Added a couple of other experiments

diff --git a/hillclimbing-results/hillclimbing-experiments.ipynb b/hillclimbing-results/hillclimbing-experiments.ipynb
index b6af915a2f30986a5eac77a31a82f9f15f4a8e49..4cfdc30e9a8354f88603079df799360a7c9a7c3d 100644 (file)
--- a/hillclimbing-results/hillclimbing-experiments.ipynb
+++ b/hillclimbing-results/hillclimbing-experiments.ipynb
@@ -91,7 +91,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -126,7 +126,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -145,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -154,7 +154,7 @@
        "'etoainhsrdlumwycfgpbvkxjqz'"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -166,7 +166,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -178,7 +178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -187,7 +187,7 @@
        "'theadventuresofsherl'"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1257,16 +1257,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[('k', 23), ('w', 21), ('d', 7), ('h', 4), ('n', 2)]"
+       "[('f', 24), ('w', 12), ('h', 3), ('z', 1), ('b', 1)]"
       ]
      },
-     "execution_count": 70,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1966,7 +1966,126 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-6762.926106391538\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "('giaonvysthwmxpcqkdelrfjbuz',\n",
+       " 'giaonvysthwmxpcqkdelrfjbuz',\n",
+       " 'olqhgkdynbfwxvaeutsimrpjcz',\n",
+       " 0.009230769230769232)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "start_time = datetime.now()\n",
+    "found_cipher_alphabet, score = simulated_annealing_break(\n",
+    "    ct, \n",
+    "    fitness=Ptrigrams,\n",
+    "    swap_index_finder=gaussian_swap_index,\n",
+    "#     plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
+    "    workers=24)\n",
+    "print(score)\n",
+    "workers, trace = dump_result(start_time, 'sa-random-trigram-gaussian.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
+    "\n",
+    "fig, ax = plt.subplots()\n",
+    "for w in workers:\n",
+    "    trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+    "\n",
+    "( ct_key, found_cipher_alphabet, \n",
+    " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+    " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-6762.926106391538\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "('giaonvysthwmxpcqkdelrfjbuz',\n",
+       " 'giaonvysthwmxpcqkdelrfjbuz',\n",
+       " 'olqhgkdynbfwxvaeutsimrpjcz',\n",
+       " 0.009230769230769232)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "start_time = datetime.now()\n",
+    "found_cipher_alphabet, score = simulated_annealing_break(\n",
+    "    ct, \n",
+    "    fitness=Ptrigrams,\n",
+    "    swap_index_finder=gaussian_swap_index,\n",
+    "#     plain_alphabet=plain_alpha, cipher_alphabet=ct_alpha,\n",
+    "    initial_temperature=50,\n",
+    "    workers=24)\n",
+    "print(score)\n",
+    "workers, trace = dump_result(start_time, 'sa-random-trigram-gaussian-50.csv', verbose=True, target_cipher_alphabet=ct_key)\n",
+    "\n",
+    "fig, ax = plt.subplots()\n",
+    "for w in workers:\n",
+    "    trace.loc[w].fitness.plot(ax=ax, color='#00000020')\n",
+    "\n",
+    "( ct_key, found_cipher_alphabet, \n",
+    " unscramble_alphabet(found_cipher_alphabet, plain_alpha), \n",
+    " kendalltau([ord(c) for c in unscramble_alphabet(found_cipher_alphabet, plain_alpha)], [ord(c) for c in ct_key])[0]\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1975,7 +2094,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -1995,7 +2114,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -2003,14 +2122,14 @@
      "output_type": "stream",
      "text": [
       "-6794.348261349826 -12720.143220102082 hillclimbing-random-trigram-uniform.csv\n",
-      "-6794.348261349826 -8829.190767456532 sa-given-trigram-uniform-50.csv\n",
+      "-6762.926106391538 -9052.2968971747 sa-given-trigram-uniform-50.csv\n",
       "-6794.348261349826 -12353.066243453513 sa-random-trigram-uniform-50.csv\n",
       "-6794.348261349826 -8615.89272592576 hillclimbing-given-trigram-uniform.csv\n",
       "-6794.348261349826 -11354.213044609856 sa-given-trigram-gaussian.csv\n",
       "-6794.348261349826 -8615.89272592576 hillclimbing-given-trigram-gaussian.csv\n",
       "-6794.348261349826 -12473.766416410037 sa-random-trigram-uniform.csv\n",
       "-6794.348261349826 -8812.095650467198 sa-given-trigram-gaussian-50.csv\n",
-      "-6794.348261349826 -11135.426970803037 sa-given-trigram-uniform.csv\n"
+      "-6762.926106391538 -11431.418729152087 sa-given-trigram-uniform.csv\n"
      ]
     }
    ],

diff --git a/hillclimbing-results/hillclimbing-results.ipynb b/hillclimbing-results/hillclimbing-results.ipynb
index 4c69a4a30c387ae7dd25bb4802da02d8d9a38d1f..dd522e9a84493e71f5d6da738dd1e272b2a9f07a 100644 (file)
--- a/hillclimbing-results/hillclimbing-results.ipynb
+++ b/hillclimbing-results/hillclimbing-results.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -946,7 +946,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -963,7 +963,7 @@
        "(-4000, -2400)"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -985,7 +985,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -994,7 +994,7 @@
        "-3800"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1005,7 +1005,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -1013,14 +1013,14 @@
      "output_type": "stream",
      "text": [
       "-12720.143220102082 -6794.348261349826 hillclimbing-random-trigram-uniform.csv\n",
-      "-8829.190767456532 -6794.348261349826 sa-given-trigram-uniform-50.csv\n",
+      "-9052.2968971747 -6762.926106391538 sa-given-trigram-uniform-50.csv\n",
       "-12353.066243453513 -6794.348261349826 sa-random-trigram-uniform-50.csv\n",
       "-8615.89272592576 -6794.348261349826 hillclimbing-given-trigram-uniform.csv\n",
       "-11354.213044609856 -6794.348261349826 sa-given-trigram-gaussian.csv\n",
       "-8615.89272592576 -6794.348261349826 hillclimbing-given-trigram-gaussian.csv\n",
       "-12473.766416410037 -6794.348261349826 sa-random-trigram-uniform.csv\n",
       "-8812.095650467198 -6794.348261349826 sa-given-trigram-gaussian-50.csv\n",
-      "-11135.426970803037 -6794.348261349826 sa-given-trigram-uniform.csv\n"
+      "-11431.418729152087 -6762.926106391538 sa-given-trigram-uniform.csv\n"
      ]
     },
     {
@@ -1029,7 +1029,7 @@
        "(-13000, -6600)"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1058,7 +1058,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 6,
    "metadata": {
     "scrolled": true
    },
@@ -1071,7 +1071,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1080,7 +1080,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1092,7 +1092,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -1132,7 +1132,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -1149,7 +1149,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -1233,7 +1233,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -1256,7 +1256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -1285,7 +1285,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -1393,7 +1393,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]

diff --git a/hillclimbing-results/sa-random-trigram-gaussian-50.csv b/hillclimbing-results/sa-random-trigram-gaussian-50.csv
new file mode 100644 (file)
index 0000000..1867d52
--- /dev/null
+++ b/hillclimbing-results/sa-random-trigram-gaussian-50.csv
@@ -0,0 +1,961 @@
+worker,iteration,fitness,plain_alphabet,cipher_alphabet,mapped_cipher_alphabet,target_cipher_alphabet
+0,0,-11684.789692523287,abcdefghijklmnopqrstuvwxyz,qfabglynxzsidmejohvwrkcptu,qfabglynxzsidmejohvwrkcptu,giaonvysthwmxpcqkdelrfjbuz
+0,500,-9134.373465565586,abcdefghijklmnopqrstuvwxyz,jdipnhmrgkyxasluqeocfwtzvb,jdipnhmrgkyxasluqeocfwtzvb,giaonvysthwmxpcqkdelrfjbuz
+0,1000,-8817.603913087614,abcdefghijklmnopqrstuvwxyz,chpvnxutlbaoedgizsjrywfqmk,chpvnxutlbaoedgizsjrywfqmk,giaonvysthwmxpcqkdelrfjbuz
+0,1500,-8645.714101372701,abcdefghijklmnopqrstuvwxyz,gadlnpqucxvomethzsrjwfbkyi,gadlnpqucxvomethzsrjwfbkyi,giaonvysthwmxpcqkdelrfjbuz
+0,2000,-8297.80076509882,abcdefghijklmnopqrstuvwxyz,gqldnjyscwufrptmzexoahvbki,gqldnjyscwufrptmzexoahvbki,giaonvysthwmxpcqkdelrfjbuz
+0,2500,-8017.587746711089,abcdefghijklmnopqrstuvwxyz,grlinvysthzmqpcxbedowujkaf,grlinvysthzmqpcxbedowujkaf,giaonvysthwmxpcqkdelrfjbuz
+0,3000,-7452.356713111476,abcdefghijklmnopqrstuvwxyz,gxqanmystkwvopczbdelrfjhui,gxqanmystkwvopczbdelrfjhui,giaonvysthwmxpcqkdelrfjbuz
+0,3500,-7439.155758875791,abcdefghijklmnopqrstuvwxyz,gijqnvystbzeapcwkdolrmxhuf,gijqnvystbzeapcwkdolrmxhuf,giaonvysthwmxpcqkdelrfjbuz
+0,4000,-7728.422673187344,abcdefghijklmnopqrstuvwxyz,gmuinxystfbeapcjqdolrwkzvh,gmuinxystfbeapcjqdolrwkzvh,giaonvysthwmxpcqkdelrfjbuz
+0,4500,-7495.385707408185,abcdefghijklmnopqrstuvwxyz,gumqniystbweapcjhdolrxvkzf,gumqniystbweapcjhdolrxvkzf,giaonvysthwmxpcqkdelrfjbuz
+0,5000,-7422.6498099126675,abcdefghijklmnopqrstuvwxyz,gzafniystwhmjpcobdelrxvquk,gzafniystwhmjpcobdelrxvquk,giaonvysthwmxpcqkdelrfjbuz
+0,5500,-7281.548297416809,abcdefghijklmnopqrstuvwxyz,gfjanvystbwempcqkdolrxhiuz,gfjanvystbwempcqkdolrxhiuz,giaonvysthwmxpcqkdelrfjbuz
+0,6000,-7353.415985656395,abcdefghijklmnopqrstuvwxyz,gfqinvystwbexpcmzdolrhjauk,gfqinvystwbexpcmzdolrhjauk,giaonvysthwmxpcqkdelrfjbuz
+0,6500,-7193.495355290521,abcdefghijklmnopqrstuvwxyz,giymnvxsthweapcqzdolrfjbuk,giymnvxsthweapcqzdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+0,7000,-7161.919165906585,abcdefghijklmnopqrstuvwxyz,gimxnvystzweqpcabdolrfjhuk,gimxnvystzweqpcabdolrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+0,7500,-7619.500287819306,abcdefghijklmnopqrstuvwxyz,gyamnqxstiwbopcjzdelrfhvuk,gyamnqxstiwbopcjzdelrfhvuk,giaonvysthwmxpcqkdelrfjbuz
+0,8000,-7267.801401919876,abcdefghijklmnopqrstuvwxyz,gmawnvystkqojpcihdelrfxbuz,gmawnvystkqojpcihdelrfxbuz,giaonvysthwmxpcqkdelrfjbuz
+0,8500,-7330.5016094125685,abcdefghijklmnopqrstuvwxyz,gmaxnjystzqofpcvbdelriwhuk,gmaxnjystzqofpcvbdelriwhuk,giaonvysthwmxpcqkdelrfjbuz
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+0,12500,-6829.949184563668,abcdefghijklmnopqrstuvwxyz,giaonvystbkmxpcqhdelrfjwuz,giaonvystbkmxpcqhdelrfjwuz,giaonvysthwmxpcqkdelrfjbuz
+0,13000,-6825.640355166233,abcdefghijklmnopqrstuvwxyz,giaonvystwzmxpcqkdelrfjhub,giaonvystwzmxpcqkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+0,13500,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+0,14000,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
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+0,15000,-6769.452807411702,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+0,15500,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+0,16000,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+0,16500,-6776.603350543782,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjzuh,giaonvystbwmxpcqkdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+0,17000,-6777.452039600474,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjzuh,giaonvystkwmxpcqbdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+0,17500,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+0,18000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+0,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+0,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+0,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+1,500,-8457.88540970845,abcdefghijklmnopqrstuvwxyz,lzuonrfxghqsmpcybtedjvwkai,lzuonrfxghqsmpcybtedjvwkai,giaonvysthwmxpcqkdelrfjbuz
+1,1000,-8722.87216944935,abcdefghijklmnopqrstuvwxyz,lvoqgrjinbzaxscdhetpfmwyuk,lvoqgrjinbzaxscdhetpfmwyuk,giaonvysthwmxpcqkdelrfjbuz
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+1,2000,-8451.308187889517,abcdefghijklmnopqrstuvwxyz,ciodnqyspavrefgjwmtlukhbxz,ciodnqyspavrefgjwmtlukhbxz,giaonvysthwmxpcqkdelrfjbuz
+1,2500,-8283.727518658387,abcdefghijklmnopqrstuvwxyz,tzjycfisnuavrogdkpelhxmbqw,tzjycfisnuavrogdkpelhxmbqw,giaonvysthwmxpcqkdelrfjbuz
+1,3000,-8093.001766887565,abcdefghijklmnopqrstuvwxyz,cweynursgabvoptqhdmlifxzjk,cweynursgabvoptqhdmlifxzjk,giaonvysthwmxpcqkdelrfjbuz
+1,3500,-8144.155433757788,abcdefghijklmnopqrstuvwxyz,cayonixsgfermptkzdvlqbjhuw,cayonixsgfermptkzdvlqbjhuw,giaonvysthwmxpcqkdelrfjbuz
+1,4000,-7813.699578397217,abcdefghijklmnopqrstuvwxyz,cfjanmosghivqptxzdelrywkub,cfjanmosghivqptxzdelrywkub,giaonvysthwmxpcqkdelrfjbuz
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+1,5000,-7643.534045789165,abcdefghijklmnopqrstuvwxyz,cxjonvysgzamupthkdelrwibqf,cxjonvysgzamupthkdelrwibqf,giaonvysthwmxpcqkdelrfjbuz
+1,5500,-7691.59899092154,abcdefghijklmnopqrstuvwxyz,cxjoniysghzmuptvkedlrwfbaq,cxjoniysghzmuptvkedlrwfbaq,giaonvysthwmxpcqkdelrfjbuz
+1,6000,-7478.644082217476,abcdefghijklmnopqrstuvwxyz,cijonvysgbqmkptazdelrfxhuw,cijonvysgbqmkptazdelrfxhuw,giaonvysthwmxpcqkdelrfjbuz
+1,6500,-7637.161687389875,abcdefghijklmnopqrstuvwxyz,cwjonfysgkxmaptqbdelrzuivh,cwjonfysgkxmaptqbdelrzuivh,giaonvysthwmxpcqkdelrfjbuz
+1,7000,-7453.915036314448,abcdefghijklmnopqrstuvwxyz,cfvonkystihmxpgqzdelrajwub,cfvonkystihmxpgqzdelrajwub,giaonvysthwmxpcqkdelrfjbuz
+1,7500,-7469.296589865141,abcdefghijklmnopqrstuvwxyz,cwxonaystfvmqpgihdelrzjbuk,cwxonaystfvmqpgihdelrzjbuk,giaonvysthwmxpcqkdelrfjbuz
+1,8000,-7670.289031205655,abcdefghijklmnopqrstuvwxyz,cfojnqystivdmpgazxelrkhbuw,cfojnqystivdmpgazxelrkhbuw,giaonvysthwmxpcqkdelrfjbuz
+1,8500,-7072.241486463501,abcdefghijklmnopqrstuvwxyz,gixonvystfwmqpchkdelrajbuz,gixonvystfwmqpchkdelrajbuz,giaonvysthwmxpcqkdelrfjbuz
+1,9000,-6955.975660876981,abcdefghijklmnopqrstuvwxyz,gixonvystbwmjpcqhdelrfazuk,gixonvystbwmjpcqhdelrfazuk,giaonvysthwmxpcqkdelrfjbuz
+1,9500,-6914.362692247371,abcdefghijklmnopqrstuvwxyz,gjaonvystkwmxpcqhdelrfizub,gjaonvystkwmxpcqhdelrfizub,giaonvysthwmxpcqkdelrfjbuz
+1,10000,-6881.742115984071,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrbjhuf,giaonvystkwmxpcqzdelrbjhuf,giaonvysthwmxpcqkdelrfjbuz
+1,10500,-6773.130454273903,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjhuz,giaonvystbwmxpcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+1,11000,-6773.130454273903,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjhuz,giaonvystbwmxpcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+1,11500,-6777.335019554911,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjhub,giaonvystzwmxpcqkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+1,12000,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+1,12500,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+1,13000,-6833.526117343689,abcdefghijklmnopqrstuvwxyz,giaonvystwkmxpcqhdelrfjzub,giaonvystwkmxpcqhdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+1,13500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+1,14000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+1,14500,-6777.452039600474,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjzuh,giaonvystkwmxpcqbdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+1,15000,-6777.452039600474,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjzuh,giaonvystkwmxpcqbdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+1,15500,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+1,16000,-6773.9791433305945,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjhuz,giaonvystkwmxpcqbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+1,16500,-6773.130454273903,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjhuz,giaonvystbwmxpcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+1,17000,-6773.130454273903,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjhuz,giaonvystbwmxpcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+1,17500,-6776.603350543782,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjzuh,giaonvystbwmxpcqkdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+1,18000,-6773.130454273903,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjhuz,giaonvystbwmxpcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+1,18500,-6773.130454273903,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjhuz,giaonvystbwmxpcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+1,19000,-6773.130454273903,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjhuz,giaonvystbwmxpcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+1,19500,-6773.130454273903,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjhuz,giaonvystbwmxpcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+2,0,-11562.65178279493,abcdefghijklmnopqrstuvwxyz,zxnyodrlvhbptfqgeawmsicjku,zxnyodrlvhbptfqgeawmsicjku,giaonvysthwmxpcqkdelrfjbuz
+2,500,-8250.074505114975,abcdefghijklmnopqrstuvwxyz,tuejnvabgzimdpcokrslxqyhfw,tuejnvabgzimdpcokrslxqyhfw,giaonvysthwmxpcqkdelrfjbuz
+2,1000,-7944.764022134884,abcdefghijklmnopqrstuvwxyz,gkaxnvqmtyueopciwdslrzjhfb,gkaxnvqmtyueopciwdslrzjhfb,giaonvysthwmxpcqkdelrfjbuz
+2,1500,-7833.685513034958,abcdefghijklmnopqrstuvwxyz,gvxaniyqtwmekpcozsdlrfjhub,gvxaniyqtwmekpcozsdlrfjhub,giaonvysthwmxpcqkdelrfjbuz
+2,2000,-7711.041443084916,abcdefghijklmnopqrstuvwxyz,gxeanvystquojmcihdplrzfwbk,gxeanvystquojmcihdplrzfwbk,giaonvysthwmxpcqkdelrfjbuz
+2,2500,-7481.3252775848805,abcdefghijklmnopqrstuvwxyz,gbafnqystxwmjpcohdelrzviuk,gbafnqystxwmjpcohdelrzviuk,giaonvysthwmxpcqkdelrfjbuz
+2,3000,-6932.952314956061,abcdefghijklmnopqrstuvwxyz,gfaonvystkwmxpcqzdelrhjbui,gfaonvystkwmxpcqzdelrhjbui,giaonvysthwmxpcqkdelrfjbuz
+2,3500,-7236.716936439597,abcdefghijklmnopqrstuvwxyz,gjxonaystivmqpcwkdelrfzhub,gjxonaystivmqpcwkdelrfzhub,giaonvysthwmxpcqkdelrfjbuz
+2,4000,-7140.569112712784,abcdefghijklmnopqrstuvwxyz,giobnvystawmxpcqzdelrfjhuk,giobnvystawmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+2,4500,-7259.639428423789,abcdefghijklmnopqrstuvwxyz,gqvonwustkymxpcazdelrfjihb,gqvonwustkymxpcazdelrfjihb,giaonvysthwmxpcqkdelrfjbuz
+2,5000,-7218.707364061764,abcdefghijklmnopqrstuvwxyz,giqonfysthjmvpcazdelrbxkuw,giqonfysthjmvpcazdelrbxkuw,giaonvysthwmxpcqkdelrfjbuz
+2,5500,-7189.662994231394,abcdefghijklmnopqrstuvwxyz,gquonvystihmxpcfbdelrzjwak,gquonvystihmxpcfbdelrzjwak,giaonvysthwmxpcqkdelrfjbuz
+2,6000,-7028.574579293498,abcdefghijklmnopqrstuvwxyz,gjaonvysthfmxpcikdelrqwbuz,gjaonvysthfmxpcikdelrqwbuz,giaonvysthwmxpcqkdelrfjbuz
+2,6500,-6839.6140472708885,abcdefghijklmnopqrstuvwxyz,giaonvysthfmxpcqkdelrwjzub,giaonvysthfmxpcqkdelrwjzub,giaonvysthwmxpcqkdelrfjbuz
+2,7000,-6906.243223774951,abcdefghijklmnopqrstuvwxyz,giaonvystfkmxpcqhdelrwjzub,giaonvystfkmxpcqhdelrwjzub,giaonvysthwmxpcqkdelrfjbuz
+2,7500,-6849.624297066856,abcdefghijklmnopqrstuvwxyz,giaonvystbfmxpcqhdelrwjzuk,giaonvystbfmxpcqhdelrwjzuk,giaonvysthwmxpcqkdelrfjbuz
+2,8000,-6839.6140472708885,abcdefghijklmnopqrstuvwxyz,giaonvysthfmxpcqkdelrwjzub,giaonvysthfmxpcqkdelrwjzub,giaonvysthwmxpcqkdelrfjbuz
+2,8500,-6850.682019363158,abcdefghijklmnopqrstuvwxyz,giaonvystkfmxpcqhdelrwjzub,giaonvystkfmxpcqhdelrwjzub,giaonvysthwmxpcqkdelrfjbuz
+2,9000,-6848.919041831832,abcdefghijklmnopqrstuvwxyz,giaonvystbfmxpcqhdelrwjkuz,giaonvystbfmxpcqhdelrwjkuz,giaonvysthwmxpcqkdelrfjbuz
+2,9500,-6853.123607112841,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqhdelrwjkub,giaonvystzfmxpcqhdelrwjkub,giaonvysthwmxpcqkdelrfjbuz
+2,10000,-6842.18563134487,abcdefghijklmnopqrstuvwxyz,giaonvysthfmxpcqzdelrwjkub,giaonvysthfmxpcqzdelrwjkub,giaonvysthwmxpcqkdelrfjbuz
+2,10500,-6950.9988986428325,abcdefghijklmnopqrstuvwxyz,giaonvystzqmfpcxhdelrwjkub,giaonvystzqmfpcxhdelrwjkub,giaonvysthwmxpcqkdelrfjbuz
+2,11000,-6850.054867209341,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqbdelrwjkuh,giaonvystzfmxpcqbdelrwjkuh,giaonvysthwmxpcqkdelrfjbuz
+2,11500,-6952.068577928007,abcdefghijklmnopqrstuvwxyz,gwaonvystifmxpcqkdelrhjzub,gwaonvystifmxpcqkdelrhjzub,giaonvysthwmxpcqkdelrfjbuz
+2,12000,-6886.044977815445,abcdefghijklmnopqrstuvwxyz,giaonvystwfmxpcqkdelrbjzuh,giaonvystwfmxpcqkdelrbjzuh,giaonvysthwmxpcqkdelrfjbuz
+2,12500,-6883.17137031713,abcdefghijklmnopqrstuvwxyz,giaonvystwfmxpcqkdelrzjhub,giaonvystwfmxpcqkdelrzjhub,giaonvysthwmxpcqkdelrfjbuz
+2,13000,-6885.127948117641,abcdefghijklmnopqrstuvwxyz,giaonvystfwmxpcqkdelrbjhuz,giaonvystfwmxpcqkdelrbjhuz,giaonvysthwmxpcqkdelrfjbuz
+2,13500,-6886.883127434935,abcdefghijklmnopqrstuvwxyz,giaonvystfwmxpcqbdelrkjhuz,giaonvystfwmxpcqbdelrkjhuz,giaonvysthwmxpcqkdelrfjbuz
+2,14000,-6882.977272230733,abcdefghijklmnopqrstuvwxyz,giaonvystwfmxpcqhdelrzjbuk,giaonvystwfmxpcqhdelrzjbuk,giaonvysthwmxpcqkdelrfjbuz
+2,14500,-6888.798718015873,abcdefghijklmnopqrstuvwxyz,giaonvystwfmxpcqhdelrzjkub,giaonvystwfmxpcqhdelrzjkub,giaonvysthwmxpcqkdelrfjbuz
+2,15000,-6881.963881502184,abcdefghijklmnopqrstuvwxyz,giaonvystfwmxpcqzdelrhjbuk,giaonvystfwmxpcqzdelrhjbuk,giaonvysthwmxpcqkdelrfjbuz
+2,15500,-6876.1311756211035,abcdefghijklmnopqrstuvwxyz,giaonvystwfmxpcqkdelrhjbuz,giaonvystwfmxpcqkdelrhjbuz,giaonvysthwmxpcqkdelrfjbuz
+2,16000,-6876.1311756211035,abcdefghijklmnopqrstuvwxyz,giaonvystwfmxpcqkdelrhjbuz,giaonvystwfmxpcqkdelrhjbuz,giaonvysthwmxpcqkdelrfjbuz
+2,16500,-6877.823999782115,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrbjhuw,giaonvystzfmxpcqkdelrbjhuw,giaonvysthwmxpcqkdelrfjbuz
+2,17000,-6847.496259414097,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjhub,giaonvystzfmxpcqkdelrwjhub,giaonvysthwmxpcqkdelrfjbuz
+2,17500,-6847.496259414097,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjhub,giaonvystzfmxpcqkdelrwjhub,giaonvysthwmxpcqkdelrfjbuz
+2,18000,-6844.442454663811,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjbuh,giaonvystzfmxpcqkdelrwjbuh,giaonvysthwmxpcqkdelrfjbuz
+2,18500,-6844.442454663811,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjbuh,giaonvystzfmxpcqkdelrwjbuh,giaonvysthwmxpcqkdelrfjbuz
+2,19000,-6844.442454663811,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjbuh,giaonvystzfmxpcqkdelrwjbuh,giaonvysthwmxpcqkdelrfjbuz
+2,19500,-6844.442454663811,abcdefghijklmnopqrstuvwxyz,giaonvystzfmxpcqkdelrwjbuh,giaonvystzfmxpcqkdelrwjbuh,giaonvysthwmxpcqkdelrfjbuz
+3,0,-11795.645973287183,abcdefghijklmnopqrstuvwxyz,mnoycrlzaewutvqbpjkhgxifds,mnoycrlzaewutvqbpjkhgxifds,giaonvysthwmxpcqkdelrfjbuz
+3,500,-8093.010633443575,abcdefghijklmnopqrstuvwxyz,gxvonafjcwyemptqkdrlshuzib,gxvonafjcwyemptqkdrlshuzib,giaonvysthwmxpcqkdelrfjbuz
+3,1000,-8144.969583574495,abcdefghijklmnopqrstuvwxyz,giodnqjutvzmepcywsalrbxfkh,giodnqjutvzmepcywsalrbxfkh,giaonvysthwmxpcqkdelrfjbuz
+3,1500,-8082.153506146011,abcdefghijklmnopqrstuvwxyz,tikdnjysgfuewpcmbrolhxavqz,tikdnjysgfuewpcmbrolhxavqz,giaonvysthwmxpcqkdelrfjbuz
+3,2000,-8172.929297641168,abcdefghijklmnopqrstuvwxyz,tfrdnwasgvxuypcqzeolmbikjh,tfrdnwasgvxuypcqzeolmbikjh,giaonvysthwmxpcqkdelrfjbuz
+3,2500,-8300.723237618546,abcdefghijklmnopqrstuvwxyz,tzjmnxvsgqafrpcyhoelbkduiw,tzjmnxvsgqafrpcyhoelbkduiw,giaonvysthwmxpcqkdelrfjbuz
+3,3000,-8056.880513510554,abcdefghijklmnopqrstuvwxyz,cyeqnwasthjxmpgobdrluzivfk,cyeqnwasthjxmpgobdrluzivfk,giaonvysthwmxpcqkdelrfjbuz
+3,3500,-8045.692688191328,abcdefghijklmnopqrstuvwxyz,cuevnhystfbjqogmzpdlkaxirw,cuevnhystfbjqogmzpdlkaxirw,giaonvysthwmxpcqkdelrfjbuz
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+3,13500,-6769.452807411702,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
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+3,15000,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+3,15500,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
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+3,16500,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+3,17000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,17500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,18000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,18500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,19000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+3,19500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
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+4,3000,-8169.681590580379,abcdefghijklmnopqrstuvwxyz,tiomcwhsgbqujpnxzedlrayvfk,tiomcwhsgbqujpnxzedlrayvfk,giaonvysthwmxpcqkdelrfjbuz
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+4,4000,-8070.076516641929,abcdefghijklmnopqrstuvwxyz,gzeacqystuvwmpnobdxlrkjhif,gzeacqystuvwmpnobdxlrkjhif,giaonvysthwmxpcqkdelrfjbuz
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+4,6500,-7452.745028731435,abcdefghijklmnopqrstuvwxyz,gfdjnvystiwqxpcobmelrhakuz,gfdjnvystiwqxpcobmelrhakuz,giaonvysthwmxpcqkdelrfjbuz
+4,7000,-7211.161164898442,abcdefghijklmnopqrstuvwxyz,gfqonvystiwdxpchbmelrajkuz,gfqonvystiwdxpchbmelrajkuz,giaonvysthwmxpcqkdelrfjbuz
+4,7500,-7065.2267640805385,abcdefghijklmnopqrstuvwxyz,gkaonvysthqdxpcibmelrfjzuw,gkaonvysthqdxpcibmelrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+4,8000,-7137.361381414664,abcdefghijklmnopqrstuvwxyz,gzaonvystqbdxpcikmelrfjwuh,gzaonvystqbdxpcikmelrfjwuh,giaonvysthwmxpcqkdelrfjbuz
+4,8500,-7003.677946454773,abcdefghijklmnopqrstuvwxyz,gvaoniystkwdxpcqbmelrfjhuz,gvaoniystkwdxpcqbmelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+4,9000,-6926.140835705951,abcdefghijklmnopqrstuvwxyz,giaonvystzwdxpcqbmelrfjhuk,giaonvystzwdxpcqbmelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+4,9500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,10000,-6773.9791433305945,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjhuz,giaonvystkwmxpcqbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+4,10500,-6825.536318656091,abcdefghijklmnopqrstuvwxyz,giaonvystbzmxpcqkdelrfjwuh,giaonvystbzmxpcqkdelrfjwuh,giaonvysthwmxpcqkdelrfjbuz
+4,11000,-6816.6877081217735,abcdefghijklmnopqrstuvwxyz,giaonvystbzmxpcqkdelrfjhuw,giaonvystbzmxpcqkdelrfjhuw,giaonvysthwmxpcqkdelrfjbuz
+4,11500,-6824.767352926178,abcdefghijklmnopqrstuvwxyz,giaonvystwhmxpcqzdelrfjbuk,giaonvystwhmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+4,12000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,12500,-6777.335019554911,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjhub,giaonvystzwmxpcqkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+4,13000,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+4,13500,-6777.1409214685145,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjbuk,giaonvystzwmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+4,14000,-6782.9623672536545,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjkub,giaonvystzwmxpcqhdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+4,14500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+4,15000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,15500,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+4,16000,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+4,16500,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+4,17000,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+4,17500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+4,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+4,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+5,0,-11334.807878100346,abcdefghijklmnopqrstuvwxyz,rysdhwejqgxmfnitkplvuzocab,rysdhwejqgxmfnitkplvuzocab,giaonvysthwmxpcqkdelrfjbuz
+5,500,-8206.075799196873,abcdefghijklmnopqrstuvwxyz,cymunvajrifpxdglksoetwqzhb,cymunvajrifpxdglksoetwqzhb,giaonvysthwmxpcqkdelrfjbuz
+5,1000,-8312.542607460204,abcdefghijklmnopqrstuvwxyz,cwqenuayrbvpsmgxfdoltikhjz,cwqenuayrbvpsmgxfdoltikhjz,giaonvysthwmxpcqkdelrfjbuz
+5,1500,-8083.628231826753,abcdefghijklmnopqrstuvwxyz,cvumnikatbfjepgswdolrxqzyh,cvumnikatbfjepgswdolrxqzyh,giaonvysthwmxpcqkdelrfjbuz
+5,2000,-7803.722611604114,abcdefghijklmnopqrstuvwxyz,cmxjnqwstiyuopgvzdelrhfbak,cmxjnqwstiyuopgvzdelrhfbak,giaonvysthwmxpcqkdelrfjbuz
+5,2500,-7772.393121286164,abcdefghijklmnopqrstuvwxyz,cmaxnuystwqeipgozdjlrkfhvb,cmaxnuystwqeipgozdjlrkfhvb,giaonvysthwmxpcqkdelrfjbuz
+5,3000,-7728.142790652657,abcdefghijklmnopqrstuvwxyz,czvmnuystwfeqpgabdolrxhijk,czvmnuystwfeqpgabdolrxhijk,giaonvysthwmxpcqkdelrfjbuz
+5,3500,-7608.574590813455,abcdefghijklmnopqrstuvwxyz,cajmnvystfbexpgqhdolrikzuw,cajmnvystfbexpgqhdolrikzuw,giaonvysthwmxpcqkdelrfjbuz
+5,4000,-7610.513280137881,abcdefghijklmnopqrstuvwxyz,cxeanuystbvmjpgizdolrkfwqh,cxeanuystbvmjpgizdolrkfwqh,giaonvysthwmxpcqkdelrfjbuz
+5,4500,-7947.337545373064,abcdefghijklmnopqrstuvwxyz,czeqnumstiavkpgxbdolrywhjf,czeqnumstiavkpgxbdolrywhjf,giaonvysthwmxpcqkdelrfjbuz
+5,5000,-7805.865044014742,abcdefghijklmnopqrstuvwxyz,caefnwvstkxjmpgqbdolryhzui,caefnwvstkxjmpgqbdolryhzui,giaonvysthwmxpcqkdelrfjbuz
+5,5500,-7789.858681558045,abcdefghijklmnopqrstuvwxyz,cxevnrysthwqmpgakdolfjizub,cxevnrysthwqmpgakdolfjizub,giaonvysthwmxpcqkdelrfjbuz
+5,6000,-7883.006425069559,abcdefghijklmnopqrstuvwxyz,civdnyjstbfrxpgwzoeluaqhmk,civdnyjstbfrxpgwzoeluaqhmk,giaonvysthwmxpcqkdelrfjbuz
+5,6500,-7741.639564954061,abcdefghijklmnopqrstuvwxyz,cmjdniysthfrxpgakeolwqvbuz,cmjdniysthfrxpgakeolwqvbuz,giaonvysthwmxpcqkdelrfjbuz
+5,7000,-7710.289494706343,abcdefghijklmnopqrstuvwxyz,cqaonvystxhrfpgibdelmkjzuw,cqaonvystxhrfpgibdelmkjzuw,giaonvysthwmxpcqkdelrfjbuz
+5,7500,-8005.737589565406,abcdefghijklmnopqrstuvwxyz,cajoneustbhrvpgyidxlqfwzmk,cajoneustbhrvpgyidxlqfwzmk,giaonvysthwmxpcqkdelrfjbuz
+5,8000,-7858.800038553836,abcdefghijklmnopqrstuvwxyz,cfeonmjsgkwrxptvzdaluqyhib,cfeonmjsgkwrxptvzdaluqyhib,giaonvysthwmxpcqkdelrfjbuz
+5,8500,-7866.202182304893,abcdefghijklmnopqrstuvwxyz,cqjoneusgwkrxptazmdlyfibvh,cqjoneusgwkrxptazmdlyfibvh,giaonvysthwmxpcqkdelrfjbuz
+5,9000,-7521.461491694696,abcdefghijklmnopqrstuvwxyz,cqjonvasgihmxptybdelrfkwuz,cqjonvasgihmxptybdelrfkwuz,giaonvysthwmxpcqkdelrfjbuz
+5,9500,-7386.50902281851,abcdefghijklmnopqrstuvwxyz,cijonvystbhmxpgakdelrwfzuq,cijonvystbhmxpgakdelrwfzuq,giaonvysthwmxpcqkdelrfjbuz
+5,10000,-7338.667680704784,abcdefghijklmnopqrstuvwxyz,cixonvystbhmfpgqkdelrajwuz,cixonvystbhmfpgqkdelrajwuz,giaonvysthwmxpcqkdelrfjbuz
+5,10500,-7624.514326396252,abcdefghijklmnopqrstuvwxyz,cxovnbysthimfpgqwdelrzjauk,cxovnbysthimfpgqwdelrzjauk,giaonvysthwmxpcqkdelrfjbuz
+5,11000,-7271.406043675742,abcdefghijklmnopqrstuvwxyz,ciaonvystwbmqpgxzdelrfjhuk,ciaonvystwbmqpgxzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+5,11500,-7332.567184901435,abcdefghijklmnopqrstuvwxyz,cxaoniystbwmupgqhdelrfjzvk,cxaoniystbwmupgqhdelrfjzvk,giaonvysthwmxpcqkdelrfjbuz
+5,12000,-7219.7385402364025,abcdefghijklmnopqrstuvwxyz,cvaoniystbwmxpgqhdelrfjzuk,cvaoniystbwmxpgqhdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+5,12500,-7269.520079376444,abcdefghijklmnopqrstuvwxyz,cvaoniystbwmxpgjhdelrfqkuz,cvaoniystbwmxpgjhdelrfqkuz,giaonvysthwmxpcqkdelrfjbuz
+5,13000,-7235.853663159734,abcdefghijklmnopqrstuvwxyz,ciaonqysthwmxpgjbdelrfvzuk,ciaonqysthwmxpgjbdelrfvzuk,giaonvysthwmxpcqkdelrfjbuz
+5,13500,-7209.2252574614995,abcdefghijklmnopqrstuvwxyz,cqaoniystbwmxpgvhdelrfjkuz,cqaoniystbwmxpgvhdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+5,14000,-7205.711027105895,abcdefghijklmnopqrstuvwxyz,cqaoniystbwmxpgvkdelrfjzuh,cqaoniystbwmxpgvkdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+5,14500,-7205.711027105895,abcdefghijklmnopqrstuvwxyz,cqaoniystbwmxpgvkdelrfjzuh,cqaoniystbwmxpgvkdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+5,15000,-7205.179316219168,abcdefghijklmnopqrstuvwxyz,ciaonqystbwmxpgvzdelrfjkuh,ciaonqystbwmxpgvzdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+5,15500,-7174.231024356419,abcdefghijklmnopqrstuvwxyz,ciaonvystkwmxpgqzdelrfjhub,ciaonvystkwmxpgqzdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+5,16000,-7168.0148613150795,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqzdelrfjkub,ciaonvysthwmxpgqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+5,16500,-7171.831307240464,abcdefghijklmnopqrstuvwxyz,ciaonvystbwmxpgqkdelrfjzuh,ciaonvystbwmxpgqkdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+5,17000,-7171.831307240464,abcdefghijklmnopqrstuvwxyz,ciaonvystbwmxpgqkdelrfjzuh,ciaonvystbwmxpgqkdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+5,17500,-7169.797768912379,abcdefghijklmnopqrstuvwxyz,ciaonvystbwmxpgqkdelrfjhuz,ciaonvystbwmxpgqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+5,18000,-7169.797768912379,abcdefghijklmnopqrstuvwxyz,ciaonvystbwmxpgqkdelrfjhuz,ciaonvystbwmxpgqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+5,18500,-7169.797768912379,abcdefghijklmnopqrstuvwxyz,ciaonvystbwmxpgqkdelrfjhuz,ciaonvystbwmxpgqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+5,19000,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+5,19500,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,0,-10266.754595686856,abcdefghijklmnopqrstuvwxyz,pxdgraoivmqljyuehsntwckfbz,pxdgraoivmqljyuehsntwckfbz,giaonvysthwmxpcqkdelrfjbuz
+6,500,-8822.7130959382,abcdefghijklmnopqrstuvwxyz,gqwmseyfcxidjrnabtoluvkzph,gqwmseyfcxidjrnabtoluvkzph,giaonvysthwmxpcqkdelrfjbuz
+6,1000,-8682.518091354324,abcdefghijklmnopqrstuvwxyz,gjxvcfresbazpdnyiotlmhqkuw,gjxvcfresbazpdnyiotlmhqkuw,giaonvysthwmxpcqkdelrfjbuz
+6,1500,-8537.69970178071,abcdefghijklmnopqrstuvwxyz,gjeyrzfscaipqvnokdmlubxwth,gjeyrzfscaipqvnokdmlubxwth,giaonvysthwmxpcqkdelrfjbuz
+6,2000,-8108.678000932751,abcdefghijklmnopqrstuvwxyz,gmejnzvsiwypqdcakroltxbfuh,gmejnzvsiwypqdcakroltxbfuh,giaonvysthwmxpcqkdelrfjbuz
+6,2500,-7855.822137146099,abcdefghijklmnopqrstuvwxyz,tieynxmsgkzuvpcawdolrbhfjq,tieynxmsgkzuvpcawdolrbhfjq,giaonvysthwmxpcqkdelrfjbuz
+6,3000,-7868.075825718225,abcdefghijklmnopqrstuvwxyz,tvyenmusgzkhipcqwdolrjxfab,tvyenmusgzkhipcqwdolrjxfab,giaonvysthwmxpcqkdelrfjbuz
+6,3500,-8066.998778015479,abcdefghijklmnopqrstuvwxyz,thjocxusnfwvmpgkzedlraqiyb,thjocxusnfwvmpgkzedlraqiyb,giaonvysthwmxpcqkdelrfjbuz
+6,4000,-8022.262807029537,abcdefghijklmnopqrstuvwxyz,tfjmnvqsghwaxecpzodlriykbu,tfjmnvqsghwaxecpzodlriykbu,giaonvysthwmxpcqkdelrfjbuz
+6,4500,-7598.833621783336,abcdefghijklmnopqrstuvwxyz,tiaonvysgkhuqpcdwxelrfjbmz,tiaonvysgkhuqpcdwxelrfjbmz,giaonvysthwmxpcqkdelrfjbuz
+6,5000,-7476.835075286088,abcdefghijklmnopqrstuvwxyz,gxfonuistkwampcqhdelryjbvz,gxfonuistkwampcqhdelryjbvz,giaonvysthwmxpcqkdelrfjbuz
+6,5500,-7011.212647233417,abcdefghijklmnopqrstuvwxyz,givonxystwkmapcqhdelrfjzub,givonxystwkmapcqhdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+6,6000,-7486.154161915783,abcdefghijklmnopqrstuvwxyz,guyonvxsthawmpcqbdelrzjikf,guyonvxsthawmpcqbdelrzjikf,giaonvysthwmxpcqkdelrfjbuz
+6,6500,-7228.874661758062,abcdefghijklmnopqrstuvwxyz,gyvonixsthwmfpcazdelrqjkub,gyvonixsthwmfpcazdelrqjkub,giaonvysthwmxpcqkdelrfjbuz
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+6,7500,-7051.476015127714,abcdefghijklmnopqrstuvwxyz,gvaonxystkqmipcwhdelrfjbuz,gvaonxystkqmipcwhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,8000,-6887.396348119796,abcdefghijklmnopqrstuvwxyz,gqaonvystkfmxpcibdelrwjzuh,gqaonvystkfmxpcibdelrwjzuh,giaonvysthwmxpcqkdelrfjbuz
+6,8500,-6964.620834937658,abcdefghijklmnopqrstuvwxyz,giaonwysthfmvpcqkdelrxjbuz,giaonwysthfmvpcqkdelrxjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,9000,-6844.155318342994,abcdefghijklmnopqrstuvwxyz,giaonvystkfmxpcqhdelrwjbuz,giaonvystkfmxpcqhdelrwjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,9500,-6959.955909675706,abcdefghijklmnopqrstuvwxyz,giaonfystkqmxpcvhdelrwjbuz,giaonfystkqmxpcvhdelrwjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,10000,-6836.571094591385,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcvkdelrfjbuz,giaonqysthwmxpcvkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,10500,-6914.09468821816,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcjkdelrfvzub,giaonqysthwmxpcjkdelrfvzub,giaonvysthwmxpcqkdelrfjbuz
+6,11000,-6849.544952184664,abcdefghijklmnopqrstuvwxyz,giaonqystzwmxpcvbdelrfjkuh,giaonqystzwmxpcvbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+6,11500,-6848.46447060062,abcdefghijklmnopqrstuvwxyz,giaonqystbwmxpcvkdelrfjzuh,giaonqystbwmxpcvkdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+6,12000,-6861.230511461277,abcdefghijklmnopqrstuvwxyz,gqaoniystzwmxpcvbdelrfjhuk,gqaoniystzwmxpcvbdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+6,12500,-6861.891701258794,abcdefghijklmnopqrstuvwxyz,gqaoniystkwmxpcvzdelrfjbuh,gqaoniystkwmxpcvzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+6,13000,-6911.912706543702,abcdefghijklmnopqrstuvwxyz,gqaoniystwhmxpcvbdelrfjzuk,gqaoniystwhmxpcvbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+6,13500,-6850.618922029485,abcdefghijklmnopqrstuvwxyz,giaonqystbwmxpcvhdelrfjkuz,giaonqystbwmxpcvhdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+6,14000,-6838.8950990066005,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcvbdelrfjzuk,giaonqysthwmxpcvbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+6,14500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+6,15000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,15500,-6769.452807411702,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+6,16000,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+6,16500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+6,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,17500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+6,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,0,-12223.523309614231,abcdefghijklmnopqrstuvwxyz,ydxvtzshbpwmrgkucaeinjfoql,ydxvtzshbpwmrgkucaeinjfoql,giaonvysthwmxpcqkdelrfjbuz
+7,500,-8943.029093324887,abcdefghijklmnopqrstuvwxyz,tfprcaxoshymjgekblvnuzwqdi,tfprcaxoshymjgekblvnuzwqdi,giaonvysthwmxpcqkdelrfjbuz
+7,1000,-8502.744232187137,abcdefghijklmnopqrstuvwxyz,cqretaymshjwxgnuzoldpvfkib,cqretaymshjwxgnuzoldpvfkib,giaonvysthwmxpcqkdelrfjbuz
+7,1500,-8723.627506470866,abcdefghijklmnopqrstuvwxyz,cxeotaqsgzykujndirvlpwmbfh,cxeotaqsgzykujndirvlpwmbfh,giaonvysthwmxpcqkdelrfjbuz
+7,2000,-8673.988732741118,abcdefghijklmnopqrstuvwxyz,tiajceysgbvdupnkzqxlmofrwh,tiajceysgbvdupnkzqxlmofrwh,giaonvysthwmxpcqkdelrfjbuz
+7,2500,-7646.953661529079,abcdefghijklmnopqrstuvwxyz,gzeonqystbfmxpchkjdlrwauvi,gzeonqystbfmxpchkjdlrwauvi,giaonvysthwmxpcqkdelrfjbuz
+7,3000,-7525.525856979488,abcdefghijklmnopqrstuvwxyz,gveonzystbwumpcikdqlrfxhja,gveonzystbwumpcikdqlrfxhja,giaonvysthwmxpcqkdelrfjbuz
+7,3500,-7596.709325446041,abcdefghijklmnopqrstuvwxyz,gejonfistqkmxpcvbdalrhyzuw,gejonfistqkmxpcvbdalrhyzuw,giaonvysthwmxpcqkdelrfjbuz
+7,4000,-7421.248682912554,abcdefghijklmnopqrstuvwxyz,gfeonixstbamvpczhdylrqjkuw,gfeonixstbamvpczhdylrqjkuw,giaonvysthwmxpcqkdelrfjbuz
+7,4500,-7311.932285994409,abcdefghijklmnopqrstuvwxyz,gieonqhstbfmxpcakdylrvjwuz,gieonqhstbfmxpcakdylrvjwuz,giaonvysthwmxpcqkdelrfjbuz
+7,5000,-7273.304443891469,abcdefghijklmnopqrstuvwxyz,guqonvystkfmipchzdelrajwxb,guqonvystkfmipchzdelrajwxb,giaonvysthwmxpcqkdelrfjbuz
+7,5500,-7333.708893914977,abcdefghijklmnopqrstuvwxyz,gixunoystkfmqpcahdelrwjbvz,gixunoystkfmqpcahdelrwjbvz,giaonvysthwmxpcqkdelrfjbuz
+7,6000,-7177.6760457742475,abcdefghijklmnopqrstuvwxyz,ghaonvystfkxmpcqidelrwjbuz,ghaonvystfkxmpcqidelrwjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,6500,-6997.097878635111,abcdefghijklmnopqrstuvwxyz,gwaonvystkfmxpcqidelrbjzuh,gwaonvystkfmxpcqidelrbjzuh,giaonvysthwmxpcqkdelrfjbuz
+7,7000,-6876.27681367079,abcdefghijklmnopqrstuvwxyz,giaonvystbfmxpcqzdelrhjkuw,giaonvystbfmxpcqzdelrhjkuw,giaonvysthwmxpcqkdelrfjbuz
+7,7500,-6964.685098979927,abcdefghijklmnopqrstuvwxyz,gzaonvystkfmxpcqbdelrijwuh,gzaonvystkfmxpcqbdelrijwuh,giaonvysthwmxpcqkdelrfjbuz
+7,8000,-6911.226376698597,abcdefghijklmnopqrstuvwxyz,giaonvystzhmxpcqbdelrwjfuk,giaonvystzhmxpcqbdelrwjfuk,giaonvysthwmxpcqkdelrfjbuz
+7,8500,-6806.483360239409,abcdefghijklmnopqrstuvwxyz,giaonvysthzmxpcqkdelrfjbuw,giaonvysthzmxpcqkdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+7,9000,-6821.636151666858,abcdefghijklmnopqrstuvwxyz,giaonvystbhmxpcqzdelrfjkuw,giaonvystbhmxpcqzdelrfjkuw,giaonvysthwmxpcqkdelrfjbuz
+7,9500,-6893.2594852551365,abcdefghijklmnopqrstuvwxyz,giaonvystbzmqpcxhdelrfjwuk,giaonvystbzmqpcxhdelrfjwuk,giaonvysthwmxpcqkdelrfjbuz
+7,10000,-6819.064567592876,abcdefghijklmnopqrstuvwxyz,giaonvystbhmxpcqkdelrfjzuw,giaonvystbhmxpcqkdelrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+7,10500,-6773.130454273903,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqkdelrfjhuz,giaonvystbwmxpcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+7,11000,-6826.9844811703115,abcdefghijklmnopqrstuvwxyz,giaonvystwkmxpcqbdelrfjhuz,giaonvystwkmxpcqbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+7,11500,-6777.452039600474,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjzuh,giaonvystkwmxpcqbdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+7,12000,-6892.952205545202,abcdefghijklmnopqrstuvwxyz,gqaonvystbwmxpcjkdelrfihuz,gqaonvystbwmxpcjkdelrfihuz,giaonvysthwmxpcqkdelrfjbuz
+7,12500,-6896.4989059709405,abcdefghijklmnopqrstuvwxyz,gqaonvystzwmxpcjkdelrfibuh,gqaonvystzwmxpcjkdelrfibuh,giaonvysthwmxpcqkdelrfjbuz
+7,13000,-6862.518288727611,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcjzdelrfqbuk,giaonvysthwmxpcjzdelrfqbuk,giaonvysthwmxpcqkdelrfjbuz
+7,13500,-6827.102926162702,abcdefghijklmnopqrstuvwxyz,giaonvystwhmxpcqbdelrfjkuz,giaonvystwhmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+7,14000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+7,14500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+7,15000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+7,15500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,16000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,16500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+7,17000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+7,17500,-6769.243774172092,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+7,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+7,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,0,-11189.013667555799,abcdefghijklmnopqrstuvwxyz,wepjrvmkctuhaqnlsybogixfzd,wepjrvmkctuhaqnlsybogixfzd,giaonvysthwmxpcqkdelrfjbuz
+8,500,-8658.726581266917,abcdefghijklmnopqrstuvwxyz,pxuycdksnzhvqogmwaeltjrbfi,pxuycdksnzhvqogmwaeltjrbfi,giaonvysthwmxpcqkdelrfjbuz
+8,1000,-8084.226381315652,abcdefghijklmnopqrstuvwxyz,tkdfcxisnbyoqpgmzaelrvjhuw,tkdfcxisnbyoqpgmzaelrvjhuw,giaonvysthwmxpcqkdelrfjbuz
+8,1500,-7948.468576382365,abcdefghijklmnopqrstuvwxyz,tvaonmfsgzyexpcbhdulwqjirk,tvaonmfsgzyexpcbhdulwqjirk,giaonvysthwmxpcqkdelrfjbuz
+8,2000,-7744.95835350265,abcdefghijklmnopqrstuvwxyz,tafonmzsgiwjypcxbdelrqvkuh,tafonmzsgiwjypcxbdelrqvkuh,giaonvysthwmxpcqkdelrfjbuz
+8,2500,-7922.81814290614,abcdefghijklmnopqrstuvwxyz,tbfonausgyidxpcwzjelrqvkmh,tbfonausgyidxpcwzjelrqvkmh,giaonvysthwmxpcqkdelrfjbuz
+8,3000,-7648.892919071413,abcdefghijklmnopqrstuvwxyz,gauonimstzvxqpcekjdlrfwbyh,gauonimstzvxqpcekjdlrfwbyh,giaonvysthwmxpcqkdelrfjbuz
+8,3500,-7481.906386087625,abcdefghijklmnopqrstuvwxyz,gbeoniystxuqmpcvkdjlrfazwh,gbeoniystxuqmpcvkdjlrfazwh,giaonvysthwmxpcqkdelrfjbuz
+8,4000,-7817.012796330313,abcdefghijklmnopqrstuvwxyz,givenxyqtfwmjpcskdlorbuhza,givenxyqtfwmjpcskdlorbuhza,giaonvysthwmxpcqkdelrfjbuz
+8,4500,-7730.176503685081,abcdefghijklmnopqrstuvwxyz,gijsnvyftkqmxpcowdelrbhauz,gijsnvyftkqmxpcowdelrbhauz,giaonvysthwmxpcqkdelrfjbuz
+8,5000,-7745.611275985948,abcdefghijklmnopqrstuvwxyz,gqainvyjthzmoecskdlprxwbuf,gqainvyjthzmoecskdlprxwbuf,giaonvysthwmxpcqkdelrfjbuz
+8,5500,-7955.038494430985,abcdefghijklmnopqrstuvwxyz,gbmjniaqtfophecykdlsrxvwuz,gbmjniaqtfophecykdlsrxvwuz,giaonvysthwmxpcqkdelrfjbuz
+8,6000,-7515.780773758189,abcdefghijklmnopqrstuvwxyz,gqwonmystxhjapcvkdelrzifub,gqwonmystxhjapcvkdelrzifub,giaonvysthwmxpcqkdelrfjbuz
+8,6500,-7375.579210310022,abcdefghijklmnopqrstuvwxyz,gbionqystkjxapcvhdelrfmzuw,gbionqystkjxapcvhdelrfmzuw,giaonvysthwmxpcqkdelrfjbuz
+8,7000,-7392.982321113399,abcdefghijklmnopqrstuvwxyz,giqonfystakjxpcvhdelrbmzuw,giqonfystakjxpcvhdelrbmzuw,giaonvysthwmxpcqkdelrfjbuz
+8,7500,-7141.94331660892,abcdefghijklmnopqrstuvwxyz,gamonvystkijxpcqhdelrfwbuz,gamonvystkijxpcqhdelrfwbuz,giaonvysthwmxpcqkdelrfjbuz
+8,8000,-7141.901514807881,abcdefghijklmnopqrstuvwxyz,gwaonvystkiqxpcjbdelrfmhuz,gwaonvystkiqxpcjbdelrfmhuz,giaonvysthwmxpcqkdelrfjbuz
+8,8500,-7042.018084162175,abcdefghijklmnopqrstuvwxyz,gmaonvystwbxipcqkdelrfjhuz,gmaonvystwbxipcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+8,9000,-7114.983450424798,abcdefghijklmnopqrstuvwxyz,gjaonvystkwqxpcibdelrfmzuh,gjaonvystkwqxpcibdelrfmzuh,giaonvysthwmxpcqkdelrfjbuz
+8,9500,-7042.018084162175,abcdefghijklmnopqrstuvwxyz,gmaonvystwbxipcqkdelrfjhuz,gmaonvystwbxipcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+8,10000,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+8,10500,-6825.446257079837,abcdefghijklmnopqrstuvwxyz,giaonvystwzmxpcqhdelrfjbuk,giaonvystwzmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+8,11000,-6820.812183269051,abcdefghijklmnopqrstuvwxyz,giaonvystzbmxpcqkdelrfjhuw,giaonvystzbmxpcqkdelrfjhuw,giaonvysthwmxpcqkdelrfjbuz
+8,11500,-6832.520500467258,abcdefghijklmnopqrstuvwxyz,giaonvystzbmxpcqhdelrfjwuk,giaonvystzbmxpcqhdelrfjwuk,giaonvysthwmxpcqkdelrfjbuz
+8,12000,-6821.582524699286,abcdefghijklmnopqrstuvwxyz,giaonvysthbmxpcqzdelrfjwuk,giaonvysthbmxpcqzdelrfjwuk,giaonvysthwmxpcqkdelrfjbuz
+8,12500,-6769.452807411702,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+8,13000,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+8,13500,-6769.243774172092,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+8,14000,-6769.243774172092,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+8,14500,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+8,15000,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,15500,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,16000,-6780.520779503972,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjzub,giaonvystkwmxpcqhdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+8,16500,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,17500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+8,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,0,-11375.792208160921,abcdefghijklmnopqrstuvwxyz,regalzqnfsmbhyikuxdctwvjop,regalzqnfsmbhyikuxdctwvjop,giaonvysthwmxpcqkdelrfjbuz
+9,500,-8090.094217579579,abcdefghijklmnopqrstuvwxyz,gjaonmvqtzudwpcefylsrixhbk,gjaonmvqtzudwpcefylsrixhbk,giaonvysthwmxpcqkdelrfjbuz
+9,1000,-8115.2130409629945,abcdefghijklmnopqrstuvwxyz,crmonkfagbwdxptyzelsqujivh,crmonkfagbwdxptyzelsqujivh,giaonvysthwmxpcqkdelrfjbuz
+9,1500,-8323.559739701204,abcdefghijklmnopqrstuvwxyz,tmodnqwfcbyejpgkvrlsuaxhiz,tmodnqwfcbyejpgkvrlsuaxhiz,giaonvysthwmxpcqkdelrfjbuz
+9,2000,-8511.544249583469,abcdefghijklmnopqrstuvwxyz,tqjacyfxnzwpdogvhelsmrkbiu,tqjacyfxnzwpdogvhelsmrkbiu,giaonvysthwmxpcqkdelrfjbuz
+9,2500,-8187.943940162673,abcdefghijklmnopqrstuvwxyz,lqronuamczysjpgvbdxetkfhiw,lqronuamczysjpgvbdxetkfhiw,giaonvysthwmxpcqkdelrfjbuz
+9,3000,-8402.389503015867,abcdefghijklmnopqrstuvwxyz,lfxmnabucwieopgyhsrdtvjkqz,lfxmnabucwieopgyhsrdtvjkqz,giaonvysthwmxpcqkdelrfjbuz
+9,3500,-8548.575146767666,abcdefghijklmnopqrstuvwxyz,nmwrcjixuqhsvpgakeldtfzboy,nmwrcjixuqhsvpgakeldtfzboy,giaonvysthwmxpcqkdelrfjbuz
+9,4000,-8652.84813952722,abcdefghijklmnopqrstuvwxyz,lkrjnzvmchysoegpidxutwafqb,lkrjnzvmchysoegpidxutwafqb,giaonvysthwmxpcqkdelrfjbuz
+9,4500,-8230.934779852802,abcdefghijklmnopqrstuvwxyz,giylnjaurzmevpcqksodtfxbhw,giylnjaurzmevpcqksodtfxbhw,giaonvysthwmxpcqkdelrfjbuz
+9,5000,-8543.425830956896,abcdefghijklmnopqrstuvwxyz,tueanijxchqlmprswdyogzfkbv,tueanijxchqlmprswdyogzfkbv,giaonvysthwmxpcqkdelrfjbuz
+9,5500,-8118.146320251919,abcdefghijklmnopqrstuvwxyz,cxojnkvstbiemprqhdalgwfyuz,cxojnkvstbiemprqhdalgwfyuz,giaonvysthwmxpcqkdelrfjbuz
+9,6000,-7778.768236363806,abcdefghijklmnopqrstuvwxyz,cxodnaystwiqmpgfhveluzjkrb,cxodnaystwiqmpgfhveluzjkrb,giaonvysthwmxpcqkdelrfjbuz
+9,6500,-7885.463885946487,abcdefghijklmnopqrstuvwxyz,cjovndystzwaqpgmkerlifuhxb,cjovndystzwaqpgmkerlifuhxb,giaonvysthwmxpcqkdelrfjbuz
+9,7000,-7749.876864732321,abcdefghijklmnopqrstuvwxyz,cxdoniystzjmvpgukwelrfabqh,cxdoniystzjmvpgukwelrfabqh,giaonvysthwmxpcqkdelrfjbuz
+9,7500,-7631.025793322753,abcdefghijklmnopqrstuvwxyz,cidonqystzwmjpgukxelrvahfb,cidonqystzwmjpgukxelrvahfb,giaonvysthwmxpcqkdelrfjbuz
+9,8000,-7494.6357309626455,abcdefghijklmnopqrstuvwxyz,cqdoniysthfmvpgazxelrwjbuk,cqdoniysthfmvpgazxelrwjbuk,giaonvysthwmxpcqkdelrfjbuz
+9,8500,-7839.107516990975,abcdefghijklmnopqrstuvwxyz,cfadnuostywixpgvhmelrkjzqb,cfadnuostywixpgvhmelrkjzqb,giaonvysthwmxpcqkdelrfjbuz
+9,9000,-7546.139821923209,abcdefghijklmnopqrstuvwxyz,caojniystbfdxpgqkmelrzvwuh,caojniystbfdxpgqkmelrzvwuh,giaonvysthwmxpcqkdelrfjbuz
+9,9500,-7588.045092734749,abcdefghijklmnopqrstuvwxyz,cqjvnaystfbmxpgohdelrzukiw,cqjvnaystfbmxpgohdelrzukiw,giaonvysthwmxpcqkdelrfjbuz
+9,10000,-7576.93160235828,abcdefghijklmnopqrstuvwxyz,cfjunqystkaempgibdolrxvzwh,cfjunqystkaempgibdolrxvzwh,giaonvysthwmxpcqkdelrfjbuz
+9,10500,-7497.935856441699,abcdefghijklmnopqrstuvwxyz,cqavnuysthiempgxzdolrfjkwb,cqavnuysthiempgxzdolrfjkwb,giaonvysthwmxpcqkdelrfjbuz
+9,11000,-7629.595175502085,abcdefghijklmnopqrstuvwxyz,cqamnuysthfdjpgizeolrxbkvw,cqamnuysthfdjpgizeolrxbkvw,giaonvysthwmxpcqkdelrfjbuz
+9,11500,-7583.889975641274,abcdefghijklmnopqrstuvwxyz,cvamnfystzidjpgqbeolrxwhuk,cvamnfystzidjpgqbeolrxwhuk,giaonvysthwmxpcqkdelrfjbuz
+9,12000,-7580.43634633553,abcdefghijklmnopqrstuvwxyz,cfamnvystbwexpgjzdolrqkiuh,cfamnvystbwexpgjzdolrqkiuh,giaonvysthwmxpcqkdelrfjbuz
+9,12500,-7407.5735316208975,abcdefghijklmnopqrstuvwxyz,cfaxnvystzwmepgqkdolrijbuh,cfaxnvystzwmepgqkdolrijbuh,giaonvysthwmxpcqkdelrfjbuz
+9,13000,-7383.56122809986,abcdefghijklmnopqrstuvwxyz,ciaqnxysthwmepgvzdolrfjbuk,ciaqnxysthwmepgvzdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+9,13500,-7322.036228965556,abcdefghijklmnopqrstuvwxyz,cqaeniysthwmxpgvzdolrfjkub,cqaeniysthwmxpgvzdolrfjkub,giaonvysthwmxpcqkdelrfjbuz
+9,14000,-6955.569247142664,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqzdolrfjbuk,giaenvysthwmxpcqzdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+9,14500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,15000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,15500,-6958.819108853822,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjzub,giaenvysthwmxpcqkdolrfjzub,giaonvysthwmxpcqkdelrfjbuz
+9,16000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,16500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,17000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,17500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,18000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,18500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,19000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+9,19500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,0,-11985.044375725463,abcdefghijklmnopqrstuvwxyz,sheprjbkzadcumfytwixglnoqv,sheprjbkzadcumfytwixglnoqv,giaonvysthwmxpcqkdelrfjbuz
+10,500,-8792.054988611566,abcdefghijklmnopqrstuvwxyz,cypltxjqghisdenzavmorkbufw,cypltxjqghisdenzavmorkbufw,giaonvysthwmxpcqkdelrfjbuz
+10,1000,-8421.847282975665,abcdefghijklmnopqrstuvwxyz,calptwfsgkyixenjzdovumqhrb,calptwfsgkyixenjzdovumqhrb,giaonvysthwmxpcqkdelrfjbuz
+10,1500,-8169.37890971503,abcdefghijklmnopqrstuvwxyz,cylatfusgkwxvpnmbedorjihqz,cylatfusgkwxvpnmbedorjihqz,giaonvysthwmxpcqkdelrfjbuz
+10,2000,-8086.516200396565,abcdefghijklmnopqrstuvwxyz,cqlanuxsgwirjptvhedomfykbz,cqlanuxsgwirjptvhedomfykbz,giaonvysthwmxpcqkdelrfjbuz
+10,2500,-8318.58193915894,abcdefghijklmnopqrstuvwxyz,nblecvfsgyumwptihdroqxkajz,nblecvfsgyumwptihdroqxkajz,giaonvysthwmxpcqkdelrfjbuz
+10,3000,-8299.584746507106,abcdefghijklmnopqrstuvwxyz,gyzqnauspbiometjkdclrxfhwv,gyzqnauspbiometjkdclrxfhwv,giaonvysthwmxpcqkdelrfjbuz
+10,3500,-8170.828064369306,abcdefghijklmnopqrstuvwxyz,gavonjhsxbwdymctkpelrfuziq,gavonjhsxbwdymctkpelrfuziq,giaonvysthwmxpcqkdelrfjbuz
+10,4000,-7667.906402684525,abcdefghijklmnopqrstuvwxyz,gijonvyswahmqpcekdtlrfxbuz,gijonvyswahmqpcekdtlrfxbuz,giaonvysthwmxpcqkdelrfjbuz
+10,4500,-7828.271981945134,abcdefghijklmnopqrstuvwxyz,gvaonuysekhmjpcxbdrltwqzif,gvaonuysekhmjpcxbdrltwqzif,giaonvysthwmxpcqkdelrfjbuz
+10,5000,-7528.375878171716,abcdefghijklmnopqrstuvwxyz,gqaoniysuhbmxpcjkdelrfwvtz,gqaoniysuhbmxpcjkdelrfwvtz,giaonvysthwmxpcqkdelrfjbuz
+10,5500,-7581.324329453951,abcdefghijklmnopqrstuvwxyz,gxyonvasuhwmqpcjkdelrfzitb,gxyonvasuhwmqpcjkdelrfzitb,giaonvysthwmxpcqkdelrfjbuz
+10,6000,-7583.119723755514,abcdefghijklmnopqrstuvwxyz,gixonvysuwhmfpcqzdelrjaktb,gixonvysuwhmfpcqzdelrjaktb,giaonvysthwmxpcqkdelrfjbuz
+10,6500,-7611.808743161517,abcdefghijklmnopqrstuvwxyz,giaonvysubzmfpcqwdeltxjkrh,giaonvysubzmfpcqwdeltxjkrh,giaonvysthwmxpcqkdelrfjbuz
+10,7000,-7736.421992618812,abcdefghijklmnopqrstuvwxyz,gqjonvxsukbmapcyhdelrzwfti,gqjonvxsukbmapcyhdelrzwfti,giaonvysthwmxpcqkdelrfjbuz
+10,7500,-7556.0811986741055,abcdefghijklmnopqrstuvwxyz,gixonvwsukqmypcabdelrfjhtz,gixonvwsukqmypcabdelrfjhtz,giaonvysthwmxpcqkdelrfjbuz
+10,8000,-7640.4520895610785,abcdefghijklmnopqrstuvwxyz,gwxonuysibqmvpcahdelrfjktz,gwxonuysibqmvpcahdelrfjktz,giaonvysthwmxpcqkdelrfjbuz
+10,8500,-7484.580624876745,abcdefghijklmnopqrstuvwxyz,gijonqysubamxpcvhdelrfwktz,gijonqysubamxpcvhdelrfwktz,giaonvysthwmxpcqkdelrfjbuz
+10,9000,-7529.433091011639,abcdefghijklmnopqrstuvwxyz,giaonxysubqmvpcjzdelrfwhtk,giaonxysubqmvpcjzdelrfwhtk,giaonvysthwmxpcqkdelrfjbuz
+10,9500,-7159.993707304638,abcdefghijklmnopqrstuvwxyz,gqaonkystbimjpcvhdelrxwzuf,gqaonkystbimjpcvhdelrxwzuf,giaonvysthwmxpcqkdelrfjbuz
+10,10000,-7005.707807479188,abcdefghijklmnopqrstuvwxyz,gqvonaystkbmxpcihdelrfjwuz,gqvonaystkbmxpcihdelrfjwuz,giaonvysthwmxpcqkdelrfjbuz
+10,10500,-6859.82766134189,abcdefghijklmnopqrstuvwxyz,gqaonvystbhmxpcikdelrfjzuw,gqaonvystbhmxpcikdelrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+10,11000,-6892.499165418844,abcdefghijklmnopqrstuvwxyz,gqaonvystbhmxpciwdelrfjzuk,gqaonvystbhmxpciwdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+10,11500,-6966.397161384037,abcdefghijklmnopqrstuvwxyz,gqaonvystihmxpcbkdelrfjwuz,gqaonvystihmxpcbkdelrfjwuz,giaonvysthwmxpcqkdelrfjbuz
+10,12000,-6820.226150956684,abcdefghijklmnopqrstuvwxyz,gqaonvystbwmxpcihdelrfjzuk,gqaonvystbwmxpcihdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+10,12500,-6809.02684283223,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcibdelrfjzuk,gqaonvysthwmxpcibdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+10,13000,-6808.321587597205,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcibdelrfjkuz,gqaonvysthwmxpcibdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+10,13500,-6808.321587597205,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcibdelrfjkuz,gqaonvysthwmxpcibdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+10,14000,-6811.218558472054,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcizdelrfjkub,gqaonvysthwmxpcizdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+10,14500,-6817.153112127838,abcdefghijklmnopqrstuvwxyz,gqaonvystkwmxpcihdelrfjbuz,gqaonvystkwmxpcihdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,15000,-6817.153112127838,abcdefghijklmnopqrstuvwxyz,gqaonvystkwmxpcihdelrfjbuz,gqaonvystkwmxpcihdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,15500,-6819.714946490342,abcdefghijklmnopqrstuvwxyz,gqaonvystkwmxpcihdelrfjzub,gqaonvystkwmxpcihdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+10,16000,-6816.659182865581,abcdefghijklmnopqrstuvwxyz,gqaonvystkwmxpcizdelrfjhub,gqaonvystkwmxpcizdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+10,16500,-6806.085140035567,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcikdelrfjbuz,gqaonvysthwmxpcikdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,17000,-6808.646974398072,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcikdelrfjzub,gqaonvysthwmxpcikdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+10,17500,-6809.361979344573,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcizdelrfjbuk,gqaonvysthwmxpcizdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+10,18000,-6809.361979344573,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcizdelrfjbuk,gqaonvysthwmxpcizdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+10,18500,-6806.085140035567,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcikdelrfjbuz,gqaonvysthwmxpcikdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,19000,-6806.085140035567,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcikdelrfjbuz,gqaonvysthwmxpcikdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+10,19500,-6806.085140035567,abcdefghijklmnopqrstuvwxyz,gqaonvysthwmxpcikdelrfjbuz,gqaonvysthwmxpcikdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+11,0,-10666.971013695485,abcdefghijklmnopqrstuvwxyz,wlozcdyvghritbqjmpnefuasxk,wlozcdyvghritbqjmpnefuasxk,giaonvysthwmxpcqkdelrfjbuz
+11,500,-9168.633579022298,abcdefghijklmnopqrstuvwxyz,pvxmlweidkzcsgnfutaojbyhrq,pvxmlweidkzcsgnfutaojbyhrq,giaonvysthwmxpcqkdelrfjbuz
+11,1000,-9172.20705957835,abcdefghijklmnopqrstuvwxyz,pjxudeqbtzmrigsohcnlvwakfy,pjxudeqbtzmrigsohcnlvwakfy,giaonvysthwmxpcqkdelrfjbuz
+11,1500,-9081.270415879833,abcdefghijklmnopqrstuvwxyz,gipqtyrzskbljmcwfdnevahuox,gipqtyrzskbljmcwfdnevahuox,giaonvysthwmxpcqkdelrfjbuz
+11,2000,-8488.010140450679,abcdefghijklmnopqrstuvwxyz,giposrwathydqmcuzlnexvjfbk,giposrwathydqmcuzlnexvjfbk,giaonvysthwmxpcqkdelrfjbuz
+11,2500,-8446.75962885585,abcdefghijklmnopqrstuvwxyz,tzepgwysoixqdvcfkmnlrjabuh,tzepgwysoixqdvcfkmnlrjabuh,giaonvysthwmxpcqkdelrfjbuz
+11,3000,-8377.086699675576,abcdefghijklmnopqrstuvwxyz,txmogyqjrhwespnazdclvfuikb,txmogyqjrhwespnazdclvfuikb,giaonvysthwmxpcqkdelrfjbuz
+11,3500,-7853.094261154763,abcdefghijklmnopqrstuvwxyz,gqmonyxstzwpracjhdeluvfbik,gqmonyxstzwpracjhdeluvfbik,giaonvysthwmxpcqkdelrfjbuz
+11,4000,-7203.151238597444,abcdefghijklmnopqrstuvwxyz,gixonmystzqafpcvhdelrwjbuk,gixonmystzqafpcvhdelrwjbuk,giaonvysthwmxpcqkdelrfjbuz
+11,4500,-7239.493064650587,abcdefghijklmnopqrstuvwxyz,gxmonvysthfwapcqkdelrzjiub,gxmonvysthfwapcqkdelrzjiub,giaonvysthwmxpcqkdelrfjbuz
+11,5000,-7243.1294144411295,abcdefghijklmnopqrstuvwxyz,gixonvzstbymfpcqwdelrhjkua,gixonvzstbymfpcqwdelrhjkua,giaonvysthwmxpcqkdelrfjbuz
+11,5500,-7276.225846523607,abcdefghijklmnopqrstuvwxyz,gxaonbystzqmwpcfhdelrijkuv,gxaonbystzqmwpcfhdelrijkuv,giaonvysthwmxpcqkdelrfjbuz
+11,6000,-7203.991134488924,abcdefghijklmnopqrstuvwxyz,gkionwystbfmapcqhdelrxjvuz,gkionwystbfmapcqhdelrxjvuz,giaonvysthwmxpcqkdelrfjbuz
+11,6500,-7030.4165022434545,abcdefghijklmnopqrstuvwxyz,gfyonvastzwmqpcibdelrxjhuk,gfyonvastzwmqpcibdelrxjhuk,giaonvysthwmxpcqkdelrfjbuz
+11,7000,-7071.385993376157,abcdefghijklmnopqrstuvwxyz,gbaonvystfwmjpcqzdelrxihuk,gbaonvystfwmjpcqzdelrxihuk,giaonvysthwmxpcqkdelrfjbuz
+11,7500,-7079.1516217580565,abcdefghijklmnopqrstuvwxyz,giaonxystwfmqpcjbdelrzvkuh,giaonxystwfmqpcjbdelrzvkuh,giaonvysthwmxpcqkdelrfjbuz
+11,8000,-7168.100190884502,abcdefghijklmnopqrstuvwxyz,gixonfystawmjpcqbdelrzvkuh,gixonfystawmjpcqbdelrzvkuh,giaonvysthwmxpcqkdelrfjbuz
+11,8500,-7074.007478627474,abcdefghijklmnopqrstuvwxyz,gixonvysthqmjpcabdelrkfzuw,gixonvysthqmjpcabdelrkfzuw,giaonvysthwmxpcqkdelrfjbuz
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+11,15500,-6777.452039600474,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjzuh,giaonvystkwmxpcqbdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+11,16000,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+11,16500,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
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+11,18500,-6774.411211128925,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjbuh,giaonvystkwmxpcqzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
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+11,19500,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
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+12,4000,-7585.746437570252,abcdefghijklmnopqrstuvwxyz,cfxuniysthqempgvbdolrkjzaw,cfxuniysthqempgvbdolrkjzaw,giaonvysthwmxpcqkdelrfjbuz
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+12,6500,-7688.842243012094,abcdefghijklmnopqrstuvwxyz,cuamnvfstiydxpgqkeolrzjbwh,cuamnvfstiydxpgqkeolrzjbwh,giaonvysthwmxpcqkdelrfjbuz
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+12,9000,-7867.539242113955,abcdefghijklmnopqrstuvwxyz,cfarnuystkbmdpgqzoelixvhjw,cfarnuystkbmdpgqzoelixvhjw,giaonvysthwmxpcqkdelrfjbuz
+12,9500,-7451.388330525821,abcdefghijklmnopqrstuvwxyz,cijxnvystkzempgqbdolrfahuw,cijxnvystkzempgqbdolrfahuw,giaonvysthwmxpcqkdelrfjbuz
+12,10000,-7653.869163066524,abcdefghijklmnopqrstuvwxyz,cxyfneastzivmpgqbdolrhjkuw,cxyfneastzivmpgqbdolrhjkuw,giaonvysthwmxpcqkdelrfjbuz
+12,10500,-7417.201515367322,abcdefghijklmnopqrstuvwxyz,ciqxnvystkhmepgazdolrfjbuw,ciqxnvystkhmepgazdolrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+12,11000,-7503.509767019793,abcdefghijklmnopqrstuvwxyz,cqijnvysthkmapgozdelrfxbuw,cqijnvysthkmapgozdelrfxbuw,giaonvysthwmxpcqkdelrfjbuz
+12,11500,-7538.06887264318,abcdefghijklmnopqrstuvwxyz,cqjinvysthkmepgawdolrxfzub,cqjinvysthkmepgawdolrxfzub,giaonvysthwmxpcqkdelrfjbuz
+12,12000,-7365.29308377004,abcdefghijklmnopqrstuvwxyz,ciajnvystzwmxpgokdelrfqhub,ciajnvystzwmxpgokdelrfqhub,giaonvysthwmxpcqkdelrfjbuz
+12,12500,-7379.204816494988,abcdefghijklmnopqrstuvwxyz,ciavnqystbzmxpgohdelrfjkuw,ciavnqystbzmxpgohdelrfjkuw,giaonvysthwmxpcqkdelrfjbuz
+12,13000,-7366.545837961791,abcdefghijklmnopqrstuvwxyz,ciavnqysthzmxpgobdelrfjkuw,ciavnqysthzmxpgobdelrfjkuw,giaonvysthwmxpcqkdelrfjbuz
+12,13500,-7407.222964498532,abcdefghijklmnopqrstuvwxyz,ciaqnvysthzmepgxbdolrfjwuk,ciaqnvysthzmepgxbdolrfjwuk,giaonvysthwmxpcqkdelrfjbuz
+12,14000,-7399.394989149296,abcdefghijklmnopqrstuvwxyz,ciaqnvystbhmxpgekdolrfjzuw,ciaqnvystbhmxpgekdolrfjzuw,giaonvysthwmxpcqkdelrfjbuz
+12,14500,-7321.999880873114,abcdefghijklmnopqrstuvwxyz,ciaxnvysthwmopgqkdelrfjbuz,ciaxnvysthwmopgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,15000,-7337.160572826894,abcdefghijklmnopqrstuvwxyz,ciaxnvysthwmqpgokdelrfjbuz,ciaxnvysthwmqpgokdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,15500,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,16000,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,16500,-7164.430294927732,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqbdelrfjkuz,ciaonvysthwmxpgqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+12,17000,-7164.430294927732,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqbdelrfjkuz,ciaonvysthwmxpgqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+12,17500,-7164.038036413549,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqbdelrfjzuk,ciaonvysthwmxpgqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+12,18000,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,18500,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,19000,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+12,19500,-7158.817882382202,abcdefghijklmnopqrstuvwxyz,ciaonvysthwmxpgqkdelrfjbuz,ciaonvysthwmxpgqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+13,0,-10592.285209197502,abcdefghijklmnopqrstuvwxyz,plctsjzqobudxgnyefihwmkrav,plctsjzqobudxgnyefihwmkrav,giaonvysthwmxpcqkdelrfjbuz
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+13,1000,-8394.094996073993,abcdefghijklmnopqrstuvwxyz,cmrutxysgfvdapnikebloqwzjh,cmrutxysgfvdapnikebloqwzjh,giaonvysthwmxpcqkdelrfjbuz
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+13,2500,-8088.404553328683,abcdefghijklmnopqrstuvwxyz,tqysnevaghwmbpcukdolrjxfiz,tqysnevaghwmbpcukdolrjxfiz,giaonvysthwmxpcqkdelrfjbuz
+13,3000,-8002.478595910352,abcdefghijklmnopqrstuvwxyz,tieanxuvghqmjpcoydlsrfwbkz,tieanxuvghqmjpcoydlsrfwbkz,giaonvysthwmxpcqkdelrfjbuz
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+13,4000,-8237.539655571029,abcdefghijklmnopqrstuvwxyz,tzuenfvqghapymcdwsolrixbjk,tzuenfvqghapymcdwsolrixbjk,giaonvysthwmxpcqkdelrfjbuz
+13,4500,-8105.498383295998,abcdefghijklmnopqrstuvwxyz,tifanueqgzvmxpcdhsolrwjykb,tifanueqgzvmxpcdhsolrwjykb,giaonvysthwmxpcqkdelrfjbuz
+13,5000,-7814.909998577451,abcdefghijklmnopqrstuvwxyz,gmxonaqjtbzeypcwkdslrvuhif,gmxonaqjtbzeypcwkdslrvuhif,giaonvysthwmxpcqkdelrfjbuz
+13,5500,-7669.766303021351,abcdefghijklmnopqrstuvwxyz,gxfonmyjtkqdvpcabselrihwuz,gxfonmyjtkqdvpcabselrihwuz,giaonvysthwmxpcqkdelrfjbuz
+13,6000,-7243.2857029419965,abcdefghijklmnopqrstuvwxyz,gimonvystbuxfpcqzdelrkjwah,gimonvystbuxfpcqzdelrkjwah,giaonvysthwmxpcqkdelrfjbuz
+13,6500,-7218.6895238042425,abcdefghijklmnopqrstuvwxyz,gwmonvystkuqapcxbdelrfjzih,gwmonvystkuqapcxbdelrfjzih,giaonvysthwmxpcqkdelrfjbuz
+13,7000,-7083.552469714443,abcdefghijklmnopqrstuvwxyz,gioanqystkfmxpcvbdelrwjzuh,gioanqystkfmxpcvbdelrwjzuh,giaonvysthwmxpcqkdelrfjbuz
+13,7500,-7035.025614178066,abcdefghijklmnopqrstuvwxyz,giaonxystkvmfpcqbdelrhjzuw,giaonxystkvmfpcqbdelrhjzuw,giaonvysthwmxpcqkdelrfjbuz
+13,8000,-7080.19595516654,abcdefghijklmnopqrstuvwxyz,giaonqystkfvmpcxbdelrwjhuz,giaonqystkfvmpcxbdelrwjhuz,giaonvysthwmxpcqkdelrfjbuz
+13,8500,-7155.272195915266,abcdefghijklmnopqrstuvwxyz,giaxnfystzwmopcqhdelrvjbuk,giaxnfystzwmopcqhdelrvjbuk,giaonvysthwmxpcqkdelrfjbuz
+13,9000,-7080.273801424978,abcdefghijklmnopqrstuvwxyz,giaxnvysthwqmpcozdelrfjbuk,giaxnvysthwqmpcozdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+13,9500,-7057.965607160112,abcdefghijklmnopqrstuvwxyz,giaxnqysthwmopcvzdelrfjkub,giaxnqysthwmopcvzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+13,10000,-7028.028707143459,abcdefghijklmnopqrstuvwxyz,gqaxnvysthwmopcibdelrfjzuk,gqaxnvysthwmopcibdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+13,10500,-7028.028707143459,abcdefghijklmnopqrstuvwxyz,gqaxnvysthwmopcibdelrfjzuk,gqaxnvysthwmopcibdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+13,11000,-7027.648838709301,abcdefghijklmnopqrstuvwxyz,gqaxnvysthwmopcikdelrfjzub,gqaxnvysthwmopcikdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+13,11500,-7025.087004346797,abcdefghijklmnopqrstuvwxyz,gqaxnvysthwmopcikdelrfjbuz,gqaxnvysthwmopcikdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+13,12000,-7063.607728737813,abcdefghijklmnopqrstuvwxyz,gxaqnvystkwmopcihdelrfjbuz,gxaqnvystkwmopcihdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+13,12500,-7062.116806672987,abcdefghijklmnopqrstuvwxyz,gxaqnvystzwmopcikdelrfjbuh,gxaqnvystzwmopcikdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+13,13000,-7070.581179817706,abcdefghijklmnopqrstuvwxyz,gqaxnvystzwmipcohdelrfjkub,gqaxnvystzwmipcohdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+13,13500,-7041.617089191307,abcdefghijklmnopqrstuvwxyz,gqaxnvystzwmopcihdelrfjkub,gqaxnvystzwmopcihdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+13,14000,-7064.066781823115,abcdefghijklmnopqrstuvwxyz,gqoxnvystzwmipcahdelrfjbuk,gqoxnvystzwmipcahdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+13,14500,-6920.874237125135,abcdefghijklmnopqrstuvwxyz,gqxonvysthwmapcizdelrfjbuk,gqxonvysthwmapcizdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+13,15000,-6920.539100612791,abcdefghijklmnopqrstuvwxyz,gqxonvysthwmapcibdelrfjzuk,gqxonvysthwmapcibdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+13,15500,-6927.905372371921,abcdefghijklmnopqrstuvwxyz,gqxonvysthwmipcabdelrfjkuz,gqxonvysthwmipcabdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+13,16000,-6934.342884713161,abcdefghijklmnopqrstuvwxyz,gqxonvystkwmipcabdelrfjzuh,gqxonvystkwmipcabdelrfjzuh,giaonvysthwmxpcqkdelrfjbuz
+13,16500,-6884.120793731625,abcdefghijklmnopqrstuvwxyz,gixonvystbwmapcqkdelrfjhuz,gixonvystbwmapcqkdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+13,17000,-6888.398075081699,abcdefghijklmnopqrstuvwxyz,gixonvystbwmapcqhdelrfjkuz,gixonvystbwmapcqhdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+13,17500,-6882.130801860214,abcdefghijklmnopqrstuvwxyz,gixonvysthwmapcqbdelrfjzuk,gixonvysthwmapcqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+13,18000,-6881.42554662519,abcdefghijklmnopqrstuvwxyz,gixonvysthwmapcqbdelrfjkuz,gixonvysthwmapcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+13,18500,-6875.81313407966,abcdefghijklmnopqrstuvwxyz,gixonvysthwmapcqkdelrfjbuz,gixonvysthwmapcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+13,19000,-6875.81313407966,abcdefghijklmnopqrstuvwxyz,gixonvysthwmapcqkdelrfjbuz,gixonvysthwmapcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+13,19500,-6875.81313407966,abcdefghijklmnopqrstuvwxyz,gixonvysthwmapcqkdelrfjbuz,gixonvysthwmapcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+14,0,-10431.000952115206,abcdefghijklmnopqrstuvwxyz,diurnvtmckylbwjofeqhaszxgp,diurnvtmckylbwjofeqhaszxgp,giaonvysthwmxpcqkdelrfjbuz
+14,500,-8306.851454577665,abcdefghijklmnopqrstuvwxyz,tajonwfdchqyvegmbplsrxiuzk,tajonwfdchqyvegmbplsrxiuzk,giaonvysthwmxpcqkdelrfjbuz
+14,1000,-8373.917787739507,abcdefghijklmnopqrstuvwxyz,thafnyrugjzdopcmbelsiqvkxw,thafnyrugjzdopcmbelsiqvkxw,giaonvysthwmxpcqkdelrfjbuz
+14,1500,-8208.925284872324,abcdefghijklmnopqrstuvwxyz,garynvoqchfdjptxbesluwimzk,garynvoqchfdjptxbesluwimzk,giaonvysthwmxpcqkdelrfjbuz
+14,2000,-7828.039831206355,abcdefghijklmnopqrstuvwxyz,giomnvfztbydkpcxwselrqjauh,giomnvfztbydkpcxwselrqjauh,giaonvysthwmxpcqkdelrfjbuz
+14,2500,-8016.917774758597,abcdefghijklmnopqrstuvwxyz,giasndzftkwmvpcjbeloryqxuh,giasndzftkwmvpcjbeloryqxuh,giaonvysthwmxpcqkdelrfjbuz
+14,3000,-7821.41369308073,abcdefghijklmnopqrstuvwxyz,gmaenvuzthwoqpcxksdlrfjbiy,gmaenvuzthwoqpcxksdlrfjbiy,giaonvysthwmxpcqkdelrfjbuz
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+14,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+14,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+14,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+15,6000,-7571.89855170804,abcdefghijklmnopqrstuvwxyz,cbqvniystwfmepgxkdolrajhuz,cbqvniystwfmepgxkdolrajhuz,giaonvysthwmxpcqkdelrfjbuz
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+15,7500,-7630.664434422678,abcdefghijklmnopqrstuvwxyz,czyonafsghwmuptqidelrxjkvb,czyonafsghwmuptqidelrxjkvb,giaonvysthwmxpcqkdelrfjbuz
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+15,8500,-7650.3970491377995,abcdefghijklmnopqrstuvwxyz,cuvonyqstkwmjpgabdelrxzfih,cuvonyqstkwmjpgabdelrxzfih,giaonvysthwmxpcqkdelrfjbuz
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+15,9500,-7359.254009174935,abcdefghijklmnopqrstuvwxyz,cqaonxystfwmvpgikdelrzjbuh,cqaonxystfwmvpgikdelrzjbuh,giaonvysthwmxpcqkdelrfjbuz
+15,10000,-7379.759854617832,abcdefghijklmnopqrstuvwxyz,cfjoniystkwmvpgqbdelraxzuh,cfjoniystkwmvpgqbdelraxzuh,giaonvysthwmxpcqkdelrfjbuz
+15,10500,-7241.6000319457125,abcdefghijklmnopqrstuvwxyz,cxaonvystkwmipgqhdelrfjbuz,cxaonvystkwmipgqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,11000,-7235.265287491639,abcdefghijklmnopqrstuvwxyz,cxaonvysthwmipgqkdelrfjzub,cxaonvysthwmipgqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+15,11500,-7235.448512766212,abcdefghijklmnopqrstuvwxyz,cxaonvysthwmipgqbdelrfjkuz,cxaonvysthwmipgqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+15,12000,-7389.905763430145,abcdefghijklmnopqrstuvwxyz,ciaonvystxwmqpghbdelrfjzuk,ciaonvystxwmqpghbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+15,12500,-7327.537783719275,abcdefghijklmnopqrstuvwxyz,cqaoniystwvmxpgjbdelrfkzuh,cqaoniystwvmxpgjbdelrfkzuh,giaonvysthwmxpcqkdelrfjbuz
+15,13000,-7342.27030034377,abcdefghijklmnopqrstuvwxyz,cqaonxystiwmvpgjzdelrfhbuk,cqaonxystiwmvpgjzdelrfhbuk,giaonvysthwmxpcqkdelrfjbuz
+15,13500,-7403.290704428898,abcdefghijklmnopqrstuvwxyz,ciqonxystwamvpgjbdelrfzkuh,ciqonxystwamvpgjbdelrfzkuh,giaonvysthwmxpcqkdelrfjbuz
+15,14000,-7095.8783426666805,abcdefghijklmnopqrstuvwxyz,gixonqystwvmkpcazdelrfjhub,gixonqystwvmkpcazdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+15,14500,-6954.975838710138,abcdefghijklmnopqrstuvwxyz,gixonqystzwmapcvkdelrfjbuh,gixonqystzwmapcvkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+15,15000,-6849.544952184664,abcdefghijklmnopqrstuvwxyz,giaonqystzwmxpcvbdelrfjkuh,giaonqystzwmxpcvbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+15,15500,-6838.189843771575,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcvbdelrfjkuz,giaonqysthwmxpcvbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+15,16000,-6850.406596521406,abcdefghijklmnopqrstuvwxyz,gqaoniysthwmxpcvkdelrfjbuz,gqaoniysthwmxpcvkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,16500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+15,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,17500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+15,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+16,1000,-8822.566298297364,abcdefghijklmnopqrstuvwxyz,cimdnbfvtkqlepjzhgosryaxuw,cimdnbfvtkqlepjzhgosryaxuw,giaonvysthwmxpcqkdelrfjbuz
+16,1500,-8137.857163271934,abcdefghijklmnopqrstuvwxyz,chdvnaystiujxegqkplmrbwzof,chdvnaystiujxegqkplmrbwzof,giaonvysthwmxpcqkdelrfjbuz
+16,2000,-7938.609546436791,abcdefghijklmnopqrstuvwxyz,cmaonujstbwxepgqkidlrhyzvf,cmaonujstbwxepgqkidlrhyzvf,giaonvysthwmxpcqkdelrfjbuz
+16,2500,-7830.381254842843,abcdefghijklmnopqrstuvwxyz,cfmxnqystzaejpguwodlrhvkib,cfmxnqystzaejpguwodlrhvkib,giaonvysthwmxpcqkdelrfjbuz
+16,3000,-8050.874769792883,abcdefghijklmnopqrstuvwxyz,cmdfnoystaweqpgvkjrlihuzxb,cmdfnoystaweqpgvkjrlihuzxb,giaonvysthwmxpcqkdelrfjbuz
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+16,4000,-7842.342164909286,abcdefghijklmnopqrstuvwxyz,cxydnvwstbuofpgihmelrqjkaz,cxydnvwstbuofpgihmelrqjkaz,giaonvysthwmxpcqkdelrfjbuz
+16,4500,-7700.307200011756,abcdefghijklmnopqrstuvwxyz,cadvnuystifmxpgbkeolrzjhqw,cadvnuystifmxpgbkeolrzjhqw,giaonvysthwmxpcqkdelrfjbuz
+16,5000,-7536.166534313907,abcdefghijklmnopqrstuvwxyz,cxjoniqstywmvpgakdelrfhbuz,cxjoniqstywmvpgakdelrfhbuz,giaonvysthwmxpcqkdelrfjbuz
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+16,6000,-7378.644602383526,abcdefghijklmnopqrstuvwxyz,gijonvasthzmypcxkdelrbuwfq,gijonvasthzmypcxkdelrbuwfq,giaonvysthwmxpcqkdelrfjbuz
+16,6500,-6929.2703535578,abcdefghijklmnopqrstuvwxyz,giaonvystbqmxpckzdelrfjhuw,giaonvystbqmxpckzdelrfjhuw,giaonvysthwmxpcqkdelrfjbuz
+16,7000,-6981.181682303161,abcdefghijklmnopqrstuvwxyz,gwaonvystbqmxpcjzdelrfihuk,gwaonvystbqmxpcjzdelrfihuk,giaonvysthwmxpcqkdelrfjbuz
+16,7500,-7087.442796023412,abcdefghijklmnopqrstuvwxyz,gyaonvwstzxmqpcibdelrfjhuk,gyaonvwstzxmqpcibdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+16,8000,-6869.659772099494,abcdefghijklmnopqrstuvwxyz,gwaonvysthimxpcqkdelrfjzub,gwaonvysthimxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+16,8500,-7113.1264848549445,abcdefghijklmnopqrstuvwxyz,gqaonxystkzdvpcihmelrfjbuw,gqaonxystkzdvpcihmelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+16,9000,-7121.559982711116,abcdefghijklmnopqrstuvwxyz,gqaonxystzbdvpcikmelrfjwuh,gqaonxystzbdvpcikmelrfjwuh,giaonvysthwmxpcqkdelrfjbuz
+16,9500,-7112.641334057113,abcdefghijklmnopqrstuvwxyz,gqaonxystzbdipcvhmelrfjkuw,gqaonxystzbdipcvhmelrfjkuw,giaonvysthwmxpcqkdelrfjbuz
+16,10000,-6920.539242030204,abcdefghijklmnopqrstuvwxyz,gvaoniystbhmxpcqzdelrfjkuw,gvaoniystbhmxpcqzdelrfjkuw,giaonvysthwmxpcqkdelrfjbuz
+16,10500,-6928.563884166715,abcdefghijklmnopqrstuvwxyz,gvaoniystzbmxpcqkdelrfjwuh,gvaoniystzbmxpcqkdelrfjwuh,giaonvysthwmxpcqkdelrfjbuz
+16,11000,-6826.385007712783,abcdefghijklmnopqrstuvwxyz,giaonvystkzmxpcqbdelrfjwuh,giaonvystkzmxpcqbdelrfjwuh,giaonvysthwmxpcqkdelrfjbuz
+16,11500,-6825.536318656091,abcdefghijklmnopqrstuvwxyz,giaonvystbzmxpcqkdelrfjwuh,giaonvystbzmxpcqkdelrfjwuh,giaonvysthwmxpcqkdelrfjbuz
+16,12000,-6806.483360239409,abcdefghijklmnopqrstuvwxyz,giaonvysthzmxpcqkdelrfjbuw,giaonvysthzmxpcqkdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+16,12500,-6817.551332331679,abcdefghijklmnopqrstuvwxyz,giaonvystkzmxpcqhdelrfjbuw,giaonvystkzmxpcqhdelrfjbuw,giaonvysthwmxpcqkdelrfjbuz
+16,13000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+16,13500,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+16,14000,-6777.125986315301,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjhuk,giaonvystzwmxpcqbdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+16,14500,-6777.335019554911,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjhub,giaonvystzwmxpcqkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+16,15000,-6777.335019554911,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjhub,giaonvystzwmxpcqkdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+16,15500,-6777.465015879211,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjhub,giaonvystkwmxpcqzdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+16,16000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+16,16500,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+16,17000,-6773.994078483808,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjbuz,giaonvystkwmxpcqhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+16,17500,-6774.411211128925,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjbuh,giaonvystkwmxpcqzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+16,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+16,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+17,13500,-6871.2678019767845,abcdefghijklmnopqrstuvwxyz,giqonvysthwmxpcabdelrfjzuk,giqonvysthwmxpcabdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
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+17,16500,-6871.2678019767845,abcdefghijklmnopqrstuvwxyz,giqonvysthwmxpcabdelrfjzuk,giqonvysthwmxpcabdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+17,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+17,17500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+17,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+17,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+17,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+17,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+18,6000,-7695.582967444653,abcdefghijklmnopqrstuvwxyz,cvdqnkystzuaxpgmheolrfjbiw,cvdqnkystzuaxpgmheolrfjbiw,giaonvysthwmxpcqkdelrfjbuz
+18,6500,-7500.868883063215,abcdefghijklmnopqrstuvwxyz,cxjmniystwheqpgvkdolrfabuz,cxjmniystwheqpgvkdolrfabuz,giaonvysthwmxpcqkdelrfjbuz
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+18,9000,-7520.4438641345405,abcdefghijklmnopqrstuvwxyz,cqjenvistbymxpgahdolrwfkuz,cqjenvistbymxpgahdolrwfkuz,giaonvysthwmxpcqkdelrfjbuz
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+18,10500,-7241.591518974776,abcdefghijklmnopqrstuvwxyz,gifenqystbwmxpcakdolrvjhuz,gifenqystbwmxpcakdolrvjhuz,giaonvysthwmxpcqkdelrfjbuz
+18,11000,-7151.466800457897,abcdefghijklmnopqrstuvwxyz,giejnqystzwmxpcahdolrfvkub,giejnqystzwmxpcahdolrfvkub,giaonvysthwmxpcqkdelrfjbuz
+18,11500,-7123.340920392927,abcdefghijklmnopqrstuvwxyz,gqeinvystwzmxpcabdolrfjhuk,gqeinvystwzmxpcabdolrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+18,12000,-7143.603837219207,abcdefghijklmnopqrstuvwxyz,gieqnvystbwmxpcahdolrkjzuf,gieqnvystbwmxpcahdolrkjzuf,giaonvysthwmxpcqkdelrfjbuz
+18,12500,-7042.381658273,abcdefghijklmnopqrstuvwxyz,gieqnvysthwmxpcakdolrfjbuz,gieqnvysthwmxpcakdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+18,13000,-7043.92552125934,abcdefghijklmnopqrstuvwxyz,gieqnvysthwmxpcabdolrfjkuz,gieqnvysthwmxpcabdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
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+18,14000,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,14500,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+18,15000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+18,15500,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,16000,-6952.292407833658,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjbuz,giaenvysthwmxpcqkdolrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+18,16500,-6958.610075614212,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjzuk,giaenvysthwmxpcqbdolrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+18,17000,-6958.819108853822,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqkdolrfjzub,giaenvysthwmxpcqkdolrfjzub,giaonvysthwmxpcqkdelrfjbuz
+18,17500,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,18000,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,18500,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,19000,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+18,19500,-6957.904820379188,abcdefghijklmnopqrstuvwxyz,giaenvysthwmxpcqbdolrfjkuz,giaenvysthwmxpcqbdolrfjkuz,giaonvysthwmxpcqkdelrfjbuz
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+19,1000,-8703.534740990768,abcdefghijklmnopqrstuvwxyz,tbwdcoaxrvisupnfzelmgkyqjh,tbwdcoaxrvisupnfzelmgkyqjh,giaonvysthwmxpcqkdelrfjbuz
+19,1500,-8589.281652639467,abcdefghijklmnopqrstuvwxyz,rfqznmdjshvouptxkeclgiywab,rfqznmdjshvouptxkeclgiywab,giaonvysthwmxpcqkdelrfjbuz
+19,2000,-8323.240953077544,abcdefghijklmnopqrstuvwxyz,txmunwqsvybjdpgehoclrfaikz,txmunwqsvybjdpgehoclrfaikz,giaonvysthwmxpcqkdelrfjbuz
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+19,3000,-8024.390088069485,abcdefghijklmnopqrstuvwxyz,cheqnmystzvdjpgakorlbfwiux,cheqnmystzvdjpgakorlbfwiux,giaonvysthwmxpcqkdelrfjbuz
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+19,4000,-8011.018658691749,abcdefghijklmnopqrstuvwxyz,tarynmxscbwvupgjkdolhfeiqz,tarynmxscbwvupgjkdolhfeiqz,giaonvysthwmxpcqkdelrfjbuz
+19,4500,-7264.2132145710375,abcdefghijklmnopqrstuvwxyz,giuonqastzwmvpcjhdelrfxkyb,giuonqastzwmvpcjhdelrfxkyb,giaonvysthwmxpcqkdelrfjbuz
+19,5000,-7047.310935722797,abcdefghijklmnopqrstuvwxyz,giaonvystbzmupcqkdelrxjhwf,giaonvystbzmupcqkdelrxjhwf,giaonvysthwmxpcqkdelrfjbuz
+19,5500,-7213.096031866184,abcdefghijklmnopqrstuvwxyz,gyxonvasthfmupcqkdelrzjbiw,gyxonvasthfmupcqkdelrzjbiw,giaonvysthwmxpcqkdelrfjbuz
+19,6000,-7257.838499871924,abcdefghijklmnopqrstuvwxyz,gaovniystzfmupcqhdelrxjbwk,gaovniystzfmupcqhdelrxjbwk,giaonvysthwmxpcqkdelrfjbuz
+19,6500,-7122.130034561991,abcdefghijklmnopqrstuvwxyz,gfaonqystbumvpcihdelrxjzwk,gfaonqystbumvpcihdelrxjzwk,giaonvysthwmxpcqkdelrfjbuz
+19,7000,-7128.312208743592,abcdefghijklmnopqrstuvwxyz,gxaonbystiumqpcvhdelrfjkwz,gxaonbystiumqpcvhdelrfjkwz,giaonvysthwmxpcqkdelrfjbuz
+19,7500,-7110.7485221986535,abcdefghijklmnopqrstuvwxyz,gijonfystwqmxpcvbdelrzakuh,gijonfystwqmxpcvbdelrzakuh,giaonvysthwmxpcqkdelrfjbuz
+19,8000,-7035.852292586541,abcdefghijklmnopqrstuvwxyz,gqaoniystwfmvpcxhdelrbjzuk,gqaoniystwfmvpcxhdelrbjzuk,giaonvysthwmxpcqkdelrfjbuz
+19,8500,-7157.801975328884,abcdefghijklmnopqrstuvwxyz,giaonzvstyfmxpcqbdelrwjkuh,giaonzvstyfmxpcqbdelrwjkuh,giaonvysthwmxpcqkdelrfjbuz
+19,9000,-6885.533138802807,abcdefghijklmnopqrstuvwxyz,giaonvystfwmxpcqhdelrzjbuk,giaonvystfwmxpcqhdelrzjbuk,giaonvysthwmxpcqkdelrfjbuz
+19,9500,-6849.336174476949,abcdefghijklmnopqrstuvwxyz,giaonvystbfmxpcqzdelrwjkuh,giaonvystbfmxpcqzdelrwjkuh,giaonvysthwmxpcqkdelrfjbuz
+19,10000,-6869.626787935834,abcdefghijklmnopqrstuvwxyz,giaonvysthfmxpcqbdelrzjkuw,giaonvysthfmxpcqbdelrzjkuw,giaonvysthwmxpcqkdelrfjbuz
+19,10500,-6839.405014031278,abcdefghijklmnopqrstuvwxyz,giaonvysthfmxpcqbdelrwjzuk,giaonvysthfmxpcqbdelrwjzuk,giaonvysthwmxpcqkdelrfjbuz
+19,11000,-6838.699758796253,abcdefghijklmnopqrstuvwxyz,giaonvysthfmxpcqbdelrwjkuz,giaonvysthfmxpcqbdelrwjkuz,giaonvysthwmxpcqkdelrfjbuz
+19,11500,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+19,12000,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+19,12500,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
+19,13000,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+19,13500,-6777.125986315301,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjhuk,giaonvystzwmxpcqbdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
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+19,14500,-6779.893627350156,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqbdelrfjkuh,giaonvystzwmxpcqbdelrfjkuh,giaonvysthwmxpcqkdelrfjbuz
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+19,15500,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
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+19,18500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+19,19000,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+19,19500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
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+20,11500,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+20,12000,-6776.407293582909,abcdefghijklmnopqrstuvwxyz,giaonvystbwmxpcqzdelrfjhuk,giaonvystbwmxpcqzdelrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+20,12500,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+20,13000,-6774.281214804626,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqkdelrfjbuh,giaonvystzwmxpcqkdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+20,13500,-6777.465015879211,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqzdelrfjhub,giaonvystkwmxpcqzdelrfjhub,giaonvysthwmxpcqkdelrfjbuz
+20,14000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,14500,-6769.243774172092,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqbdelrfjzuk,giaonvysthwmxpcqkdelrfjbuz
+20,15000,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+20,15500,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+20,16000,-6777.1409214685145,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjbuk,giaonvystzwmxpcqhdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,16500,-6782.9623672536545,abcdefghijklmnopqrstuvwxyz,giaonvystzwmxpcqhdelrfjkub,giaonvystzwmxpcqhdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+20,17000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,17500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,18000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,18500,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,19000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+20,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+21,7000,-6988.892960921234,abcdefghijklmnopqrstuvwxyz,giaonvqstkbmxpcyhdelrfjzuw,giaonvqstkbmxpcyhdelrfjzuw,giaonvysthwmxpcqkdelrfjbuz
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+21,10500,-7085.605245515468,abcdefghijklmnopqrstuvwxyz,gzaonvystiwexpcqkdmlrfjhub,gzaonvystiwexpcqkdmlrfjhub,giaonvysthwmxpcqkdelrfjbuz
+21,11000,-6874.453717066578,abcdefghijklmnopqrstuvwxyz,ghaonvystiwmxpcqkdelrfjzub,ghaonvystiwmxpcqkdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+21,11500,-6913.810750176848,abcdefghijklmnopqrstuvwxyz,gfaonvystiwmxpcqzdelrkjhub,gfaonvystiwmxpcqzdelrkjhub,giaonvysthwmxpcqkdelrfjbuz
+21,12000,-6896.39518245705,abcdefghijklmnopqrstuvwxyz,gwaonvystikmxpcqbdelrfjhuz,gwaonvystikmxpcqbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+21,12500,-6939.981942665649,abcdefghijklmnopqrstuvwxyz,gqaonvystkimwpcxhdelrfjbuz,gqaonvystkimwpcxhdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,13000,-6897.977433592121,abcdefghijklmnopqrstuvwxyz,gqaonvystkimxpcwbdelrfjhuz,gqaonvystkimxpcwbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+21,13500,-6927.501234106497,abcdefghijklmnopqrstuvwxyz,gqaonvystkimxpcjbdelrfwzuh,gqaonvystkimxpcjbdelrfwzuh,giaonvysthwmxpcqkdelrfjbuz
+21,14000,-6986.353201970632,abcdefghijklmnopqrstuvwxyz,gqaonvystikmxpcjhdelrfbzuw,gqaonvystikmxpcjhdelrfbzuw,giaonvysthwmxpcqkdelrfjbuz
+21,14500,-6886.924610371378,abcdefghijklmnopqrstuvwxyz,giaonvystkqmxpcwzdelrfjbuh,giaonvystkqmxpcwzdelrfjbuh,giaonvysthwmxpcqkdelrfjbuz
+21,15000,-6773.9791433305945,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqbdelrfjhuz,giaonvystkwmxpcqbdelrfjhuz,giaonvysthwmxpcqkdelrfjbuz
+21,15500,-6780.520779503972,abcdefghijklmnopqrstuvwxyz,giaonvystkwmxpcqhdelrfjzub,giaonvystkwmxpcqhdelrfjzub,giaonvysthwmxpcqkdelrfjbuz
+21,16000,-6766.202945700544,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqzdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+21,16500,-6772.024391485684,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqzdelrfjkub,giaonvysthwmxpcqkdelrfjbuz
+21,17000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,17500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,18000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,18500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,19000,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
+21,19500,-6762.926106391538,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz,giaonvysthwmxpcqkdelrfjbuz
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+22,500,-8292.414981945522,abcdefghijklmnopqrstuvwxyz,gomecuystzbkxpnavdjlrfwiqh,gomecuystzbkxpnavdjlrfwiqh,giaonvysthwmxpcqkdelrfjbuz
+22,1000,-8159.620516038783,abcdefghijklmnopqrstuvwxyz,gwoecvxstbkjmpnaydrluhqfiz,gwoecvxstbkjmpnaydrluhqfiz,giaonvysthwmxpcqkdelrfjbuz
+22,1500,-8240.587304874265,abcdefghijklmnopqrstuvwxyz,gklocmystwavfpnjzqderxhuib,gklocmystwavfpnjzqderxhuib,giaonvysthwmxpcqkdelrfjbuz
+22,2000,-8576.48775177555,abcdefghijklmnopqrstuvwxyz,giaocluktqyedpnmwsjxvhbfrz,giaocluktqyedpnmwsjxvhbfrz,giaonvysthwmxpcqkdelrfjbuz
+22,2500,-8350.8191632218,abcdefghijklmnopqrstuvwxyz,guifcyjmtkasdpnqwolerxzhvb,guifcyjmtkasdpnqwolerxzhvb,giaonvysthwmxpcqkdelrfjbuz
+22,3000,-7971.949266185522,abcdefghijklmnopqrstuvwxyz,gxuocvwstizmapnqkdelrfyhbj,gxuocvwstizmapnqkdelrfyhbj,giaonvysthwmxpcqkdelrfjbuz
+22,3500,-7939.620762943653,abcdefghijklmnopqrstuvwxyz,gbjqcoystaxmwpnvidelrfkzuh,gbjqcoystaxmwpnvidelrfkzuh,giaonvysthwmxpcqkdelrfjbuz
+22,4000,-8008.53897413134,abcdefghijklmnopqrstuvwxyz,gfvmciystqbxupnehodlrajzwk,gfvmciystqbxupnehodlrajzwk,giaonvysthwmxpcqkdelrfjbuz
+22,4500,-7796.471756020192,abcdefghijklmnopqrstuvwxyz,gijocvystzbexpnqwdmluakhrf,gijocvystzbexpnqwdmluakhrf,giaonvysthwmxpcqkdelrfjbuz
+22,5000,-8111.503099040583,abcdefghijklmnopqrstuvwxyz,gbuocmysthxvfpnqkdelzjiarw,gbuocmysthxvfpnqkdelzjiarw,giaonvysthwmxpcqkdelrfjbuz
+22,5500,-8051.916054776788,abcdefghijklmnopqrstuvwxyz,tzvocqmsghaxjpnwkdelryfiub,tzvocqmsghaxjpnwkdelryfiub,giaonvysthwmxpcqkdelrfjbuz
+22,6000,-7456.018385766752,abcdefghijklmnopqrstuvwxyz,tmyonvasgzijxpcqhdelrfubwk,tmyonvasgzijxpcqhdelrfubwk,giaonvysthwmxpcqkdelrfjbuz
+22,6500,-7195.5422476622225,abcdefghijklmnopqrstuvwxyz,tiaonvjsghwmxpcqkdelrfybuz,tiaonvjsghwmxpcqkdelrfybuz,giaonvysthwmxpcqkdelrfjbuz
+22,7000,-7372.034180499189,abcdefghijklmnopqrstuvwxyz,tajonuqsghwmxpcizdelrfvkyb,tajonuqsghwmxpcizdelrfvkyb,giaonvysthwmxpcqkdelrfjbuz
+22,7500,-7373.817134561343,abcdefghijklmnopqrstuvwxyz,tvoxnqysgwzmipcahdelrfjbuk,tvoxnqysgwzmipcahdelrfjbuk,giaonvysthwmxpcqkdelrfjbuz
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diff --git a/hillclimbing-results/sa-random-trigram-gaussian.csv b/hillclimbing-results/sa-random-trigram-gaussian.csv
new file mode 100644 (file)
index 0000000..167cfd0
--- /dev/null
+++ b/hillclimbing-results/sa-random-trigram-gaussian.csv
@@ -0,0 +1,961 @@
+worker,iteration,fitness,plain_alphabet,cipher_alphabet,mapped_cipher_alphabet,target_cipher_alphabet
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+2,18500,-6768.538518937068,abcdefghijklmnopqrstuvwxyz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
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+3,3000,-10598.628238022826,abcdefghijklmnopqrstuvwxyz,oxhfgczlsbrevnkpamityqwdju,oxhfgczlsbrevnkpamityqwdju,giaonvysthwmxpcqkdelrfjbuz
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+3,7500,-9215.34739718749,abcdefghijklmnopqrstuvwxyz,cyvxnkzdgbrlqpmjueistwoahf,cyvxnkzdgbrlqpmjueistwoahf,giaonvysthwmxpcqkdelrfjbuz
+3,8000,-9509.192125939166,abcdefghijklmnopqrstuvwxyz,rkedtxzonbhcyfluwmpsavgjqi,rkedtxzonbhcyfluwmpsavgjqi,giaonvysthwmxpcqkdelrfjbuz
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+3,9000,-9120.349281567875,abcdefghijklmnopqrstuvwxyz,cqpjguowfxmzatnrhdlsyivkeb,cqpjguowfxmzatnrhdlsyivkeb,giaonvysthwmxpcqkdelrfjbuz
+3,9500,-9286.637324134168,abcdefghijklmnopqrstuvwxyz,ekajczbqtxvlwpnrfmsodyihgu,ekajczbqtxvlwpnrfmsodyihgu,giaonvysthwmxpcqkdelrfjbuz
+3,10000,-8866.336023342144,abcdefghijklmnopqrstuvwxyz,gqdpcxfrlhyeutnowsimvabkjz,gqdpcxfrlhyeutnowsimvabkjz,giaonvysthwmxpcqkdelrfjbuz
+3,10500,-9225.175279014733,abcdefghijklmnopqrstuvwxyz,crgonewidhuxapsjbklytfqzmv,crgonewidhuxapsjbklytfqzmv,giaonvysthwmxpcqkdelrfjbuz
+3,11000,-8475.882312162566,abcdefghijklmnopqrstuvwxyz,ceoygvuxnzirfptjwsdlmhqbka,ceoygvuxnzirfptjwsdlmhqbka,giaonvysthwmxpcqkdelrfjbuz
+3,11500,-8628.843613341836,abcdefghijklmnopqrstuvwxyz,narugxjschmowpidkelqtyfbvz,narugxjschmowpidkelqtyfbvz,giaonvysthwmxpcqkdelrfjbuz
+3,12000,-8840.252898328128,abcdefghijklmnopqrstuvwxyz,tureckhynxwjlagsipodqmvfzb,tureckhynxwjlagsipodqmvfzb,giaonvysthwmxpcqkdelrfjbuz
+3,12500,-8392.487918945097,abcdefghijklmnopqrstuvwxyz,tkbenojqghymldcvzpsxrfwaui,tkbenojqghymldcvzpsxrfwaui,giaonvysthwmxpcqkdelrfjbuz
+3,13000,-8736.557885940587,abcdefghijklmnopqrstuvwxyz,tfmsguqvnyhlorcjzxdpekwbai,tfmsguqvnyhlorcjzxdpekwbai,giaonvysthwmxpcqkdelrfjbuz
+3,13500,-7978.11517564395,abcdefghijklmnopqrstuvwxyz,gyqjnfvuthaempcobdlsrkiwzx,gyqjnfvuthaempcobdlsrkiwzx,giaonvysthwmxpcqkdelrfjbuz
+3,14000,-8090.766431480425,abcdefghijklmnopqrstuvwxyz,gkxmnquatbvjepcohdlsrwzfiy,gkxmnquatbvjepcohdlsrwzfiy,giaonvysthwmxpcqkdelrfjbuz
+3,14500,-7847.082953836947,abcdefghijklmnopqrstuvwxyz,gyxonqiktzaevpcmhdlsrwjbfu,gyxonqiktzaevpcmhdlsrwjbfu,giaonvysthwmxpcqkdelrfjbuz
+3,15000,-7675.36698178624,abcdefghijklmnopqrstuvwxyz,gvqonazythfmjpcekdslrxwiub,gvqonazythfmjpcekdslrxwiub,giaonvysthwmxpcqkdelrfjbuz
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+4,19500,-7517.163932480202,abcdefghijklmnopqrstuvwxyz,cxaonvysrhimupgjkdeltfqbwz,cxaonvysrhimupgjkdeltfqbwz,giaonvysthwmxpcqkdelrfjbuz
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+5,13000,-8529.291388928961,abcdefghijklmnopqrstuvwxyz,txqucsvkgzypmenrwdlobjafih,txqucsvkgzypmenrwdlobjafih,giaonvysthwmxpcqkdelrfjbuz
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+5,15500,-8134.613063128143,abcdefghijklmnopqrstuvwxyz,tixyneascbvufpgohmdlrjzqkw,tixyneascbvufpgohmdlrjzqkw,giaonvysthwmxpcqkdelrfjbuz
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+5,16500,-7534.39407839289,abcdefghijklmnopqrstuvwxyz,caevniystzwmqpgjbdolrfuhxk,caevniystzwmqpgjbdolrfuhxk,giaonvysthwmxpcqkdelrfjbuz
+5,17000,-7345.8291999681205,abcdefghijklmnopqrstuvwxyz,cievnaystzwmxpgqbdolrfjhuk,cievnaystzwmxpgqbdolrfjhuk,giaonvysthwmxpcqkdelrfjbuz
+5,17500,-7386.614210783603,abcdefghijklmnopqrstuvwxyz,ciejnaystzwmxpgqbdolrfvhuk,ciejnaystzwmxpgqbdolrfvhuk,giaonvysthwmxpcqkdelrfjbuz
+5,18000,-7348.890399029144,abcdefghijklmnopqrstuvwxyz,ciejnvystzwmxpgqhdolrfabuk,ciejnvystzwmxpgqhdolrfabuk,giaonvysthwmxpcqkdelrfjbuz
+5,18500,-7295.041605682348,abcdefghijklmnopqrstuvwxyz,ciaenvystzwmxpgqhdolrfjbuk,ciaenvystzwmxpgqhdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+5,19000,-7286.752771553805,abcdefghijklmnopqrstuvwxyz,ciaenvysthwmxpgqzdolrfjbuk,ciaenvysthwmxpgqzdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+5,19500,-7286.752771553805,abcdefghijklmnopqrstuvwxyz,ciaenvysthwmxpgqzdolrfjbuk,ciaenvysthwmxpgqzdolrfjbuk,giaonvysthwmxpcqkdelrfjbuz
+6,0,-11097.22273163865,abcdefghijklmnopqrstuvwxyz,ceswltkhqxnpvmyagjudrbfozi,ceswltkhqxnpvmyagjudrbfozi,giaonvysthwmxpcqkdelrfjbuz
+6,500,-10124.172022778383,abcdefghijklmnopqrstuvwxyz,pzujdhowskilgtxceqnyambrfv,pzujdhowskilgtxceqnyambrfv,giaonvysthwmxpcqkdelrfjbuz
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+6,1500,-10139.51354558808,abcdefghijklmnopqrstuvwxyz,cwaymrusgxboklvpqtehnfjidz,cwaymrusgxboklvpqtehnfjidz,giaonvysthwmxpcqkdelrfjbuz
+6,2000,-10596.00637341633,abcdefghijklmnopqrstuvwxyz,gvepjawdlotunczmirbsyfkxqh,gvepjawdlotunczmirbsyfkxqh,giaonvysthwmxpcqkdelrfjbuz
+6,2500,-9241.413670368853,abcdefghijklmnopqrstuvwxyz,cvgfnuhbtwzxdokiysplemjqra,cvgfnuhbtwzxdokiysplemjqra,giaonvysthwmxpcqkdelrfjbuz
+6,3000,-9347.060600486782,abcdefghijklmnopqrstuvwxyz,cerfghuanbilomqwypsdjztkxv,cerfghuanbilomqwypsdjztkxv,giaonvysthwmxpcqkdelrfjbuz
+6,3500,-9126.664707622478,abcdefghijklmnopqrstuvwxyz,czmpabjwtqidfrneuslogvkhyx,czmpabjwtqidfrneuslogvkhyx,giaonvysthwmxpcqkdelrfjbuz
+6,4000,-9843.202743697797,abcdefghijklmnopqrstuvwxyz,ufwvrmhynxqcgeldkosjptiabz,ufwvrmhynxqcgeldkosjptiabz,giaonvysthwmxpcqkdelrfjbuz
+6,4500,-9472.417657107442,abcdefghijklmnopqrstuvwxyz,oqpkchrwuzdjgelaytnmsfxvib,oqpkchrwuzdjgelaytnmsfxvib,giaonvysthwmxpcqkdelrfjbuz
+6,5000,-9880.975960789387,abcdefghijklmnopqrstuvwxyz,lrtxgcfwoqejmpihzbndskuvay,lrtxgcfwoqejmpihzbndskuvay,giaonvysthwmxpcqkdelrfjbuz
+6,5500,-10131.667704436391,abcdefghijklmnopqrstuvwxyz,chbpdjstnfeliyqzurgovmxwka,chbpdjstnfeliyqzurgovmxwka,giaonvysthwmxpcqkdelrfjbuz
+6,6000,-8856.04617182818,abcdefghijklmnopqrstuvwxyz,giywnfuhoaqmrdtpbeslckxzvj,giywnfuhoaqmrdtpbeslckxzvj,giaonvysthwmxpcqkdelrfjbuz
+6,6500,-9630.587042271647,abcdefghijklmnopqrstuvwxyz,ndperusjcfilvgmqbothakwxzy,ndperusjcfilvgmqbothakwxzy,giaonvysthwmxpcqkdelrfjbuz
+6,7000,-9982.360496098234,abcdefghijklmnopqrstuvwxyz,hvseltbgnzfcwiqxaprodyjumk,hvseltbgnzfcwiqxaprodyjumk,giaonvysthwmxpcqkdelrfjbuz
+6,7500,-8519.871906462231,abcdefghijklmnopqrstuvwxyz,nwvmgdqscikexorfhpyltzubja,nwvmgdqscikexorfhpyltzubja,giaonvysthwmxpcqkdelrfjbuz
+6,8000,-10029.317698030005,abcdefghijklmnopqrstuvwxyz,gcnpqkyishmejfruvdtlzabwxo,gcnpqkyishmejfruvdtlzabwxo,giaonvysthwmxpcqkdelrfjbuz
+6,8500,-8800.087771206248,abcdefghijklmnopqrstuvwxyz,toxdchiwnyjmrsgqkeplzavfub,toxdchiwnyjmrsgqkeplzavfub,giaonvysthwmxpcqkdelrfjbuz
+6,9000,-9152.457722828663,abcdefghijklmnopqrstuvwxyz,cqumrswdoahjepgybilntxvfkz,cqumrswdoahjepgybilntxvfkz,giaonvysthwmxpcqkdelrfjbuz
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+7,17500,-7016.066277240144,abcdefghijklmnopqrstuvwxyz,gmaoniysthwqxpcvbdelrfjkuz,gmaoniysthwqxpcvbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
+7,18000,-6838.189843771575,abcdefghijklmnopqrstuvwxyz,giaonqysthwmxpcvbdelrfjkuz,giaonqysthwmxpcvbdelrfjkuz,giaonvysthwmxpcqkdelrfjbuz
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+8,0,-11522.805963955641,abcdefghijklmnopqrstuvwxyz,cbqmthlfkwsgjpuievzdoyaxrn,cbqmthlfkwsgjpuievzdoyaxrn,giaonvysthwmxpcqkdelrfjbuz
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+8,1000,-10010.421725081897,abcdefghijklmnopqrstuvwxyz,iysxqeubjavcmfgdzolntkrpwh,iysxqeubjavcmfgdzolntkrpwh,giaonvysthwmxpcqkdelrfjbuz
+8,1500,-10098.901328194903,abcdefghijklmnopqrstuvwxyz,nacfpxgrovizktuqbljhdsmyew,nacfpxgrovizktuqbljhdsmyew,giaonvysthwmxpcqkdelrfjbuz
+8,2000,-9917.55652026218,abcdefghijklmnopqrstuvwxyz,gaylnurbmdpqosejktcfhivzwx,gaylnurbmdpqosejktcfhivzwx,giaonvysthwmxpcqkdelrfjbuz
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+8,9000,-9256.238287325192,abcdefghijklmnopqrstuvwxyz,cazlnwqxdhrpftgmkiosjevuyb,cazlnwqxdhrpftgmkiosjevuyb,giaonvysthwmxpcqkdelrfjbuz
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+8,10000,-9329.338217119355,abcdefghijklmnopqrstuvwxyz,nivxsqrymfbotdekuglacwhzpj,nivxsqrymfbotdekuglacwhzpj,giaonvysthwmxpcqkdelrfjbuz
+8,10500,-9315.138893519194,abcdefghijklmnopqrstuvwxyz,pjolnkghtfivsxrwbemdyauzcq,pjolnkghtfivsxrwbemdyauzcq,giaonvysthwmxpcqkdelrfjbuz
+8,11000,-9156.191097313058,abcdefghijklmnopqrstuvwxyz,qveonmshtbujdpglkyacwxifrz,qveonmshtbujdpglkyacwxifrz,giaonvysthwmxpcqkdelrfjbuz
+8,11500,-8501.195920442253,abcdefghijklmnopqrstuvwxyz,tqdinpmuczayovgjhslerwfbxk,tqdinpmuczayovgjhslerwfbxk,giaonvysthwmxpcqkdelrfjbuz
+8,12000,-9047.34874558199,abcdefghijklmnopqrstuvwxyz,tesqxipmnbyhadcokjglrvfzuw,tesqxipmnbyhadcokjglrvfzuw,giaonvysthwmxpcqkdelrfjbuz
+8,12500,-8352.83367627849,abcdefghijklmnopqrstuvwxyz,ouednxysthajvmgfirplcwqkbz,ouednxysthajvmgfirplcwqkbz,giaonvysthwmxpcqkdelrfjbuz
+8,13000,-8374.018170115189,abcdefghijklmnopqrstuvwxyz,tiemndvsrjwufacykpolgqxbhz,tiemndvsrjwufacykpolgqxbhz,giaonvysthwmxpcqkdelrfjbuz
+8,13500,-8438.316470216874,abcdefghijklmnopqrstuvwxyz,tweonmvsrizujpcxhqdlkaybgf,tweonmvsrizujpcxhqdlkaybgf,giaonvysthwmxpcqkdelrfjbuz
+8,14000,-7743.913969337039,abcdefghijklmnopqrstuvwxyz,gayenqusrzbmipcxhdoltfjkvw,gayenqusrzbmipcxhdoltfjkvw,giaonvysthwmxpcqkdelrfjbuz
+8,14500,-7893.262735504971,abcdefghijklmnopqrstuvwxyz,gqyxnajsrzfdvecwkpoltimhub,gqyxnajsrzfdvecwkpoltimhub,giaonvysthwmxpcqkdelrfjbuz
+8,15000,-7708.904560268427,abcdefghijklmnopqrstuvwxyz,gxaonjysrkfivpcmbdeltzwquh,gxaonjysrkfivpcmbdeltzwquh,giaonvysthwmxpcqkdelrfjbuz
+8,15500,-7648.853881100527,abcdefghijklmnopqrstuvwxyz,gjqonuysrzhmfpcvkdeltxabwi,gjqonuysrzhmfpcvkdeltxabwi,giaonvysthwmxpcqkdelrfjbuz
+8,16000,-7376.039710871493,abcdefghijklmnopqrstuvwxyz,gxaonvysrwhmfpcjzdeltiqbuk,gxaonvysrwhmfpcjzdeltiqbuk,giaonvysthwmxpcqkdelrfjbuz
+8,16500,-7305.58421912563,abcdefghijklmnopqrstuvwxyz,gqaonvysrhfmxpcjkdeltwizub,gqaonvysrhfmxpcjkdeltwizub,giaonvysthwmxpcqkdelrfjbuz
+8,17000,-7324.763072219378,abcdefghijklmnopqrstuvwxyz,gqaonvysrkfmxpcjhdeltiwbuz,gqaonvysrkfmxpcjhdeltiwbuz,giaonvysthwmxpcqkdelrfjbuz
+8,17500,-7303.119082399596,abcdefghijklmnopqrstuvwxyz,gqaonvysrhfmxpcjkdeltwibuz,gqaonvysrhfmxpcjkdeltwibuz,giaonvysthwmxpcqkdelrfjbuz
+8,18000,-7303.119082399596,abcdefghijklmnopqrstuvwxyz,gqaonvysrhfmxpcjkdeltwibuz,gqaonvysrhfmxpcjkdeltwibuz,giaonvysthwmxpcqkdelrfjbuz
+8,18500,-7303.119082399596,abcdefghijklmnopqrstuvwxyz,gqaonvysrhfmxpcjkdeltwibuz,gqaonvysrhfmxpcjkdeltwibuz,giaonvysthwmxpcqkdelrfjbuz
+8,19000,-7242.105206821877,abcdefghijklmnopqrstuvwxyz,gqaonvysrhwmxpcjkdeltfibuz,gqaonvysrhwmxpcjkdeltfibuz,giaonvysthwmxpcqkdelrfjbuz
+8,19500,-7242.105206821877,abcdefghijklmnopqrstuvwxyz,gqaonvysrhwmxpcjkdeltfibuz,gqaonvysrhwmxpcjkdeltfibuz,giaonvysthwmxpcqkdelrfjbuz
+9,0,-12102.848388732991,abcdefghijklmnopqrstuvwxyz,dkvgwzpqoicafxbmtsjhluryen,dkvgwzpqoicafxbmtsjhluryen,giaonvysthwmxpcqkdelrfjbuz
+9,500,-9867.964567958159,abcdefghijklmnopqrstuvwxyz,thcdleismfqovuxgajpynrkwbz,thcdleismfqovuxgajpynrkwbz,giaonvysthwmxpcqkdelrfjbuz
+9,1000,-10097.431727217852,abcdefghijklmnopqrstuvwxyz,tjydubianvqlgwckpoxemfzrsh,tjydubianvqlgwckpoxemfzrsh,giaonvysthwmxpcqkdelrfjbuz
+9,1500,-9786.223732133583,abcdefghijklmnopqrstuvwxyz,gjuzlimpckqfbtvxyondwerash,gjuzlimpckqfbtvxyondwerash,giaonvysthwmxpcqkdelrfjbuz
+9,2000,-10328.74744489536,abcdefghijklmnopqrstuvwxyz,vjkudmlcpwayfntgiroqbxezsh,vjkudmlcpwayfntgiroqbxezsh,giaonvysthwmxpcqkdelrfjbuz
+9,2500,-10446.263582422202,abcdefghijklmnopqrstuvwxyz,axetsoigrhbfnvjqwdlzpumkcy,axetsoigrhbfnvjqwdlzpumkcy,giaonvysthwmxpcqkdelrfjbuz
+9,3000,-10020.048635650228,abcdefghijklmnopqrstuvwxyz,iulvemfqokzwrpcgydnsxbhtaj,iulvemfqokzwrpcgydnsxbhtaj,giaonvysthwmxpcqkdelrfjbuz
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+21,18500,-6883.923451849917,abcdefghijklmnopqrstuvwxyz,gqaonvystkfmxpcibdelrwjhuz,gqaonvystkfmxpcibdelrwjhuz,giaonvysthwmxpcqkdelrfjbuz
+21,19000,-6883.923451849917,abcdefghijklmnopqrstuvwxyz,gqaonvystkfmxpcibdelrwjhuz,gqaonvystkfmxpcibdelrwjhuz,giaonvysthwmxpcqkdelrfjbuz
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