Commit e1d2b3d5 authored by NUNEZ Arturo's avatar NUNEZ Arturo
Browse files

Automatic commit vendredi 15 décembre 2017, 16:31:57 (UTC+0100)

parent 5e21fe15
......@@ -319,7 +319,7 @@
"\n",
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" <td title=\"Variable name\">Name</td>\n",
" <td title=\"Value of parameter\">Value</td>\n",
" <td title=\"Parabolic error\">Parab Error</td>\n",
......@@ -392,7 +392,7 @@
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......@@ -512,7 +512,7 @@
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......@@ -585,7 +585,7 @@
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......@@ -707,7 +707,7 @@
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......@@ -780,7 +780,7 @@
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......@@ -1920,7 +1920,7 @@
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" <td title=\"Variable name\">Name</td>\n",
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......@@ -1993,7 +1993,7 @@
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......@@ -2113,7 +2113,7 @@
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......@@ -2186,7 +2186,7 @@
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......@@ -2308,7 +2308,7 @@
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......@@ -2381,7 +2381,7 @@
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......@@ -4311,7 +4311,7 @@
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......@@ -4456,7 +4456,7 @@
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......@@ -4569,7 +4569,7 @@
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......@@ -4714,7 +4714,7 @@
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......@@ -9191,7 +9191,7 @@
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......@@ -9240,7 +9240,7 @@
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......@@ -9337,7 +9337,7 @@
"\n",
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......@@ -9386,7 +9386,7 @@
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"\\hline\n",
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......@@ -12034,7 +12034,7 @@
},
{
"cell_type": "code",
"execution_count": 50,
"execution_count": 46,
"metadata": {
"collapsed": false
},
......@@ -12066,7 +12066,7 @@
},
{
"cell_type": "code",
"execution_count": 51,
"execution_count": 54,
"metadata": {
"collapsed": false
},
......@@ -12838,7 +12838,7 @@
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\">"
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\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
......@@ -12857,8 +12857,8 @@
"ax.set_ylabel(r\"$f(v)$\",fontsize=25)\n",
"\n",
"ax.plot(v,maxw,\"k\",lw=2,label=\"Maxwellian (SHM)\")\n",
"ax.plot(v,maxw2,\"k-.\",alpha=0.5)\n",
"ax.plot(v,maxw3,\"k-.\",alpha=0.5)\n",
"ax.plot(v,maxw2,\"k-.\",alpha=1)\n",
"ax.plot(v,maxw3,\"k-.\",alpha=1)\n",
"\n",
"ax.bar((bin_dmo[:-1]+bin_dmo[1:])/2,fdv_dmo,width=bin_dmo[1]-bin_dmo[0],\n",
" linewidth=0,color=\"k\", alpha=0.3,label=\" DMO fdv\\n7.5 kpc < r < 8.5kpc\")\n",
This source diff could not be displayed because it is too large. You can view the blob instead.
......@@ -1855,7 +1855,7 @@
},
{
"cell_type": "code",
"execution_count": 18,
"execution_count": 51,
"metadata": {
"collapsed": false
},
......@@ -1875,12 +1875,12 @@
"\n",
" <table>\n",
" <tr>\n",
" <td title=\"Minimum value of function\">FCN = 0.0130506563063</td>\n",
" <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 410</td>\n",
" <td title=\"Number of call in last migrad\">NCALLS = 410</td>\n",
" <td title=\"Minimum value of function\">FCN = 0.0171122954769</td>\n",
" <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 116</td>\n",
" <td title=\"Number of call in last migrad\">NCALLS = 116</td>\n",
" </tr>\n",
" <tr>\n",
" <td title=\"Estimated distance to minimum\">EDM = 9.1744666672e-05</td>\n",
" <td title=\"Estimated distance to minimum\">EDM = 1.48236851743e-05</td>\n",
" <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
" <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
" UP = 1.0</td>\n",
......@@ -1929,7 +1929,7 @@
"\n",
" <table>\n",
" <tr>\n",
" <td><a href=\"#\" onclick=\"$('#HgGqQFcvET').toggle()\">+</a></td>\n",
" <td><a href=\"#\" onclick=\"$('#qyGIYzRrui').toggle()\">+</a></td>\n",
" <td title=\"Variable name\">Name</td>\n",
" <td title=\"Value of parameter\">Value</td>\n",
" <td title=\"Parabolic error\">Parab Error</td>\n",
......@@ -1943,8 +1943,8 @@
" <tr>\n",
" <td>1</td>\n",
" <td>po</td>\n",
" <td>9.513</td>\n",
" <td>9.95795</td>\n",
" <td>8.58763</td>\n",
" <td>2.69007</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2.0</td>\n",
......@@ -1955,8 +1955,8 @@
" <tr>\n",
" <td>2</td>\n",
" <td>r_s</td>\n",
" <td>2.85591</td>\n",
" <td>12.5722</td>\n",
" <td>3.37728</td>\n",
" <td>10.0715</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
......@@ -1967,20 +1967,20 @@
" <tr>\n",
" <td>3</td>\n",
" <td>al</td>\n",
" <td>0.624225</td>\n",
" <td>4.22393</td>\n",
" <td>1.1</td>\n",
" <td>0.0939495</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.1</td>\n",
" <td>5.0</td>\n",
" <td>0.99</td>\n",
" <td>1.1</td>\n",
" <td></td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>4</td>\n",
" <td>be</td>\n",
" <td>3.14037</td>\n",
" <td>3.13035</td>\n",
" <td>2.82506</td>\n",
" <td>1.38089</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.01</td>\n",
......@@ -1991,8 +1991,8 @@
" <tr>\n",
" <td>5</td>\n",
" <td>ga</td>\n",
" <td>0.0607655</td>\n",
" <td>2.50788</td>\n",
" <td>0.519024</td>\n",
" <td>2.71949</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.01</td>\n",
......@@ -2002,20 +2002,20 @@
" \n",
" </table>\n",
" \n",
" <pre id=\"HgGqQFcvET\" style=\"display:none;\">\n",
" <pre id=\"qyGIYzRrui\" style=\"display:none;\">\n",
" <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
"\\hline\n",
" & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
"\\hline\n",
"1 & po & 9.513e+00 & 9.958e+00 & & & 2.000e+00 & 1.500e+01 & \\\\\n",
"1 & po & 8.588e+00 & 2.690e+00 & & & 2.000e+00 & 1.500e+01 & \\\\\n",
"\\hline\n",
"2 & $r_{s}$ & 2.856e+00 & 1.257e+01 & & & 1.000e+00 & 2.000e+01 & \\\\\n",
"2 & $r_{s}$ & 3.377e+00 & 1.007e+01 & & & 1.000e+00 & 2.000e+01 & \\\\\n",
"\\hline\n",
"3 & al & 6.242e-01 & 4.224e+00 & & & 1.000e-01 & 5.000e+00 & \\\\\n",
"3 & al & 1.100e+00 & 9.395e-02 & & & 9.900e-01 & 1.100e+00 & \\\\\n",
"\\hline\n",
"4 & be & 3.140e+00 & 3.130e+00 & & & 1.000e-02 & 5.000e+00 & \\\\\n",
"4 & be & 2.825e+00 & 1.381e+00 & & & 1.000e-02 & 5.000e+00 & \\\\\n",
"\\hline\n",
"5 & ga & 6.077e-02 & 2.508e+00 & & & 1.000e-02 & 5.000e+00 & \\\\\n",
"5 & ga & 5.190e-01 & 2.719e+00 & & & 1.000e-02 & 5.000e+00 & \\\\\n",
"\\hline\n",
"\\end{tabular}</textarea>\n",
" </pre>\n",
......@@ -2040,7 +2040,7 @@
"m_rho_hydro = Minuit(chi2_rho_hydro, \n",
" po=8.0, error_po=0.01, limit_po =(2.,15.),\n",
" r_s=2.3, error_r_s=0.1, limit_r_s=(1.,20),\n",
" al=2., error_al=0.01, limit_al =(0.1,5),\n",
" al=2., error_al=0.01, limit_al =(0.9,1),\n",
" be=3., error_be=0.01, limit_be =(0.01,5.),\n",
" ga=1., error_ga=0.01, limit_ga =(0.01,5.))\n",
"m_rho_hydro.migrad();"
......@@ -2048,7 +2048,7 @@
},
{
"cell_type": "code",
"execution_count": 19,
"execution_count": 52,
"metadata": {
"collapsed": false
},
......@@ -2068,12 +2068,12 @@
"\n",
" <table>\n",
" <tr>\n",
" <td title=\"Minimum value of function\">FCN = 0.0973343457479</td>\n",
" <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 174</td>\n",
" <td title=\"Number of call in last migrad\">NCALLS = 174</td>\n",
" <td title=\"Minimum value of function\">FCN = 0.0977689428682</td>\n",
" <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 150</td>\n",
" <td title=\"Number of call in last migrad\">NCALLS = 150</td>\n",
" </tr>\n",
" <tr>\n",
" <td title=\"Estimated distance to minimum\">EDM = 7.308795512e-08</td>\n",
" <td title=\"Estimated distance to minimum\">EDM = 5.35727742112e-05</td>\n",
" <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
" <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
" UP = 1.0</td>\n",
......@@ -2122,7 +2122,7 @@
"\n",
" <table>\n",
" <tr>\n",
" <td><a href=\"#\" onclick=\"$('#VkkNUmIaRh').toggle()\">+</a></td>\n",
" <td><a href=\"#\" onclick=\"$('#VbFfviMbci').toggle()\">+</a></td>\n",
" <td title=\"Variable name\">Name</td>\n",
" <td title=\"Value of parameter\">Value</td>\n",
" <td title=\"Parabolic error\">Parab Error</td>\n",
......@@ -2136,79 +2136,79 @@
" <tr>\n",
" <td>1</td>\n",
" <td>po</td>\n",
" <td>8.93691</td>\n",
" <td>0.58042</td>\n",
" <td>7.82245</td>\n",
" <td>1.16582</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.56169896761</td>\n",
" <td>10.4642987382</td>\n",
" <td>7.72886288587</td>\n",
" <td>9.44638797161</td>\n",
" <td></td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>2</td>\n",
" <td>r_s</td>\n",
" <td>2.57032</td>\n",
" <td>0.479867</td>\n",
" <td>3.03955</td>\n",
" <td>0.652334</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2.57031641797</td>\n",
" <td>3.14149784419</td>\n",
" <td>3.03954846522</td>\n",
" <td>3.71500367971</td>\n",
" <td></td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>3</td>\n",
" <td>al</td>\n",
" <td>0.561804</td>\n",
" <td>0.106806</td>\n",
" <td>0.99</td>\n",
" <td>0.125611</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.561802236086</td>\n",
" <td>0.686647177439</td>\n",
" <td>0.989999998805</td>\n",
" <td>1.20999999854</td>\n",
" <td></td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>4</td>\n",
" <td>be</td>\n",
" <td>3.45441</td>\n",
" <td>0.51244</td>\n",
" <td>3.10753</td>\n",
" <td>0.351473</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2.8263372104</td>\n",
" <td>3.45441214605</td>\n",
" <td>2.54255315354</td>\n",
" <td>3.10756496544</td>\n",
" <td></td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>5</td>\n",
" <td>ga</td>\n",
" <td>0.0668416</td>\n",
" <td>0.010314</td>\n",
" <td>0.570923</td>\n",
" <td>0.0519026</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0546889338983</td>\n",
" <td>0.0668420303201</td>\n",
" <td>0.467121162821</td>\n",
" <td>0.57092586567</td>\n",
" <td></td>\n",
" </tr>\n",
" \n",
" </table>\n",
" \n",
" <pre id=\"VkkNUmIaRh\" style=\"display:none;\">\n",
" <pre id=\"VbFfviMbci\" style=\"display:none;\">\n",
" <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
"\\hline\n",
" & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
"\\hline\n",
"1 & po & 8.937e+00 & 5.804e-01 & & & 8.562e+00 & 1.046e+01 & \\\\\n",
"1 & po & 7.822e+00 & 1.166e+00 & & & 7.729e+00 & 9.446e+00 & \\\\\n",
"\\hline\n",
"2 & $r_{s}$ & 2.570e+00 & 4.799e-01 & & & 2.570e+00 & 3.141e+00 & \\\\\n",
"2 & $r_{s}$ & 3.040e+00 & 6.523e-01 & & & 3.040e+00 & 3.715e+00 & \\\\\n",
"\\hline\n",
"3 & al & 5.618e-01 & 1.068e-01 & & & 5.618e-01 & 6.866e-01 & \\\\\n",
"3 & al & 9.900e-01 & 1.256e-01 & & & 9.900e-01 & 1.210e+00 & \\\\\n",
"\\hline\n",
"4 & be & 3.454e+00 & 5.124e-01 & & & 2.826e+00 & 3.454e+00 & \\\\\n",
"4 & be & 3.108e+00 & 3.515e-01 & & & 2.543e+00 & 3.108e+00 & \\\\\n",
"\\hline\n",
"5 & ga & 6.684e-02 & 1.031e-02 & & & 5.469e-02 & 6.684e-02 & \\\\\n",
"5 & ga & 5.709e-01 & 5.190e-02 & & & 4.671e-01 & 5.709e-01 & \\\\\n",
"\\hline\n",
"\\end{tabular}</textarea>\n",
" </pre>\n",
......@@ -2243,7 +2243,7 @@
},
{
"cell_type": "code",
"execution_count": 20,
"execution_count": 53,
"metadata": {
"collapsed": false
},
......@@ -2317,7 +2317,7 @@
"\n",
" <table>\n",
" <tr>\n",
" <td><a href=\"#\" onclick=\"$('#oEIKLQIojp').toggle()\">+</a></td>\n",
" <td><a href=\"#\" onclick=\"$('#vYISHmmebQ').toggle()\">+</a></td>\n",
" <td title=\"Variable name\">Name</td>\n",
" <td title=\"Value of parameter\">Value</td>\n",
" <td title=\"Parabolic error\">Parab Error</td>\n",
......@@ -2390,7 +2390,7 @@
" \n",
" </table>\n",
" \n",
" <pre id=\"oEIKLQIojp\" style=\"display:none;\">\n",
" <pre id=\"vYISHmmebQ\" style=\"display:none;\">\n",
" <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
"\\hline\n",
" & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
......@@ -10329,7 +10329,7 @@
},
{
"cell_type": "code",
"execution_count": 44,
"execution_count": 48,
"metadata": {
"collapsed": false
},
......@@ -11101,7 +11101,7 @@
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\">"
],
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......@@ -11195,7 +11195,7 @@
},
{
"cell_type": "code",
"execution_count": 45,
"execution_count": 47,
"metadata": {
"collapsed": true
},
......@@ -11208,7 +11208,7 @@
},
{
"cell_type": "code",
"execution_count": 46,
"execution_count": 50,
"metadata": {
"collapsed": false
},
......@@ -11980,7 +11980,7 @@
{
"data": {
"text/html": [
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