COVID-por-estados.ipynb

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     "text": [
      "\u001b[?25l    "
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    {
     "name": "stderr",
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     "text": [
      "\u001b[32m\u001b[1m    Cloning\u001b[22m\u001b[39m git-repo `https://github.com/JuliaSmoothOptimizers/JSOSolvers.jl.git`\n"
     ]
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      "\u001b[2K\u001b[?25h[1mFetching:\u001b[22m\u001b[39m [========================================>]  100.0 %                 ]  52.6 % [======================================>  ]  94.2 %"
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m\u001b[1m  Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Project.toml`\n",
      " \u001b[90m [10dff2fc]\u001b[39m\u001b[93m ~ JSOSolvers v0.3.0 ⇒ v0.3.0 [`~/.julia/dev/JSOSolvers`]\u001b[39m\n",
      "\u001b[32m\u001b[1m   Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.4/Manifest.toml`\n",
      " \u001b[90m [10dff2fc]\u001b[39m\u001b[93m ~ JSOSolvers v0.3.0 ⇒ v0.3.0 [`~/.julia/dev/JSOSolvers`]\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "using Pkg\n",
    "pkg\"dev JSOSolvers\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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     "data": {
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       "Plots.PlotlyJSBackend()"
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     "execution_count": 1,
     "metadata": {},
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   ],
   "source": [
    "using CSV, DataFrames, Plots\n",
    "plotlyjs()"
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  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
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     "data": {
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       "<table class=\"data-frame\"><thead><tr><th></th><th>date</th><th>hour</th><th>state</th><th>suspects</th><th>refuses</th><th>cases</th><th>deaths</th></tr><tr><th></th><th>Dates…</th><th>Dates…⍰</th><th>String</th><th>Int64</th><th>Int64</th><th>Int64</th><th>Int64</th></tr></thead><tbody><p>1,034 rows × 7 columns</p><tr><th>1</th><td>2020-01-30</td><td>16:00:00</td><td>Ceará</td><td>1</td><td>0</td><td>0</td><td>0</td></tr><tr><th>2</th><td>2020-01-30</td><td>16:00:00</td><td>Minas Gerais</td><td>1</td><td>0</td><td>0</td><td>0</td></tr><tr><th>3</th><td>2020-01-30</td><td>16:00:00</td><td>Paraná</td><td>1</td><td>1</td><td>0</td><td>0</td></tr><tr><th>4</th><td>2020-01-30</td><td>16:00:00</td><td>Rio Grande do Sul</td><td>2</td><td>2</td><td>0</td><td>0</td></tr><tr><th>5</th><td>2020-01-30</td><td>16:00:00</td><td>Rio de Janeiro</td><td>1</td><td>0</td><td>0</td><td>0</td></tr><tr><th>6</th><td>2020-01-30</td><td>16:00:00</td><td>Santa Catarina</td><td>0</td><td>2</td><td>0</td><td>0</td></tr><tr><th>7</th><td>2020-01-30</td><td>16:00:00</td><td>São Paulo</td><td>3</td><td>1</td><td>0</td><td>0</td></tr><tr><th>8</th><td>2020-01-31</td><td>12:00:00</td><td>Ceará</td><td>1</td><td>0</td><td>0</td><td>0</td></tr><tr><th>9</th><td>2020-01-31</td><td>12:00:00</td><td>Minas Gerais</td><td>1</td><td>0</td><td>0</td><td>0</td></tr><tr><th>10</th><td>2020-01-31</td><td>12:00:00</td><td>Paraná</td><td>1</td><td>1</td><td>0</td><td>0</td></tr><tr><th>11</th><td>2020-01-31</td><td>12:00:00</td><td>Rio Grande do Sul</td><td>2</td><td>3</td><td>0</td><td>0</td></tr><tr><th>12</th><td>2020-01-31</td><td>12:00:00</td><td>Rio de Janeiro</td><td>0</td><td>1</td><td>0</td><td>0</td></tr><tr><th>13</th><td>2020-01-31</td><td>12:00:00</td><td>Santa Catarina</td><td>1</td><td>2</td><td>0</td><td>0</td></tr><tr><th>14</th><td>2020-01-31</td><td>12:00:00</td><td>São Paulo</td><td>7</td><td>2</td><td>0</td><td>0</td></tr><tr><th>15</th><td>2020-02-01</td><td>12:00:00</td><td>Ceará</td><td>1</td><td>0</td><td>0</td><td>0</td></tr><tr><th>16</th><td>2020-02-01</td><td>12:00:00</td><td>Minas Gerais</td><td>0</td><td>1</td><td>0</td><td>0</td></tr><tr><th>17</th><td>2020-02-01</td><td>12:00:00</td><td>Paraná</td><td>1</td><td>1</td><td>0</td><td>0</td></tr><tr><th>18</th><td>2020-02-01</td><td>12:00:00</td><td>Rio Grande do Sul</td><td>4</td><td>3</td><td>0</td><td>0</td></tr><tr><th>19</th><td>2020-02-01</td><td>12:00:00</td><td>Rio de Janeiro</td><td>0</td><td>1</td><td>0</td><td>0</td></tr><tr><th>20</th><td>2020-02-01</td><td>12:00:00</td><td>Santa Catarina</td><td>2</td><td>2</td><td>0</td><td>0</td></tr><tr><th>21</th><td>2020-02-01</td><td>12:00:00</td><td>São Paulo</td><td>8</td><td>2</td><td>0</td><td>0</td></tr><tr><th>22</th><td>2020-02-02</td><td>12:00:00</td><td>Ceará</td><td>1</td><td>0</td><td>0</td><td>0</td></tr><tr><th>23</th><td>2020-02-02</td><td>12:00:00</td><td>Minas Gerais</td><td>0</td><td>1</td><td>0</td><td>0</td></tr><tr><th>24</th><td>2020-02-02</td><td>12:00:00</td><td>Paraná</td><td>1</td><td>1</td><td>0</td><td>0</td></tr><tr><th>25</th><td>2020-02-02</td><td>12:00:00</td><td>Rio Grande do Sul</td><td>4</td><td>3</td><td>0</td><td>0</td></tr><tr><th>26</th><td>2020-02-02</td><td>12:00:00</td><td>Rio de Janeiro</td><td>0</td><td>1</td><td>0</td><td>0</td></tr><tr><th>27</th><td>2020-02-02</td><td>12:00:00</td><td>Santa Catarina</td><td>2</td><td>2</td><td>0</td><td>0</td></tr><tr><th>28</th><td>2020-02-02</td><td>12:00:00</td><td>São Paulo</td><td>8</td><td>2</td><td>0</td><td>0</td></tr><tr><th>29</th><td>2020-02-03</td><td>16:00:00</td><td>Ceará</td><td>0</td><td>1</td><td>0</td><td>0</td></tr><tr><th>30</th><td>2020-02-03</td><td>16:00:00</td><td>Minas Gerais</td><td>0</td><td>1</td><td>0</td><td>0</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
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      "text/latex": [
       "\\begin{tabular}{r|ccccccc}\n",
       "\t& date & hour & state & suspects & refuses & cases & deaths\\\\\n",
       "\t\\hline\n",
       "\t& Dates… & Dates…⍰ & String & Int64 & Int64 & Int64 & Int64\\\\\n",
       "\t\\hline\n",
       "\t1 & 2020-01-30 & 16:00:00 & Ceará & 1 & 0 & 0 & 0 \\\\\n",
       "\t2 & 2020-01-30 & 16:00:00 & Minas Gerais & 1 & 0 & 0 & 0 \\\\\n",
       "\t3 & 2020-01-30 & 16:00:00 & Paraná & 1 & 1 & 0 & 0 \\\\\n",
       "\t4 & 2020-01-30 & 16:00:00 & Rio Grande do Sul & 2 & 2 & 0 & 0 \\\\\n",
       "\t5 & 2020-01-30 & 16:00:00 & Rio de Janeiro & 1 & 0 & 0 & 0 \\\\\n",
       "\t6 & 2020-01-30 & 16:00:00 & Santa Catarina & 0 & 2 & 0 & 0 \\\\\n",
       "\t7 & 2020-01-30 & 16:00:00 & São Paulo & 3 & 1 & 0 & 0 \\\\\n",
       "\t8 & 2020-01-31 & 12:00:00 & Ceará & 1 & 0 & 0 & 0 \\\\\n",
       "\t9 & 2020-01-31 & 12:00:00 & Minas Gerais & 1 & 0 & 0 & 0 \\\\\n",
       "\t10 & 2020-01-31 & 12:00:00 & Paraná & 1 & 1 & 0 & 0 \\\\\n",
       "\t11 & 2020-01-31 & 12:00:00 & Rio Grande do Sul & 2 & 3 & 0 & 0 \\\\\n",
       "\t12 & 2020-01-31 & 12:00:00 & Rio de Janeiro & 0 & 1 & 0 & 0 \\\\\n",
       "\t13 & 2020-01-31 & 12:00:00 & Santa Catarina & 1 & 2 & 0 & 0 \\\\\n",
       "\t14 & 2020-01-31 & 12:00:00 & São Paulo & 7 & 2 & 0 & 0 \\\\\n",
       "\t15 & 2020-02-01 & 12:00:00 & Ceará & 1 & 0 & 0 & 0 \\\\\n",
       "\t16 & 2020-02-01 & 12:00:00 & Minas Gerais & 0 & 1 & 0 & 0 \\\\\n",
       "\t17 & 2020-02-01 & 12:00:00 & Paraná & 1 & 1 & 0 & 0 \\\\\n",
       "\t18 & 2020-02-01 & 12:00:00 & Rio Grande do Sul & 4 & 3 & 0 & 0 \\\\\n",
       "\t19 & 2020-02-01 & 12:00:00 & Rio de Janeiro & 0 & 1 & 0 & 0 \\\\\n",
       "\t20 & 2020-02-01 & 12:00:00 & Santa Catarina & 2 & 2 & 0 & 0 \\\\\n",
       "\t21 & 2020-02-01 & 12:00:00 & São Paulo & 8 & 2 & 0 & 0 \\\\\n",
       "\t22 & 2020-02-02 & 12:00:00 & Ceará & 1 & 0 & 0 & 0 \\\\\n",
       "\t23 & 2020-02-02 & 12:00:00 & Minas Gerais & 0 & 1 & 0 & 0 \\\\\n",
       "\t24 & 2020-02-02 & 12:00:00 & Paraná & 1 & 1 & 0 & 0 \\\\\n",
       "\t25 & 2020-02-02 & 12:00:00 & Rio Grande do Sul & 4 & 3 & 0 & 0 \\\\\n",
       "\t26 & 2020-02-02 & 12:00:00 & Rio de Janeiro & 0 & 1 & 0 & 0 \\\\\n",
       "\t27 & 2020-02-02 & 12:00:00 & Santa Catarina & 2 & 2 & 0 & 0 \\\\\n",
       "\t28 & 2020-02-02 & 12:00:00 & São Paulo & 8 & 2 & 0 & 0 \\\\\n",
       "\t29 & 2020-02-03 & 16:00:00 & Ceará & 0 & 1 & 0 & 0 \\\\\n",
       "\t30 & 2020-02-03 & 16:00:00 & Minas Gerais & 0 & 1 & 0 & 0 \\\\\n",
       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "1034×7 DataFrame. Omitted printing of 2 columns\n",
       "│ Row  │ date       │ hour     │ state               │ suspects │ refuses │\n",
       "│      │ \u001b[90mDates.Date\u001b[39m │ \u001b[90mDates…⍰\u001b[39m  │ \u001b[90mString\u001b[39m              │ \u001b[90mInt64\u001b[39m    │ \u001b[90mInt64\u001b[39m   │\n",
       "├──────┼────────────┼──────────┼─────────────────────┼──────────┼─────────┤\n",
       "│ 1    │ 2020-01-30 │ 16:00:00 │ Ceará               │ 1        │ 0       │\n",
       "│ 2    │ 2020-01-30 │ 16:00:00 │ Minas Gerais        │ 1        │ 0       │\n",
       "│ 3    │ 2020-01-30 │ 16:00:00 │ Paraná              │ 1        │ 1       │\n",
       "│ 4    │ 2020-01-30 │ 16:00:00 │ Rio Grande do Sul   │ 2        │ 2       │\n",
       "│ 5    │ 2020-01-30 │ 16:00:00 │ Rio de Janeiro      │ 1        │ 0       │\n",
       "│ 6    │ 2020-01-30 │ 16:00:00 │ Santa Catarina      │ 0        │ 2       │\n",
       "│ 7    │ 2020-01-30 │ 16:00:00 │ São Paulo           │ 3        │ 1       │\n",
       "│ 8    │ 2020-01-31 │ 12:00:00 │ Ceará               │ 1        │ 0       │\n",
       "│ 9    │ 2020-01-31 │ 12:00:00 │ Minas Gerais        │ 1        │ 0       │\n",
       "│ 10   │ 2020-01-31 │ 12:00:00 │ Paraná              │ 1        │ 1       │\n",
       "⋮\n",
       "│ 1024 │ 2020-03-30 │ 20:00:00 │ Pará                │ 0        │ 0       │\n",
       "│ 1025 │ 2020-03-30 │ 20:00:00 │ Pernambuco          │ 0        │ 0       │\n",
       "│ 1026 │ 2020-03-30 │ 20:00:00 │ Piauí               │ 0        │ 0       │\n",
       "│ 1027 │ 2020-03-30 │ 20:00:00 │ Rio Grande do Norte │ 0        │ 0       │\n",
       "│ 1028 │ 2020-03-30 │ 20:00:00 │ Rio Grande do Sul   │ 0        │ 0       │\n",
       "│ 1029 │ 2020-03-30 │ 20:00:00 │ Rio de Janeiro      │ 0        │ 0       │\n",
       "│ 1030 │ 2020-03-30 │ 20:00:00 │ Rondônia            │ 0        │ 0       │\n",
       "│ 1031 │ 2020-03-30 │ 20:00:00 │ Roraima             │ 0        │ 0       │\n",
       "│ 1032 │ 2020-03-30 │ 20:00:00 │ Santa Catarina      │ 0        │ 0       │\n",
       "│ 1033 │ 2020-03-30 │ 20:00:00 │ São Paulo           │ 0        │ 0       │\n",
       "│ 1034 │ 2020-03-30 │ 20:00:00 │ Tocantins           │ 0        │ 0       │"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# TODO: dataset by state with direct link\n",
    "data = CSV.read(\"brazil-2020-03-30.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "60-element Array{Dates.Date,1}:\n",
       " 2020-01-30\n",
       " 2020-01-31\n",
       " 2020-02-01\n",
       " 2020-02-02\n",
       " 2020-02-03\n",
       " 2020-02-04\n",
       " 2020-02-05\n",
       " 2020-02-06\n",
       " 2020-02-07\n",
       " 2020-02-08\n",
       " 2020-02-09\n",
       " 2020-02-10\n",
       " 2020-02-11\n",
       " ⋮\n",
       " 2020-03-19\n",
       " 2020-03-20\n",
       " 2020-03-21\n",
       " 2020-03-22\n",
       " 2020-03-23\n",
       " 2020-03-24\n",
       " 2020-03-25\n",
       " 2020-03-26\n",
       " 2020-03-27\n",
       " 2020-03-28\n",
       " 2020-03-29\n",
       " 2020-03-30"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dates = unique(data.date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "<table class=\"data-frame\"><thead><tr><th></th><th>date</th><th>hour</th><th>state</th><th>suspects</th><th>refuses</th><th>cases</th><th>deaths</th></tr><tr><th></th><th>Dates…</th><th>Dates…⍰</th><th>String</th><th>Int64</th><th>Int64</th><th>Int64</th><th>Int64</th></tr></thead><tbody><p>60 rows × 7 columns</p><tr><th>1</th><td>2020-01-30</td><td>16:00:00</td><td>São Paulo</td><td>3</td><td>1</td><td>0</td><td>0</td></tr><tr><th>2</th><td>2020-01-31</td><td>12:00:00</td><td>São Paulo</td><td>7</td><td>2</td><td>0</td><td>0</td></tr><tr><th>3</th><td>2020-02-01</td><td>12:00:00</td><td>São Paulo</td><td>8</td><td>2</td><td>0</td><td>0</td></tr><tr><th>4</th><td>2020-02-02</td><td>12:00:00</td><td>São Paulo</td><td>8</td><td>2</td><td>0</td><td>0</td></tr><tr><th>5</th><td>2020-02-03</td><td>16:00:00</td><td>São Paulo</td><td>7</td><td>3</td><td>0</td><td>0</td></tr><tr><th>6</th><td>2020-02-04</td><td>15:00:00</td><td>São Paulo</td><td>6</td><td>5</td><td>0</td><td>0</td></tr><tr><th>7</th><td>2020-02-05</td><td>12:00:00</td><td>São Paulo</td><td>4</td><td>9</td><td>0</td><td>0</td></tr><tr><th>8</th><td>2020-02-06</td><td>15:30:00</td><td>São Paulo</td><td>3</td><td>10</td><td>0</td><td>0</td></tr><tr><th>9</th><td>2020-02-07</td><td>15:30:00</td><td>São Paulo</td><td>3</td><td>11</td><td>0</td><td>0</td></tr><tr><th>10</th><td>2020-02-08</td><td>13:30:00</td><td>São Paulo</td><td>2</td><td>13</td><td>0</td><td>0</td></tr><tr><th>11</th><td>2020-02-09</td><td>13:30:00</td><td>São Paulo</td><td>3</td><td>13</td><td>0</td><td>0</td></tr><tr><th>12</th><td>2020-02-10</td><td>15:30:00</td><td>São Paulo</td><td>3</td><td>13</td><td>0</td><td>0</td></tr><tr><th>13</th><td>2020-02-11</td><td>16:00:00</td><td>São Paulo</td><td>3</td><td>14</td><td>0</td><td>0</td></tr><tr><th>14</th><td>2020-02-12</td><td>16:00:00</td><td>São Paulo</td><td>6</td><td>14</td><td>0</td><td>0</td></tr><tr><th>15</th><td>2020-02-13</td><td>16:00:00</td><td>São Paulo</td><td>3</td><td>17</td><td>0</td><td>0</td></tr><tr><th>16</th><td>2020-02-14</td><td>16:00:00</td><td>São Paulo</td><td>1</td><td>20</td><td>0</td><td>0</td></tr><tr><th>17</th><td>2020-02-15</td><td>14:00:00</td><td>São Paulo</td><td>2</td><td>20</td><td>0</td><td>0</td></tr><tr><th>18</th><td>2020-02-16</td><td>12:00:00</td><td>São Paulo</td><td>2</td><td>20</td><td>0</td><td>0</td></tr><tr><th>19</th><td>2020-02-17</td><td>15:50:00</td><td>São Paulo</td><td>2</td><td>20</td><td>0</td><td>0</td></tr><tr><th>20</th><td>2020-02-18</td><td>15:50:00</td><td>São Paulo</td><td>4</td><td>20</td><td>0</td><td>0</td></tr><tr><th>21</th><td>2020-02-19</td><td>15:50:00</td><td>São Paulo</td><td>1</td><td>23</td><td>0</td><td>0</td></tr><tr><th>22</th><td>2020-02-20</td><td>15:50:00</td><td>São Paulo</td><td>1</td><td>24</td><td>0</td><td>0</td></tr><tr><th>23</th><td>2020-02-21</td><td>14:30:00</td><td>São Paulo</td><td>0</td><td>25</td><td>0</td><td>0</td></tr><tr><th>24</th><td>2020-02-22</td><td>13:40:00</td><td>São Paulo</td><td>0</td><td>25</td><td>0</td><td>0</td></tr><tr><th>25</th><td>2020-02-23</td><td>12:30:00</td><td>São Paulo</td><td>1</td><td>25</td><td>0</td><td>0</td></tr><tr><th>26</th><td>2020-02-24</td><td>12:25:00</td><td>São Paulo</td><td>3</td><td>26</td><td>0</td><td>0</td></tr><tr><th>27</th><td>2020-02-25</td><td>13:50:00</td><td>São Paulo</td><td>4</td><td>26</td><td>0</td><td>0</td></tr><tr><th>28</th><td>2020-02-26</td><td>11:30:00</td><td>São Paulo</td><td>11</td><td>28</td><td>1</td><td>0</td></tr><tr><th>29</th><td>2020-02-27</td><td>17:00:00</td><td>São Paulo</td><td>55</td><td>28</td><td>1</td><td>0</td></tr><tr><th>30</th><td>2020-02-28</td><td>16:10:00</td><td>São Paulo</td><td>66</td><td>30</td><td>1</td><td>0</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
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       "\\begin{tabular}{r|ccccccc}\n",
       "\t& date & hour & state & suspects & refuses & cases & deaths\\\\\n",
       "\t\\hline\n",
       "\t& Dates… & Dates…⍰ & String & Int64 & Int64 & Int64 & Int64\\\\\n",
       "\t\\hline\n",
       "\t1 & 2020-01-30 & 16:00:00 & São Paulo & 3 & 1 & 0 & 0 \\\\\n",
       "\t2 & 2020-01-31 & 12:00:00 & São Paulo & 7 & 2 & 0 & 0 \\\\\n",
       "\t3 & 2020-02-01 & 12:00:00 & São Paulo & 8 & 2 & 0 & 0 \\\\\n",
       "\t4 & 2020-02-02 & 12:00:00 & São Paulo & 8 & 2 & 0 & 0 \\\\\n",
       "\t5 & 2020-02-03 & 16:00:00 & São Paulo & 7 & 3 & 0 & 0 \\\\\n",
       "\t6 & 2020-02-04 & 15:00:00 & São Paulo & 6 & 5 & 0 & 0 \\\\\n",
       "\t7 & 2020-02-05 & 12:00:00 & São Paulo & 4 & 9 & 0 & 0 \\\\\n",
       "\t8 & 2020-02-06 & 15:30:00 & São Paulo & 3 & 10 & 0 & 0 \\\\\n",
       "\t9 & 2020-02-07 & 15:30:00 & São Paulo & 3 & 11 & 0 & 0 \\\\\n",
       "\t10 & 2020-02-08 & 13:30:00 & São Paulo & 2 & 13 & 0 & 0 \\\\\n",
       "\t11 & 2020-02-09 & 13:30:00 & São Paulo & 3 & 13 & 0 & 0 \\\\\n",
       "\t12 & 2020-02-10 & 15:30:00 & São Paulo & 3 & 13 & 0 & 0 \\\\\n",
       "\t13 & 2020-02-11 & 16:00:00 & São Paulo & 3 & 14 & 0 & 0 \\\\\n",
       "\t14 & 2020-02-12 & 16:00:00 & São Paulo & 6 & 14 & 0 & 0 \\\\\n",
       "\t15 & 2020-02-13 & 16:00:00 & São Paulo & 3 & 17 & 0 & 0 \\\\\n",
       "\t16 & 2020-02-14 & 16:00:00 & São Paulo & 1 & 20 & 0 & 0 \\\\\n",
       "\t17 & 2020-02-15 & 14:00:00 & São Paulo & 2 & 20 & 0 & 0 \\\\\n",
       "\t18 & 2020-02-16 & 12:00:00 & São Paulo & 2 & 20 & 0 & 0 \\\\\n",
       "\t19 & 2020-02-17 & 15:50:00 & São Paulo & 2 & 20 & 0 & 0 \\\\\n",
       "\t20 & 2020-02-18 & 15:50:00 & São Paulo & 4 & 20 & 0 & 0 \\\\\n",
       "\t21 & 2020-02-19 & 15:50:00 & São Paulo & 1 & 23 & 0 & 0 \\\\\n",
       "\t22 & 2020-02-20 & 15:50:00 & São Paulo & 1 & 24 & 0 & 0 \\\\\n",
       "\t23 & 2020-02-21 & 14:30:00 & São Paulo & 0 & 25 & 0 & 0 \\\\\n",
       "\t24 & 2020-02-22 & 13:40:00 & São Paulo & 0 & 25 & 0 & 0 \\\\\n",
       "\t25 & 2020-02-23 & 12:30:00 & São Paulo & 1 & 25 & 0 & 0 \\\\\n",
       "\t26 & 2020-02-24 & 12:25:00 & São Paulo & 3 & 26 & 0 & 0 \\\\\n",
       "\t27 & 2020-02-25 & 13:50:00 & São Paulo & 4 & 26 & 0 & 0 \\\\\n",
       "\t28 & 2020-02-26 & 11:30:00 & São Paulo & 11 & 28 & 1 & 0 \\\\\n",
       "\t29 & 2020-02-27 & 17:00:00 & São Paulo & 55 & 28 & 1 & 0 \\\\\n",
       "\t30 & 2020-02-28 & 16:10:00 & São Paulo & 66 & 30 & 1 & 0 \\\\\n",
       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
       "\\end{tabular}\n"
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       "60×7 DataFrame. Omitted printing of 1 columns\n",
       "│ Row │ date       │ hour     │ state     │ suspects │ refuses │ cases │\n",
       "│     │ \u001b[90mDates.Date\u001b[39m │ \u001b[90mDates…⍰\u001b[39m  │ \u001b[90mString\u001b[39m    │ \u001b[90mInt64\u001b[39m    │ \u001b[90mInt64\u001b[39m   │ \u001b[90mInt64\u001b[39m │\n",
       "├─────┼────────────┼──────────┼───────────┼──────────┼─────────┼───────┤\n",
       "│ 1   │ 2020-01-30 │ 16:00:00 │ São Paulo │ 3        │ 1       │ 0     │\n",
       "│ 2   │ 2020-01-31 │ 12:00:00 │ São Paulo │ 7        │ 2       │ 0     │\n",
       "│ 3   │ 2020-02-01 │ 12:00:00 │ São Paulo │ 8        │ 2       │ 0     │\n",
       "│ 4   │ 2020-02-02 │ 12:00:00 │ São Paulo │ 8        │ 2       │ 0     │\n",
       "│ 5   │ 2020-02-03 │ 16:00:00 │ São Paulo │ 7        │ 3       │ 0     │\n",
       "│ 6   │ 2020-02-04 │ 15:00:00 │ São Paulo │ 6        │ 5       │ 0     │\n",
       "│ 7   │ 2020-02-05 │ 12:00:00 │ São Paulo │ 4        │ 9       │ 0     │\n",
       "│ 8   │ 2020-02-06 │ 15:30:00 │ São Paulo │ 3        │ 10      │ 0     │\n",
       "│ 9   │ 2020-02-07 │ 15:30:00 │ São Paulo │ 3        │ 11      │ 0     │\n",
       "│ 10  │ 2020-02-08 │ 13:30:00 │ São Paulo │ 2        │ 13      │ 0     │\n",
       "⋮\n",
       "│ 50  │ 2020-03-20 │ \u001b[90mmissing\u001b[39m  │ São Paulo │ 9023     │ 775     │ 345   │\n",
       "│ 51  │ 2020-03-21 │ \u001b[90mmissing\u001b[39m  │ São Paulo │ 0        │ 0       │ 459   │\n",
       "│ 52  │ 2020-03-22 │ \u001b[90mmissing\u001b[39m  │ São Paulo │ 0        │ 0       │ 631   │\n",
       "│ 53  │ 2020-03-23 │ \u001b[90mmissing\u001b[39m  │ São Paulo │ 0        │ 0       │ 745   │\n",
       "│ 54  │ 2020-03-24 │ \u001b[90mmissing\u001b[39m  │ São Paulo │ 0        │ 0       │ 810   │\n",
       "│ 55  │ 2020-03-25 │ \u001b[90mmissing\u001b[39m  │ São Paulo │ 0        │ 0       │ 862   │\n",
       "│ 56  │ 2020-03-26 │ \u001b[90mmissing\u001b[39m  │ São Paulo │ 0        │ 0       │ 1052  │\n",
       "│ 57  │ 2020-03-27 │ \u001b[90mmissing\u001b[39m  │ São Paulo │ 0        │ 0       │ 1223  │\n",
       "│ 58  │ 2020-03-28 │ \u001b[90mmissing\u001b[39m  │ São Paulo │ 0        │ 0       │ 1406  │\n",
       "│ 59  │ 2020-03-29 │ \u001b[90mmissing\u001b[39m  │ São Paulo │ 0        │ 0       │ 1451  │\n",
       "│ 60  │ 2020-03-30 │ 16:50:00 │ São Paulo │ 0        │ 0       │ 1517  │"
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     },
     "execution_count": 4,
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    "df = data[data.state .== \"São Paulo\",:]\n",
    "I = [findfirst(df.date .== dt) for dt in dates]\n",
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     "execution_count": 7,
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   ],
   "source": [
    "using Colors, Krylov\n",
    "\n",
    "states = unique(data.state)\n",
    "st_idx = findall([data[data.state .== st,:cases][end] for st in states] .>= 100)\n",
    "states = states[st_idx]\n",
    "clrs = distinguishable_colors(length(states) + 1, [RGB(0, 0, 0), RGB(1.0, 0.0, 0.0)])[2:end]\n",
    "\n",
    "plot(size=(800,400))\n",
    "for (i,st) in enumerate(states)\n",
    "    df = data[data.state .== st,:]\n",
    "    #print(df)\n",
    "    I = setdiff(unique([findfirst(df.date .== dt) for dt in dates]), [nothing])\n",
    "    #print(I)\n",
    "    df = df[I,:]\n",
    "\n",
    "    idx = findfirst(df.cases .≥ 100)\n",
    "    y = df.cases[idx:end]\n",
    "    n = length(y)\n",
    "    x = 1:n\n",
    "\n",
    "    X = [ones(n) x]\n",
    "    yhat = log.(y)\n",
    "\n",
    "    β = Krylov.cgls(X, yhat)[1]\n",
    "    \n",
    "    dates_idx = [findfirst(dates .== d) for d in df.date[idx:end]]\n",
    "\n",
    "    plot!(dates_idx, y, m=:dot, ms=5, lab=\"\", c=clrs[i])\n",
    "    next = 1\n",
    "    xnext = (1:n+next)\n",
    "    append!(dates_idx, dates_idx[end] .+ (1:next))\n",
    "    plot!(dates_idx, exp.(β[1] .+ β[2] * xnext), c=clrs[i], lw=2, yaxis=:log, m=:dot, ms=2,\n",
    "          lab=\"$st rate: $(round(100β[2], digits=2))%\")\n",
    "end\n",
    "plot!()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
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    "t = range(0, 4, length=100)\n",
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      "This is Ipopt version 3.12.10, running with linear solver mumps.\n",
      "NOTE: Other linear solvers might be more efficient (see Ipopt documentation).\n",
      "\n",
      "Number of nonzeros in equality constraint Jacobian...:        0\n",
      "Number of nonzeros in inequality constraint Jacobian.:        0\n",
      "Number of nonzeros in Lagrangian Hessian.............:        6\n",
      "\n",
      "Total number of variables............................:        3\n",
      "                     variables with only lower bounds:        1\n",
      "                variables with lower and upper bounds:        0\n",
      "                     variables with only upper bounds:        1\n",
      "Total number of equality constraints.................:        0\n",
      "Total number of inequality constraints...............:        0\n",
      "        inequality constraints with only lower bounds:        0\n",
      "   inequality constraints with lower and upper bounds:        0\n",
      "        inequality constraints with only upper bounds:        0\n",
      "\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "   0  7.0311289e+06 0.00e+00 1.00e+06  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
      "   1  2.0986272e+05 0.00e+00 2.50e+04  -1.0 8.30e+01   0.0 4.54e-03 1.00e+00f  1\n",
      "   2  4.2634833e+04 0.00e+00 1.50e+04  -1.0 4.67e+01    -  7.01e-01 1.00e+00f  1\n",
      "   3  2.7613161e+04 0.00e+00 2.10e+03  -1.0 4.72e-01  -0.5 1.00e+00 1.00e+00f  1\n",
      "   4  2.7332046e+04 0.00e+00 4.47e+01  -1.0 1.88e+00  -1.0 1.00e+00 1.00e+00f  1\n",
      "   5  2.7262907e+04 0.00e+00 4.30e+00  -1.0 5.69e+00  -1.4 1.00e+00 1.00e+00f  1\n",
      "   6  2.7052955e+04 0.00e+00 3.92e+01  -1.0 1.72e+01  -1.9 1.00e+00 1.00e+00f  1\n",
      "   7  2.6396793e+04 0.00e+00 3.74e+02  -1.0 5.29e+01  -2.4 1.00e+00 1.00e+00f  1\n",
      "   8  2.5361362e+04 0.00e+00 1.10e+03  -1.0 1.69e+02  -2.9 1.00e+00 4.79e-01f  1\n",
      "   9  2.5355979e+04 0.00e+00 1.08e+03  -1.0 2.62e+01    -  1.00e+00 1.54e-02f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  10  2.5353400e+04 0.00e+00 2.57e-01  -1.0 2.59e-02    -  1.00e+00 1.00e+00f  1\n",
      "  11  2.5348809e+04 0.00e+00 1.79e-02  -1.7 3.52e-01    -  1.00e+00 1.00e+00f  1\n",
      "  12  2.5347671e+04 0.00e+00 1.10e-03  -3.8 8.71e-02    -  1.00e+00 1.00e+00f  1\n",
      "  13  2.5347662e+04 0.00e+00 6.15e-08  -5.7 6.49e-04    -  1.00e+00 1.00e+00f  1\n",
      "  14  2.5347662e+04 0.00e+00 2.76e-10  -8.6 8.09e-06    -  1.00e+00 1.00e+00f  1\n",
      "\n",
      "Number of Iterations....: 14\n",
      "\n",
      "                                   (scaled)                 (unscaled)\n",
      "Objective...............:   4.4163536854177840e+02    2.5347661977455369e+04\n",
      "Dual infeasibility......:   2.7585127220948054e-10    1.5832483768463135e-08\n",
      "Constraint violation....:   0.0000000000000000e+00    0.0000000000000000e+00\n",
      "Complementarity.........:   2.5059043596510673e-09    1.4382638072217299e-07\n",
      "Overall NLP error.......:   2.5059043596510673e-09    1.4382638072217299e-07\n",
      "\n",
      "\n",
      "Number of objective function evaluations             = 20\n",
      "Number of objective gradient evaluations             = 15\n",
      "Number of equality constraint evaluations            = 0\n",
      "Number of inequality constraint evaluations          = 0\n",
      "Number of equality constraint Jacobian evaluations   = 0\n",
      "Number of inequality constraint Jacobian evaluations = 0\n",
      "Number of Lagrangian Hessian evaluations             = 14\n",
      "Total CPU secs in IPOPT (w/o function evaluations)   =      0.004\n",
      "Total CPU secs in NLP function evaluations           =      0.122\n",
      "\n",
      "EXIT: Optimal Solution Found.\n",
      "Generic Execution stats\n",
      "  status: \"first-order stationary\"\n",
      "  objective value: 25347.66197745537\n",
      "  primal feasibility: 0.0\n",
      "  dual feasibility: 1.5832483768463135e-8\n",
      "  solution: [-3.116579485253759  0.2044691239771973  3034.0]\n",
      "  iterations: 14\n",
      "  elapsed time: 0.126\n",
      "  solver specific:\n",
      "    multipliers_U: [4.6148792591752045e-8  0.0  0.0]\n",
      "    multipliers_L: [0.0  0.0  13.063132582169507]\n",
      "    multipliers_con: ∅\n",
      "    internal_msg: :Solve_Succeeded\n"
     ]
    }
   ],
   "source": [
    "using Logging, NLPModels, NLPModelsIpopt, JSOSolvers\n",
    "\n",
    "st = \"São Paulo\"\n",
    "\n",
    "df = data[data.state .== st,:]\n",
    "#print(df)\n",
    "I = setdiff(unique([findfirst(df.date .== dt) for dt in dates]), [nothing])\n",
    "#print(I)\n",
    "df = df[I,:]\n",
    "\n",
    "idx = findfirst(df.cases .≥ 100)\n",
    "y = df.cases[idx:end]\n",
    "n = length(y)\n",
    "x = 1:n\n",
    "\n",
    "h(β, xi) = β[3] / (1 + exp(-β[1] - β[2] * xi))\n",
    "lvar = [-Inf; -Inf; y[end] * 2]\n",
    "uvar = [ 0.0;  Inf;        Inf]\n",
    "\n",
    "res(β) = [y[i] - h(β, x[i]) for i = 1:n]\n",
    "nls = ADNLSModel(res, [-1.0; 1.0; y[end] * 3], n, lvar=lvar, uvar=uvar)\n",
    "output = with_logger(NullLogger()) do\n",
    "    tron(nls)\n",
    "end\n",
    "β = output.solution\n",
    "print(output)"
   ]
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    "next = 7\n",
    "xnext = (1:n+next)\n",
    "hx = [h(β, xi) for xi in xnext]\n",
    "\n",
    "plot(x, y, m=:dot, ms=6, lab=\"\")\n",
    "plot!(xnext, hx, c=:red, lw=2)"
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      "This is Ipopt version 3.12.10, running with linear solver mumps.\n",
      "NOTE: Other linear solvers might be more efficient (see Ipopt documentation).\n",
      "\n",
      "Number of nonzeros in equality constraint Jacobian...:        0\n",
      "Number of nonzeros in inequality constraint Jacobian.:        0\n",
      "Number of nonzeros in Lagrangian Hessian.............:        6\n",
      "\n",
      "Total number of variables............................:        3\n",
      "                     variables with only lower bounds:        1\n",
      "                variables with lower and upper bounds:        0\n",
      "                     variables with only upper bounds:        1\n",
      "Total number of equality constraints.................:        0\n",
      "Total number of inequality constraints...............:        0\n",
      "        inequality constraints with only lower bounds:        0\n",
      "   inequality constraints with lower and upper bounds:        0\n",
      "        inequality constraints with only upper bounds:        0\n",
      "\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "   0  1.0190067e+05 0.00e+00 6.45e+04  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
      "   1  7.5232121e+02 0.00e+00 5.03e+02  -1.0 2.40e+01   0.0 6.62e-03 1.00e+00f  1\n",
      "   2  2.4299960e+02 0.00e+00 1.31e+02  -1.0 8.98e-01    -  9.66e-01 1.00e+00f  1\n",
      "   3  2.3302149e+02 0.00e+00 1.98e+02  -1.0 1.40e+02    -  1.00e+00 2.29e-01f  1\n",
      "   4  2.3204121e+02 0.00e+00 1.97e-01  -1.0 2.04e+00    -  1.00e+00 1.00e+00f  1\n",
      "   5  2.3141045e+02 0.00e+00 1.61e+00  -2.5 2.25e+00    -  1.00e+00 1.00e+00f  1\n",
      "   6  2.3141095e+02 0.00e+00 9.15e-06  -2.5 1.88e-03    -  1.00e+00 1.00e+00f  1\n",
      "   7  2.3138116e+02 0.00e+00 3.63e-03  -3.8 1.06e-01    -  1.00e+00 1.00e+00f  1\n",
      "   8  2.3138116e+02 0.00e+00 1.51e-09  -3.8 3.38e-07    -  1.00e+00 1.00e+00f  1\n",
      "   9  2.3137951e+02 0.00e+00 1.12e-05  -5.7 5.90e-03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  10  2.3137949e+02 0.00e+00 1.70e-09  -8.6 7.32e-05    -  1.00e+00 1.00e+00f  1\n",
      "\n",
      "Number of Iterations....: 10\n",
      "\n",
      "                                   (scaled)                 (unscaled)\n",
      "Objective...............:   2.0798156145671857e+01    2.3137948712059941e+02\n",
      "Dual infeasibility......:   1.7007755303985616e-09    1.8921127775683999e-08\n",
      "Constraint violation....:   0.0000000000000000e+00    0.0000000000000000e+00\n",
      "Complementarity.........:   2.5060075591894995e-09    2.7879334095983181e-08\n",
      "Overall NLP error.......:   2.5060075591894995e-09    2.7879334095983181e-08\n",
      "\n",
      "\n",
      "Number of objective function evaluations             = 11\n",
      "Number of objective gradient evaluations             = 11\n",
      "Number of equality constraint evaluations            = 0\n",
      "Number of inequality constraint evaluations          = 0\n",
      "Number of equality constraint Jacobian evaluations   = 0\n",
      "Number of inequality constraint Jacobian evaluations = 0\n",
      "Number of Lagrangian Hessian evaluations             = 10\n",
      "Total CPU secs in IPOPT (w/o function evaluations)   =      0.167\n",
      "Total CPU secs in NLP function evaluations           =      0.100\n",
      "\n",
      "EXIT: Optimal Solution Found.\n",
      "This is Ipopt version 3.12.10, running with linear solver mumps.\n",
      "NOTE: Other linear solvers might be more efficient (see Ipopt documentation).\n",
      "\n",
      "Number of nonzeros in equality constraint Jacobian...:        0\n",
      "Number of nonzeros in inequality constraint Jacobian.:        0\n",
      "Number of nonzeros in Lagrangian Hessian.............:        6\n",
      "\n",
      "Total number of variables............................:        3\n",
      "                     variables with only lower bounds:        1\n",
      "                variables with lower and upper bounds:        0\n",
      "                     variables with only upper bounds:        1\n",
      "Total number of equality constraints.................:        0\n",
      "Total number of inequality constraints...............:        0\n",
      "        inequality constraints with only lower bounds:        0\n",
      "   inequality constraints with lower and upper bounds:        0\n",
      "        inequality constraints with only upper bounds:        0\n",
      "\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "   0  3.6915786e+04 0.00e+00 3.99e+04  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0\n",
      "   1  4.7511896e+02 0.00e+00 1.02e+03  -1.0 1.86e+01   0.0 7.58e-03 1.00e+00f  1\n",
      "   2  3.2313999e+02 0.00e+00 6.41e+01  -1.0 2.19e+00    -  9.10e-01 1.00e+00f  1\n",
      "   3  3.1275010e+02 0.00e+00 7.77e+02  -1.0 9.50e+01    -  2.33e-01 5.00e-01f  2\n",
      "   4  3.0113104e+02 0.00e+00 3.09e+02  -1.0 3.50e+01    -  1.00e+00 1.00e+00f  1\n",
      "   5  2.9568397e+02 0.00e+00 1.05e+03  -1.0 6.38e+01    -  1.00e+00 1.00e+00f  1\n",
      "   6  2.8528962e+02 0.00e+00 1.10e+02  -1.0 2.64e+01    -  1.00e+00 1.00e+00f  1\n",
      "   7  2.8142930e+02 0.00e+00 7.90e+02  -1.0 1.21e+02    -  1.00e+00 5.00e-01f  2\n",
      "   8  2.7491891e+02 0.00e+00 1.54e+02  -1.0 3.25e+01    -  1.00e+00 1.00e+00f  1\n",
      "   9  2.7170415e+02 0.00e+00 5.36e+02  -1.0 1.08e+02    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  10  2.6740425e+02 0.00e+00 2.55e+02  -1.0 4.42e+01    -  1.00e+00 1.00e+00f  1\n",
      "  11  2.6526653e+02 0.00e+00 7.80e+02  -1.0 7.95e+01    -  1.00e+00 1.00e+00f  1\n",
      "  12  2.6084937e+02 0.00e+00 9.15e+01  -1.0 3.19e+01    -  1.00e+00 1.00e+00f  1\n",
      "  13  2.5946139e+02 0.00e+00 6.88e+02  -1.0 1.61e+02    -  1.00e+00 5.00e-01f  2\n",
      "  14  2.5608115e+02 0.00e+00 9.33e+01  -1.0 3.51e+01    -  1.00e+00 1.00e+00f  1\n",
      "  15  2.5488768e+02 0.00e+00 6.02e+02  -1.0 1.66e+02    -  1.00e+00 5.00e-01f  2\n",
      "  16  2.5227625e+02 0.00e+00 9.81e+01  -1.0 3.91e+01    -  1.00e+00 1.00e+00f  1\n",
      "  17  2.5120016e+02 0.00e+00 5.07e+02  -1.0 1.67e+02    -  1.00e+00 5.00e-01f  2\n",
      "  18  2.4919791e+02 0.00e+00 1.12e+02  -1.0 4.53e+01    -  1.00e+00 1.00e+00f  1\n",
      "  19  2.4820331e+02 0.00e+00 3.89e+02  -1.0 1.57e+02    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  20  2.4669267e+02 0.00e+00 1.54e+02  -1.0 5.71e+01    -  1.00e+00 1.00e+00f  1\n",
      "  21  2.4657810e+02 0.00e+00 7.00e+02  -1.0 1.26e+02    -  1.00e+00 1.00e+00f  1\n",
      "  22  2.4425206e+02 0.00e+00 3.60e+01  -1.0 3.34e+01    -  1.00e+00 1.00e+00f  1\n",
      "  23  2.4352843e+02 0.00e+00 2.95e+02  -1.0 3.40e+02    -  1.00e+00 2.50e-01f  3\n",
      "  24  2.4251034e+02 0.00e+00 1.77e+02  -1.0 7.32e+01    -  1.00e+00 1.00e+00f  1\n",
      "  25  2.4186490e+02 0.00e+00 4.01e+02  -1.0 1.15e+02    -  1.00e+00 1.00e+00f  1\n",
      "  26  2.4081162e+02 0.00e+00 8.11e+01  -1.0 5.54e+01    -  1.00e+00 1.00e+00f  1\n",
      "  27  2.4034945e+02 0.00e+00 3.46e+02  -1.0 2.17e+02    -  1.00e+00 5.00e-01f  2\n",
      "  28  2.3948872e+02 0.00e+00 9.21e+01  -1.0 6.36e+01    -  1.00e+00 1.00e+00f  1\n",
      "  29  2.3904493e+02 0.00e+00 2.68e+02  -1.0 2.01e+02    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  30  2.3836184e+02 0.00e+00 1.29e+02  -1.0 8.06e+01    -  1.00e+00 1.00e+00f  1\n",
      "  31  2.3814154e+02 0.00e+00 4.39e+02  -1.0 1.54e+02    -  1.00e+00 1.00e+00f  1\n",
      "  32  2.3722439e+02 0.00e+00 4.06e+01  -1.0 5.10e+01    -  1.00e+00 1.00e+00f  1\n",
      "  33  2.3688526e+02 0.00e+00 1.77e+02  -1.0 3.83e+02    -  1.00e+00 2.50e-01f  3\n",
      "  34  2.3642461e+02 0.00e+00 2.07e+02  -1.0 1.19e+02    -  1.00e+00 1.00e+00f  1\n",
      "  35  2.3595182e+02 0.00e+00 1.43e+02  -1.0 1.03e+02    -  1.00e+00 1.00e+00f  1\n",
      "  36  2.3560587e+02 0.00e+00 2.59e+02  -1.0 1.44e+02    -  1.00e+00 1.00e+00f  1\n",
      "  37  2.3513061e+02 0.00e+00 8.03e+01  -1.0 8.42e+01    -  1.00e+00 1.00e+00f  1\n",
      "  38  2.3488013e+02 0.00e+00 1.97e+02  -1.0 2.41e+02    -  1.00e+00 5.00e-01f  2\n",
      "  39  2.3449691e+02 0.00e+00 1.19e+02  -1.0 1.09e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  40  2.3427130e+02 0.00e+00 2.78e+02  -1.0 1.73e+02    -  1.00e+00 1.00e+00f  1\n",
      "  41  2.3384049e+02 0.00e+00 5.33e+01  -1.0 7.97e+01    -  1.00e+00 1.00e+00f  1\n",
      "  42  2.3369807e+02 0.00e+00 2.70e+02  -1.0 3.47e+02    -  1.00e+00 5.00e-01f  2\n",
      "  43  2.3330295e+02 0.00e+00 4.96e+01  -1.0 8.24e+01    -  1.00e+00 1.00e+00f  1\n",
      "  44  2.3318925e+02 0.00e+00 2.71e+02  -1.0 3.74e+02    -  1.00e+00 5.00e-01f  2\n",
      "  45  2.3281443e+02 0.00e+00 4.33e+01  -1.0 8.25e+01    -  1.00e+00 1.00e+00f  1\n",
      "  46  2.3275803e+02 0.00e+00 2.98e+02  -1.0 4.24e+02    -  1.00e+00 5.00e-01f  2\n",
      "  47  2.3236282e+02 0.00e+00 3.17e+01  -1.0 7.60e+01    -  1.00e+00 1.00e+00f  1\n",
      "  48  2.3221846e+02 0.00e+00 1.27e+02  -1.0 5.50e+02    -  1.00e+00 2.50e-01f  3\n",
      "  49  2.3201483e+02 0.00e+00 1.49e+02  -1.0 1.71e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  50  2.3179897e+02 0.00e+00 1.04e+02  -1.0 1.48e+02    -  1.00e+00 1.00e+00f  1\n",
      "  51  2.3164804e+02 0.00e+00 1.91e+02  -1.0 2.08e+02    -  1.00e+00 1.00e+00f  1\n",
      "  52  2.3141886e+02 0.00e+00 5.70e+01  -1.0 1.18e+02    -  1.00e+00 1.00e+00f  1\n",
      "  53  2.3130755e+02 0.00e+00 1.54e+02  -1.0 3.58e+02    -  1.00e+00 5.00e-01f  2\n",
      "  54  2.3111718e+02 0.00e+00 7.81e+01  -1.0 1.46e+02    -  1.00e+00 1.00e+00f  1\n",
      "  55  2.3107522e+02 0.00e+00 2.59e+02  -1.0 2.75e+02    -  1.00e+00 1.00e+00f  1\n",
      "  56  2.3079486e+02 0.00e+00 2.50e+01  -1.0 8.99e+01    -  1.00e+00 1.00e+00f  1\n",
      "  57  2.3070038e+02 0.00e+00 1.19e+02  -1.0 7.26e+02    -  1.00e+00 2.50e-01f  3\n",
      "  58  2.3055436e+02 0.00e+00 1.03e+02  -1.0 1.89e+02    -  1.00e+00 1.00e+00f  1\n",
      "  59  2.3042860e+02 0.00e+00 1.29e+02  -1.0 2.19e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  60  2.3028583e+02 0.00e+00 7.93e+01  -1.0 1.77e+02    -  1.00e+00 1.00e+00f  1\n",
      "  61  2.3021366e+02 0.00e+00 1.88e+02  -1.0 2.81e+02    -  1.00e+00 1.00e+00f  1\n",
      "  62  2.3003929e+02 0.00e+00 3.46e+01  -1.0 1.26e+02    -  1.00e+00 1.00e+00f  1\n",
      "  63  2.3001191e+02 0.00e+00 2.03e+02  -1.0 5.93e+02    -  1.00e+00 5.00e-01f  2\n",
      "  64  2.2983005e+02 0.00e+00 2.70e+01  -1.0 1.18e+02    -  1.00e+00 1.00e+00f  1\n",
      "  65  2.2976525e+02 0.00e+00 8.54e+01  -1.0 7.40e+02    -  1.00e+00 2.50e-01f  3\n",
      "  66  2.2967924e+02 0.00e+00 1.32e+02  -1.0 2.71e+02    -  1.00e+00 1.00e+00f  1\n",
      "  67  2.2956122e+02 0.00e+00 5.51e+01  -1.0 1.81e+02    -  1.00e+00 1.00e+00f  1\n",
      "  68  2.2950042e+02 0.00e+00 9.55e+01  -1.0 4.10e+02    -  1.00e+00 5.00e-01f  2\n",
      "  69  2.2940873e+02 0.00e+00 9.42e+01  -1.0 2.48e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  70  2.2932042e+02 0.00e+00 9.22e+01  -1.0 2.53e+02    -  1.00e+00 1.00e+00f  1\n",
      "  71  2.2923586e+02 0.00e+00 9.17e+01  -1.0 2.60e+02    -  1.00e+00 1.00e+00f  1\n",
      "  72  2.2915389e+02 0.00e+00 8.87e+01  -1.0 2.63e+02    -  1.00e+00 1.00e+00f  1\n",
      "  73  2.2907619e+02 0.00e+00 9.03e+01  -1.0 2.73e+02    -  1.00e+00 1.00e+00f  1\n",
      "  74  2.2899924e+02 0.00e+00 8.35e+01  -1.0 2.70e+02    -  1.00e+00 1.00e+00f  1\n",
      "  75  2.2892928e+02 0.00e+00 9.28e+01  -1.0 2.93e+02    -  1.00e+00 1.00e+00f  1\n",
      "  76  2.2885469e+02 0.00e+00 7.29e+01  -1.0 2.67e+02    -  1.00e+00 1.00e+00f  1\n",
      "  77  2.2879869e+02 0.00e+00 1.10e+02  -1.0 3.37e+02    -  1.00e+00 1.00e+00f  1\n",
      "  78  2.2871923e+02 0.00e+00 4.81e+01  -1.0 2.29e+02    -  1.00e+00 1.00e+00f  1\n",
      "  79  2.2867960e+02 0.00e+00 7.97e+01  -1.0 5.04e+02    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  80  2.2861960e+02 0.00e+00 8.35e+01  -1.0 3.16e+02    -  1.00e+00 1.00e+00f  1\n",
      "  81  2.2855835e+02 0.00e+00 7.33e+01  -1.0 3.04e+02    -  1.00e+00 1.00e+00f  1\n",
      "  82  2.2850601e+02 0.00e+00 9.02e+01  -1.0 3.47e+02    -  1.00e+00 1.00e+00f  1\n",
      "  83  2.2844408e+02 0.00e+00 5.84e+01  -1.0 2.87e+02    -  1.00e+00 1.00e+00f  1\n",
      "  84  2.2841513e+02 0.00e+00 1.28e+02  -1.0 4.36e+02    -  1.00e+00 1.00e+00f  1\n",
      "  85  2.2833699e+02 0.00e+00 2.73e+01  -1.0 2.08e+02    -  1.00e+00 1.00e+00f  1\n",
      "  86  2.2832542e+02 0.00e+00 1.32e+02  -1.0 8.82e+02    -  1.00e+00 5.00e-01f  2\n",
      "  87  2.2824673e+02 0.00e+00 2.38e+01  -1.0 2.03e+02    -  1.00e+00 1.00e+00f  1\n",
      "  88  2.2825206e+02 0.00e+00 1.54e+02  -1.0 1.01e+03    -  1.00e+00 5.00e-01f  2\n",
      "  89  2.2815948e+02 0.00e+00 1.63e+01  -1.0 1.78e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      "  90  2.2813459e+02 0.00e+00 7.61e+01  -1.0 1.42e+03    -  1.00e+00 2.50e-01f  3\n",
      "  91  2.2808872e+02 0.00e+00 6.10e+01  -1.0 3.56e+02    -  1.00e+00 1.00e+00f  1\n",
      "  92  2.2805495e+02 0.00e+00 8.94e+01  -1.0 4.42e+02    -  1.00e+00 1.00e+00f  1\n",
      "  93  2.2800500e+02 0.00e+00 4.15e+01  -1.0 3.09e+02    -  1.00e+00 1.00e+00f  1\n",
      "  94  2.2802702e+02 0.00e+00 1.71e+02  -1.0 6.44e+02    -  1.00e+00 1.00e+00f  1\n",
      "  95  2.2792424e+02 0.00e+00 1.06e+01  -1.0 1.67e+02    -  1.00e+00 1.00e+00f  1\n",
      "  96  2.2791748e+02 0.00e+00 1.15e+02  -1.0 2.13e+03    -  1.00e+00 2.50e-01f  3\n",
      "  97  2.2785892e+02 0.00e+00 2.22e+01  -1.0 2.50e+02    -  1.00e+00 1.00e+00f  1\n",
      "  98  2.2786129e+02 0.00e+00 1.29e+02  -1.0 1.17e+03    -  1.00e+00 5.00e-01f  2\n",
      "  99  2.2779540e+02 0.00e+00 1.65e+01  -1.0 2.26e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 100  2.2777724e+02 0.00e+00 5.94e+01  -1.0 1.54e+03    -  1.00e+00 2.50e-01f  3\n",
      " 101  2.2774818e+02 0.00e+00 7.04e+01  -1.0 4.83e+02    -  1.00e+00 1.00e+00f  1\n",
      " 102  2.2771333e+02 0.00e+00 4.90e+01  -1.0 4.13e+02    -  1.00e+00 1.00e+00f  1\n",
      " 103  2.2769622e+02 0.00e+00 9.47e+01  -1.0 5.87e+02    -  1.00e+00 1.00e+00f  1\n",
      " 104  2.2765258e+02 0.00e+00 2.58e+01  -1.0 3.15e+02    -  1.00e+00 1.00e+00f  1\n",
      " 105  2.2764198e+02 0.00e+00 8.65e+01  -1.0 1.08e+03    -  1.00e+00 5.00e-01f  2\n",
      " 106  2.2760303e+02 0.00e+00 2.90e+01  -1.0 3.48e+02    -  1.00e+00 1.00e+00f  1\n",
      " 107  2.2758950e+02 0.00e+00 7.08e+01  -1.0 9.86e+02    -  1.00e+00 5.00e-01f  2\n",
      " 108  2.2755781e+02 0.00e+00 4.04e+01  -1.0 4.27e+02    -  1.00e+00 1.00e+00f  1\n",
      " 109  2.2755653e+02 0.00e+00 1.14e+02  -1.0 7.34e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 110  2.2750587e+02 0.00e+00 1.49e+01  -1.0 2.73e+02    -  1.00e+00 1.00e+00f  1\n",
      " 111  2.2749304e+02 0.00e+00 5.28e+01  -1.0 1.85e+03    -  1.00e+00 2.50e-01f  3\n",
      " 112  2.2747193e+02 0.00e+00 6.32e+01  -1.0 5.81e+02    -  1.00e+00 1.00e+00f  1\n",
      " 113  2.2744563e+02 0.00e+00 4.34e+01  -1.0 4.92e+02    -  1.00e+00 1.00e+00f  1\n",
      " 114  2.2743469e+02 0.00e+00 8.62e+01  -1.0 7.10e+02    -  1.00e+00 1.00e+00f  1\n",
      " 115  2.2740031e+02 0.00e+00 2.22e+01  -1.0 3.69e+02    -  1.00e+00 1.00e+00f  1\n",
      " 116  2.2739501e+02 0.00e+00 8.21e+01  -1.0 1.34e+03    -  1.00e+00 5.00e-01f  2\n",
      " 117  2.2736311e+02 0.00e+00 2.31e+01  -1.0 3.92e+02    -  1.00e+00 1.00e+00f  1\n",
      " 118  2.2735637e+02 0.00e+00 7.43e+01  -1.0 1.31e+03    -  1.00e+00 5.00e-01f  2\n",
      " 119  2.2732824e+02 0.00e+00 2.66e+01  -1.0 4.37e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 120  2.2731881e+02 0.00e+00 5.93e+01  -1.0 1.17e+03    -  1.00e+00 5.00e-01f  2\n",
      " 121  2.2729680e+02 0.00e+00 3.90e+01  -1.0 5.50e+02    -  1.00e+00 1.00e+00f  1\n",
      " 122  2.2729039e+02 0.00e+00 8.43e+01  -1.0 8.25e+02    -  1.00e+00 1.00e+00f  1\n",
      " 123  2.2725967e+02 0.00e+00 1.85e+01  -1.0 3.96e+02    -  1.00e+00 1.00e+00f  1\n",
      " 124  2.2726092e+02 0.00e+00 8.95e+01  -1.0 1.68e+03    -  1.00e+00 5.00e-01f  2\n",
      " 125  2.2722850e+02 0.00e+00 1.55e+01  -1.0 3.78e+02    -  1.00e+00 1.00e+00f  1\n",
      " 126  2.2724133e+02 0.00e+00 1.12e+02  -1.0 1.99e+03    -  1.00e+00 5.00e-01f  2\n",
      " 127  2.2719756e+02 0.00e+00 9.40e+00  -1.0 3.07e+02    -  1.00e+00 1.00e+00f  1\n",
      " 128  2.2719316e+02 0.00e+00 6.59e+01  -1.0 3.11e+03    -  1.00e+00 2.50e-01f  3\n",
      " 129  2.2717116e+02 0.00e+00 2.53e+01  -1.0 5.19e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 130  2.2716373e+02 0.00e+00 5.12e+01  -1.0 1.30e+03    -  1.00e+00 5.00e-01f  2\n",
      " 131  2.2714734e+02 0.00e+00 3.91e+01  -1.0 6.70e+02    -  1.00e+00 1.00e+00f  1\n",
      " 132  2.2713839e+02 0.00e+00 6.36e+01  -1.0 8.71e+02    -  1.00e+00 1.00e+00f  1\n",
      " 133  2.2711820e+02 0.00e+00 2.42e+01  -1.0 5.49e+02    -  1.00e+00 1.00e+00f  1\n",
      " 134  2.2711163e+02 0.00e+00 4.96e+01  -1.0 1.39e+03    -  1.00e+00 5.00e-01f  2\n",
      " 135  2.2709656e+02 0.00e+00 3.71e+01  -1.0 7.04e+02    -  1.00e+00 1.00e+00f  1\n",
      " 136  2.2708908e+02 0.00e+00 6.28e+01  -1.0 9.34e+02    -  1.00e+00 1.00e+00f  1\n",
      " 137  2.2707005e+02 0.00e+00 2.21e+01  -1.0 5.66e+02    -  1.00e+00 1.00e+00f  1\n",
      " 138  2.2706469e+02 0.00e+00 5.08e+01  -1.0 1.54e+03    -  1.00e+00 5.00e-01f  2\n",
      " 139  2.2704985e+02 0.00e+00 3.16e+01  -1.0 7.00e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 140  2.2704874e+02 0.00e+00 7.62e+01  -1.0 1.11e+03    -  1.00e+00 1.00e+00f  1\n",
      " 141  2.2702571e+02 0.00e+00 1.34e+01  -1.0 4.76e+02    -  1.00e+00 1.00e+00f  1\n",
      " 142  2.2703589e+02 0.00e+00 9.48e+01  -1.0 2.48e+03    -  1.00e+00 5.00e-01f  2\n",
      " 143  2.2700471e+02 0.00e+00 8.16e+00  -1.0 3.87e+02    -  1.00e+00 1.00e+00f  1\n",
      " 144  2.2700215e+02 0.00e+00 5.56e+01  -1.0 3.85e+03    -  1.00e+00 2.50e-01f  3\n",
      " 145  2.2698687e+02 0.00e+00 2.22e+01  -1.0 6.57e+02    -  1.00e+00 1.00e+00f  1\n",
      " 146  2.2698188e+02 0.00e+00 4.25e+01  -1.0 1.59e+03    -  1.00e+00 5.00e-01f  2\n",
      " 147  2.2697099e+02 0.00e+00 3.54e+01  -1.0 8.56e+02    -  1.00e+00 1.00e+00f  1\n",
      " 148  2.2696367e+02 0.00e+00 4.87e+01  -1.0 1.02e+03    -  1.00e+00 1.00e+00f  1\n",
      " 149  2.2695101e+02 0.00e+00 2.54e+01  -1.0 7.54e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 150  2.2695724e+02 0.00e+00 8.56e+01  -1.0 1.41e+03    -  1.00e+00 1.00e+00f  1\n",
      " 151  2.2693172e+02 0.00e+00 7.80e+00  -1.0 4.37e+02    -  1.00e+00 1.00e+00f  1\n",
      " 152  2.2692926e+02 0.00e+00 4.86e+01  -1.0 4.12e+03    -  1.00e+00 2.50e-01f  3\n",
      " 153  2.2691717e+02 0.00e+00 2.25e+01  -1.0 7.63e+02    -  1.00e+00 1.00e+00f  1\n",
      " 154  2.2692884e+02 0.00e+00 9.45e+01  -1.0 1.59e+03    -  1.00e+00 1.00e+00f  1\n",
      " 155  2.2689935e+02 0.00e+00 5.59e+00  -1.0 3.98e+02    -  1.00e+00 1.00e+00f  1\n",
      " 156  2.2690294e+02 0.00e+00 6.96e+01  -1.0 5.49e+03    -  1.00e+00 2.50e-01f  3\n",
      " 157  2.2688488e+02 0.00e+00 9.67e+00  -1.0 5.39e+02    -  1.00e+00 1.00e+00f  1\n",
      " 158  2.2688126e+02 0.00e+00 3.18e+01  -1.0 3.47e+03    -  1.00e+00 2.50e-01f  3\n",
      " 159  2.2687536e+02 0.00e+00 4.20e+01  -1.0 1.15e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 160  2.2686579e+02 0.00e+00 2.36e+01  -1.0 8.80e+02    -  1.00e+00 1.00e+00f  1\n",
      " 161  2.2686813e+02 0.00e+00 6.89e+01  -1.0 1.53e+03    -  1.00e+00 1.00e+00f  1\n",
      " 162  2.2685089e+02 0.00e+00 8.28e+00  -1.0 5.42e+02    -  1.00e+00 1.00e+00f  1\n",
      " 163  2.2684788e+02 0.00e+00 3.35e+01  -1.0 3.97e+03    -  1.00e+00 2.50e-01f  3\n",
      " 164  2.2684106e+02 0.00e+00 3.20e+01  -1.0 1.09e+03    -  1.00e+00 1.00e+00f  1\n",
      " 165  2.2683480e+02 0.00e+00 3.35e+01  -1.0 1.14e+03    -  1.00e+00 1.00e+00f  1\n",
      " 166  2.2682798e+02 0.00e+00 2.94e+01  -1.0 1.09e+03    -  1.00e+00 1.00e+00f  1\n",
      " 167  2.2682273e+02 0.00e+00 3.64e+01  -1.0 1.23e+03    -  1.00e+00 1.00e+00f  1\n",
      " 168  2.2681522e+02 0.00e+00 2.31e+01  -1.0 9.96e+02    -  1.00e+00 1.00e+00f  1\n",
      " 169  2.2681423e+02 0.00e+00 5.30e+01  -1.0 1.53e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 170  2.2680292e+02 0.00e+00 1.02e+01  -1.0 6.85e+02    -  1.00e+00 1.00e+00f  1\n",
      " 171  2.2680590e+02 0.00e+00 6.08e+01  -1.0 3.25e+03    -  1.00e+00 5.00e-01f  2\n",
      " 172  2.2679242e+02 0.00e+00 7.14e+00  -1.0 5.93e+02    -  1.00e+00 1.00e+00f  1\n",
      " 173  2.2678995e+02 0.00e+00 2.95e+01  -1.0 4.40e+03    -  1.00e+00 2.50e-01f  3\n",
      " 174  2.2678445e+02 0.00e+00 2.73e+01  -1.0 1.19e+03    -  1.00e+00 1.00e+00f  1\n",
      " 175  2.2677963e+02 0.00e+00 3.02e+01  -1.0 1.27e+03    -  1.00e+00 1.00e+00f  1\n",
      " 176  2.2677397e+02 0.00e+00 2.38e+01  -1.0 1.14e+03    -  1.00e+00 1.00e+00f  1\n",
      " 177  2.2677052e+02 0.00e+00 3.59e+01  -1.0 1.43e+03    -  1.00e+00 1.00e+00f  1\n",
      " 178  2.2676379e+02 0.00e+00 1.54e+01  -1.0 9.52e+02    -  1.00e+00 1.00e+00f  1\n",
      " 179  2.2676121e+02 0.00e+00 2.63e+01  -1.0 2.11e+03    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 180  2.2675659e+02 0.00e+00 2.60e+01  -1.0 1.27e+03    -  1.00e+00 1.00e+00f  1\n",
      " 181  2.2675206e+02 0.00e+00 2.53e+01  -1.0 1.27e+03    -  1.00e+00 1.00e+00f  1\n",
      " 182  2.2674769e+02 0.00e+00 2.52e+01  -1.0 1.29e+03    -  1.00e+00 1.00e+00f  1\n",
      " 183  2.2674332e+02 0.00e+00 2.40e+01  -1.0 1.27e+03    -  1.00e+00 1.00e+00f  1\n",
      " 184  2.2673925e+02 0.00e+00 2.50e+01  -1.0 1.32e+03    -  1.00e+00 1.00e+00f  1\n",
      " 185  2.2673493e+02 0.00e+00 2.18e+01  -1.0 1.25e+03    -  1.00e+00 1.00e+00f  1\n",
      " 186  2.2673142e+02 0.00e+00 2.68e+01  -1.0 1.41e+03    -  1.00e+00 1.00e+00f  1\n",
      " 187  2.2672682e+02 0.00e+00 1.69e+01  -1.0 1.14e+03    -  1.00e+00 1.00e+00f  1\n",
      " 188  2.2672540e+02 0.00e+00 3.84e+01  -1.0 1.74e+03    -  1.00e+00 1.00e+00f  1\n",
      " 189  2.2671908e+02 0.00e+00 7.42e+00  -1.0 7.75e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 190  2.2671935e+02 0.00e+00 4.20e+01  -1.0 3.56e+03    -  1.00e+00 5.00e-01f  2\n",
      " 191  2.2671244e+02 0.00e+00 5.47e+00  -1.0 6.84e+02    -  1.00e+00 1.00e+00f  1\n",
      " 192  2.2671050e+02 0.00e+00 1.85e+01  -1.0 4.47e+03    -  1.00e+00 2.50e-01f  3\n",
      " 193  2.2670756e+02 0.00e+00 2.43e+01  -1.0 1.47e+03    -  1.00e+00 1.00e+00f  1\n",
      " 194  2.2670366e+02 0.00e+00 1.33e+01  -1.0 1.10e+03    -  1.00e+00 1.00e+00f  1\n",
      " 195  2.2670304e+02 0.00e+00 3.87e+01  -1.0 1.91e+03    -  1.00e+00 1.00e+00f  1\n",
      " 196  2.2669716e+02 0.00e+00 4.57e+00  -1.0 6.66e+02    -  1.00e+00 1.00e+00f  1\n",
      " 197  2.2669534e+02 0.00e+00 1.72e+01  -1.0 4.66e+03    -  1.00e+00 2.50e-01f  3\n",
      " 198  2.2669250e+02 0.00e+00 1.94e+01  -1.0 1.40e+03    -  1.00e+00 1.00e+00f  1\n",
      " 199  2.2668937e+02 0.00e+00 1.41e+01  -1.0 1.21e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 200  2.2668713e+02 0.00e+00 2.38e+01  -1.0 1.59e+03    -  1.00e+00 1.00e+00f  1\n",
      " 201  2.2668374e+02 0.00e+00 7.98e+00  -1.0 9.32e+02    -  1.00e+00 1.00e+00f  1\n",
      " 202  2.2668201e+02 0.00e+00 1.82e+01  -1.0 2.51e+03    -  1.00e+00 5.00e-01f  2\n",
      " 203  2.2667918e+02 0.00e+00 1.14e+01  -1.0 1.14e+03    -  1.00e+00 1.00e+00f  1\n",
      " 204  2.2667738e+02 0.00e+00 2.50e+01  -1.0 1.70e+03    -  1.00e+00 1.00e+00f  1\n",
      " 205  2.2667417e+02 0.00e+00 5.00e+00  -1.0 7.72e+02    -  1.00e+00 1.00e+00f  1\n",
      " 206  2.2667287e+02 0.00e+00 2.44e+01  -1.0 3.26e+03    -  1.00e+00 5.00e-01f  2\n",
      " 207  2.2666986e+02 0.00e+00 4.25e+00  -1.0 7.27e+02    -  1.00e+00 1.00e+00f  1\n",
      " 208  2.2666869e+02 0.00e+00 2.54e+01  -1.0 3.43e+03    -  1.00e+00 5.00e-01f  2\n",
      " 209  2.2666572e+02 0.00e+00 3.14e+00  -1.0 6.37e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 210  2.2666430e+02 0.00e+00 9.87e+00  -1.0 3.97e+03    -  1.00e+00 2.50e-01f  3\n",
      " 211  2.2666233e+02 0.00e+00 1.56e+01  -1.0 1.44e+03    -  1.00e+00 1.00e+00f  1\n",
      " 212  2.2666026e+02 0.00e+00 5.67e+00  -1.0 8.80e+02    -  1.00e+00 1.00e+00f  1\n",
      " 213  2.2665883e+02 0.00e+00 1.08e+01  -1.0 2.10e+03    -  1.00e+00 5.00e-01f  2\n",
      " 214  2.2665695e+02 0.00e+00 8.90e+00  -1.0 1.12e+03    -  1.00e+00 1.00e+00f  1\n",
      " 215  2.2665513e+02 0.00e+00 1.08e+01  -1.0 1.25e+03    -  1.00e+00 1.00e+00f  1\n",
      " 216  2.2665344e+02 0.00e+00 6.32e+00  -1.0 9.61e+02    -  1.00e+00 1.00e+00f  1\n",
      " 217  2.2665174e+02 0.00e+00 1.42e+01  -1.0 1.45e+03    -  1.00e+00 1.00e+00f  1\n",
      " 218  2.2665025e+02 0.00e+00 2.55e+00  -1.0 6.22e+02    -  1.00e+00 1.00e+00f  1\n",
      " 219  2.2664881e+02 0.00e+00 1.18e+01  -1.0 2.54e+03    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 220  2.2664753e+02 0.00e+00 2.45e+00  -1.0 6.19e+02    -  1.00e+00 1.00e+00f  1\n",
      " 221  2.2664621e+02 0.00e+00 8.61e+00  -1.0 2.16e+03    -  1.00e+00 5.00e-01f  2\n",
      " 222  2.2664508e+02 0.00e+00 2.83e+00  -1.0 6.74e+02    -  1.00e+00 1.00e+00f  1\n",
      " 223  2.2664407e+02 0.00e+00 5.13e+00  -1.0 1.55e+03    -  1.00e+00 5.00e-01f  2\n",
      " 224  2.2664289e+02 0.00e+00 4.46e+00  -1.0 8.55e+02    -  1.00e+00 1.00e+00f  1\n",
      " 225  2.2664178e+02 0.00e+00 4.08e+00  -1.0 8.23e+02    -  1.00e+00 1.00e+00f  1\n",
      " 226  2.2664078e+02 0.00e+00 3.27e+00  -1.0 7.41e+02    -  1.00e+00 1.00e+00f  1\n",
      " 227  2.2663982e+02 0.00e+00 3.11e+00  -1.0 7.27e+02    -  1.00e+00 1.00e+00f  1\n",
      " 228  2.2663903e+02 0.00e+00 2.06e+00  -1.0 5.94e+02    -  1.00e+00 1.00e+00f  1\n",
      " 229  2.2663823e+02 0.00e+00 2.25e+00  -1.0 6.24e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 230  2.2663770e+02 0.00e+00 9.53e-01  -1.0 4.08e+02    -  1.00e+00 1.00e+00f  1\n",
      " 231  2.2663687e+02 0.00e+00 2.42e+01  -1.7 8.15e+03    -  1.00e+00 2.50e-01f  3\n",
      " 232  2.2663440e+02 0.00e+00 2.05e+00  -1.7 6.10e+02    -  1.00e+00 1.00e+00f  1\n",
      " 233  2.2663313e+02 0.00e+00 1.41e+01  -1.7 6.07e+03    -  1.00e+00 2.50e-01f  3\n",
      " 234  2.2663144e+02 0.00e+00 5.42e+00  -1.7 1.01e+03    -  1.00e+00 1.00e+00f  1\n",
      " 235  2.2663024e+02 0.00e+00 1.08e+01  -1.7 2.47e+03    -  1.00e+00 5.00e-01f  2\n",
      " 236  2.2662865e+02 0.00e+00 8.32e+00  -1.7 1.27e+03    -  1.00e+00 1.00e+00f  1\n",
      " 237  2.2662713e+02 0.00e+00 1.29e+01  -1.7 1.60e+03    -  1.00e+00 1.00e+00f  1\n",
      " 238  2.2662559e+02 0.00e+00 5.18e+00  -1.7 1.02e+03    -  1.00e+00 1.00e+00f  1\n",
      " 239  2.2662447e+02 0.00e+00 9.68e+00  -1.7 2.40e+03    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 240  2.2662300e+02 0.00e+00 8.21e+00  -1.7 1.30e+03    -  1.00e+00 1.00e+00f  1\n",
      " 241  2.2662155e+02 0.00e+00 1.06e+01  -1.7 1.49e+03    -  1.00e+00 1.00e+00f  1\n",
      " 242  2.2662015e+02 0.00e+00 6.06e+00  -1.7 1.14e+03    -  1.00e+00 1.00e+00f  1\n",
      " 243  2.2661891e+02 0.00e+00 1.66e+01  -1.7 1.90e+03    -  1.00e+00 1.00e+00f  1\n",
      " 244  2.2661742e+02 0.00e+00 2.19e+00  -1.7 6.98e+02    -  1.00e+00 1.00e+00f  1\n",
      " 245  2.2661644e+02 0.00e+00 7.42e+00  -1.7 4.56e+03    -  1.00e+00 2.50e-01f  3\n",
      " 246  2.2661512e+02 0.00e+00 9.41e+00  -1.7 1.47e+03    -  1.00e+00 1.00e+00f  1\n",
      " 247  2.2661386e+02 0.00e+00 5.53e+00  -1.7 1.13e+03    -  1.00e+00 1.00e+00f  1\n",
      " 248  2.2661265e+02 0.00e+00 1.42e+01  -1.7 1.84e+03    -  1.00e+00 1.00e+00f  1\n",
      " 249  2.2661141e+02 0.00e+00 2.10e+00  -1.7 7.12e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 250  2.2661056e+02 0.00e+00 5.98e+00  -1.7 4.14e+03    -  1.00e+00 2.50e-01f  3\n",
      " 251  2.2660933e+02 0.00e+00 1.00e+01  -1.7 1.57e+03    -  1.00e+00 1.00e+00f  1\n",
      " 252  2.2660825e+02 0.00e+00 3.40e+00  -1.7 9.25e+02    -  1.00e+00 1.00e+00f  1\n",
      " 253  2.2660731e+02 0.00e+00 7.79e+00  -1.7 2.49e+03    -  1.00e+00 5.00e-01f  2\n",
      " 254  2.2660624e+02 0.00e+00 4.78e+00  -1.7 1.11e+03    -  1.00e+00 1.00e+00f  1\n",
      " 255  2.2660509e+02 0.00e+00 1.11e+01  -1.7 1.71e+03    -  1.00e+00 1.00e+00f  1\n",
      " 256  2.2660413e+02 0.00e+00 1.98e+00  -1.7 7.27e+02    -  1.00e+00 1.00e+00f  1\n",
      " 257  2.2660313e+02 0.00e+00 1.23e+01  -1.7 3.49e+03    -  1.00e+00 5.00e-01f  2\n",
      " 258  2.2660220e+02 0.00e+00 1.35e+00  -1.7 6.09e+02    -  1.00e+00 1.00e+00f  1\n",
      " 259  2.2660139e+02 0.00e+00 5.44e+00  -1.7 4.43e+03    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 260  2.2660040e+02 0.00e+00 5.58e+00  -1.7 1.25e+03    -  1.00e+00 1.00e+00f  1\n",
      " 261  2.2659947e+02 0.00e+00 4.78e+00  -1.7 1.17e+03    -  1.00e+00 1.00e+00f  1\n",
      " 262  2.2659851e+02 0.00e+00 5.74e+00  -1.7 1.29e+03    -  1.00e+00 1.00e+00f  1\n",
      " 263  2.2659767e+02 0.00e+00 3.59e+00  -1.7 1.03e+03    -  1.00e+00 1.00e+00f  1\n",
      " 264  2.2659667e+02 0.00e+00 7.73e+00  -1.7 1.51e+03    -  1.00e+00 1.00e+00f  1\n",
      " 265  2.2659600e+02 0.00e+00 1.57e+00  -1.7 6.86e+02    -  1.00e+00 1.00e+00f  1\n",
      " 266  2.2659512e+02 0.00e+00 7.24e+00  -1.7 2.80e+03    -  1.00e+00 5.00e-01f  2\n",
      " 267  2.2659450e+02 0.00e+00 1.39e+00  -1.7 6.53e+02    -  1.00e+00 1.00e+00f  1\n",
      " 268  2.2659364e+02 0.00e+00 6.84e+00  -1.7 2.76e+03    -  1.00e+00 5.00e-01f  2\n",
      " 269  2.2659308e+02 0.00e+00 1.18e+00  -1.7 6.08e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 270  2.2659223e+02 0.00e+00 6.61e+00  -1.7 2.77e+03    -  1.00e+00 5.00e-01f  2\n",
      " 271  2.2659173e+02 0.00e+00 9.22e-01  -1.7 5.44e+02    -  1.00e+00 1.00e+00f  1\n",
      " 272  2.2659088e+02 0.00e+00 6.87e+00  -1.7 2.88e+03    -  1.00e+00 5.00e-01f  2\n",
      " 273  2.2659044e+02 0.00e+00 6.00e-01  -1.7 4.43e+02    -  1.00e+00 1.00e+00f  1\n",
      " 274  2.2658990e+02 0.00e+00 2.49e+00  -1.7 3.28e+03    -  1.00e+00 2.50e-01f  3\n",
      " 275  2.2658924e+02 0.00e+00 2.98e+00  -1.7 9.97e+02    -  1.00e+00 1.00e+00f  1\n",
      " 276  2.2658872e+02 0.00e+00 1.71e+00  -1.7 7.58e+02    -  1.00e+00 1.00e+00f  1\n",
      " 277  2.2658802e+02 0.00e+00 3.69e+00  -1.7 1.12e+03    -  1.00e+00 1.00e+00f  1\n",
      " 278  2.2658767e+02 0.00e+00 6.78e-01  -1.7 4.82e+02    -  1.00e+00 1.00e+00f  1\n",
      " 279  2.2658712e+02 0.00e+00 2.63e+00  -1.7 1.78e+03    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 280  2.2658677e+02 0.00e+00 7.52e-01  -1.7 5.11e+02    -  1.00e+00 1.00e+00f  1\n",
      " 281  2.2658638e+02 0.00e+00 1.50e+00  -1.7 1.25e+03    -  1.00e+00 5.00e-01f  2\n",
      " 282  2.2658597e+02 0.00e+00 1.14e+00  -1.7 6.33e+02    -  1.00e+00 1.00e+00f  1\n",
      " 283  2.2658556e+02 0.00e+00 1.21e+00  -1.7 6.54e+02    -  1.00e+00 1.00e+00f  1\n",
      " 284  2.2658525e+02 0.00e+00 6.73e-01  -1.7 4.90e+02    -  1.00e+00 1.00e+00f  1\n",
      " 285  2.2658488e+02 0.00e+00 9.95e-01  -1.7 5.97e+02    -  1.00e+00 1.00e+00f  1\n",
      " 286  2.2658469e+02 0.00e+00 2.62e-01  -1.7 3.07e+02    -  1.00e+00 1.00e+00f  1\n",
      " 287  2.2658437e+02 0.00e+00 7.60e-01  -1.7 5.24e+02    -  1.00e+00 1.00e+00f  1\n",
      " 288  2.2658429e+02 0.00e+00 4.52e-02  -1.7 1.28e+02    -  1.00e+00 1.00e+00f  1\n",
      " 289  2.2658391e+02 0.00e+00 2.10e+01  -2.5 4.44e+04    -  9.21e-01 6.25e-02f  5\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 290  2.2658217e+02 0.00e+00 1.55e+00  -2.5 7.62e+02    -  1.00e+00 1.00e+00f  1\n",
      " 291  2.2658148e+02 0.00e+00 1.51e+01  -2.5 9.19e+03    -  1.00e+00 2.50e-01f  3\n",
      " 292  2.2658023e+02 0.00e+00 2.85e+00  -2.5 1.05e+03    -  1.00e+00 1.00e+00f  1\n",
      " 293  2.2657978e+02 0.00e+00 1.90e+01  -2.5 5.24e+03    -  1.00e+00 5.00e-01f  2\n",
      " 294  2.2657827e+02 0.00e+00 1.71e+00  -2.5 8.28e+02    -  1.00e+00 1.00e+00f  1\n",
      " 295  2.2657754e+02 0.00e+00 1.18e+01  -2.5 8.26e+03    -  1.00e+00 2.50e-01f  3\n",
      " 296  2.2657648e+02 0.00e+00 4.15e+00  -2.5 1.31e+03    -  1.00e+00 1.00e+00f  1\n",
      " 297  2.2657575e+02 0.00e+00 9.86e+00  -2.5 3.60e+03    -  1.00e+00 5.00e-01f  2\n",
      " 298  2.2657475e+02 0.00e+00 5.66e+00  -2.5 1.55e+03    -  1.00e+00 1.00e+00f  1\n",
      " 299  2.2657407e+02 0.00e+00 1.62e+01  -2.5 2.65e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 300  2.2657284e+02 0.00e+00 1.98e+00  -2.5 9.34e+02    -  1.00e+00 1.00e+00f  1\n",
      " 301  2.2657216e+02 0.00e+00 8.45e+00  -2.5 7.04e+03    -  1.00e+00 2.50e-01f  3\n",
      " 302  2.2657122e+02 0.00e+00 6.86e+00  -2.5 1.76e+03    -  1.00e+00 1.00e+00f  1\n",
      " 303  2.2657034e+02 0.00e+00 9.99e+00  -2.5 2.14e+03    -  1.00e+00 1.00e+00f  1\n",
      " 304  2.2656941e+02 0.00e+00 4.64e+00  -2.5 1.47e+03    -  1.00e+00 1.00e+00f  1\n",
      " 305  2.2656909e+02 0.00e+00 2.01e+01  -2.5 3.09e+03    -  1.00e+00 1.00e+00f  1\n",
      " 306  2.2656758e+02 0.00e+00 1.09e+00  -2.5 7.29e+02    -  1.00e+00 1.00e+00f  1\n",
      " 307  2.2656720e+02 0.00e+00 1.77e+01  -2.5 1.15e+04    -  1.00e+00 2.50e-01f  3\n",
      " 308  2.2656592e+02 0.00e+00 1.31e+00  -2.5 8.13e+02    -  1.00e+00 1.00e+00f  1\n",
      " 309  2.2656532e+02 0.00e+00 1.26e+01  -2.5 9.70e+03    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 310  2.2656439e+02 0.00e+00 2.46e+00  -2.5 1.13e+03    -  1.00e+00 1.00e+00f  1\n",
      " 311  2.2656391e+02 0.00e+00 1.53e+01  -2.5 5.42e+03    -  1.00e+00 5.00e-01f  2\n",
      " 312  2.2656285e+02 0.00e+00 1.57e+00  -2.5 9.15e+02    -  1.00e+00 1.00e+00f  1\n",
      " 313  2.2656223e+02 0.00e+00 8.72e+00  -2.5 8.06e+03    -  1.00e+00 2.50e-01f  3\n",
      " 314  2.2656143e+02 0.00e+00 4.51e+00  -2.5 1.57e+03    -  1.00e+00 1.00e+00f  1\n",
      " 315  2.2656092e+02 0.00e+00 1.58e+01  -2.5 2.96e+03    -  1.00e+00 1.00e+00f  1\n",
      " 316  2.2655986e+02 0.00e+00 1.30e+00  -2.5 8.59e+02    -  1.00e+00 1.00e+00f  1\n",
      " 317  2.2655927e+02 0.00e+00 1.03e+01  -2.5 9.26e+03    -  1.00e+00 2.50e-01f  3\n",
      " 318  2.2655849e+02 0.00e+00 2.83e+00  -2.5 1.28e+03    -  1.00e+00 1.00e+00f  1\n",
      " 319  2.2655791e+02 0.00e+00 9.89e+00  -2.5 4.47e+03    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 320  2.2655716e+02 0.00e+00 2.92e+00  -2.5 1.32e+03    -  1.00e+00 1.00e+00f  1\n",
      " 321  2.2655659e+02 0.00e+00 9.02e+00  -2.5 4.28e+03    -  1.00e+00 5.00e-01f  2\n",
      " 322  2.2655587e+02 0.00e+00 3.29e+00  -2.5 1.42e+03    -  1.00e+00 1.00e+00f  1\n",
      " 323  2.2655532e+02 0.00e+00 7.32e+00  -2.5 3.76e+03    -  1.00e+00 5.00e-01f  2\n",
      " 324  2.2655463e+02 0.00e+00 4.67e+00  -2.5 1.72e+03    -  1.00e+00 1.00e+00f  1\n",
      " 325  2.2655399e+02 0.00e+00 1.08e+01  -2.5 2.63e+03    -  1.00e+00 1.00e+00f  1\n",
      " 326  2.2655327e+02 0.00e+00 2.01e+00  -2.5 1.14e+03    -  1.00e+00 1.00e+00f  1\n",
      " 327  2.2655283e+02 0.00e+00 1.35e+01  -2.5 5.75e+03    -  1.00e+00 5.00e-01f  2\n",
      " 328  2.2655200e+02 0.00e+00 1.20e+00  -2.5 8.97e+02    -  1.00e+00 1.00e+00f  1\n",
      " 329  2.2655147e+02 0.00e+00 8.39e+00  -2.5 9.01e+03    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 330  2.2655083e+02 0.00e+00 2.90e+00  -2.5 1.41e+03    -  1.00e+00 1.00e+00f  1\n",
      " 331  2.2655032e+02 0.00e+00 6.96e+00  -2.5 3.91e+03    -  1.00e+00 5.00e-01f  2\n",
      " 332  2.2654970e+02 0.00e+00 3.93e+00  -2.5 1.66e+03    -  1.00e+00 1.00e+00f  1\n",
      " 333  2.2654915e+02 0.00e+00 1.15e+01  -2.5 2.87e+03    -  1.00e+00 1.00e+00f  1\n",
      " 334  2.2654847e+02 0.00e+00 1.34e+00  -2.5 9.87e+02    -  1.00e+00 1.00e+00f  1\n",
      " 335  2.2654799e+02 0.00e+00 6.00e+00  -2.5 7.66e+03    -  1.00e+00 2.50e-01f  3\n",
      " 336  2.2654740e+02 0.00e+00 4.54e+00  -2.5 1.84e+03    -  1.00e+00 1.00e+00f  1\n",
      " 337  2.2654680e+02 0.00e+00 7.52e+00  -2.5 2.38e+03    -  1.00e+00 1.00e+00f  1\n",
      " 338  2.2654624e+02 0.00e+00 2.69e+00  -2.5 1.43e+03    -  1.00e+00 1.00e+00f  1\n",
      " 339  2.2654578e+02 0.00e+00 6.10e+00  -2.5 3.84e+03    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 340  2.2654523e+02 0.00e+00 3.77e+00  -2.5 1.72e+03    -  1.00e+00 1.00e+00f  1\n",
      " 341  2.2654468e+02 0.00e+00 9.25e+00  -2.5 2.71e+03    -  1.00e+00 1.00e+00f  1\n",
      " 342  2.2654413e+02 0.00e+00 1.52e+00  -2.5 1.11e+03    -  1.00e+00 1.00e+00f  1\n",
      " 343  2.2654374e+02 0.00e+00 1.25e+01  -2.5 6.19e+03    -  1.00e+00 5.00e-01f  2\n",
      " 344  2.2654307e+02 0.00e+00 7.64e-01  -2.5 7.96e+02    -  1.00e+00 1.00e+00f  1\n",
      " 345  2.2654261e+02 0.00e+00 9.64e+00  -2.5 1.10e+04    -  1.00e+00 2.50e-01f  3\n",
      " 346  2.2654208e+02 0.00e+00 1.18e+00  -2.5 1.00e+03    -  1.00e+00 1.00e+00f  1\n",
      " 347  2.2654167e+02 0.00e+00 4.81e+00  -2.5 7.34e+03    -  1.00e+00 2.50e-01f  3\n",
      " 348  2.2654116e+02 0.00e+00 4.31e+00  -2.5 1.93e+03    -  1.00e+00 1.00e+00f  1\n",
      " 349  2.2654065e+02 0.00e+00 5.11e+00  -2.5 2.12e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 350  2.2654017e+02 0.00e+00 3.49e+00  -2.5 1.76e+03    -  1.00e+00 1.00e+00f  1\n",
      " 351  2.2653966e+02 0.00e+00 6.98e+00  -2.5 2.51e+03    -  1.00e+00 1.00e+00f  1\n",
      " 352  2.2653922e+02 0.00e+00 1.71e+00  -2.5 1.25e+03    -  1.00e+00 1.00e+00f  1\n",
      " 353  2.2653878e+02 0.00e+00 6.98e+00  -2.5 4.76e+03    -  1.00e+00 5.00e-01f  2\n",
      " 354  2.2653836e+02 0.00e+00 1.56e+00  -2.5 1.21e+03    -  1.00e+00 1.00e+00f  1\n",
      " 355  2.2653792e+02 0.00e+00 7.42e+00  -2.5 5.01e+03    -  1.00e+00 5.00e-01f  2\n",
      " 356  2.2653751e+02 0.00e+00 1.26e+00  -2.5 1.10e+03    -  1.00e+00 1.00e+00f  1\n",
      " 357  2.2653710e+02 0.00e+00 9.56e+00  -2.5 5.88e+03    -  1.00e+00 5.00e-01f  2\n",
      " 358  2.2653665e+02 0.00e+00 6.84e-01  -2.5 8.19e+02    -  1.00e+00 1.00e+00f  1\n",
      " 359  2.2653623e+02 0.00e+00 6.36e+00  -2.5 9.61e+03    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 360  2.2653585e+02 0.00e+00 1.39e+00  -2.5 1.18e+03    -  1.00e+00 1.00e+00f  1\n",
      " 361  2.2653544e+02 0.00e+00 6.78e+00  -2.5 4.96e+03    -  1.00e+00 5.00e-01f  2\n",
      " 362  2.2653508e+02 0.00e+00 1.10e+00  -2.5 1.06e+03    -  1.00e+00 1.00e+00f  1\n",
      " 363  2.2653467e+02 0.00e+00 8.88e+00  -2.5 5.86e+03    -  1.00e+00 5.00e-01f  2\n",
      " 364  2.2653428e+02 0.00e+00 5.74e-01  -2.5 7.75e+02    -  1.00e+00 1.00e+00f  1\n",
      " 365  2.2653387e+02 0.00e+00 6.13e+00  -2.5 9.81e+03    -  1.00e+00 2.50e-01f  3\n",
      " 366  2.2653354e+02 0.00e+00 1.07e+00  -2.5 1.07e+03    -  1.00e+00 1.00e+00f  1\n",
      " 367  2.2653314e+02 0.00e+00 7.54e+00  -2.5 5.49e+03    -  1.00e+00 5.00e-01f  2\n",
      " 368  2.2653281e+02 0.00e+00 6.27e-01  -2.5 8.27e+02    -  1.00e+00 1.00e+00f  1\n",
      " 369  2.2653244e+02 0.00e+00 4.38e+00  -2.5 8.29e+03    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 370  2.2653213e+02 0.00e+00 1.63e+00  -2.5 1.35e+03    -  1.00e+00 1.00e+00f  1\n",
      " 371  2.2653182e+02 0.00e+00 3.36e+00  -2.5 3.38e+03    -  1.00e+00 5.00e-01f  2\n",
      " 372  2.2653148e+02 0.00e+00 2.43e+00  -2.5 1.66e+03    -  1.00e+00 1.00e+00f  1\n",
      " 373  2.2653108e+02 0.00e+00 4.24e+00  -2.5 2.20e+03    -  1.00e+00 1.00e+00f  1\n",
      " 374  2.2653080e+02 0.00e+00 1.34e+00  -2.5 1.24e+03    -  1.00e+00 1.00e+00f  1\n",
      " 375  2.2653048e+02 0.00e+00 3.49e+00  -2.5 3.63e+03    -  1.00e+00 5.00e-01f  2\n",
      " 376  2.2653019e+02 0.00e+00 1.71e+00  -2.5 1.42e+03    -  1.00e+00 1.00e+00f  1\n",
      " 377  2.2652978e+02 0.00e+00 6.24e+00  -2.5 2.72e+03    -  1.00e+00 1.00e+00f  1\n",
      " 378  2.2652953e+02 0.00e+00 4.61e-01  -2.5 7.44e+02    -  1.00e+00 1.00e+00f  1\n",
      " 379  2.2652921e+02 0.00e+00 3.63e+00  -2.5 7.97e+03    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 380  2.2652895e+02 0.00e+00 1.16e+00  -2.5 1.19e+03    -  1.00e+00 1.00e+00f  1\n",
      " 381  2.2652867e+02 0.00e+00 2.92e+00  -2.5 3.39e+03    -  1.00e+00 5.00e-01f  2\n",
      " 382  2.2652840e+02 0.00e+00 1.52e+00  -2.5 1.37e+03    -  1.00e+00 1.00e+00f  1\n",
      " 383  2.2652803e+02 0.00e+00 4.84e+00  -2.5 2.46e+03    -  1.00e+00 1.00e+00f  1\n",
      " 384  2.2652783e+02 0.00e+00 4.62e-01  -2.5 7.65e+02    -  1.00e+00 1.00e+00f  1\n",
      " 385  2.2652757e+02 0.00e+00 2.35e+00  -2.5 6.38e+03    -  1.00e+00 2.50e-01f  3\n",
      " 386  2.2652731e+02 0.00e+00 1.62e+00  -2.5 1.44e+03    -  1.00e+00 1.00e+00f  1\n",
      " 387  2.2652699e+02 0.00e+00 2.97e+00  -2.5 1.96e+03    -  1.00e+00 1.00e+00f  1\n",
      " 388  2.2652679e+02 0.00e+00 8.31e-01  -2.5 1.04e+03    -  1.00e+00 1.00e+00f  1\n",
      " 389  2.2652653e+02 0.00e+00 2.45e+00  -2.5 3.27e+03    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 390  2.2652632e+02 0.00e+00 9.89e-01  -2.5 1.14e+03    -  1.00e+00 1.00e+00f  1\n",
      " 391  2.2652612e+02 0.00e+00 1.71e+00  -2.5 2.55e+03    -  1.00e+00 5.00e-01f  2\n",
      " 392  2.2652587e+02 0.00e+00 1.61e+00  -2.5 1.47e+03    -  1.00e+00 1.00e+00f  1\n",
      " 393  2.2652563e+02 0.00e+00 1.59e+00  -2.5 1.47e+03    -  1.00e+00 1.00e+00f  1\n",
      " 394  2.2652540e+02 0.00e+00 1.43e+00  -2.5 1.39e+03    -  1.00e+00 1.00e+00f  1\n",
      " 395  2.2652517e+02 0.00e+00 1.53e+00  -2.5 1.45e+03    -  1.00e+00 1.00e+00f  1\n",
      " 396  2.2652496e+02 0.00e+00 1.16e+00  -2.5 1.27e+03    -  1.00e+00 1.00e+00f  1\n",
      " 397  2.2652472e+02 0.00e+00 1.67e+00  -2.5 1.53e+03    -  1.00e+00 1.00e+00f  1\n",
      " 398  2.2652456e+02 0.00e+00 7.12e-01  -2.5 9.99e+02    -  1.00e+00 1.00e+00f  1\n",
      " 399  2.2652426e+02 0.00e+00 2.92e+00  -2.5 2.03e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 400  2.2652416e+02 0.00e+00 1.63e-01  -2.5 4.82e+02    -  1.00e+00 1.00e+00f  1\n",
      " 401  2.2652397e+02 0.00e+00 1.24e+00  -2.5 5.06e+03    -  1.00e+00 2.50e-01f  3\n",
      " 402  2.2652382e+02 0.00e+00 6.10e-01  -2.5 9.36e+02    -  1.00e+00 1.00e+00f  1\n",
      " 403  2.2652358e+02 0.00e+00 1.81e+00  -2.5 1.62e+03    -  1.00e+00 1.00e+00f  1\n",
      " 404  2.2652349e+02 0.00e+00 1.85e-01  -2.5 5.18e+02    -  1.00e+00 1.00e+00f  1\n",
      " 405  2.2652326e+02 0.00e+00 1.78e+00  -2.5 3.14e+03    -  1.00e+00 5.00e-01f  2\n",
      " 406  2.2652319e+02 0.00e+00 1.11e-01  -2.5 4.04e+02    -  1.00e+00 1.00e+00f  1\n",
      " 407  2.2652307e+02 0.00e+00 5.21e-01  -2.5 3.21e+03    -  1.00e+00 2.50e-01f  3\n",
      " 408  2.2652292e+02 0.00e+00 6.74e-01  -2.5 9.99e+02    -  1.00e+00 1.00e+00f  1\n",
      " 409  2.2652282e+02 0.00e+00 2.98e-01  -2.5 6.65e+02    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 410  2.2652266e+02 0.00e+00 8.06e-01  -2.5 1.10e+03    -  1.00e+00 1.00e+00f  1\n",
      " 411  2.2652261e+02 0.00e+00 8.55e-02  -2.5 3.58e+02    -  1.00e+00 1.00e+00f  1\n",
      " 412  2.2652250e+02 0.00e+00 3.97e-01  -2.5 1.46e+03    -  1.00e+00 5.00e-01f  2\n",
      " 413  2.2652244e+02 0.00e+00 1.10e-01  -2.5 4.08e+02    -  1.00e+00 1.00e+00f  1\n",
      " 414  2.2652233e+02 0.00e+00 3.52e-01  -2.5 7.29e+02    -  1.00e+00 1.00e+00f  1\n",
      " 415  2.2652231e+02 0.00e+00 2.02e-02  -2.5 1.75e+02    -  1.00e+00 1.00e+00f  1\n",
      " 416  2.2652210e+02 0.00e+00 1.18e+01  -3.8 1.36e+05    -  7.79e-01 3.12e-02f  6\n",
      " 417  2.2652148e+02 0.00e+00 1.46e+00  -3.8 1.50e+03    -  1.00e+00 1.00e+00f  1\n",
      " 418  2.2652119e+02 0.00e+00 6.44e+00  -3.8 1.16e+04    -  1.00e+00 2.50e-01f  3\n",
      " 419  2.2652075e+02 0.00e+00 4.74e+00  -3.8 2.74e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 420  2.2652039e+02 0.00e+00 8.51e+00  -3.8 3.70e+03    -  1.00e+00 1.00e+00f  1\n",
      " 421  2.2651991e+02 0.00e+00 2.64e+00  -3.8 2.08e+03    -  1.00e+00 1.00e+00f  1\n",
      " 422  2.2651963e+02 0.00e+00 7.79e+00  -3.8 6.55e+03    -  1.00e+00 5.00e-01f  2\n",
      " 423  2.2651918e+02 0.00e+00 3.05e+00  -3.8 2.26e+03    -  1.00e+00 1.00e+00f  1\n",
      " 424  2.2651890e+02 0.00e+00 6.26e+00  -3.8 5.67e+03    -  1.00e+00 5.00e-01f  2\n",
      " 425  2.2651848e+02 0.00e+00 4.57e+00  -3.8 2.81e+03    -  1.00e+00 1.00e+00f  1\n",
      " 426  2.2651814e+02 0.00e+00 8.34e+00  -3.8 3.82e+03    -  1.00e+00 1.00e+00f  1\n",
      " 427  2.2651769e+02 0.00e+00 2.51e+00  -3.8 2.11e+03    -  1.00e+00 1.00e+00f  1\n",
      " 428  2.2651743e+02 0.00e+00 7.78e+00  -3.8 6.84e+03    -  1.00e+00 5.00e-01f  2\n",
      " 429  2.2651700e+02 0.00e+00 2.79e+00  -3.8 2.25e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 430  2.2651673e+02 0.00e+00 6.54e+00  -3.8 6.15e+03    -  1.00e+00 5.00e-01f  2\n",
      " 431  2.2651633e+02 0.00e+00 3.83e+00  -3.8 2.67e+03    -  1.00e+00 1.00e+00f  1\n",
      " 432  2.2651610e+02 0.00e+00 1.08e+01  -3.8 4.51e+03    -  1.00e+00 1.00e+00f  1\n",
      " 433  2.2651558e+02 0.00e+00 1.37e+00  -3.8 1.62e+03    -  1.00e+00 1.00e+00f  1\n",
      " 434  2.2651532e+02 0.00e+00 5.76e+00  -3.8 1.21e+04    -  1.00e+00 2.50e-01f  3\n",
      " 435  2.2651495e+02 0.00e+00 4.64e+00  -3.8 3.02e+03    -  1.00e+00 1.00e+00f  1\n",
      " 436  2.2651461e+02 0.00e+00 6.98e+00  -3.8 3.73e+03    -  1.00e+00 1.00e+00f  1\n",
      " 437  2.2651422e+02 0.00e+00 3.06e+00  -3.8 2.49e+03    -  1.00e+00 1.00e+00f  1\n",
      " 438  2.2651398e+02 0.00e+00 5.35e+00  -3.8 5.58e+03    -  1.00e+00 5.00e-01f  2\n",
      " 439  2.2651362e+02 0.00e+00 5.05e+00  -3.8 3.23e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 440  2.2651328e+02 0.00e+00 5.56e+00  -3.8 3.41e+03    -  1.00e+00 1.00e+00f  1\n",
      " 441  2.2651292e+02 0.00e+00 4.52e+00  -3.8 3.10e+03    -  1.00e+00 1.00e+00f  1\n",
      " 442  2.2651260e+02 0.00e+00 6.68e+00  -3.8 3.80e+03    -  1.00e+00 1.00e+00f  1\n",
      " 443  2.2651224e+02 0.00e+00 3.04e+00  -3.8 2.58e+03    -  1.00e+00 1.00e+00f  1\n",
      " 444  2.2651200e+02 0.00e+00 5.05e+00  -3.8 5.59e+03    -  1.00e+00 5.00e-01f  2\n",
      " 445  2.2651167e+02 0.00e+00 5.14e+00  -3.8 3.39e+03    -  1.00e+00 1.00e+00f  1\n",
      " 446  2.2651134e+02 0.00e+00 4.88e+00  -3.8 3.33e+03    -  1.00e+00 1.00e+00f  1\n",
      " 447  2.2651101e+02 0.00e+00 5.33e+00  -3.8 3.50e+03    -  1.00e+00 1.00e+00f  1\n",
      " 448  2.2651068e+02 0.00e+00 4.40e+00  -3.8 3.20e+03    -  1.00e+00 1.00e+00f  1\n",
      " 449  2.2651038e+02 0.00e+00 6.31e+00  -3.8 3.86e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 450  2.2651004e+02 0.00e+00 3.05e+00  -3.8 2.70e+03    -  1.00e+00 1.00e+00f  1\n",
      " 451  2.2650997e+02 0.00e+00 1.25e+01  -3.8 5.51e+03    -  1.00e+00 1.00e+00f  1\n",
      " 452  2.2650939e+02 0.00e+00 7.56e-01  -3.8 1.37e+03    -  1.00e+00 1.00e+00f  1\n",
      " 453  2.2650930e+02 0.00e+00 1.13e+01  -3.8 2.07e+04    -  1.00e+00 2.50e-01f  3\n",
      " 454  2.2650880e+02 0.00e+00 8.98e-01  -3.8 1.51e+03    -  1.00e+00 1.00e+00f  1\n",
      " 455  2.2650862e+02 0.00e+00 8.29e+00  -3.8 1.76e+04    -  1.00e+00 2.50e-01f  3\n",
      " 456  2.2650825e+02 0.00e+00 1.61e+00  -3.8 2.04e+03    -  1.00e+00 1.00e+00f  1\n",
      " 457  2.2650814e+02 0.00e+00 1.06e+01  -3.8 1.01e+04    -  1.00e+00 5.00e-01f  2\n",
      " 458  2.2650768e+02 0.00e+00 9.58e-01  -3.8 1.60e+03    -  1.00e+00 1.00e+00f  1\n",
      " 459  2.2650748e+02 0.00e+00 7.08e+00  -3.8 1.65e+04    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 460  2.2650716e+02 0.00e+00 2.07e+00  -3.8 2.38e+03    -  1.00e+00 1.00e+00f  1\n",
      " 461  2.2650696e+02 0.00e+00 6.73e+00  -3.8 7.91e+03    -  1.00e+00 5.00e-01f  2\n",
      " 462  2.2650664e+02 0.00e+00 2.23e+00  -3.8 2.49e+03    -  1.00e+00 1.00e+00f  1\n",
      " 463  2.2650644e+02 0.00e+00 5.94e+00  -3.8 7.37e+03    -  1.00e+00 5.00e-01f  2\n",
      " 464  2.2650614e+02 0.00e+00 2.78e+00  -3.8 2.81e+03    -  1.00e+00 1.00e+00f  1\n",
      " 465  2.2650595e+02 0.00e+00 4.44e+00  -3.8 5.93e+03    -  1.00e+00 5.00e-01f  2\n",
      " 466  2.2650567e+02 0.00e+00 4.79e+00  -3.8 3.73e+03    -  1.00e+00 1.00e+00f  1\n",
      " 467  2.2650539e+02 0.00e+00 4.05e+00  -3.8 3.46e+03    -  1.00e+00 1.00e+00f  1\n",
      " 468  2.2650513e+02 0.00e+00 5.55e+00  -3.8 4.07e+03    -  1.00e+00 1.00e+00f  1\n",
      " 469  2.2650485e+02 0.00e+00 2.94e+00  -3.8 2.98e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 470  2.2650472e+02 0.00e+00 1.01e+01  -3.8 5.56e+03    -  1.00e+00 1.00e+00f  1\n",
      " 471  2.2650431e+02 0.00e+00 8.66e-01  -3.8 1.64e+03    -  1.00e+00 1.00e+00f  1\n",
      " 472  2.2650413e+02 0.00e+00 7.00e+00  -3.8 1.79e+04    -  1.00e+00 2.50e-01f  3\n",
      " 473  2.2650383e+02 0.00e+00 1.74e+00  -3.8 2.35e+03    -  1.00e+00 1.00e+00f  1\n",
      " 474  2.2650367e+02 0.00e+00 7.46e+00  -3.8 9.21e+03    -  1.00e+00 5.00e-01f  2\n",
      " 475  2.2650336e+02 0.00e+00 1.48e+00  -3.8 2.20e+03    -  1.00e+00 1.00e+00f  1\n",
      " 476  2.2650326e+02 0.00e+00 9.38e+00  -3.8 1.07e+04    -  1.00e+00 5.00e-01f  2\n",
      " 477  2.2650289e+02 0.00e+00 9.11e-01  -3.8 1.74e+03    -  1.00e+00 1.00e+00f  1\n",
      " 478  2.2650271e+02 0.00e+00 5.98e+00  -3.8 1.69e+04    -  1.00e+00 2.50e-01f  3\n",
      " 479  2.2650244e+02 0.00e+00 2.17e+00  -3.8 2.72e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 480  2.2650227e+02 0.00e+00 5.01e+00  -3.8 7.35e+03    -  1.00e+00 5.00e-01f  2\n",
      " 481  2.2650201e+02 0.00e+00 2.99e+00  -3.8 3.23e+03    -  1.00e+00 1.00e+00f  1\n",
      " 482  2.2650184e+02 0.00e+00 8.13e+00  -3.8 5.35e+03    -  1.00e+00 1.00e+00f  1\n",
      " 483  2.2650153e+02 0.00e+00 1.11e+00  -3.8 1.99e+03    -  1.00e+00 1.00e+00f  1\n",
      " 484  2.2650136e+02 0.00e+00 4.20e+00  -3.8 1.39e+04    -  1.00e+00 2.50e-01f  3\n",
      " 485  2.2650113e+02 0.00e+00 3.99e+00  -3.8 3.81e+03    -  1.00e+00 1.00e+00f  1\n",
      " 486  2.2650090e+02 0.00e+00 4.34e+00  -3.8 4.00e+03    -  1.00e+00 1.00e+00f  1\n",
      " 487  2.2650066e+02 0.00e+00 3.61e+00  -3.8 3.67e+03    -  1.00e+00 1.00e+00f  1\n",
      " 488  2.2650044e+02 0.00e+00 5.09e+00  -3.8 4.39e+03    -  1.00e+00 1.00e+00f  1\n",
      " 489  2.2650020e+02 0.00e+00 2.54e+00  -3.8 3.12e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 490  2.2650011e+02 0.00e+00 9.79e+00  -3.8 6.16e+03    -  1.00e+00 1.00e+00f  1\n",
      " 491  2.2649974e+02 0.00e+00 6.68e-01  -3.8 1.62e+03    -  1.00e+00 1.00e+00f  1\n",
      " 492  2.2649963e+02 0.00e+00 8.08e+00  -3.8 2.19e+04    -  1.00e+00 2.50e-01f  3\n",
      " 493  2.2649933e+02 0.00e+00 9.50e-01  -3.8 1.95e+03    -  1.00e+00 1.00e+00f  1\n",
      " 494  2.2649917e+02 0.00e+00 4.54e+00  -3.8 1.58e+04    -  1.00e+00 2.50e-01f  3\n",
      " 495  2.2649895e+02 0.00e+00 2.89e+00  -3.8 3.45e+03    -  1.00e+00 1.00e+00f  1\n",
      " 496  2.2649878e+02 0.00e+00 6.90e+00  -3.8 5.35e+03    -  1.00e+00 1.00e+00f  1\n",
      " 497  2.2649853e+02 0.00e+00 1.22e+00  -3.8 2.26e+03    -  1.00e+00 1.00e+00f  1\n",
      " 498  2.2649847e+02 0.00e+00 9.57e+00  -3.8 1.23e+04    -  1.00e+00 5.00e-01f  2\n",
      " 499  2.2649812e+02 0.00e+00 6.14e-01  -3.8 1.63e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 500  2.2649802e+02 0.00e+00 8.29e+00  -3.8 2.33e+04    -  1.00e+00 2.50e-01f  3\n",
      " 501  2.2649773e+02 0.00e+00 7.90e-01  -3.8 1.87e+03    -  1.00e+00 1.00e+00f  1\n",
      " 502  2.2649758e+02 0.00e+00 5.36e+00  -3.8 1.84e+04    -  1.00e+00 2.50e-01f  3\n",
      " 503  2.2649736e+02 0.00e+00 1.83e+00  -3.8 2.87e+03    -  1.00e+00 1.00e+00f  1\n",
      " 504  2.2649722e+02 0.00e+00 4.63e+00  -3.8 8.21e+03    -  1.00e+00 5.00e-01f  2\n",
      " 505  2.2649701e+02 0.00e+00 2.36e+00  -3.8 3.29e+03    -  1.00e+00 1.00e+00f  1\n",
      " 506  2.2649691e+02 0.00e+00 8.74e+00  -3.8 6.37e+03    -  1.00e+00 1.00e+00f  1\n",
      " 507  2.2649661e+02 0.00e+00 6.45e-01  -3.8 1.74e+03    -  1.00e+00 1.00e+00f  1\n",
      " 508  2.2649649e+02 0.00e+00 6.80e+00  -3.8 2.19e+04    -  1.00e+00 2.50e-01f  3\n",
      " 509  2.2649625e+02 0.00e+00 1.03e+00  -3.8 2.22e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 510  2.2649612e+02 0.00e+00 3.32e+00  -3.8 1.40e+04    -  1.00e+00 2.50e-01f  3\n",
      " 511  2.2649593e+02 0.00e+00 4.14e+00  -3.8 4.50e+03    -  1.00e+00 1.00e+00f  1\n",
      " 512  2.2649574e+02 0.00e+00 2.63e+00  -3.8 3.61e+03    -  1.00e+00 1.00e+00f  1\n",
      " 513  2.2649559e+02 0.00e+00 6.31e+00  -3.8 5.62e+03    -  1.00e+00 1.00e+00f  1\n",
      " 514  2.2649537e+02 0.00e+00 1.10e+00  -3.8 2.36e+03    -  1.00e+00 1.00e+00f  1\n",
      " 515  2.2649525e+02 0.00e+00 2.89e+00  -3.8 1.30e+04    -  1.00e+00 2.50e-01f  3\n",
      " 516  2.2649508e+02 0.00e+00 5.00e+00  -3.8 5.08e+03    -  1.00e+00 1.00e+00f  1\n",
      " 517  2.2649489e+02 0.00e+00 1.67e+00  -3.8 2.95e+03    -  1.00e+00 1.00e+00f  1\n",
      " 518  2.2649476e+02 0.00e+00 4.39e+00  -3.8 8.65e+03    -  1.00e+00 5.00e-01f  2\n",
      " 519  2.2649458e+02 0.00e+00 2.09e+00  -3.8 3.34e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 520  2.2649451e+02 0.00e+00 8.81e+00  -3.8 6.89e+03    -  1.00e+00 1.00e+00f  1\n",
      " 521  2.2649421e+02 0.00e+00 5.03e-01  -3.8 1.66e+03    -  1.00e+00 1.00e+00f  1\n",
      " 522  2.2649415e+02 0.00e+00 8.36e+00  -3.8 2.65e+04    -  1.00e+00 2.50e-01f  3\n",
      " 523  2.2649388e+02 0.00e+00 5.39e-01  -3.8 1.73e+03    -  1.00e+00 1.00e+00f  1\n",
      " 524  2.2649379e+02 0.00e+00 7.20e+00  -3.8 2.47e+04    -  1.00e+00 2.50e-01f  3\n",
      " 525  2.2649356e+02 0.00e+00 7.01e-01  -3.8 2.00e+03    -  1.00e+00 1.00e+00f  1\n",
      " 526  2.2649343e+02 0.00e+00 4.57e+00  -3.8 1.93e+04    -  1.00e+00 2.50e-01f  3\n",
      " 527  2.2649326e+02 0.00e+00 1.67e+00  -3.8 3.12e+03    -  1.00e+00 1.00e+00f  1\n",
      " 528  2.2649314e+02 0.00e+00 3.81e+00  -3.8 8.33e+03    -  1.00e+00 5.00e-01f  2\n",
      " 529  2.2649297e+02 0.00e+00 2.33e+00  -3.8 3.71e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 530  2.2649284e+02 0.00e+00 6.01e+00  -3.8 5.99e+03    -  1.00e+00 1.00e+00f  1\n",
      " 531  2.2649265e+02 0.00e+00 9.07e-01  -3.8 2.34e+03    -  1.00e+00 1.00e+00f  1\n",
      " 532  2.2649254e+02 0.00e+00 2.94e+00  -3.8 1.48e+04    -  1.00e+00 2.50e-01f  3\n",
      " 533  2.2649238e+02 0.00e+00 3.63e+00  -3.8 4.72e+03    -  1.00e+00 1.00e+00f  1\n",
      " 534  2.2649222e+02 0.00e+00 2.35e+00  -3.8 3.82e+03    -  1.00e+00 1.00e+00f  1\n",
      " 535  2.2649208e+02 0.00e+00 5.43e+00  -3.8 5.84e+03    -  1.00e+00 1.00e+00f  1\n",
      " 536  2.2649191e+02 0.00e+00 1.02e+00  -3.8 2.54e+03    -  1.00e+00 1.00e+00f  1\n",
      " 537  2.2649183e+02 0.00e+00 7.17e+00  -3.8 1.31e+04    -  1.00e+00 5.00e-01f  2\n",
      " 538  2.2649162e+02 0.00e+00 5.63e-01  -3.8 1.91e+03    -  1.00e+00 1.00e+00f  1\n",
      " 539  2.2649151e+02 0.00e+00 5.31e+00  -3.8 2.26e+04    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 540  2.2649134e+02 0.00e+00 9.89e-01  -3.8 2.56e+03    -  1.00e+00 1.00e+00f  1\n",
      " 541  2.2649127e+02 0.00e+00 7.03e+00  -3.8 1.32e+04    -  1.00e+00 5.00e-01f  2\n",
      " 542  2.2649106e+02 0.00e+00 5.45e-01  -3.8 1.92e+03    -  1.00e+00 1.00e+00f  1\n",
      " 543  2.2649095e+02 0.00e+00 5.25e+00  -3.8 2.30e+04    -  1.00e+00 2.50e-01f  3\n",
      " 544  2.2649079e+02 0.00e+00 9.41e-01  -3.8 2.54e+03    -  1.00e+00 1.00e+00f  1\n",
      " 545  2.2649072e+02 0.00e+00 7.16e+00  -3.8 1.36e+04    -  1.00e+00 5.00e-01f  2\n",
      " 546  2.2649051e+02 0.00e+00 4.88e-01  -3.8 1.85e+03    -  1.00e+00 1.00e+00f  1\n",
      " 547  2.2649042e+02 0.00e+00 5.89e+00  -3.8 2.50e+04    -  1.00e+00 2.50e-01f  3\n",
      " 548  2.2649025e+02 0.00e+00 6.95e-01  -3.8 2.23e+03    -  1.00e+00 1.00e+00f  1\n",
      " 549  2.2649014e+02 0.00e+00 3.29e+00  -3.8 1.79e+04    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 550  2.2649000e+02 0.00e+00 2.13e+00  -3.8 3.94e+03    -  1.00e+00 1.00e+00f  1\n",
      " 551  2.2648988e+02 0.00e+00 4.91e+00  -3.8 6.01e+03    -  1.00e+00 1.00e+00f  1\n",
      " 552  2.2648973e+02 0.00e+00 9.25e-01  -3.8 2.62e+03    -  1.00e+00 1.00e+00f  1\n",
      " 553  2.2648965e+02 0.00e+00 6.43e+00  -3.8 1.34e+04    -  1.00e+00 5.00e-01f  2\n",
      " 554  2.2648948e+02 0.00e+00 5.20e-01  -3.8 1.99e+03    -  1.00e+00 1.00e+00f  1\n",
      " 555  2.2648937e+02 0.00e+00 4.64e+00  -3.8 2.28e+04    -  1.00e+00 2.50e-01f  3\n",
      " 556  2.2648923e+02 0.00e+00 9.61e-01  -3.8 2.72e+03    -  1.00e+00 1.00e+00f  1\n",
      " 557  2.2648914e+02 0.00e+00 5.64e+00  -3.8 1.27e+04    -  1.00e+00 5.00e-01f  2\n",
      " 558  2.2648899e+02 0.00e+00 6.28e-01  -3.8 2.22e+03    -  1.00e+00 1.00e+00f  1\n",
      " 559  2.2648889e+02 0.00e+00 3.26e+00  -3.8 1.88e+04    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 560  2.2648876e+02 0.00e+00 1.80e+00  -3.8 3.79e+03    -  1.00e+00 1.00e+00f  1\n",
      " 561  2.2648866e+02 0.00e+00 5.68e+00  -3.8 6.77e+03    -  1.00e+00 1.00e+00f  1\n",
      " 562  2.2648851e+02 0.00e+00 5.72e-01  -3.8 2.16e+03    -  1.00e+00 1.00e+00f  1\n",
      " 563  2.2648841e+02 0.00e+00 3.50e+00  -3.8 2.01e+04    -  1.00e+00 2.50e-01f  3\n",
      " 564  2.2648829e+02 0.00e+00 1.44e+00  -3.8 3.46e+03    -  1.00e+00 1.00e+00f  1\n",
      " 565  2.2648819e+02 0.00e+00 2.75e+00  -3.8 8.24e+03    -  1.00e+00 5.00e-01f  2\n",
      " 566  2.2648807e+02 0.00e+00 2.24e+00  -3.8 4.35e+03    -  1.00e+00 1.00e+00f  1\n",
      " 567  2.2648795e+02 0.00e+00 3.28e+00  -3.8 5.29e+03    -  1.00e+00 1.00e+00f  1\n",
      " 568  2.2648783e+02 0.00e+00 1.52e+00  -3.8 3.61e+03    -  1.00e+00 1.00e+00f  1\n",
      " 569  2.2648775e+02 0.00e+00 2.45e+00  -3.8 7.67e+03    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 570  2.2648763e+02 0.00e+00 2.59e+00  -3.8 4.76e+03    -  1.00e+00 1.00e+00f  1\n",
      " 571  2.2648751e+02 0.00e+00 2.27e+00  -3.8 4.48e+03    -  1.00e+00 1.00e+00f  1\n",
      " 572  2.2648739e+02 0.00e+00 2.89e+00  -3.8 5.07e+03    -  1.00e+00 1.00e+00f  1\n",
      " 573  2.2648728e+02 0.00e+00 1.76e+00  -3.8 3.98e+03    -  1.00e+00 1.00e+00f  1\n",
      " 574  2.2648718e+02 0.00e+00 4.56e+00  -3.8 6.44e+03    -  1.00e+00 1.00e+00f  1\n",
      " 575  2.2648706e+02 0.00e+00 6.78e-01  -3.8 2.50e+03    -  1.00e+00 1.00e+00f  1\n",
      " 576  2.2648697e+02 0.00e+00 2.23e+00  -3.8 1.60e+04    -  1.00e+00 2.50e-01f  3\n",
      " 577  2.2648686e+02 0.00e+00 2.70e+00  -3.8 5.01e+03    -  1.00e+00 1.00e+00f  1\n",
      " 578  2.2648675e+02 0.00e+00 1.81e+00  -3.8 4.13e+03    -  1.00e+00 1.00e+00f  1\n",
      " 579  2.2648664e+02 0.00e+00 3.88e+00  -3.8 6.07e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 580  2.2648654e+02 0.00e+00 8.40e-01  -3.8 2.84e+03    -  1.00e+00 1.00e+00f  1\n",
      " 581  2.2648645e+02 0.00e+00 4.54e+00  -3.8 1.26e+04    -  1.00e+00 5.00e-01f  2\n",
      " 582  2.2648634e+02 0.00e+00 5.89e-01  -3.8 2.40e+03    -  1.00e+00 1.00e+00f  1\n",
      " 583  2.2648625e+02 0.00e+00 2.38e+00  -3.8 1.74e+04    -  1.00e+00 2.50e-01f  3\n",
      " 584  2.2648615e+02 0.00e+00 2.04e+00  -3.8 4.50e+03    -  1.00e+00 1.00e+00f  1\n",
      " 585  2.2648604e+02 0.00e+00 2.70e+00  -3.8 5.19e+03    -  1.00e+00 1.00e+00f  1\n",
      " 586  2.2648594e+02 0.00e+00 1.52e+00  -3.8 3.92e+03    -  1.00e+00 1.00e+00f  1\n",
      " 587  2.2648585e+02 0.00e+00 4.58e+00  -3.8 6.83e+03    -  1.00e+00 1.00e+00f  1\n",
      " 588  2.2648574e+02 0.00e+00 5.06e-01  -3.8 2.28e+03    -  1.00e+00 1.00e+00f  1\n",
      " 589  2.2648565e+02 0.00e+00 2.63e+00  -3.8 1.93e+04    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 590  2.2648556e+02 0.00e+00 1.45e+00  -3.8 3.90e+03    -  1.00e+00 1.00e+00f  1\n",
      " 591  2.2648547e+02 0.00e+00 4.56e+00  -3.8 6.93e+03    -  1.00e+00 1.00e+00f  1\n",
      " 592  2.2648536e+02 0.00e+00 4.64e-01  -3.8 2.22e+03    -  1.00e+00 1.00e+00f  1\n",
      " 593  2.2648528e+02 0.00e+00 2.77e+00  -3.8 2.04e+04    -  1.00e+00 2.50e-01f  3\n",
      " 594  2.2648518e+02 0.00e+00 1.20e+00  -3.8 3.60e+03    -  1.00e+00 1.00e+00f  1\n",
      " 595  2.2648511e+02 0.00e+00 2.12e+00  -3.8 8.12e+03    -  1.00e+00 5.00e-01f  2\n",
      " 596  2.2648501e+02 0.00e+00 1.95e+00  -3.8 4.63e+03    -  1.00e+00 1.00e+00f  1\n",
      " 597  2.2648492e+02 0.00e+00 2.23e+00  -3.8 4.96e+03    -  1.00e+00 1.00e+00f  1\n",
      " 598  2.2648483e+02 0.00e+00 1.68e+00  -3.8 4.33e+03    -  1.00e+00 1.00e+00f  1\n",
      " 599  2.2648473e+02 0.00e+00 2.85e+00  -3.8 5.66e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 600  2.2648464e+02 0.00e+00 9.76e-01  -3.8 3.33e+03    -  1.00e+00 1.00e+00f  1\n",
      " 601  2.2648457e+02 0.00e+00 2.44e+00  -3.8 9.44e+03    -  1.00e+00 5.00e-01f  2\n",
      " 602  2.2648448e+02 0.00e+00 1.27e+00  -3.8 3.83e+03    -  1.00e+00 1.00e+00f  1\n",
      " 603  2.2648440e+02 0.00e+00 4.45e+00  -3.8 7.19e+03    -  1.00e+00 1.00e+00f  1\n",
      " 604  2.2648430e+02 0.00e+00 3.63e-01  -3.8 2.06e+03    -  1.00e+00 1.00e+00f  1\n",
      " 605  2.2648422e+02 0.00e+00 3.12e+00  -3.8 2.32e+04    -  1.00e+00 2.50e-01f  3\n",
      " 606  2.2648414e+02 0.00e+00 7.02e-01  -3.8 2.89e+03    -  1.00e+00 1.00e+00f  1\n",
      " 607  2.2648406e+02 0.00e+00 3.51e+00  -3.8 1.23e+04    -  1.00e+00 5.00e-01f  2\n",
      " 608  2.2648398e+02 0.00e+00 5.27e-01  -3.8 2.52e+03    -  1.00e+00 1.00e+00f  1\n",
      " 609  2.2648391e+02 0.00e+00 1.69e+00  -3.8 1.59e+04    -  1.00e+00 2.50e-01f  3\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 610  2.2648382e+02 0.00e+00 2.14e+00  -3.8 5.12e+03    -  1.00e+00 1.00e+00f  1\n",
      " 611  2.2648374e+02 0.00e+00 1.30e+00  -3.8 4.01e+03    -  1.00e+00 1.00e+00f  1\n",
      " 612  2.2648366e+02 0.00e+00 3.37e+00  -3.8 6.48e+03    -  1.00e+00 1.00e+00f  1\n",
      " 613  2.2648358e+02 0.00e+00 5.01e-01  -3.8 2.51e+03    -  1.00e+00 1.00e+00f  1\n",
      " 614  2.2648352e+02 0.00e+00 1.63e+00  -3.8 1.59e+04    -  1.00e+00 2.50e-01f  3\n",
      " 615  2.2648343e+02 0.00e+00 2.02e+00  -3.8 5.07e+03    -  1.00e+00 1.00e+00f  1\n",
      " 616  2.2648336e+02 0.00e+00 1.28e+00  -3.8 4.05e+03    -  1.00e+00 1.00e+00f  1\n",
      " 617  2.2648327e+02 0.00e+00 3.06e+00  -3.8 6.29e+03    -  1.00e+00 1.00e+00f  1\n",
      " 618  2.2648320e+02 0.00e+00 5.28e-01  -3.8 2.62e+03    -  1.00e+00 1.00e+00f  1\n",
      " 619  2.2648313e+02 0.00e+00 4.21e+00  -3.8 1.44e+04    -  1.00e+00 5.00e-01f  2\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 620  2.2648305e+02 0.00e+00 2.64e-01  -3.8 1.87e+03    -  1.00e+00 1.00e+00f  1\n",
      " 621  2.2648297e+02 0.00e+00 3.51e+00  -3.8 2.66e+04    -  1.00e+00 2.50e-01f  3\n",
      " 622  2.2648290e+02 0.00e+00 3.57e-01  -3.8 2.19e+03    -  1.00e+00 1.00e+00f  1\n",
      " 623  2.2648283e+02 0.00e+00 2.09e+00  -3.8 1.98e+04    -  1.00e+00 2.50e-01f  3\n",
      " 624  2.2648276e+02 0.00e+00 9.52e-01  -3.8 3.60e+03    -  1.00e+00 1.00e+00f  1\n",
      " 625  2.2648270e+02 0.00e+00 1.55e+00  -3.8 7.68e+03    -  1.00e+00 5.00e-01f  2\n",
      " 626  2.2648263e+02 0.00e+00 1.62e+00  -3.8 4.72e+03    -  1.00e+00 1.00e+00f  1\n",
      " 627  2.2648256e+02 0.00e+00 1.45e+00  -3.8 4.48e+03    -  1.00e+00 1.00e+00f  1\n",
      " 628  2.2648248e+02 0.00e+00 1.74e+00  -3.8 4.94e+03    -  1.00e+00 1.00e+00f  1\n",
      " 629  2.2648241e+02 0.00e+00 1.17e+00  -3.8 4.06e+03    -  1.00e+00 1.00e+00f  1\n",
      "iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls\n",
      " 630  2.2648233e+02 0.00e+00 2.47e+00  -3.8 5.93e+03    -  1.00e+00 1.00e+00f  1\n",
      " 631  2.2648227e+02 0.00e+00 5.44e-01  -3.8 2.79e+03    -  1.00e+00 1.00e+00f  1\n",
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     "execution_count": 11,
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   ],
   "source": [
    "using Logging, NLPModels, NLPModelsIpopt, JSOSolvers\n",
    "\n",
    "states = unique(data.state)\n",
    "st_idx = findall([data[data.state .== st,:cases][end] for st in states] .>= 100)\n",
    "states = states[st_idx]\n",
    "clrs = distinguishable_colors(length(states) + 1, [RGB(0, 0, 0), RGB(1.0, 0.0, 0.0)])[2:end]\n",
    "\n",
    "plot(size=(800,300))\n",
    "\n",
    "for (i,st) in enumerate(states)\n",
    "    df = data[data.state .== st,:]\n",
    "    #print(df)\n",
    "    I = setdiff(unique([findfirst(df.date .== dt) for dt in dates]), [nothing])\n",
    "    #print(I)\n",
    "    df = df[I,:]\n",
    "\n",
    "    idx = findfirst(df.cases .≥ 100)\n",
    "    y = df.cases[idx:end]\n",
    "    n = length(y)\n",
    "    x = 1:n\n",
    "\n",
    "    h(β, xi) = β[3] / (1 + exp(-β[1] - β[2] * xi))\n",
    "    lvar = [-Inf; -Inf; y[end] * 2]\n",
    "    uvar = [ 0.0;  Inf;        Inf]\n",
    "\n",
    "    res(β) = [y[i] - h(β, x[i]) for i = 1:n]\n",
    "    nls = ADNLSModel(res, [-1.0; 1.0; y[end] * 3], n, lvar=lvar, uvar=uvar)\n",
    "    output = with_logger(NullLogger()) do\n",
    "        #tron(nls)\n",
    "        ipopt(nls)\n",
    "    end\n",
    "    β = output.solution\n",
    "    \n",
    "    dates_idx = [findfirst(dates .== d) for d in df.date[idx:end]]\n",
    "\n",
    "    next = 7\n",
    "    xnext = (1:n+next)\n",
    "    \n",
    "    plot!(dates_idx, y, m=:dot, ms=5, lab=\"\", c=clrs[i])\n",
    "    \n",
    "    next = 1\n",
    "    xnext = (1:n+next)\n",
    "    append!(dates_idx, dates_idx[end] .+ (1:next))\n",
    "    hx = [h(β, xi) for xi in xnext]\n",
    "    plot!(dates_idx, hx, c=clrs[i], lw=2, yaxis=:log, m=:dot, ms=2,\n",
    "          lab=\"$st max: $(β[3])\")\n",
    "end\n",
    "plot!()"
   ]
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