 1436.97,1385.7 1437.17,1385.81 1437.38,1385.82 1437.58,1385.81 1437.79,1385.89 1437.99,1385.82 1438.2,1385.93 1438.41,1385.84 1438.61,1385.97 1438.82,1385.88 1439.02,1386 1439.23,1385.94 1439.43,1386.02 1439.64,1385.98 1439.84,1386.03 1440.05,1385.99 1440.25,1386.03 1440.46,1385.98 1440.67,1386.04 1440.87,1385.98 1441.08,1386.06 1441.28,1385.98 1441.49,1386.04 1441.69,1385.95 1441.9,1386.01 1442.1,1385.87 1442.31,1385.97 1442.51,1385.76 1442.72,1385.9 1442.92,1385.57 1443.13,1385.56 1443.34,1384.8 1443.54,1384.6 1443.75,1383.87 1443.95,1383.52 1444.16,1383.75 1444.36,1384.7 1444.57,1385.36 1444.77,1385.68 1444.98,1385.81 1445.18,1385.77 1445.39,1385.89 1445.6,1385.78 1445.8,1385.94 1446.01,1385.83 1446.21,1385.97 1446.42,1385.89 1446.62,1385.98 1446.83,1385.93 1447.03,1386 1447.24,1385.97 1447.44,1386.02 1447.65,1386 1447.86,1386.03 1448.06,1386 1448.27,1385.96 1448.47,1385.98 1448.68,1385.74 1448.88,1385.89 1449.09,1385.73 1449.29,1385.46 1449.5,1385.26 1449.7,1384.48 1449.91,1383.27 1450.11,1383.03 1450.32,1383.1 1450.53,1384.41 1450.73,1385.24 1450.94,1385.76 1451.14,1385.71 1451.35,1385.86 1451.55,1385.85 1451.76,1385.86 1451.96,1385.97 1452.17,1385.74 1452.37,1386 1452.58,1385.6 1452.79,1385.98 1452.99,1385.66 1453.2,1386 1453.4,1385.79 1453.61,1386.02 1453.81,1385.93 1454.02,1385.98 1454.22,1386.07 1454.43,1385.71 1454.63,1385.86 1454.84,1385.54 1455.05,1385.15 1455.25,1385.72 1455.46,1385.8 1455.66,1385.54 1455.87,1385.71 1456.07,1385.6 1456.28,1385.69 1456.48,1385.64 1456.69,1385.69 1456.89,1385.7 1457.1,1385.74 1457.3,1385.85 1457.51,1385.75 1457.72,1385.88 1457.92,1385.83 1458.13,1385.85 1458.33,1385.93 1458.54,1385.75 1458.74,1385.86 1458.95,1385.8 1459.15,1385.86 1459.36,1385.85 1459.56,1385.86 1459.77,1385.85 1459.98,1385.77 1460.18,1385.71 1460.39,1385.58 1460.59,1385.37 1460.8,1385.5 1461,1385.54 1461.21,1385.34 1461.41,1385.39 1461.62,1384.76 1461.82,1384.75 1462.03,1385.39 1462.24,1385.6 1462.44,1385.7 1462.65,1385.86 1462.85,1385.67 1463.06,1385.91 1463.26,1385.69 1463.47,1385.92 1463.67,1385.95 1463.88,1385.68 1464.08,1385.95 1464.29,1385.29 1464.49,1385.58 1464.7,1385.58 1464.91,1385.5 1465.11,1385.85 1465.32,1385.83 1465.52,1385.94 1465.73,1385.95 1465.93,1385.93 1466.14,1385.99 1466.34,1385.84 1466.55,1385.82 1466.75,1385.76 1466.96,1385.37 1467.17,1385.54 1467.37,1385.01 1467.58,1385.26 1467.78,1385.19 1467.99,1385.23 1468.19,1385.64 1468.4,1385.18 1468.6,1385.76 1468.81,1385.73 1469.01,1385.76 1469.22,1385.94 1469.43,1385.34 1469.63,1385.81 1469.84,1385.4 1470.04,1385.68 1470.25,1385.61 1470.45,1385.76 1470.66,1385.77 1470.86,1385.89 1471.07,1385.83 1471.27,1385.92 1471.48,1385.87 1471.68,1385.91 1471.89,1385.93 1472.1,1385.79 1472.3,1385.85 1472.51,1385.66 1472.71,1385.51 1472.92,1385.55 1473.12,1385.34 1473.33,1385.47 1473.53,1385.4 1473.74,1385.62 1473.94,1385.72 1474.15,1385.67 1474.36,1385.85 1474.56,1385.72 1474.77,1385.9 1474.97,1385.88 1475.18,1385.9 1475.38,1385.99 1475.59,1385.82 1475.79,1385.97 1476,1385.83 1476.2,1385.9 1476.41,1385.93 1476.62,1385.75 1476.82,1385.83 1477.03,1385.59 1477.23,1385.53 1477.44,1385.38 1477.64,1385.21 1477.85,1385.15 1478.05,1385.07 1478.26,1385.17 1478.46,1385.27 1478.67,1385.55 1478.87,1385.7 1479.08,1385.8 1479.29,1385.95 1479.49,1385.72 1479.7,1385.97 1479.9,1385.62 1480.11,1385.85 1480.31,1385.81 1480.52,1385.85 1480.72,1385.86 1480.93,1385.91 1481.13,1385.89 1481.34,1385.9 1481.55,1385.99 1481.75,1385.52 1481.96,1385.39 1482.16,1384.81 1482.37,1383.96 1482.57,1384.64 1482.78,1385.21 1482.98,1385.53 1483.19,1385.67 1483.39,1385.82 1483.6,1385.85 1483.8,1385.88 1484.01,1385.92 1484.22,1385.89 1484.42,1385.98 1484.63,1385.93 1484.83,1385.98 1485.04,1386.03 1485.24,1385.85 1485.45,1386.04 1485.65,1385.67 1485.86,1385.98 1486.06,1385.83 1486.27,1385.94 1486.48,1386.01 1486.68,1385.37 1486.89,1384.85 1487.09,1383.86 1487.3,1381.12 1487.5,1381.99 1487.71,1383.27 1487.91,1385.28 1488.12,1385.62 1488.32,1385.79 1488.53,1385.82 1488.74,1385.82 1488.94,1385.9 1489.15,1385.84 1489.35,1385.95 1489.56,1385.85 1489.76,1385.99 1489.97,1385.87 1490.17,1386.02 1490.38,1385.91 1490.58,1386.04 1490.79,1385.98 1490.99,1386.03 1491.2,1386.07 1491.41,1385.92 1491.61,1386.08 1491.82,1385.73 1492.02,1385.94 1492.23,1385.59 1492.43,1385.66 1492.64,1385.46 1492.84,1385.44 1493.05,1385.38 1493.25,1385.45 1493.46,1385.36 1493.67,1385.52 1493.87,1385.41 1494.08,1385.72 1494.28,1385.66 1494.49,1385.83 1494.69,1385.96 1494.9,1385.48 1495.1,1385.49 1495.31,1385.62 1495.51,1385.6 1495.72,1385.9 1495.93,1385.99 1496.13,1385.74 1496.34,1385.97 1496.54,1385.59 1496.75,1385.9 1496.95,1385.65 1497.16,1385.8 1497.36,1385.62 1497.57,1385.74 1497.77,1385.61 1497.98,1385.77 1498.18,1385.64 1498.39,1385.86 1498.6,1385.72 1498.8,1385.91 1499.01,1385.79 1499.21,1385.86 1499.42,1385.86 1499.62,1385.69 1499.83,1385.67 1500.03,1385.38 1500.24,1384.95 1500.44,1385 1500.65,1384.96 1500.86,1385.34 1501.06,1385.62 1501.27,1385.79 1501.47,1385.88 1501.68,1385.92 1501.88,1385.94 1502.09,1385.97 1502.29,1385.99 1502.5,1385.98 1502.7,1386.04 1502.91,1385.96 1503.12,1386.04 1503.32,1386.03 1503.53,1385.9 1503.73,1386.04 1503.94,1385.63 1504.14,1385.81 1504.35,1385.67 1504.55,1385.59 1504.76,1385.38 1504.96,1385.13 1505.17,1384.95 1505.37,1383.91 1505.58,1383.97 1505.79,1384.48 1505.99,1385.35 1506.2,1385.41 1506.4,1385.68 1506.61,1385.85 1506.81,1384.71 1507.02,1385.59 1507.22,1385.11 1507.43,1385.72 1507.63,1385.62 1507.84,1385.85 1508.05,1385.75 1508.25,1385.93 1508.46,1385.9 1508.66,1385.94 1508.87,1385.99 1509.07,1385.92 1509.28,1385.93 1509.48,1385.97 1509.69,1385.89 1509.89,1386.01 1510.1,1385.91 1510.31,1386.03 1510.51,1385.92 1510.72,1386.02 1510.92,1385.88 1511.13,1385.96 1511.33,1385.72 1511.54,1385.82 1511.74,1385.39 1511.95,1385.42 1512.15,1384.71 1512.36,1384.4 1512.56,1383.88 1512.77,1384.1 1512.98,1384.51 1513.18,1385.45 1513.39,1385.65 1513.59,1385.82 1513.8,1385.88 1514,1385.82 1514.21,1385.94 1514.41,1385.84 1514.62,1385.96 1514.82,1385.9 1515.03,1385.95 1515.24,1385.97 1515.44,1385.97 1515.65,1386 1515.85,1386 1516.06,1385.98 1516.26,1385.94 1516.47,1385.96 1516.67,1385.75 1516.88,1385.93 1517.08,1385.69 1517.29,1385.87 1517.5,1385.71 1517.7,1385.7 1517.91,1385.57 1518.11,1385.38 1518.32,1385.04 1518.52,1385.01 1518.73,1384.7 1518.93,1385.09 1519.14,1385.31 1519.34,1385.66 1519.55,1385.8 1519.75,1385.8 1519.96,1385.95 1520.17,1385.82 1520.37,1385.97 1520.58,1386.01 1520.78,1385.72 1520.99,1385.97 1521.19,1385.45 1521.4,1385.89 1521.6,1385.68 1521.81,1385.86 1522.01,1385.67 1522.22,1385.83 1522.43,1385.58 1522.63,1385.85 1522.84,1385.72 1523.04,1385.75 1523.25,1385.87 1523.45,1384.91 1523.66,1384.78 1523.86,1384.6 1524.07,1384.6 1524.27,1384.75 1524.48,1385.46 1524.68,1385.75 1524.89,1385.71 1525.1,1385.92 1525.3,1385.41 1525.51,1385.86 1525.71,1385.8 1525.92,1385.91 1526.12,1385.95 1526.33,1385.98 1526.53,1385.99 1526.74,1386.01 1526.94,1386.02 1527.15,1386.04 1527.36,1386.05 1527.56,1386.05 1527.77,1386.06 1527.97,1386.05 1528.18,1386.07 1528.38,1386.03 1528.59,1386.03 1528.79,1385.97 1529,1385.83 1529.2,1385.63 1529.41,1385.15 1529.62,1384.11 1529.82,1383.32 1530.03,1380.64 1530.23,1381.23 1530.44,1382.82 1530.64,1385.29 1530.85,1385.36 1531.05,1385.07 1531.26,1385.57 1531.46,1385.79 1531.67,1385.78 1531.87,1385.85 1532.08,1385.88 1532.29,1385.88 1532.49,1385.92 1532.7,1385.93 1532.9,1385.93 1533.11,1385.98 1533.31,1385.95 1533.52,1386.02 1533.72,1385.98 1533.93,1386.05 1534.13,1386 1534.34,1386.07 1534.55,1386.02 1534.75,1386.08 1534.96,1386.03 1535.16,1386.08 1535.37,1386.01 1535.57,1386.07 1535.78,1385.94 1535.98,1386.03 1536.19,1385.84 1536.39,1385.95 1536.6,1385.7 1536.81,1385.73 1537.01,1385.4 1537.22,1385.04 1537.42,1384.76 1537.63,1384.54 1537.83,1385.15 1538.04,1385.31 1538.24,1385.55 1538.45,1385.66 1538.65,1385.72 1538.86,1385.73 1539.06,1385.76 1539.27,1385.84 1539.48,1385.87 1539.68,1385.93 1539.89,1385.96 1540.09,1385.94 1540.3,1386.02 1540.5,1385.91 1540.71,1386.05 1540.91,1385.89 1541.12,1386.05 1541.32,1385.9 1541.53,1386.01 1541.74,1385.95 1541.94,1385.91 1542.15,1385.92 1542.35,1385.4 1542.56,1385.24 1542.76,1384.28 1542.97,1382.95 1543.17,1383.03 1543.38,1383.62 1543.58,1384.74 1543.79,1385.27 1544,1385.78 1544.2,1385.42 1544.41,1385.87 1544.61,1385.76 1544.82,1385.91 1545.02,1385.96 1545.23,1385.81 1545.43,1386.03 1545.64,1385.65 1545.84,1386.01 1546.05,1385.69 1546.25,1385.99 1546.46,1385.85 1546.67,1385.98 1546.87,1385.97 1547.08,1386.01 1547.28,1386.02 1547.49,1386.03 1547.69,1386.04 1547.9,1386.04 1548.1,1386.05 1548.31,1386.05 1548.51,1386.05 1548.72,1386.02 1548.93,1386.03 1549.13,1385.85 1549.34,1385.88 1549.54,1385.04 1549.75,1385.51 1549.95,1384.33 1550.16,1384.65 1550.36,1382.66 1550.57,1381.47 1550.77,1380.37 1550.98,1383.66 1551.19,1385.39 1551.39,1385.53 1551.6,1385.8 1551.8,1385.54 1552.01,1385.87 1552.21,1385.72 1552.42,1385.9 1552.62,1385.86 1552.83,1385.93 1553.03,1385.93 1553.24,1385.97 1553.44,1385.98 1553.65,1385.99 1553.86,1386.01 1554.06,1386.01 1554.27,1386.03 1554.47,1386.02 1554.68,1386.05 1554.88,1386 1555.09,1386.07 1555.29,1385.97 1555.5,1386.08 1555.7,1385.94 1555.91,1386.09 1556.12,1385.95 1556.32,1386.08 1556.53,1386 1556.73,1385.99 1556.94,1385.95 1557.14,1385.66 1557.35,1385.29 1557.55,1384.88 1557.76,1383.68 1557.96,1382.89 1558.17,1381.55 1558.38,1382.17 1558.58,1384.65 1558.79,1385.69 1558.99,1385.75 1559.2,1385.84 1559.4,1385.8 1559.61,1385.92 1559.81,1385.85 1560.02,1385.97 1560.22,1385.9 1560.43,1386 1560.63,1385.96 1560.84,1386 1561.05,1386.05 1561.25,1385.95 1561.46,1386.1 1561.66,1385.85 1561.87,1386.08 1562.07,1385.86 1562.28,1386.04 1562.48,1385.92 1562.69,1385.99 1562.89,1385.9 1563.1,1385.95 1563.31,1385.85 1563.51,1385.89 1563.72,1386.03 1563.92,1384.85 1564.13,1384.62 1564.33,1384.14 1564.54,1383.44 1564.74,1383.8 1564.95,1384.85 1565.15,1385.65 1565.36,1385.56 1565.56,1385.89 1565.77,1385.7 1565.98,1385.95 1566.18,1385.81 1566.39,1385.98 1566.59,1385.89 1566.8,1386 1567,1385.96 1567.21,1386.04 1567.41,1386 1567.62,1386.06 1567.82,1386.03 1568.03,1386.08 1568.24,1386.05 1568.44,1386.1 1568.65,1386.07 1568.85,1386.09 1569.06,1386.09 1569.26,1386.04 1569.47,1386.06 1569.67,1385.89 1569.88,1385.77 1570.08,1385.45 1570.29,1384.63 1570.5,1383.47 1570.7,1381.08 1570.91,1378.78 1571.11,1379.74 1571.32,1384.63 1571.52,1385.65 1571.73,1385.62 1571.93,1385.66 1572.14,1385.69 1572.34,1385.49 1572.55,1385.77 1572.75,1385.71 1572.96,1385.86 1573.17,1385.74 1573.37,1385.96 1573.58,1385.87 1573.78,1386.01 1573.99,1385.96 1574.19,1386.03 1574.4,1386 1574.6,1386.06 1574.81,1386.04 1575.01,1386.08 1575.22,1386.06 1575.43,1386.09 1575.63,1386.08 1575.84,1386.1 1576.04,1386.09 1576.25,1386.11 1576.45,1386.1 1576.66,1386.09 1576.86,1386.06 1577.07,1386.04 1577.27,1385.94 1577.48,1385.85 1577.69,1385.6 1577.89,1385.33 1578.1,1385.02 1578.3,1384.4 1578.51,1384.12 1578.71,1383.92 1578.92,1384.55 1579.12,1385.31 1579.33,1385.61 1579.53,1385.72 1579.74,1385.83 1579.94,1385.88 1580.15,1385.92 1580.36,1385.95 1580.56,1385.98 1580.77,1386.01 1580.97,1386 1581.18,1386.05 1581.38,1386.01 1581.59,1386.06 1581.79,1386.02 1582,1385.93 1582.2,1385.99 1582.41,1385.89 1582.62,1385.81 1582.82,1384.5 1583.03,1384.99 1583.23,1384.26 1583.44,1385.01 1583.64,1385.06 1583.85,1385.33 1584.05,1385.34 1584.26,1385.55 1584.46,1385.7 1584.67,1385.85 1584.88,1385.88 1585.08,1385.93 1585.29,1385.96 1585.49,1385.97 1585.7,1386.03 1585.9,1385.98 1586.11,1386.07 1586.31,1385.96 1586.52,1386.1 1586.72,1385.9 1586.93,1386.09 1587.13,1385.82 1587.34,1386.02 1587.55,1385.75 1587.75,1385.73 1587.96,1385.58 1588.16,1385.18 1588.37,1385.42 1588.57,1384.96 1588.78,1385.58 1588.98,1385.44 1589.19,1385.52 1589.39,1385.47 1589.6,1385.23 1589.81,1385.5 1590.01,1385.66 1590.22,1385.84 1590.42,1385.82 1590.63,1385.99 1590.83,1385.89 1591.04,1386.01 1591.24,1386.08 1591.45,1385.62 1591.65,1385.93 1591.86,1385.28 1592.07,1385.89 1592.27,1385.39 1592.48,1385.64 1592.68,1385.03 1592.89,1385.29 1593.09,1384.5 1593.3,1385.15 1593.5,1384.74 1593.71,1385.61 1593.91,1385.61 1594.12,1385.88 1594.32,1385.96 1594.53,1385.68 1594.74,1385.98 1594.94,1385.59 1595.15,1385.83 1595.35,1385.87 1595.56,1385.88 1595.76,1386.02 1595.97,1386.01 1596.17,1386.04 1596.38,1386.07 1596.58,1386.02 1596.79,1386.11 1597,1385.97 1597.2,1386.1 1597.41,1385.97 1597.61,1386.04 1597.82,1385.91 1598.02,1385.87 1598.23,1385.32 1598.43,1385.22 1598.64,1383.45 1598.84,1381.16 1599.05,1374.82 1599.26,1374.76 1599.46,1380.04 1599.67,1384.95 1599.87,1385.49 1600.08,1385 1600.28,1385.66 1600.49,1385.65 1600.69,1385.58 1600.9,1385.8 1601.1,1385.71 1601.31,1385.88 1601.51,1385.84 1601.72,1385.93 1601.93,1385.91 1602.13,1385.96 1602.34,1385.96 1602.54,1386 1602.75,1386 1602.95,1386.03 1603.16,1386.04 1603.36,1386.05 1603.57,1386.06 1603.77,1386.07 1603.98,1386.08 1604.19,1386.09 1604.39,1386.1 1604.6,1386.11 1604.8,1386.12 1605.01,1386.12 1605.21,1386.13 1605.42,1386.13 1605.62,1386.14 1605.83,1386.14 1606.03,1386.15 1606.24,1386.13 1606.45,1386.16 1606.65,1386.11 1606.86,1386.16 1607.06,1386.04 1607.27,1386.1 1607.47,1385.67 1607.68,1385.34 1607.88,1383.8 1608.09,1381.12 1608.29,1376.75 1608.5,1373.62 1608.7,1380.47 1608.91,1385.25 1609.12,1385.64 1609.32,1385.67 1609.53,1385.73 1609.73,1385.76 1609.94,1385.81 1610.14,1385.83 1610.35,1385.83 1610.55,1385.89 1610.76,1385.78 1610.96,1385.91 1611.17,1385.73 1611.38,1385.96 1611.58,1385.79 1611.79,1386.02 1611.99,1385.89 1612.2,1386.07 1612.4,1385.98 1612.61,1386.09 1612.81,1386.03 1613.02,1386.1 1613.22,1386.06 1613.43,1386.11 1613.63,1386.08 1613.84,1386.13 1614.05,1386.1 1614.25,1386.14 1614.46,1386.11 1614.66,1386.14 1614.87,1386.12 1615.07,1386.14 1615.28,1386.11 1615.48,1386.12 1615.69,1386.05 1615.89,1386.06 1616.1,1385.88 1616.31,1385.87 1616.51,1385.35 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1798.11,1386.04 1798.31,1385.93 1798.52,1386.12 1798.72,1385.73 1798.93,1386 1799.14,1386 1799.34,1385.79 1799.55,1385.88 1799.75,1385.59 1799.96,1385.74 1800.16,1385.5 1800.37,1385.69 1800.57,1385.88 1800.78,1385.54 1800.98,1385.87 1801.19,1385.79 1801.4,1385.85 1801.6,1386.05 1801.81,1385.59 1802.01,1385.97 1802.22,1385.63 1802.42,1385.96 1802.63,1385.89 1802.83,1385.99 1803.04,1386.05 1803.24,1385.86 1803.45,1386.05 1803.66,1385.56 1803.86,1385.65 1804.07,1385.75 1804.27,1385.76 1804.48,1385.96 1804.68,1385.99 1804.89,1386.06 1805.09,1386.05 1805.3,1386.12 1805.5,1386.06 1805.71,1386.13 1805.91,1386.1 1806.12,1386.1 1806.33,1386.14 1806.53,1386.01 1806.74,1386.09 1806.94,1386.01 1807.15,1386.02 1807.35,1386.01 1807.56,1385.95 1807.76,1385.86 1807.97,1385.81 1808.17,1385.56 1808.38,1385.33 1808.59,1385.17 1808.79,1385.06 1809,1385.09 1809.2,1385.24 1809.41,1385.65 1809.61,1385.88 1809.82,1386.03 1810.02,1385.81 1810.23,1386.07 1810.43,1385.83 1810.64,1386.04 1810.85,1386.05 1811.05,1386.09 1811.26,1386.11 1811.46,1386.12 1811.67,1386.15 1811.87,1386.13 1812.08,1386.18 1812.28,1386.1 1812.49,1386.15 1812.69,1386.06 1812.9,1386.03 1813.1,1385.99 1813.31,1385.87 1813.52,1385.53 1813.72,1385.04 1813.93,1384.62 1814.13,1384.22 1814.34,1384.27 1814.54,1385.09 1814.75,1385.69 1814.95,1385.9 1815.16,1385.96 1815.36,1386.08 1815.57,1385.85 1815.78,1386.1 1815.98,1386.01 1816.19,1386.03 1816.39,1386.16 1816.6,1385.38 1816.8,1385.98 1817.01,1385.66 1817.21,1385.86 1817.42,1385.97 1817.62,1386.05 1817.83,1386.02 1818.04,1386.12 1818.24,1386 1818.45,1386.15 1818.65,1386.06 1818.86,1386.16 1819.06,1386.18 1819.27,1386.04 1819.47,1386.04 1819.68,1385.89 1819.88,1385.41 1820.09,1385.69 1820.29,1385.27 1820.5,1385.58 1820.71,1385.28 1820.91,1385.76 1821.12,1385.7 1821.32,1386.03 1821.53,1385.99 1821.73,1386.09 1821.94,1386.1 1822.14,1386.1 1822.35,1386.13 1822.55,1386.1 1822.76,1386.12 1822.97,1386.07 1823.17,1386.06 1823.38,1386 1823.58,1385.92 1823.79,1385.84 1823.99,1385.64 1824.2,1385.59 1824.4,1385.32 1824.61,1385.4 1824.81,1385.34 1825.02,1385.68 1825.22,1385.79 1825.43,1385.94 1825.64,1386.06 1825.84,1385.82 1826.05,1386.03 1826.25,1385.96 1826.46,1386.03 1826.66,1386.11 1826.87,1386.03 1827.07,1386.16 1827.28,1386.04 1827.48,1386.16 1827.69,1386.14 1827.9,1386.08 1828.1,1386.18 1828.31,1385.93 1828.51,1386.01 1828.72,1385.9 1828.92,1385.81 1829.13,1385.44 1829.33,1385.57 1829.54,1385.22 1829.74,1385.42 1829.95,1385.68 1830.16,1384.74 1830.36,1385.5 1830.57,1385.88 1830.77,1384.89 1830.98,1385.44 1831.18,1384.95 1831.39,1385.39 1831.59,1385.86 1831.8,1385.89 1832,1386.05 1832.21,1385.75 1832.41,1385.95 1832.62,1385.98 1832.83,1386.02 1833.03,1386.1 1833.24,1386.12 1833.44,1386.12 1833.65,1386.16 1833.85,1386.14 1834.06,1386.18 1834.26,1386.15 1834.47,1386.19 1834.67,1386.15 1834.88,1386.19 1835.09,1386.15 1835.29,1386.18 1835.5,1386.13 1835.7,1386.12 1835.91,1386.07 1836.11,1385.99 1836.32,1385.95 1836.52,1385.77 1836.73,1385.77 1836.93,1385.38 1837.14,1385.25 1837.35,1384.4 1837.55,1384.49 1837.76,1383.96 1837.96,1385.03 1838.17,1385.67 1838.37,1385.93 1838.58,1386.06 1838.78,1385.89 1838.99,1386.08 1839.19,1385.99 1839.4,1386.1 1839.6,1386.07 1839.81,1386.12 1840.02,1386.11 1840.22,1386.14 1840.43,1386.12 1840.63,1386.14 1840.84,1386.13 1841.04,1386.12 1841.25,1386.15 1841.45,1386.09 1841.66,1386.16 1841.86,1386.08 1842.07,1386.12 1842.28,1385.98 1842.48,1386.02 1842.69,1385.74 1842.89,1385.9 1843.1,1385.53 1843.3,1385.77 1843.51,1385.36 1843.71,1385.63 1843.92,1385.24 1844.12,1385.49 1844.33,1385.39 1844.54,1385.59 1844.74,1385.8 1844.95,1385.75 1845.15,1386.04 1845.36,1385.87 1845.56,1386.08 1845.77,1386.12 1845.97,1385.93 1846.18,1386.15 1846.38,1385.63 1846.59,1386.1 1846.79,1385.87 1847,1386.03 1847.21,1386.03 1847.41,1386.07 1847.62,1386.08 1847.82,1386.09 1848.03,1386.04 1848.23,1386.09 1848.44,1385.92 1848.64,1386.07 1848.85,1385.76 1849.05,1385.99 1849.26,1385.49 1849.47,1385.75 1849.67,1385.17 1849.88,1385.58 1850.08,1385.18 1850.29,1385.54 1850.49,1385.16 1850.7,1385.69 1850.9,1385.89 1851.11,1385.49 1851.31,1385.85 1851.52,1385.5 1851.73,1385.96 1851.93,1385.95 1852.14,1386.01 1852.34,1386.15 1852.55,1385.73 1852.75,1386.08 1852.96,1385.73 1853.16,1385.73 1853.37,1386.06 1853.57,1386.03 1853.78,1386.14 1853.98,1386.14 1854.19,1386.16 1854.4,1386.18 1854.6,1386.15 1854.81,1386.2 1855.01,1386.12 1855.22,1386.17 1855.42,1386.07 1855.63,1386.06 1855.83,1385.94 1856.04,1385.84 1856.24,1385.69 1856.45,1385.45 1856.66,1385.52 1856.86,1385.25 1857.07,1385.63 1857.27,1385.43 1857.48,1385.41 1857.68,1385.63 1857.89,1385.36 1858.09,1385.8 1858.3,1385.72 1858.5,1386.01 1858.71,1386.02 1858.92,1386.1 1859.12,1386.11 1859.33,1386.11 1859.53,1386.17 1859.74,1386.09 1859.94,1386.19 1860.15,1386.14 1860.35,1386.12 1860.56,1386.22 1860.76,1385.86 1860.97,1386.16 1861.17,1385.94 1861.38,1386.02 1861.59,1386.09 1861.79,1385.06 1862,1385.03 1862.2,1383.74 1862.41,1381.75 1862.61,1383.69 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1875.76,1385.72 1875.97,1384.96 1876.17,1384.73 1876.38,1383.43 1876.58,1382.72 1876.79,1382.61 1876.99,1384.84 1877.2,1385.81 1877.4,1385.9 1877.61,1386.01 1877.81,1385.96 1878.02,1386.07 1878.23,1386.02 1878.43,1386.1 1878.64,1386.08 1878.84,1386.12 1879.05,1386.13 1879.25,1386.13 1879.46,1386.17 1879.66,1386.14 1879.87,1386.19 1880.07,1386.13 1880.28,1386.21 1880.48,1386.13 1880.69,1386.22 1880.9,1386.15 1881.1,1386.21 1881.31,1386.11 1881.51,1386.13 1881.72,1385.89 1881.92,1386.06 1882.13,1385.75 1882.33,1386.01 1882.54,1385.68 1882.74,1385.86 1882.95,1385.42 1883.16,1385.58 1883.36,1385.14 1883.57,1385.18 1883.77,1385.03 1883.98,1385.37 1884.18,1385.7 1884.39,1385.91 1884.59,1386.06 1884.8,1386.01 1885,1386.15 1885.21,1386 1885.42,1386.18 1885.62,1386.03 1885.83,1386.2 1886.03,1386.12 1886.24,1386.16 1886.44,1386.23 1886.65,1385.94 1886.85,1386.14 1887.06,1385.84 1887.26,1385.38 1887.47,1385.81 1887.67,1385.82 1887.88,1386.01 1888.09,1386.05 1888.29,1385.77 1888.5,1385.69 1888.7,1385.74 1888.91,1385.64 1889.11,1385.61 1889.32,1385.64 1889.52,1385.76 1889.73,1385.9 1889.93,1385.94 1890.14,1386.1 1890.35,1386 1890.55,1386.15 1890.76,1386.12 1890.96,1386.12 1891.17,1386.24 1891.37,1385.82 1891.58,1386.15 1891.78,1385.88 1891.99,1385.97 1892.19,1385.74 1892.4,1385.78 1892.61,1385.51 1892.81,1385.57 1893.02,1385.09 1893.22,1385.52 1893.43,1385.32 1893.63,1385.76 1893.84,1385.92 1894.04,1385.28 1894.25,1385.9 1894.45,1385.99 1894.66,1385.91 1894.86,1386.13 1895.07,1385.64 1895.28,1386.09 1895.48,1385.86 1895.69,1386.05 1895.89,1386.05 1896.1,1386.1 1896.3,1386.09 1896.51,1386.15 1896.71,1386.09 1896.92,1386.17 1897.12,1386.07 1897.33,1386.17 1897.54,1386.01 1897.74,1386.14 1897.95,1385.88 1898.15,1386.05 1898.36,1385.67 1898.56,1385.93 1898.77,1385.49 1898.97,1385.82 1899.18,1385.45 1899.38,1385.9 1899.59,1385.74 1899.8,1385.96 1900,1386 1900.21,1385.64 1900.41,1385.89 1900.62,1385.53 1900.82,1385.73 1901.03,1385.59 1901.23,1385.86 1901.44,1385.89 1901.64,1385.73 1901.85,1385.9 1902.05,1384.94 1902.26,1385.77 1902.47,1385.62 1902.67,1385.79 1902.88,1385.83 1903.08,1385.99 1903.29,1386.07 1903.49,1385.87 1903.7,1386.1 1903.9,1385.73 1904.11,1385.82 1904.31,1386.03 1904.52,1386.01 1904.73,1386.15 1904.93,1386.12 1905.14,1386.18 1905.34,1386.14 1905.55,1386.2 1905.75,1386.15 1905.96,1386.19 1906.16,1386.17 1906.37,1386.14 1906.57,1386.16 1906.78,1386.05 1906.99,1386.07 1907.19,1386 1907.4,1385.98 1907.6,1385.88 1907.81,1385.74 1908.01,1385.46 1908.22,1385.08 1908.42,1384.41 1908.63,1384.38 1908.83,1384.45 1909.04,1385.6 1909.24,1385.98 1909.45,1385.95 1909.66,1386.12 1909.86,1385.96 1910.07,1386.14 1910.27,1386.08 1910.48,1386.16 1910.68,1386.14 1910.89,1386.18 1911.09,1386.16 1911.3,1386.19 1911.5,1386.18 1911.71,1386.18 1911.92,1386.18 1912.12,1386.17 1912.33,1386.16 1912.53,1386.13 1912.74,1386 1912.94,1386.01 1913.15,1385.44 1913.35,1385.64 1913.56,1385.05 1913.76,1385.03 1913.97,1384.89 1914.17,1384.66 1914.38,1384.72 1914.59,1385.19 1914.79,1384.26 1915,1385.64 1915.2,1385.55 1915.41,1386.01 1915.61,1386.06 1915.82,1385.92 1916.02,1386.15 1916.23,1385.56 1916.43,1385.98 1916.64,1385.93 1916.85,1385.91 1917.05,1386.16 1917.26,1386.16 1917.46,1386.17 1917.67,1386.19 1917.87,1386.19 1918.08,1386.2 1918.28,1386.21 1918.49,1386.21 1918.69,1386.21 1918.9,1386.21 1919.11,1386.19 1919.31,1386.19 1919.52,1386.14 1919.72,1386.11 1919.93,1386.02 1920.13,1385.89 1920.34,1385.88 1920.54,1385.6 1920.75,1385.89 1920.95,1385.53 1921.16,1385.7 1921.36,1384.65 1921.57,1384.66 1921.78,1383.65 1921.98,1384.35 1922.19,1385.08 1922.39,1385.86 1922.6,1386.06 1922.8,1385.97 1923.01,1386.12 1923.21,1386.01 1923.42,1386.15 1923.62,1386.05 1923.83,1386.17 1924.04,1386.1 1924.24,1386.19 1924.45,1386.15 1924.65,1386.2 1924.86,1386.19 1925.06,1386.2 1925.27,1386.23 1925.47,1386.18 1925.68,1386.25 1925.88,1386.17 1926.09,1386.26 1926.3,1386.18 1926.5,1386.24 1926.71,1386.23 1926.91,1386.14 1927.12,1386.26 1927.32,1385.86 1927.53,1386.03 1927.73,1385.18 1927.94,1383.96 1928.14,1381.47 1928.35,1376.39 1928.55,1376.86 1928.76,1383.49 1928.97,1385.71 1929.17,1385.86 1929.38,1385.84 1929.58,1385.94 1929.79,1385.85 1929.99,1386.01 1930.2,1385.9 1930.4,1386.08 1930.61,1385.98 1930.81,1386.13 1931.02,1386.06 1931.23,1386.17 1931.43,1386.12 1931.64,1386.2 1931.84,1386.16 1932.05,1386.22 1932.25,1386.19 1932.46,1386.24 1932.66,1386.22 1932.87,1386.25 1933.07,1386.24 1933.28,1386.26 1933.49,1386.25 1933.69,1386.26 1933.9,1386.25 1934.1,1386.26 1934.31,1386.23 1934.51,1386.24 1934.72,1386.17 1934.92,1386.21 1935.13,1386.06 1935.33,1386.17 1935.54,1385.93 1935.74,1386.09 1935.95,1385.64 1936.16,1385.86 1936.36,1385.06 1936.57,1385.43 1936.77,1384.6 1936.98,1384.41 1937.18,1384.39 1937.39,1385.12 1937.59,1385.53 1937.8,1385.95 1938,1386.02 1938.21,1386.07 1938.42,1386.13 1938.62,1386.11 1938.83,1386.19 1939.03,1386.11 1939.24,1386.23 1939.44,1386.08 1939.65,1386.25 1939.85,1386.05 1940.06,1386.24 1940.26,1386.02 1940.47,1386.21 1940.68,1386.02 1940.88,1386.14 1941.09,1386 1941.29,1386.02 1941.5,1385.97 1941.7,1385.93 1941.91,1385.95 1942.11,1385.89 1942.32,1385.96 1942.52,1385.87 1942.73,1385.97 1942.93,1385.86 1943.14,1385.98 1943.35,1385.86 1943.55,1386.01 1943.76,1386.01 1943.96,1385.96 1944.17,1385.97 1944.37,1385.88 1944.58,1385.73 1944.78,1385.84 1944.99,1385.81 1945.19,1385.78 1945.4,1385.95 1945.61,1385.72 1945.81,1385.96 1946.02,1385.41 1946.22,1386.03 1946.43,1385.99 1946.63,1385.84 1946.84,1386.03 1947.04,1385.13 1947.25,1385.46 1947.45,1385.44 1947.66,1385.43 1947.87,1385.92 1948.07,1385.93 1948.28,1386.13 1948.48,1385.89 1948.69,1386.14 1948.89,1385.99 1949.1,1386.1 1949.3,1386.13 1949.51,1386.16 1949.71,1386.15 1949.92,1386.19 1950.12,1386.15 1950.33,1386.2 1950.54,1386.16 1950.74,1386.19 1950.95,1386.19 1951.15,1386.2 1951.36,1386.2 1951.56,1386.19 1951.77,1386.15 1951.97,1386.1 1952.18,1386.02 1952.38,1385.8 1952.59,1385.59 1952.8,1385.02 1953,1384.11 1953.21,1383.64 1953.41,1383.45 1953.62,1384.63 1953.82,1385.74 1954.03,1385.98 1954.23,1386.05 1954.44,1386.1 1954.64,1386.08 1954.85,1386.08 1955.05,1386.11 1955.26,1385.91 1955.47,1386.13 1955.67,1386.09 1955.88,1386.13 1956.08,1385.95 1956.29,1386.17 1956.49,1386.08 1956.7,1386.23 1956.9,1386.2 1957.11,1386.21 1957.31,1386.23 1957.52,1386.19 1957.73,1386.22 1957.93,1386.17 1958.14,1386.18 1958.34,1386.12 1958.55,1386.06 1958.75,1385.95 1958.96,1385.79 1959.16,1385.51 1959.37,1385.34 1959.57,1384.9 1959.78,1384.89 1959.99,1384.76 1960.19,1385.39 1960.4,1385.8 1960.6,1386.07 1960.81,1386.1 1961.01,1386.14 1961.22,1386.16 1961.42,1386.17 1961.63,1386.2 1961.83,1386.19 1962.04,1386.23 1962.24,1386.21 1962.45,1386.26 1962.66,1386.21 1962.86,1386.28 1963.07,1386.2 1963.27,1386.27 1963.48,1386.18 1963.68,1386.2 1963.89,1386.12 1964.09,1386.03 1964.3,1385.88 1964.5,1385.6 1964.71,1385.49 1964.92,1384.57 1965.12,1384.98 1965.33,1384.07 1965.53,1384.9 1965.74,1385.08 1965.94,1383.85 1966.15,1385.58 1966.35,1385.97 1966.56,1385.72 1966.76,1386.12 1966.97,1385.92 1967.18,1386.18 1967.38,1386.06 1967.59,1386.21 1967.79,1386.12 1968,1386.23 1968.2,1386.15 1968.41,1386.25 1968.61,1386.17 1968.82,1386.27 1969.02,1386.18 1969.23,1386.27 1969.43,1386.18 1969.64,1386.25 1969.85,1386.16 1970.05,1386.16 1970.26,1386.11 1970.46,1385.96 1970.67,1385.99 1970.87,1385.7 1971.08,1385.84 1971.28,1385.43 1971.49,1385.7 1971.69,1385.51 1971.9,1385.84 1972.11,1385.97 1972.31,1385.51 1972.52,1385.77 1972.72,1385.83 1972.93,1385.97 1973.13,1386.06 1973.34,1386.17 1973.54,1386.09 1973.75,1386.21 1973.95,1386.14 1974.16,1386.16 1974.37,1386.22 1974.57,1386.06 1974.78,1386.21 1974.98,1386.17 1975.19,1386.11 1975.39,1386.26 1975.6,1385.69 1975.8,1386.05 1976.01,1385.65 1976.21,1385.6 1976.42,1385.32 1976.62,1385.22 1976.83,1384.99 1977.04,1385.1 1977.24,1385.13 1977.45,1385.81 1977.65,1386.01 1977.86,1386.02 1978.06,1386.19 1978.27,1385.9 1978.47,1386.16 1978.68,1386.1 1978.88,1386.13 1979.09,1386.21 1979.3,1386.19 1979.5,1386.23 1979.71,1386.23 1979.91,1386.22 1980.12,1386.23 1980.32,1386.21 1980.53,1386.14 1980.73,1386.19 1980.94,1385.95 1981.14,1386.1 1981.35,1385.65 1981.56,1385.92 1981.76,1385.35 1981.97,1385.62 1982.17,1385.04 1982.38,1385.37 1982.58,1385.14 1982.79,1385.68 1982.99,1385.7 1983.2,1386.04 1983.4,1386.1 1983.61,1386.04 1983.81,1386.21 1984.02,1385.93 1984.23,1386.17 1984.43,1386.07 1984.64,1386.09 1984.84,1386.17 1985.05,1386.15 1985.25,1386.22 1985.46,1386.23 1985.66,1386.23 1985.87,1386.28 1986.07,1386.19 1986.28,1386.28 1986.49,1386.16 1986.69,1386.18 1986.9,1386.13 1987.1,1385.97 1987.31,1385.91 1987.51,1385.69 1987.72,1385.48 1987.92,1385.2 1988.13,1385.05 1988.33,1384.84 1988.54,1385.33 1988.75,1385.51 1988.95,1385.87 1989.16,1385.95 1989.36,1386.06 1989.57,1386.2 1989.77,1385.93 1989.98,1386.17 1990.18,1386.14 1990.39,1386.2 1990.59,1386.19 1990.8,1386.24 1991,1386.18 1991.21,1386.26 1991.42,1386.17 1991.62,1386.22 1991.83,1386.18 1992.03,1386.07 1992.24,1386.15 1992.44,1385.96 1992.65,1386.1 1992.85,1385.93 1993.06,1385.88 1993.26,1385.76 1993.47,1385.57 1993.68,1385.61 1993.88,1385.58 1994.09,1385.71 1994.29,1385.78 1994.5,1385.95 1994.7,1386.04 1994.91,1386.11 1995.11,1386.08 1995.32,1386.21 1995.52,1386.12 1995.73,1386.21 1995.94,1386.3 1996.14,1385.71 1996.35,1386.11 1996.55,1385.74 1996.76,1386.09 1996.96,1385.58 1997.17,1385.92 1997.37,1385.22 1997.58,1385.64 1997.78,1384.77 1997.99,1385.09 1998.19,1384.77 1998.4,1385.67 1998.61,1385.97 1998.81,1386.02 1999.02,1386.19 1999.22,1385.91 1999.43,1386.18 1999.63,1386.13 1999.84,1386.18 2000.04,1386.21 2000.25,1386.22 2000.45,1386.25 2000.66,1386.25 2000.87,1386.26 2001.07,1386.28 2001.28,1386.26 2001.48,1386.3 2001.69,1386.25 2001.89,1386.29 2002.1,1386.24 2002.3,1386.21 2002.51,1386.21 2002.71,1386.02 2002.92,1386.05 2003.12,1385.31 2003.33,1385.15 2003.54,1382.66 2003.74,1381.07 2003.95,1375.83 2004.15,1379.65 2004.36,1384.45 2004.56,1385.59 2004.77,1385.95 2004.97,1385.9 2005.18,1385.94 2005.38,1386.03 2005.59,1386 2005.8,1386.1 2006,1386.08 2006.21,1386.15 2006.41,1386.14 2006.62,1386.18 2006.82,1386.18 2007.03,1386.21 2007.23,1386.22 2007.44,1386.24 2007.64,1386.24 2007.85,1386.26 2008.06,1386.27 2008.26,1386.28 2008.47,1386.29 2008.67,1386.29 2008.88,1386.31 2009.08,1386.3 2009.29,1386.32 2009.49,1386.31 2009.7,1386.33 2009.9,1386.3 2010.11,1386.33 2010.31,1386.29 2010.52,1386.32 2010.73,1386.28 2010.93,1386.32 2011.14,1386.26 2011.34,1386.25 2011.55,1386.15 2011.75,1385.99 2011.96,1385.82 2012.16,1385.13 2012.37,1384.89 2012.57,1383.11 2012.78,1382.96 2012.99,1382.95 2013.19,1385.12 2013.4,1385.92 2013.6,1386.07 2013.81,1386.13 2014.01,1386.12 2014.22,1386.18 2014.42,1386.16 2014.63,1386.21 2014.83,1386.2 2015.04,1386.21 2015.25,1386.23 2015.45,1386.18 2015.66,1386.26 2015.86,1386.15 2016.07,1386.27 2016.27,1386.16 2016.48,1386.27 2016.68,1386.17 2016.89,1386.23 2017.09,1386.18 2017.3,1386.12 2017.5,1386.12 2017.71,1386.11 2017.92,1386.07 2018.12,1386.15 2018.33,1386.08 2018.53,1386.13 2018.74,1386.04 2018.94,1386.09 2019.15,1385.95 2019.35,1386.01 2019.56,1385.83 2019.76,1385.96 2019.97,1385.83 2020.18,1385.92 2020.38,1385.84 2020.59,1385.89 2020.79,1385.9 2021,1385.97 2021.2,1386.11 2021.41,1386.03 2021.61,1386.19 2021.82,1386.15 2022.02,1386.2 2022.23,1386.24 2022.44,1386.07 2022.64,1386.2 2022.85,1386 2023.05,1386.07 2023.26,1386.04 2023.46,1385.99 2023.67,1386.01 2023.87,1385.98 2024.08,1385.99 2024.28,1385.96 2024.49,1385.98 2024.69,1386 2024.9,1385.97 2025.11,1385.98 2025.31,1386 2025.52,1386.02 2025.72,1386.05 2025.93,1386.11 2026.13,1386.14 2026.34,1386.16 2026.54,1386.17 2026.75,1386.21 2026.95,1386.13 2027.16,1386.21 2027.37,1386.14 2027.57,1386.09 2027.78,1386.15 2027.98,1386.13 2028.19,1386 2028.39,1386.06 2028.6,1385.98 2028.8,1385.93 2029.01,1385.55 2029.21,1385.57 2029.42,1385.64 2029.63,1385.41 2029.83,1384.66 2030.04,1385.59 2030.24,1385.87 2030.45,1385.61 2030.65,1386.02 2030.86,1385.72 2031.06,1386.11 2031.27,1386.03 2031.47,1386.18 2031.68,1386.2 2031.88,1386.12 2032.09,1386.26 2032.3,1385.96 2032.5,1386.13 2032.71,1386.07 2032.91,1386.01 2033.12,1386.23 2033.32,1386.22 2033.53,1386.25 2033.73,1386.27 2033.94,1386.19 2034.14,1386.22 2034.35,1386.16 2034.56,1386.1 2034.76,1386.11 2034.97,1385.88 2035.17,1385.86 2035.38,1385.42 2035.58,1385.21 2035.79,1384.88 2035.99,1385 2036.2,1385.13 2036.4,1385.8 2036.61,1385.88 2036.82,1386.17 2037.02,1386.2 2037.23,1386.12 2037.43,1386.21 2037.64,1386.15 2037.84,1386.1 2038.05,1386.22 2038.25,1386.12 2038.46,1386.27 2038.66,1386.22 2038.87,1386.28 2039.07,1386.27 2039.28,1386.26 2039.49,1386.26 2039.69,1386.22 2039.9,1386.12 2040.1,1386.14 2040.31,1385.84 2040.51,1386.03 2040.72,1385.58 2040.92,1385.79 2041.13,1385.18 2041.33,1385.16 2041.54,1384.71 2041.75,1385.09 2041.95,1385.39 2042.16,1386.01 2042.36,1386.05 2042.57,1386.19 2042.77,1386.21 2042.98,1386.18 2043.18,1386.26 2043.39,1386.19 2043.59,1386.24 2043.8,1386.23 2044,1386.2 2044.21,1386.27 2044.42,1386.19 2044.62,1386.3 2044.83,1386.25 2045.03,1386.27 2045.24,1386.26 2045.44,1386.18 2045.65,1386.02 2045.85,1386.08 2046.06,1385.66 2046.26,1385.82 2046.47,1385.2 2046.68,1385.21 2046.88,1384.34 2047.09,1384.23 2047.29,1384.08 2047.5,1385.6 2047.7,1386.04 2047.91,1386.13 2048.11,1386.19 2048.32,1386.12 2048.52,1386.22 2048.73,1386.18 2048.94,1386.19 2049.14,1386.24 2049.35,1386.2 2049.55,1386.28 2049.76,1386.24 2049.96,1386.28 2050.17,1386.25 2050.37,1386.28 2050.58,1386.2 2050.78,1386.29 2050.99,1386.13 2051.19,1386.28 2051.4,1386.11 2051.61,1386.28 2051.81,1386.12 2052.02,1386.25 2052.22,1386.06 2052.43,1386.18 2052.63,1385.84 2052.84,1386 2053.04,1385.33 2053.25,1385.21 2053.45,1383.67 2053.66,1381.8 2053.87,1380.73 2054.07,1384.21 2054.28,1385.77 2054.48,1385.95 2054.69,1386.08 2054.89,1386.07 2055.1,1386.13 2055.3,1386.14 2055.51,1386.17 2055.71,1386.18 2055.92,1386.19 2056.13,1386.21 2056.33,1386.2 2056.54,1386.25 2056.74,1386.22 2056.95,1386.28 2057.15,1386.24 2057.36,1386.31 2057.56,1386.27 2057.77,1386.32 2057.97,1386.29 2058.18,1386.33 2058.38,1386.3 2058.59,1386.33 2058.8,1386.29 2059,1386.32 2059.21,1386.23 2059.41,1386.3 2059.62,1386.14 2059.82,1386.26 2060.03,1386.04 2060.23,1386.12 2060.44,1385.71 2060.64,1385.55 2060.85,1384.49 2061.06,1383.93 2061.26,1382.67 2061.47,1383.16 2061.67,1384.68 2061.88,1385.89 2062.08,1385.97 2062.29,1386.14 2062.49,1386.13 2062.7,1386.17 2062.9,1386.23 2063.11,1386.14 2063.32,1386.28 2063.52,1386.08 2063.73,1386.29 2063.93,1386.1 2064.14,1386.29 2064.34,1386.2 2064.55,1386.27 2064.75,1386.28 2064.96,1386.28 2065.16,1386.31 2065.37,1386.3 2065.57,1386.33 2065.78,1386.31 2065.99,1386.33 2066.19,1386.27 2066.4,1386.31 2066.6,1386.04 2066.81,1386.2 2067.01,1385.58 2067.22,1386 2067.42,1385.18 2067.63,1385.59 2067.83,1384.66 2068.04,1384.32 2068.25,1383.5 2068.45,1384.21 2068.66,1385.21 2068.86,1385.96 2069.07,1386.15 2069.27,1385.92 2069.48,1386.18 2069.68,1385.93 2069.89,1386.21 2070.09,1386.14 2070.3,1386.22 2070.51,1386.24 2070.71,1386.26 2070.92,1386.27 2071.12,1386.29 2071.33,1386.29 2071.53,1386.31 2071.74,1386.31 2071.94,1386.33 2072.15,1386.32 2072.35,1386.35 2072.56,1386.31 2072.76,1386.36 2072.97,1386.29 2073.18,1386.33 2073.38,1386.26 2073.59,1386.21 2073.79,1386.09 2074,1385.78 2074.2,1385.69 2074.41,1384.46 2074.61,1384.73 2074.82,1382.04 2075.02,1382.57 2075.23,1383.51 2075.44,1385.34 2075.64,1385.87 2075.85,1385.9 2076.05,1385.96 2076.26,1386.05 2076.46,1385.57 2076.67,1386.19 2076.87,1386.09 2077.08,1386.2 2077.28,1386.23 2077.49,1386.22 2077.7,1386.27 2077.9,1386.26 2078.11,1386.29 2078.31,1386.29 2078.52,1386.29 2078.72,1386.3 2078.93,1386.3 2079.13,1386.32 2079.34,1386.29 2079.54,1386.31 2079.75,1386.27 2079.95,1386.27 2080.16,1386.27 2080.37,1386.24 2080.57,1386.23 2080.78,1386.19 2080.98,1386.14 2081.19,1386.14 2081.39,1386 2081.6,1385.99 2081.8,1385.72 2082.01,1385.68 2082.21,1385.38 2082.42,1385.42 2082.63,1385.3 2082.83,1385.71 2083.04,1385.77 2083.24,1386.08 2083.45,1386.08 2083.65,1386.19 2083.86,1386.28 2084.06,1386.1 2084.27,1386.27 2084.47,1386.17 2084.68,1386.2 2084.88,1386.21 2085.09,1386.26 2085.3,1386.18 2085.5,1386.22 2085.71,1386.15 2085.91,1386.14 2086.12,1386.11 2086.32,1386.05 2086.53,1386.08 2086.73,1386.04 2086.94,1386.09 2087.14,1386.09 2087.35,1386.09 2087.56,1386.04 2087.76,1386.13 2087.97,1386.04 2088.17,1386.12 2088.38,1386.08 2088.58,1386.08 2088.79,1386.14 2088.99,1385.94 2089.2,1386.04 2089.4,1385.94 2089.61,1385.94 2089.82,1385.97 2090.02,1386.07 2090.23,1386.06 2090.43,1386.1 2090.64,1386.17 2090.84,1386.11 2091.05,1386.17 2091.25,1386.18 2091.46,1386.12 2091.66,1386.21 2091.87,1386.18 2092.07,1386.16 2092.28,1386.25 2092.49,1386.15 2092.69,1386.15 2092.9,1386.26 2093.1,1385.92 2093.31,1385.95 2093.51,1385.95 2093.72,1385.76 2093.92,1385.52 2094.13,1385.43 2094.33,1385.67 2094.54,1385.78 2094.75,1385.57 2094.95,1385.92 2095.16,1385.51 2095.36,1385.97 2095.57,1386.11 2095.77,1385.96 2095.98,1386.17 2096.18,1385.73 2096.39,1386.11 2096.59,1386.09 2096.8,1386.21 2097.01,1386.21 2097.21,1386.27 2097.42,1386.25 2097.62,1386.27 2097.83,1386.29 2098.03,1386.22 2098.24,1386.26 2098.44,1386.14 2098.65,1386.13 2098.85,1386.12 2099.06,1386.03 2099.26,1386.15 2099.47,1386.08 2099.68,1386.11 2099.88,1386.09 2100.09,1386.02 2100.29,1385.99 2100.5,1386.04 2100.7,1385.93 2100.91,1386.02 2101.11,1385.87 2101.32,1385.97 2101.52,1385.92 2101.73,1386 2101.94,1386.06 2102.14,1386.05 2102.35,1386.14 2102.55,1386.08 2102.76,1386.23 2102.96,1385.97 2103.17,1386.2 2103.37,1385.95 2103.58,1386.15 2103.78,1386.11 2103.99,1386.19 2104.2,1386.2 2104.4,1386.18 2104.61,1386.18 2104.81,1386.13 2105.02,1386.11 2105.22,1386.04 2105.43,1386.05 2105.63,1385.77 2105.84,1385.82 2106.04,1385.71 2106.25,1385.73 2106.45,1385.87 2106.66,1386.03 2106.87,1386.14 2107.07,1386.05 2107.28,1386.22 2107.48,1386.11 2107.69,1386.17 2107.89,1386.27 2108.1,1385.69 2108.3,1386.11 2108.51,1385.99 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      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "its = range(1, length(losses_hiv))\n",
    "plot(its, losses_hiv, title=\"Gradient Descent Loss Function (HIV Aptamers)\", label=\"Loss\")\n",
    "xlabel!(\"epoch\")\n",
    "ylabel!(\"MSE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "588e19f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "124×124 Matrix{Float32}:\n",
       "  0.0026863    0.119918    -0.0947622   …  -0.00167805   0.0672895\n",
       "  0.150245    -0.0334028   -0.0177902       0.13054     -0.0271353\n",
       " -0.0197552    0.00752559   0.0024998      -0.0149972   -0.0660472\n",
       " -0.00102886  -0.0327535    0.150787       -0.0119273    0.0233765\n",
       " -0.0808927   -0.0278226    0.137993        0.0342989   -0.0670428\n",
       " -0.0418351    0.132092    -0.0992063   …  -0.0505388   -0.0886135\n",
       "  0.00842032  -0.0615555    0.107873       -0.0484223   -0.0683209\n",
       "  0.0607857    0.119703     0.0806946       0.0701878   -0.096231\n",
       " -0.0560122    0.0876985   -0.00242157      0.0154841    0.134134\n",
       " -0.0742612   -0.0496518    0.00322906     -0.0146458   -0.0504918\n",
       "  0.464037     0.0854217   -0.122953    …   0.240012     0.055973\n",
       "  0.0340108   -0.102629    -0.125079       -0.0535266   -0.0565237\n",
       "  0.0480671    0.129051    -0.0105986      -0.056159     0.00535783\n",
       "  ⋮                                     ⋱               \n",
       " -0.00133103   0.0382168    0.078477        0.00071484  -0.0124762\n",
       "  0.0369841    0.0317713   -0.0928162      -0.103622     0.0701552\n",
       "  0.0511038   -0.0758284   -0.13403         0.0897739    0.0288254\n",
       "  0.00957074   0.0589076   -0.114284    …   0.064878     0.032513\n",
       " -0.0157248    0.151694     0.0842618      -0.0773328    0.0400562\n",
       " -0.0984907   -0.0749886   -0.0508665      -0.0262329    0.0462815\n",
       "  0.108479     0.103596     0.0919158      -0.00811141  -0.0632665\n",
       " -0.0609757    0.00124497  -0.116889       -0.0500067   -0.04917\n",
       " -0.0848359   -0.0725249    0.139023    …  -0.104267     0.0286744\n",
       " -0.00563491   0.155332     0.120255       -0.0421324   -0.142207\n",
       " -0.0583469    0.0479747    0.0934513      -0.0831537   -0.175812\n",
       " -0.00784567   0.0991546    0.042137       -0.0610112   -0.0666127"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NN_hiv[1].weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "58f1878d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1×124 Matrix{Float32}:\n",
       " 0.00036667  0.000118113  0.000168023  …  -2.5548f-5  -7.27947f-5"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NN_hiv[2].weight"
   ]
  }
 ],
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