{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data (1D)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing EPRpy" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "import eprpy as epr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "tempo = epr.load('tempo.DSC')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=tempo.plot()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "eprpy.loader.EprData" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(tempo) # tempo is an EprData object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Every `EprData` object has a plot method for making quick plots for inspection." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = tempo.plot()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Formatting plots" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.set_xlabel('Magnetic Field [Gauss]') # set x axis label\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use attributes directly to plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Alternatively, plots can be made directly using matplotlib and ``EprData`` attributes with full control over formatting." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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ywq6ISn1hljAskeaIhnuRkFkXCiciZTEAEmkg0iuAJWYLPZEO/wLmrAA2NjaitLQUADBw4MCwnssKIBGFggGQSAORXgEsMVvoUSIAmiUMA+c+IGRmZoZ1VxSAAZCIQsMASBRjQgjs378fQPjVHYnZKoBS4Al3EWgAphsOByIf/gUYAIkoNAyARDF26tQpVFZWwm63o7CwMKJ9mK0CeODAAQCRBWKz9QXAAEhE6mMAJIqxvXv3AvBXu6STdbjMVgGUAuBFF10U9nPN1hcAcPDgQQDRBWIGQCLqDAMgUYzt2bMHADBkyJCI92GmqlddXR3KysoAIKKKqJn6QsIKIBGpjQGQKMakADh48OCI92GmqpdU7crJyUFGRkbYz2cADMYASEShYAAkijFpCJgVQD9p+DfS+ZBSGPb5fPB4PIq1Syu1tbU4deoUgMgCoFnvFU1EymIAJIohIYSiQ8BmqABGGwDNdms86QNCbm4u0tPTw35+YH+Y4f1BROpgACSKISWuAAbMtfSJUhVAwByBJ9oPCGYLxESkDgZAohjauXMnAKB///4RXwEMmKsCKK2JGGkAdDgccDqdAMwReKQAOHTo0IieHxcXJ39vhvcHEamDAZAohr755hsAwCWXXBLVfsxSAfR6vVEtASMx05zI3bt3A4i8Amiz2UzVH0SkDgZAohjatm0bgOgDoFkqgIcOHUJzczOSkpIiuguIxExXRXOOKBHFAgMgUQxJAXDUqFFR7ccsFUBpSHzYsGFwOBwR78csFa+qqip5TcRoAqBZ3h9EpB4GQKIYqaysRFFREQBWACVSABw+fHhU+zFLAJSqf/n5+UhLS4t4P2bpDyJSDwMgUYz85z//AQD069cPmZmZUe3LLBWeHTt2AIg+AJplCDja+X8Ss/QHEamHAZAoRpQa/gXMVwEcMWJEVPsxS8VL+pDA/iAitTEAEsXI5s2bAQCXXnpp1PsyQwWwqqoKJSUlAPxzAKNhloqXUh8SGACJqCsMgEQxIITAxo0bAQDjxo2Len9mqADu2rULANCnT5+I7gEcyAyBx+12y32i1EVCRn5/EJG6GACJYuDo0aM4deoUXC4XK4D/R6kLQABzBMA9e/bA7XYjMzMT/fr1i2pfZugPIlIXAyBRDEjVv1GjRgXdqitSZjjBKzXfDTBHxStwjUibzRbVvszw/iAidTEAEsWAFADHjx+vyP7MMAQszYkcPXp01PsyQ+BR8iIhMwRiIlIXAyBRDKxbtw4AcOWVVyqyP6MPAdfW1mLv3r0AgMsvvzzq/ZkhEG/duhWAsleJG/X9QUTqYwAkUllxcTEOHz4Mh8OBb3/724rs0+iBZ+vWrRBCoKCgAD169Ih6f0YPxA0NDdi+fTsAVkSJKDYYAIlUtmbNGgDAFVdcgdTUVEX2afTAIw3/KlH9A4wfeL7++mt4PB7k5eWhoKAg6v1xCJiIusIASKSyTz/9FABw9dVXK7ZPo1cAlQ6ARg88GzZsAOCfIxrtBSCA8QMxEamPAZBIRT6fD2vXrgUATJ48WbH9GrkCKIRgBbCNwACoBKP3BxGpjwGQSEWbNm3C2bNnkZ6ersjcLomRK4AHDx5EeXk54uPjFbngATB24PF4PPjyyy8BKBcAjV4RJSL1MQASqei9994DAFx33XWIi4tTbL9GrgD++9//BgCMGTNGkTURAWMHnp07d6K+vh7p6ekYOnSoIvs0ciAmothgACRSiRAC77//PgDghhtuUHTf0gne7XZDCKHovtUmBcCJEycqtk8jBx5p+Hfs2LFwOByK7NPI/UFEscEASKSSb775BseOHUNSUhKmTp2q6L6lihdgrKqXEAKfffYZAGUDoJErgOvXrweg3PAvYOz+IKLYYAAkUslbb70FAJg+fTqSkpIU3Xfg0KmRTvJ79+5FRUUFEhISVJkTabSKl8/nkwOxUouEA8btDyKKHQZAIhW43W68/vrrAIA5c+Yovn+XyyV/b6STvBR2xo0bF1TFjJZRA8/OnTtx5swZJCcnK3ZFNGDc/iCi2GEAJFLBRx99hDNnziA3NxfTp09XfP82m82Qw3yrV68GoOzwL2DcIU9piaAJEyYEhfpoGbU/iCh2GACJVPDXv/4VgL/653Q6VTmG0ao8TU1N8l1Rrr32WkX3bbS+kEj9MWnSJEX3a9T+IKLYYQAkUlhxcTFWrVoFAJg7d65qxzFaleezzz5DY2MjevfujREjRii6byOui+h2u/HFF18AUPYuMYCxlwkiothgACRS2B/+8Af4fD5cffXVGDBggGrHMVqV5+OPPwYAzJgxQ5HbnQUyYuD56quv0NjYiO7duyu2/p/EiIGYiGKLAZBIQdXV1XjllVcAAPfdd5+qxzJSBVAIgY8++giAf1FspRktDAPn5v9NmjQJdruyf4qN2B9EFFsMgEQKWrRoEerq6jB06FDF1/5ry0gn+a+//hrHjx9HcnIyrrrqKsX3b6QwLJHm/yk9/AsYsyJKRLHFAEikkKKiIvzhD38AAPz2t79VfJizLSOFnrfffhsA8J3vfAeJiYmK799IYRgAqqqqsHnzZgDKXwACcAiYiLrGAEikkAULFsDtdmPy5MmqLP3SllFCj8/nwzvvvAMAmD17tirHCAw8Rrg13qpVq+D1ejF48GD07dtX8f0HvjeM0B9EFHsMgEQKWLVqFZYtWwabzYYlS5aoXv0DjFMB3LBhA0pLS5GWloZp06apcozARaXdbrcqx1DSihUrACi/HI5E6g+fzwePx6PKMYjI2BgAiaJ05swZ3HbbbQCA+fPnY/jw4TE5rlEqgNJFMd/97ncVvftHoMBb4+m9P7xeLz755BMA/iui1WDUWwUSUewwABJFoaWlBbNmzUJpaSkGDBiAxYsXx+zYRqgAVlZWYtmyZQCAO+64Q7XjBN5FQ8/9AQCbNm1CZWUlMjIyMHbsWFWOERi09R6IiUgbDIBEERJC4Mc//jE2bNiAtLQ0LF++HElJSTE7vhEqgK+99hpaWlowcuRIjB49WrXjBN4aT8/9AQBvvfUWAH/1T627xDgcDnnfeu8PItIGAyBRhJ544gm88cYbcDgcePfddzF48OCYHl/vAVAIgT//+c8AgHnz5qk+L1Lv/QH4q5PSFdE//OEPVT0WrwQmos4wABJF4LnnnsMjjzwCAHjhhRcwefLkmLdB70PAn332GQ4ePIiUlBT84Ac/UP14eu8PwF/9q6qqQl5enirrIQYyQiAmIu0wABKFwePx4Je//CXuvfdeAMCDDz6I22+/XZO26P0EL1X/brnlFqSmpqp+PL33h8/nw9NPPw0AuPvuu+FwOFQ9nlGGxIlIG+pMQCEyofLyctx00034/PPPAQBPPvkkHnzwQc3ao+eKV3FxMd577z0A/uHfWND7kOeKFSuwb98+pKWlxeRDg977g4i0xQogURc8Hg9eeuklDB8+HJ9//jlSUlLwzjvvYOHChTFZ768jeq54PfPMM/B6vZg8eTJGjBgRk2PqueIlhMBjjz0GAPjpT3+KtLQ01Y+p5/cHEWmPFUCiDjQ3N+PNN9/EkiVLsH//fgDA0KFD8e6776KwsFDj1um3AnjmzBl57b8HHnggZsfVc+D54IMPsG3bNiQnJ+O+++6LyTH1HIiJSHsMgEQBhBDYvHkzli1bhrfeegunTp0CAGRlZeHRRx/FvHnzEBcXp3Er/fQaeJ599lk0NTVh1KhRql/oEEivgcfn8+Ghhx4CANxzzz3o3r17TI7LIWAi6gwDIFlec3MztmzZgg8//BDLli1DSUmJ/Lv8/Hzcc889+PGPfxyTYbtw6PEEX15ejueeew4A8Otf/zqmQ+R67A8AeOedd7B7926kp6fHrPoH6DcQE5E+MACSpQghUFFRgS1btmDDhg1Yv349tm7dGnT/2JSUFHznO9/BjTfeiGuuuUY3Fb+29HiCf/LJJ9HY2IgrrrgCM2fOjOmx9VgRbW5uli8U+vnPf47MzMyYHVuP/UFE+sEASKZTW1uL0tJSnDhxAsePH8fx48dx+PBh7Nq1C0eOHEF9ff15z+nZsye+/e1v4/vf/z6mT5+OxMREDVoeHr2d4I8cOYKXXnoJAPCb3/wm5hfI6HFO5NNPP42jR4+iV69e8tJBsaLXiigR6QMDIOmC1+tFa2tr0Fd9fT3Onj2LM2fOoLq6Gq2trfB4PGhubkZlZSUqKytx9uxZ+d+zZ8+ivLwcdXV1nR7LZrNh4MCBuPLKKzF+/HiMHz8eF1xwgaZX9EZCb4Hn4YcfhsfjwbRp0zBhwoSYH19vgbi4uBhPPfUUAOD3v/99TNZCDKTHCjER6YcuA+D+/fvR3NwMr9cLr9cLn8/X7vcejwdutxstLS1oaWmRfy+EgMPhQFxcHOLi4uB0OoP+bW5uDjppBp74pe/tdjtSUlIQFxcHt9sNt9sNj8cjb+fz+eDxeOD1euXn2e122Gy2oO/dbjeam5shhIDT6ezwKz4+Hh6PBx6PB62trfLra2pqQktLC+x2OxwOB+x2O4QQQa+17ZfUHqkdra2tcLvd8Pl8Qe0O/Gr7WHvbtLa2wuVyISkpCQ6H47zQJvVTS0sL3G436uvrUVdXF7SN9PrafkntVkpGRgby8vLQu3dv5Ofno2/fvhg2bBgKCwtRUFAghwUj01Pg2b59u3yPWyn0xJreKl733XcfmpubMWHCBMyePTvmx9fT+4OI9EeXAfCaa65BUVGR1s0gjSUlJSE7OxvZ2dnIyMiAy+WC0+mEy+VCVlYWunXrJv8rfZ+Tk4O8vDykpKRo3XzV6SnwLFy4EABw00034eKLL9akDXqqeK1evRrvv/8+HA4H/vjHP2pSXdbT+8PM3G43qqqq4Ha75Q/CbT/gtn1MKl7U1dWhoaEh6IO7RPoAL31wb/uBPLAgIn3olh6z2WxITExEfHz8ec9tbGxEZWWlvJ3dbpcLFj6fDwCCigltv4/mMT08B4D8mj0eD1paWuDxeOTfS4Uil8sl96G0ndTPUp+296+0H4fDIX/17dsX69atC+dtFRO6DIA9e/YMqnpJla/2vo+Pj0d8fLwcDux2/9rWUhUrsOok/ZuQkACXywWbzRb0pgj83uPxoKGhAa2trYiPj5criNL+bTYbnE4nHA6H/D9O24qcz+eDy+VCQkKC/GYLrPJJ30uVs8BKpVTBTExMhMvlkvfn9Xphs9nkfpAqfW2/pO19Pp8cmpxOZ1C7pa+2P3f2WGtrKxobG+H1es+rsgb+t3C5XEhOTkZqaqq8TVdf0uuXvjfakGys6SXwfPHFF/jkk0/gdDrxxBNPaNYOvVS83G435s+fDwCYP38+hg4dqkk79PL+0Auv14vq6mpUVVWhqqoKlZWV8vfSV2NjI5qbm9Hc3IympiZ5FKOuru68ECeNJDFgU1fUvu1jpHQZAL/88kutm0Cke3oIPEII/OpXvwIA/OQnP8GFF16oWVv0Mifyueeew8GDB9GjRw88+uijmrVDD+8PtQkhUFlZiSNHjqCoqEi+8Ku0tDQo4FVWVqK2tlbVtrhcLvkDbOD37f0sfdhNTU1FcnKyXFiQXpP0Id7r9crVqsAP420LIoFFEGl6TtvpQ9JXUlISsrKy4HQ65aKFVCyQigrAuWlE7X0fzWNaPyfw9Ur/baR+BCAXaFpaWuSQLxU4pOJG4H+Dtv8GHkMqRLlcrojfV2rSZQAkoq7pIfB88skn+PLLL5GYmCgvdqwVPQSe0tJSPP744wCA3/3ud0hPT9esLWYbAi4vL8eGDRuwZ88eHDp0CIcOHcLBgwdRXV0d1n5SUlKQmZkpf2VlZSEzMxMZGRlISUlBQkKC/JWSkoK0tDSkpKQgPj4+aJRC2iY5ORmZmZlBIY7ICBgAiQxK68Dj8/nw61//GgBw1113ITc3V5N2SLTuDwC4++670dDQgHHjxuG///u/NWsHYOwhYCEEioqKsH79enzxxRdYv349Dh061OH2vXv3Rr9+/dCnTx/54q/s7Ozzgl5GRoZu1/UkijUGQCKD0jrwvP/++9i+fTtSU1Njes/fjmhdEf3444/x3nvvweFw4IUXXtB8DqvW749wNTY24uOPP8by5cvxxRdfoLS0NOj3NpsNw4YNw6WXXooBAwZgwIABGDhwIPr374+kpCSNWk1kXAyARAYlBZ7W1lZ5/k6seL1ePPzwwwD8d7jo1q1bzI7dES0DT0NDA+68804A/uVfhg8fHvM2tGWUIeD9+/fjt7/9Ld555x00NDTIjzudTlx22WW48sor8a1vfQtjx46N6Z1UiMyOAZDIoALXMmxpaYnp3UvefPNN7Nu3D5mZmTG/w0VHtKwALlmyBCUlJSgoKJCDsdb0PgS8b98+PPbYY1i2bJm8AkO/fv0we/ZsTJkyBZdffjkre0QqYgAkMijpBA/ENgC63W756tYHHnhA0wsdAmlVATx9+jSWLFkCwH/hR3JyckyP3xG9DgHX1NTgsccew//8z//Ii+vPnDkTv/zlLzFmzBjNh86JrIIBkMig4uLi5CUHYnmSX7p0KYqKitCjRw/cddddMTtuV7QKPIsXL0Z9fT0uueQSfO9734vpsTujtyFgIQRef/11/PKXv0RFRQUA4Dvf+Q6eeOIJXQyZE1kNAyCRQdlsNiQkJKCpqSlmocfj8eC3v/0tAGDBggW6qXYB2gwBl5SU4E9/+hMAfxDU01IgehoCrq+vx7x58/Dmm28CAAoLC/H8889j6tSpGreMyLoYAIkMLD4+Xl7wNRaWLVuGo0ePIjs7Gz/5yU9icsxQaVEBXLRoEdxuNyZOnIjJkyfH7Lih0MsQ8KFDh3D99ddj7969cDgcePzxx3H//ffrdnFcIqtgACQysFie5H0+HxYvXgzAv96dnqp/QOyHPE+ePImlS5cCAB599FHdzV3TelkcADh8+DC+/e1vo6ysDLm5ufjf//1fXHnllZq1h4jOYQAkMrBYhp4VK1Zg9+7dSE1NlZc80ZNYD3k+//zzcLvdGDt2rC5DjfTeaGpq0uT4R48excSJE1FWVoYhQ4ZgzZo16NmzpyZtIaLzMQASGVgsQ88zzzwDAPjpT3+qy/XYYlkNrampwYsvvgjAfyW03qp/gLYXgVRWVmLq1Kk4ceIELrroIqxduxY9evSIeTuIqGP6mbFMRGGLVejZv38/PvvsM9jtdsyfP1/VY0UqlkOer7zyCmprazF48GDMmDFD9eNFQqs5gF6vFzfeeCMOHz6MgoICrFu3juGPSIcYAIkMLFah589//jMA4LrrrkNeXp6qx4pUrAKPEAJ/+ctfAAD33HOPrq78DaRVBfDZZ5/F2rVrkZycjA8//FDze0QTUfv0+ZeLiEISi9DT2NiI1157DQAwb9481Y4TLakvPB4PvF6vasdZv349Dh48iOTkZNx0002qHSdaUn+0traq2h+BDh48iIceegiAf44k1/cj0i8GQCIDi0WVZ9myZaiurkbfvn0xZcoU1Y4TrbZ3RlHLyy+/DAC4+eabkZqaqtpxotX2VoFqE0Jg/vz5aG5uxuTJkzF37lzVj0lEkWMAJDKwWFwE8tJLLwEA7rjjDt0OdwLBgUet/qiursa7774LALpbB7GtWPRHoI8//hirV6+Gy+XCiy++qMsLY4joHP3+NSeiLqk9BHz48GF89dVXsNvtuPXWW1U5hlKcTiccDgcA9SpeH3zwAZqbmzF48GBcdtllqhxDKYH9oXYA9Hg8uO+++wAAP//5z9G/f39Vj0dE0WMAJDIwtS8C+cc//gEAuPrqqw2xhpvaFdF33nkHADB79mxDVLhidWHMu+++i0OHDqFbt2548MEHVT0WESmDAZDIwNQ8wQsh5Hu3/td//Zfi+1eDmv1RXV2N1atXAwC+//3vK75/NcQiAAoh8Jvf/AYA8LOf/UzX8yKJ6BwGQCIDU/MEv2PHDhw4cAAJCQm4/vrrFd+/GtSsiH7wwQdobW3FkCFDMGjQIMX3r4ZYBMB//etf2LFjB1JSUnDXXXepdhwiUhYDIJGBqR14AGDatGlIS0tTfP9qUDPwSMO/N954o+L7VkssAuBTTz0FwL9EUFZWlmrHISJlMQASGZiaJ/iPPvoIgH/xZ6NQa1mcpqYmrFu3DgAwa9YsRfetJrUD4NatW7Fx40a4XC7ce++9qhyDiNTBAEhkYGpVAMvKyrBt2zYAwDXXXKPovtWk1kUg69evR1NTE3r37o2hQ4cqum81qR0AX3nlFQDA9773PfTq1UuVYxCROhgAiQxMrRP8ihUrAACjR482xNW/ErX6Y+XKlQD8w+FGuPpXomYAbGxslK8S//GPf6z4/olIXQyARAam1gneiMO/gHoV0cAAaCRqTxGora3FBRdcgAkTJii+fyJSFwMgkYGpEXiampqwZs0aAMYLgGoEnmPHjmHfvn1wOBy4+uqrFdtvLKgZAJctWwbAvyainu8QQ0Tt4/+1RAamxgl+3bp1aGpqQn5+PoYPH67YfmNBjf6Q1v674oorkJGRodh+Y0GtAFhfX49PPvkEgHHWRCSiYAyARAamxlWvn376KQD/xR9Gmu8GqFMR/fzzzwEAkyZNUmyfsaLmHNHm5mb0798fI0eOVHTfRBQbDIBEBqbGVa9S4Jk4caJi+4wVpQOPEELuDyPOc1Prquh//vOfAPzVP6N9SCAiPwZAIgNTOvBUVVVhx44dAIwZeJSuiBYXF+PEiRNwOp244oorFNlnLKlRAfR4PPKwuNHmiBLROQyARAam9JDn+vXrIYRAYWGhoZZ/kShd8friiy8AAJdddhmSkpIU2WcsqREAv/76a1RVVSEjIwOjR49WbL9EFFsMgEQGpvQJ3sjDnYDy/SEFwG9961uK7C/W1AiA0pI4U6ZMgdPpVGy/RBRbDIBEBsYAGEzpiqhZAqCSF8X861//AgBMnz5dsX0SUewxABIZmJKBp6mpSZ7/N378+Kj3pwUlA/GpU6dw+PBh2Gw2jB07Nur9aUGNOaLSLQKnTp2qyD6JSBsMgEQGpuQJfvv27fB4POjRowfy8/Oj3p8WlOyPrVu3AgAuuugiw63/J1E6AG7YsEGeI5qbm6vIPolIGwyARAamZAXw66+/BuC//69Rl/ZQsj+kStell14a9b60wjmRRNQRBkAiA5NO8F6vFx6PJ6p9BQZAo1Iy8EgBcNSoUVHvSysMgETUEQZAIgOTTvBA9Cd5MwRANSqADIB+9fX1cp8Y9SIhIjqHAZDIwKTAA0QXeiorK3H48GEA/jXvjEqpwFNeXo7S0lLYbDZD3+pMyQC4adMmeL1e9O3b17BzRInoHAZAIgNzOBzyWmzRnOS3bNkCABg4cCAyMzMVaZsWlAo8UqXroosuQkpKStTt0oqSAXDz5s0AYNgrookoGAMgkcEpsdabFACNXP0DlBsCNsPwL6BsADTLe4SI/BgAiQxOiduf7dy5EwBw8cUXK9ImrSgVeL755hsAxr4CGFBnWRwGQCJzYAAkMjglTvJSABw+fLgibdKKUne+kPpjxIgRUbdJS0oFwLKyMpSVlcFutxt6TiQRncMASGRw0Q57NjY24tChQwCAYcOGKdYuLShRDa2vr0dRUREAYOjQoYq0SytKBUCp+jd48GAkJydH3S4i0h4DIJHBRXuS37t3L3w+H7p3744ePXoo2bSYUyLw7N27FwDQs2dPZGdnK9IurSgdADn8S2QeDIBEBhftsGfg8K9R7wAiUeIikN27dwMwfvUPOPfecLvd8Pl8Ee9HCoBGvyiGiM5hACQyuGiHPXft2gXA+PP/gOCKlxAion2YMQAC0YVis1wkRETnMAASGVy0w3zSyd3o8/+Ac30hhEBra2tE+zBrAIz0/VFZWYnS0lIA5ugTIvJjACQyuGiHPc0UeJS4M4qZ+sPpdMJu9/+Zj7ZCXFBQgLS0NMXaRkTaYgAkMrhoKoDV1dWoqKgAABQWFiraLi0EBsBI+qOyshInT54E4L/i1ehsNlvUFWIzTREgonMYAIkMLpoT/IEDBwAAubm5pqju2O12xMXFAYisArh//34AQF5eHlJTUxVtm1aUCoBmmCJAROcwABIZXDRDwFIANEP1TxJN4JHWQxw4cKCibdISAyARtYcBkMjglKgAMgD6SQFwwIABirZJS9EsEySEkOdEMgASmQsDIJHBMQAGi6YiauYAGMn7o6SkBHV1dYiLizNVVZSIGACJDC+aE/zBgwcBmCsAKtEfZgo7SnxAuPDCC+W5lURkDgyARAaXmJgIwH9P33D4fD654sUA6B/uZAUwmBk/IBCRHwMgkcFJAbCpqSms55WUlKC5uRkulwt9+/ZVoWXakAJPuP1RXl6OhoYG2O12XHDBBWo0TRNKVADNVBElIj8GQCKDS0pKAhB+4JGqXf3794fD4VC8XVqJNBBL1a6CggK4XC7F26UVVgCJqD0MgEQGF2ngOXr0KAB/ADSTaAOx2apd0dwrmhVAIvNiACQyuEjnAEoBsF+/foq3SUuRBmIzzv8DIq8ANjU1oaSkBAArgERmxABIZHCRVryKiooAwFTz3YDIAzEDYLAjR45ACIGMjAxkZ2er0TQi0hADIJHBRTsEbNYAGG5/HDlyBIB/yRMziTQABg7/2mw2xdtFRNpiACQyOAbAYJFURIUQckXUbEPikQZAM66JSETnMAASGVwkQ57V1dWoqqoCAFMtAQNEFoirqqpQV1cHwLz9EekcUbNdJEREfgyARAYXScVLqnbl5OQgJSVFlXZpJZLAU1xcDADo0aOH/Hyz4BxRImoPAyCRwUVS8TLzyT2S/pACoNmqf0DkUwTMOiRORH4MgEQGF1jxEkKE9ByzLgEDRFcRNWMAlPojnIqox+ORl4Ax43uEiBgAiQxPCoBCCLjd7pCeY+YAGE0F0Iz9EUkAPHHiBDweD1wuF3r16qVW04hIQwyARAYnneCB0EPPiRMnAPhve2Y20cwBZAXQT6qIFhQUwG7naYLIjPh/NpHBxcXFySfpcANgXl6eau3SCucABosmAJqxIkpEfgyARAZns9nCrnqZOQCGOwcwcA1AMwbAaC4SYgAkMi8GQCITCOck39zcjNOnTwMAevfurWq7tBBu4Dl79iwaGhoAmHNInBVAImoPAyCRCYRT9SorKwPgv0NEVlaWqu3SQrjVUOlq1x49esh3zTATBkAiag8DIJEJhFP1Ki0tBeAf/jXjPV7DrQAG9ocZRRMAzbhOJBH5MQASmUA4VS8zz/8Dwp8DKAVAMw6HA+GvE9nU1ISTJ08CYAWQyMwYAIlMIJyqlxQAzR54wr0i2qz9IQVin8+H1tbWLreXhsRTUlJMOUWAiPwYAIlMIJyql9krgFIA9Hg8IQUes1cAA9eJDKdCnJ+fb8opAkTkxwBIZAKRzgE0I6kvAPYH4F8n0uFwAOAUASI6hwGQyAQ4B/CcwCt5wwmAZq0A2my2sC4EMfv7g4j8GACJTIBzAM8JXBibAdAvkvcHAyCRuTEAEplAqHMAPR6PfIWnmU/woVZE6+vrUVNTA8DcATCcCqAVAjERMQASmUKogae8vBw+nw9OpxM5OTmxaJomQq14SWEnNTUVaWlpqrdLKxwCJqK2GACJTCDcwNOrVy/5wgAzCrUiapVqFwMgEbXFAEhkAqEGHrPP/5OEG4jN3h+hBsCWlhb5PtEMgETmxgBIZALSCb6hoaHT7axS3Ql1SNwqATDUQCzdJzo+Pp6LQBOZHAMgkQkkJycDYACUhBp4rFIRDbUCGPj+4CLQRObGAEhkAikpKQC6DoBmX/RYEmogtkp/RBIAicjcGACJTEAKgPX19Z1uZ5WKV7gB0Oz9wQBIRG0xABKZQLgB0Own+HAromYPgOHOiTT7+4OIGACJTEGqeHUWAH0+n2VO8KEEYo/Hg/LycgDmD4C8SpyI2mIAJDKBUCpeZ86cgdvths1mQ25ubqyapolQArG0KLbD4TD1otgAh4CJ6HwMgEQmEErFS6r+5eTkwOVyxaRdWgklEFtlUWyAywQR0fkYAIlMQAo8zc3N8Hg87W5jpZN7OIHYCsOdoVwUY5X7RBORHwMgkQlIJ3ig45M8A2AwKwXA1NRUAJ33x6lTpyxxn2gi8mMAJDKB+Ph4eRizo5O8lQJgKBUvKwVAKRDX1dV1uI30/sjNzTX9kDgRMQASmYLNZuty3puVrvAMpQJopf6QKoChBEArfEAgIgZAItPoKvRYZQkYILwhYCv0BwMgEbXFAEhkEl2FHiud4DkHMBgDMRG1xQBIZBKdrX0nhLBUAOxqDqAQwlIBMLACKIRodxsrDYkTEQMgkWl0VuWpqamRw5AVTvBdVbxqamrkRZGt0B9SAPR4PGhpaWl3Gyt9QCAiBkAi0+jsIhCp2pWZmSkvCmxmUl+0trbC7Xaf93sp7GRlZcn3yTWzwGWCOEWAiAAGQCLT6KzqZbWTe1frIlpp+BcAnE6nHHTbuxAkcEjcKu8RIqtjACQyCWmYr7a29rzfWS0AxsXFybe7ay8QWy0AAp1fCWyl+0QTkR8DIJFJpKenA/DPb2vLihP8O6uIWjEAhlIhtsJ9oonIjwGQyCQyMjIAANXV1ef9zmoVQKDzipcVA2Bn/WHF9weR1TEAEplEZwHQivO7pP7orCJqpf5gACSiQAyARCbBCmAwaUi8s0BspQpgKEPiVnp/EFkdAyCRSYQSAK0UeEKpiFqpP1gBJKJADIBEJtFR4GloaEBVVRUAa53gO+qPlpYWnD59GoA1A2BnV4lbqT+IrI4BkMgkOprzdvz4cQD+IUBpWNQKOgqAUvUvISEB3bp1i3GrtNNZRVR6j+Tn58ewRUSkJQZAIpMIPMEH3u9VOrn36dMHNptNi6ZpoqPAExh2rNQfmZmZACBXgyVCCAZAIgtiACQyCam653a70dzcLD9u1ZN7KAHQSrKysgCcHwArKyvR1NQEgEPARFbCAEhkEikpKbDb/f9LB4YeqwaerobErdYfUgWwsrIy6HGpP7p3746EhISYt4uItMEASGQSdru93aVPAoeArYQVwGAdDQFbtT+IrI4BkMhE2gs9JSUlAKx3gu9oHUCrBh4GQCIKxABIZCJSAAw8yVv1BM8KYLCO5gBatT+IrI4BkMhEcnJyAEBe5y7wCk8OAftJ/WGlNRGBcxXAuro6tLa2yo8zABJZEwMgkYlIAfDUqVMA/OGnoaEBgPUCjxQAGxoa4Ha7AQCNjY3yRRBWCzxSfwC8SIiIGACJTEUKgBUVFQCAoqIi+fHExETN2qWFjIwMOBwOAMCZM2cAWHdRbABwOp1IS0sDwCkCRMQASGQqPXr0AHAuAB4+fBgAMGDAAM3apBW73X5eRdSqi0BL2i4F4/P55NvAMQASWQsDIJGJtA08UgC88MILNWuTltpWRK16RbSkbQCsqKhAa2srbDYbcnNztWwaEcUYAyCRiUgVQAZAv7aB+MiRIwCA/v37a9YmLXXv3h3AuUAs9Ud+fj5cLpdm7SKi2GMAJDIR6UIPqdLFABhcAbR6f0hVvpMnTwI4FwCt2h9EVsYASGQiffv2BeCf5F9TU4NDhw4BsO4Jvm0F0Or9IQXA8vJyAOcCsVUrokRWxgBIZCIpKSnIzs4GAGzduhXl5eWw2WwoLCzUuGXakCqix48fhxDC0hfFAKwAEtE5DIBEJtOvXz8AwPvvvw/Af3JPTU3VskmaKSgoAAAUFxejoqICdXV1sNlsch9ZTdsAyAogkXUxABKZzMCBAwEAS5cuBQCMHDlSu8ZoTBoSP3bsGA4cOADAf0eUhIQEDVulnV69egEASktLgyqiDIBE1sMASGQyY8aMAeC/6wUAjBs3TsvmaEoKgOXl5di0aRMAYMSIERq2SFsXXHABAH8gPnbsGCorK2G323HRRRdp3DIiijUGQCKTGTt2bNDP1157rUYt0V5WVpZ8x4+3334bgLUrorm5uUhOTobP58Py5csBAIWFhZatiBJZGQMgkcmMHDkSl19+OQBg0qRJlp7gb7PZcOmllwIAtm/fDgAYNWqUhi3Sls1mky+AWbZsGQBg+PDhWjaJiDTCAEhkMjabDatWrcJ7770nV3msTArDABAXF4eJEydq2BrtDR48GADkIXErTxEgsjIGQCITSk9Pxw033ICUlBStm6K5adOmyd9fffXVlr0iWnLVVVcF/Txp0iSNWkJEWnJq3QAiIjWNHz8eDz74IL766is8//zzWjdHc9OnT4fdbofP58PgwYMxaNAgrZtERBpgACQiU7PZbFi0aJHWzdCNXr164Y033sDrr7+OJ598EjabTesmEZEGbEII0dVGtbW1SE9PR01NDdLS0mLRLiIiIiIKQzh5jXMAiYiIiCyGAZCIiIjIYhgAiYiIiCyGAZCIiIjIYhgAiYiIiCyGAZCIiIjIYhgAiYiIiCyGAZCIiIjIYhgAiYiIiCyGAZCIiIjIYhgAiYiIiCzGGcpG0u2Ca2trVW0MEREREUVGymlSbutMSAGwrq4OAJCfnx9Fs4iIiIhIbXV1dUhPT+90G5sIISb6fD6UlZUhNTUVNptNsQZ2pra2Fvn5+Th+/DjS0tJickyrYN+qh32rDvareti36mC/qod92zEhBOrq6tCrVy/Y7Z3P8gupAmi325GXl6dI48KVlpbG/8AqYd+qh32rDvareti36mC/qod9276uKn8SXgRCREREZDEMgEREREQWo9sAGB8fj0ceeQTx8fFaN8V02LfqYd+qg/2qHvatOtiv6mHfKiOki0CIiIiIyDx0WwEkIiIiInUwABIRERFZDAMgERERkcUwABIRERFZTEwD4Isvvojhw4fLizeOGTMG//rXvwAAlZWVmD9/PgoLC5GYmIg+ffrgZz/7GWpqas7bz9KlSzF8+HAkJCQgJycHd955Zyxfhi4p0bdbtmzBpEmTkJGRgczMTEydOhU7duzQ4uXoRmf9CgB33HEH+vfvj8TERHTv3h0zZ87E/v37g/ZRUlKCa6+9FklJScjJycEvfvELeDyeWL8U3Ym2b3fs2IGbb74Z+fn5SExMxKBBg/D8889r8VJ0R4n3reTs2bPIy8uDzWZDdXV1jF6BPinVrzyHnU+JvuU5LDwxDYB5eXn4zW9+g23btmHr1q246qqrMHPmTOzZswdlZWUoKyvDkiVLsHv3bixduhQrV67EbbfdFrSPZ555BgsXLsSCBQuwZ88erFmzBlOnTo3ly9ClaPu2vr4e06ZNQ58+fbB582Zs2LABqampmDp1KlpbWzV8ZdrqrF8BYNSoUXj11Vexb98+rFq1CkIITJkyBV6vFwDg9Xpx7bXXwu1248svv8Rrr72GpUuX4uGHH9byZelCtH27bds25OTk4I033sCePXuwcOFC/OpXv8If//hHLV+WLkTbt4Fuu+02DB8+PNYvQZeU6Feew9oXbd/yHBYBobHMzEzxyiuvtPu7ZcuWCZfLJVpbW4UQQlRWVorExESxZs2aWDbRsMLp2y1btggAoqSkRN5m586dAoA4dOhQTNprFJ31644dOwQAcfjwYSGEEJ988omw2+2ivLxc3ubFF18UaWlpoqWlJSbtNZJw+rY9/+///T8xceJEtZpnaJH07QsvvCAmTJgg1q5dKwCIqqqqGLTUWMLpV57DwhNO3/IcFj7N5gB6vV68/fbbaGhowJgxY9rdpqamBmlpaXA6/bcs/vTTT+Hz+VBaWopBgwYhLy8PN954I44fPx7LputeJH1bWFiIbt264a9//Svcbjeamprw17/+FYMGDULfvn1j2Hr96qpfGxoa8Oqrr6Jfv37Iz88HAGzatAnDhg1Djx495O2mTp2K2tpa+ZMtRda37ampqUFWVpaaTTWcSPt27969ePzxx/H66693eVN5K4qkX3kOC00kfctzWARinTh37twpkpOThcPhEOnp6WLFihXtbnf69GnRp08f8eCDD8qPLV68WMTFxYnCwkKxcuVKsWnTJjFp0iRRWFjIaoqIrm+FEGLXrl2if//+wm63C7vdLgoLC0VxcXEsmq5rXfXrn/70J5GcnCwAiMLCwqAqyk9+8hMxZcqUoO0bGhoEAPHJJ5/EpP16Fk3ftrVx40bhdDrFqlWr1G62IUTTt83NzWL48OHi73//uxBCiH//+9+sAP6faPqV57DORfv3gOew8MQ8ALa0tIhDhw6JrVu3igULFojs7GyxZ8+eoG1qamrE6NGjxbRp04Tb7ZYfX7RokQAQ9Ae+oqJC2O12sXLlypi9Br2Kpm8bGxvF6NGjxQ9/+EPx9ddfi02bNonvfve7YsiQIaKxsTHWL0VXuurX6upqcfDgQfH555+L6667TlxyySWiqalJCMEA2JVo+jbQrl27RHZ2tnjiiSdi2Xxdi6Zv7733XjF79mx5WwbAc6LpV57DOhdN3/IcFj7N5wBOmjRJ3H777fLPtbW1YsyYMWLSpEnn/aH/29/+JgCI48ePBz2ek5Mj/vKXv8SkvUYSTt++8sorIicnR3i9XvmxlpYWkZSUJP7xj3/ErM1G0LZfA0l99tZbbwkhhHjooYfEiBEjgrY5evSoACC++eYbtZtqOOH0rWTPnj0iJyfnvIo2BQunb0eMGCHsdrtwOBzC4XAIu90uAAiHwyEefvjhWDZb98LpV57DwhNO3/IcFj7NJ3b4fD60tLQAAGprazFlyhS4XC58+OGHSEhICNp23LhxAIADBw7Ij1VWVuLMmTMoKCiIXaMNIpy+bWxshN1uh81mkx+Tfvb5fDFtt94F9mtbwv+hSv79mDFjsGvXLlRUVMjbfPrpp0hLS8PgwYNj0l4jCadvAWDPnj2YOHEi5syZg0WLFsWqmYYUTt++99572LFjB7Zv347t27fjlVdeAQCsX7+eS5a0EU6/8hwWnnD6luewCMQybS5YsEB8/vnnoqioSOzcuVMsWLBA2Gw2sXr1alFTUyMuv/xyMWzYMHH48GFx8uRJ+cvj8cj7mDlzphgyZIjYuHGj2LVrl5gxY4YYPHhw0HCmFUXbt/v27RPx8fHipz/9qdi7d6/YvXu3uOWWW0R6erooKyvT+NVpp7N+PXLkiHjqqafE1q1bxbFjx8TGjRvFddddJ7KyssSpU6eEEEJ4PB4xdOhQMWXKFLF9+3axcuVK0b17d/GrX/1K41emvWj7dteuXaJ79+7illtuCXpPV1RUaPzKtBdt37bFIWA/JfqV57D2Rdu3PIeFL6YBcO7cuaKgoEC4XC7RvXt3MWnSJLF69WohxLk/MO19FRUVyfuoqakRc+fOFRkZGSIrK0vMmjUr6LJvq1Kib1evXi3GjRsn0tPTRWZmprjqqqvEpk2bNHpF+tBZv5aWlorp06eLnJwcERcXJ/Ly8sQPfvADsX///qB9FBcXi+nTp4vExESRnZ0t7rvvPnn5HSuLtm8feeSRdt/TBQUFGr0i/VDifRuIAdBPiX7lOax9SvQtz2HhsQkhRIyLjkRERESkIc3nABIRERFRbDEAEhEREVkMAyARERGRxTAAEhEREVkMAyARERGRxTAAEhEREVkMAyARERGRxTAAEpFhPfrooxg5cqQq+7711ltx/fXXh7z9Z599BpvNhurq6g63Wbp0KTIyMjr8fXFxMWw2G2w2m2qvK9Cjjz4qH++5555T/XhEpB8MgEQWcuutt8Jms2HevHnn/e7OO++EzWbDrbfeGvuGhcBms2H58uVBj91///1Yu3ZtxPsMDECBX2vWrMHzzz+PpUuXRtfoCK1Zsyaq17V06dJ2X1fgV3FxMe6//36cPHkSeXl5CraeiIzAqXUDiCi28vPz8fbbb+PZZ59FYmIiAKC5uRlvvfUW+vTpo3HrwpOSkoKUlJSo9jFkyBCsWbMm6LGsrCy4XK6o9huNbt26oVu3bhE/f/bs2Zg2bZr88w033IChQ4fi8ccflx/r3r07HA4HUlJS4HA4omovERkPK4BEFnPJJZcgPz8f77//vvzY+++/jz59+uDiiy8O2nblypUYP348MjIy0K1bN8yYMQNHjhwJ2ubLL7/EyJEjkZCQgEsvvRTLly+HzWbD9u3bAZwbGl27di0uvfRSJCUlYezYsThw4EDQfj744ANccsklSEhIwAUXXIDHHnsMHo8HANC3b18AwKxZs2Cz2eSf2xsC/tvf/oYhQ4YgPj4eubm5uOuuuzrtD6fTiZ49ewZ9uVyu84aAfT4fFi9ejH79+iExMREjRozAu+++2+m+ly5dij59+iApKQmzZs3C2bNnO92+I1JbnnrqKfTo0QMZGRl4/PHH4fF48Itf/AJZWVnIy8vDq6++CgBITEw87/UkJSUFPcbQR2RtDIBEFjR37lw5LAD+0PSjH/3ovO0aGhrw85//HFu3bsXatWtht9sxa9Ys+Hw+AEBtbS2uu+46DBs2DN988w2eeOIJPPDAA+0ec+HChfj973+PrVu3wul0Yu7cufLv1q9fjx/+8Ie4++67sXfvXrz00ktYunQpFi1aBADYsmULAODVV1/FyZMn5Z/bevHFF3HnnXfi9ttvx65du/Dhhx/iwgsvjKyT2li8eDFef/11/PnPf8aePXtw77334pZbbsHnn3/e7vabN2/Gbbfdhrvuugvbt2/HxIkT8eSTT0Z8/HXr1qGsrAxffPEFnnnmGTzyyCOYMWMGMjMzsXnzZsybNw933HEHTpw4EfExiMhCBBFZxpw5c8TMmTNFRUWFiI+PF8XFxaK4uFgkJCSI06dPi5kzZ4o5c+Z0+PzTp08LAGLXrl1CCCFefPFF0a1bN9HU1CRv8/LLLwsA4j//+Y8QQoh///vfAoBYs2aNvM2KFSsEAPl5kyZNEk899VTQsf7+97+L3Nxc+WcA4p///GfQNo888ogYMWKE/HOvXr3EwoULQ+6PRx55RNjtdpGcnCx/XXbZZUF9JYQQzc3NIikpSXz55ZdBz7/tttvEzTffHPQ6q6qqhBBC3HzzzeKaa64J2n727NkiPT29w/YUFRUF9Z1kzpw5oqCgQHi9XvmxwsJCceWVV8o/ezwekZycLP7xj3+ct98JEyaIu+++u8PjFhQUiGeffbbD3xOR+XAOIJEFde/eHddeey2WLl0KIQSuvfZaZGdnn7fdoUOH8PDDD2Pz5s04c+aMXPkrKSnB0KFDceDAAQwfPhwJCQnyc0aPHt3uMYcPHy5/n5ubCwCoqKhAnz59sGPHDmzcuFGu+AGA1+tFc3MzGhsbkZSU1OVrqqioQFlZGSZNmhRaJ/yfwsJCfPjhh/LP8fHx521z+PBhNDY2YvLkyUGPu93u84bNJfv27cOsWbOCHhszZgxWrlwZVvskQ4YMgd1+btCmR48eGDp0qPyzw+FAt27dUFFREdH+ichaGACJLGru3Lny/Lg//elP7W5z3XXXoaCgAC+//DJ69eoFn8+HoUOHwu12h328uLg4+XubzQYAcqCsr6/HY489hhtuuOG85wWGy85IF7SEy+VydTlMXF9fDwBYsWIFevfuHfS79gKjGgL7D/D3YXuPSX1KRNQZBkAii5o2bRrcbjdsNhumTp163u/Pnj2LAwcO4OWXX8aVV14JANiwYUPQNoWFhXjjjTfQ0tIiB6GO5ud15pJLLsGBAwc6DWJxcXHwer0d/j41NRV9+/bF2rVrMXHixLDb0JnBgwcjPj4eJSUlmDBhQkjPGTRoEDZv3hz02FdffaVou4iIIsUASGRRDocD+/btk79vKzMzE926dcNf/vIX5ObmoqSkBAsWLAja5gc/+AEWLlyI22+/HQsWLEBJSQmWLFkC4FyVLxQPP/wwZsyYgT59+uB73/se7HY7duzYgd27d8sXTkjhbty4cYiPj0dmZuZ5+3n00Ucxb9485OTkYPr06airq8PGjRsxf/78kNvSntTUVNx///2499574fP5MH78eNTU1GDjxo1IS0vDnDlzznvOz372M4wbNw5LlizBzJkzsWrVqoiHf4mIlMargIksLC0tDWlpae3+zm634+2338a2bdswdOhQ3HvvvXj66afPe/5HH32E7du3Y+TIkVi4cCEefvhhAKEP3QLA1KlT8fHHH2P16tW47LLLcMUVV+DZZ59FQUGBvM3vf/97fPrpp8jPz+9w3t2cOXPw3HPP4YUXXsCQIUMwY8YMHDp0KOR2dOaJJ57AQw89hMWLF2PQoEGYNm0aVqxYgX79+rW7/RVXXIGXX34Zzz//PEaMGIHVq1fj17/+tSJtISKKlk0IIbRuBBGZx5tvvokf/ehHqKmpiXhenlUVFxejX79++M9//hOTW8FJ+vbti3vuuQf33HNPzI5JRNpiBZCIovL6669jw4YNKCoqwvLly/HAAw/gxhtvZPiLwtixYzF27FjVj/PUU08hJSUFJSUlqh+LiPSFFUAiisrvfvc7vPDCCygvL0dubi6uv/56LFq0KKSlWyiYx+NBcXExAP/Vxfn5+aoer7KyEpWVlQD8SwOlp6erejwi0g8GQCIiIiKL4RAwERERkcUwABIRERFZDAMgERERkcUwABIRERFZDAMgERERkcUwABIRERFZDAMgERERkcUwABIRERFZDAMgERERkcX8f2Iw/O95FN6jAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig,ax = plt.subplots(figsize=(8,4))\n", "ax.plot(tempo.x/10,tempo.data,color='black') # convert Gauss to mT\n", "ax.set_xlabel('Magnetic Field [mT]') # set x axis label\n", "_=ax.set_yticks([]) # hide intensity\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot on the g axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* If the one of the axis is magnetic field, the g values are calculated internally and can be used for plotting as shown below." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = tempo.plot(g_scale=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Operations on Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scaling data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After scaling : \n" ] }, { "data": { "image/png": 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ySCgvGVk74mEoiRQBCgOxFG1Rb6HS7x7RJwmIrXwGjBn8YovJ3HA6pBG/13ZMM2jB3fm4iqTkvk0AQ0mkOFAYiKVo7x0CAExI4S0ASOgmasTgF1szMNJbiLfHqOSzak+qMBLAUBIpDhQGYilUj6GuPPWufU6HBHXibkRcX02Ep8p3AMYPxOczrGEAGEoixYHCQCyF6jGkyi+ouAzcZ7ktEPVgytPM0NUWHQZVJbWrFVspSlUBhpJIcaAwEEvRnsVjAIxtvZ3NHqMXlKlCVVdhDQ+GjE0oDMRSZMsxAHGN6wxI+LZroaR0MX1jZ+itPcrnU59WqBhKIoVDYSCWItMaBpXYdpr6D8bqDD1daMvtMHYdQ6vqMaQJbZmxkREZe1AYiKU40z0IAGiozCAMBpaIqsnndKEk1WMwLMegCUPmUBK7q5JCoDAQyzAclrUZ8eSqkrTHGRm+yR5KMi6mL8tCs6c+TY6B3VVJMaAwEMvQ2jMEWQBelyNt1Q1gXMK3PxhGX7T9xIR0MX0DNw7q6A8iLAs4pPRVSSxXJcWAwkAsw0fdAwCASVUlKVf1qhg1K1a9l1KPE+O8qbcucbuMC2u19ajttr2a15QMQ0mkGFAYiGX4qEvJL0yqTB9GAoyrvDmt2pMprOUwLqzVmiW/ADCURIoDhYFYBlUYJlf5Mx5nVFz/dHd2oTKyu2puwsB1DKRwKAzEMpzWhCGLx2DQauPTOQiVlgg3oCrpo66BqD2ZhIo5BlI4FAZiGY539AEApo7P7DGocX3DPIZMA7GB6xhOdSrC0Fid/vNhSwxSDCgMxBIIIXD0XD8AYEbNuIzHGhXXP51DzkP1GGQDNg5qiQrDlAzCwJYYpBhQGIgl6OwfRs9gCJIETK8pzXhsLMFqvsegDsSA/oPxqU7FnkzCwHJVUgwoDMQSHOtQvIWJFSUo8YzcoCceIxKs4UjcYrtMyWeHMTvK9QyGtC1Gc8sxMJRERg+FgViCo+1KfmHmhMxhJMCYlc9ne4YQkQU8TgdqMiy2i/cY9PRg1PxCzTgPStOsqYi3hx4DKQQKA7EEqscwI0sYCTCmV9LxqD1Tx/vhSLGlp0riVqP6CZUqDNlKeRlKIsWAwkAsweG2XgC5egzqrFi/gVgVhmz5DkmSDNn3+cT57IlngKEkUhwoDMQS7D8TAADMaSjPeqwRtfrHzimhrem12T0YbX8IHQfjI9FQ2wVZhJOhJFIMKAzEdNp7h9DeG4QkAbMbyrIeb0TbBzW0NTNL6SwQS0DrORgfOZebMLgNbgNOxiYUBmI6qrcws3Yc/J70iVUVNXQT0jF0cyy6piIvj0GnwVgIoSXnL8zmMUQ/m4gsIFMcyCihMBDT2X+6BwBw8cTsYSQgbnMcnTyGoVAEZ3qUNQPZcgzx9ujlMbQGhtAXDMPpkDB1fJY1Hq7YLa2ncJKxDYWBmM7elm4AwNxJFTkdr3fjuqPn+iAEUO5zYXypJ+vxem+nqeYXpo33w+PKfMsmrKtgApqMEgoDMRVZFth9ohMAcMX06pzO0Vpi6BQq+fCsUiE1u6E8474Qmj1OfauSDrflll+ItwWgMJDRQ2EgpnKwrReBoTBKPc6cKpKAuCZ6YX0G4g/PKjmP2Tnao8b1h8M6eQzn1PxC9sR8/LoKbtZDRguFgZjKzmPnAQCXTa1KuytZMnq33VaFIWeh0iqB9BmIj+ThMUiSFAu1McdARgmFgZjKtkPnAABXXVCT8zl61uoLIfCBKgw5J8P1W8cghMChdiW0lYswALFQG0NJZLRQGIhpDIUi2HFU8RgWXzQh5/P0rEo62zOE7oEQnA4p74FYD6FqDeRvj5v7PpMCoTAQ0/ifwx0IhmVMrPDhE3W5DXqAvr2S9rZ0AQAuqiuDz525y6tmj47rGNSw1sza0jzsocdACoPCQEzjZ3s/AgBcN7chp+ofFT27q+4+oQjDJ6dV5W6Pjh7DB2fyS4QDbItBCofCQEyhq38YWz9sBwB8/rLJeZ2r534Me04qwrBwWm6ls4C+OQa1dDbXRDjAfZ9J4VAYiCn8370fYTgiY05Dec5JXhW9QiX9wbCWeL58au4eg55VSfmWzibaw1ASGR0UBmI4Q6EIfvK7YwCAL39qat7n69Ur6b1T3YjIAhMrfJiYYde2tPYUWaj6gmEcP6/0bMorlORgKIkUBoWBGM7zO1vQ3hvEpMoSfGFhfmEkQD+P4f8dV1Zg5xNGSrSnuANxc0s3hAAmVZagtiz9LnLp7OGeDGS0UBiIoZzrDeLx3xwCAKz+4wuy9v5JhV7J1d9F11R8Oo81FfH2FDt08060VUg+iXBA/15SZOxDYSCGIYTA3/9iP3qHwpg7qQJ/fnnjqF7HpcPK567+Ybz3UTcA4DOfqB2VPcWeoauL/xbNGJ+fPfQYSIFQGIhhPLfjJF57/yycDgnfuekSODPspZwJPWbE/3OkA0Io6xfqK3x5netxFd+DOdsziPdOdUOSgCWzc1/8B+hbtUU+HhgiDE899RSmTZsGn8+HRYsWYdeuXRmP/+lPf4pZs2bB5/Nh7ty5eP31140wk+jIK+9+hId+sR8AsPa6WZjXWDnq19Ijhq6Gka6+KD9vAYhvQVG8gfiN/W0AgIVTqjChLD+h0rt3Exn76C4ML730EtasWYMHH3wQe/fuxbx587B8+XK0t7enPP7tt9/Gl770Jdxxxx149913cdNNN+Gmm27CH/7wB71NJTowFIrg7zftx7deeg+yAL74yUbccdX0gl6z2DmGUETG1g+VgXhxnmGkBHuKGNra/IdWAMC1l9Tnb49OVVLk44PuwvCDH/wAq1atwsqVKzFnzhxs2LABfr8fGzduTHn8E088gWuvvRb33nsvZs+ejUceeQSXXXYZ/vVf/1VvU0kRCUVk/HT3KfzxP2/Ds2+fAAB8/eqZ+O6fzc1rlXMqil2nv+PoeXQNhDC+1JPznhAp7SmSUHX2D2PncaWH1PKL8xcGLnAjhZJ9g90CGB4exp49e7B27VrtOYfDgaVLl2LHjh0pz9mxYwfWrFmT8Nzy5cvx6quvpjw+GAwiGAxq/w8EAoUbTkbNyfP9+HnzGbz0zimc7la2x5xUWYKHb7wYS2bXFeU9il2n/9r7ZwEos/NcW3+ntqc4QvXavrOQhbLVaWO1P+/z2SuJFIquwtDR0YFIJIK6usQBoa6uDgcOHEh5Tmtra8rjW1tbUx6/fv16PPTQQ8UxmORFR18Qh1p7caC1F/vPBLDrxHmc6hzUfl8zzoOvfXoGvnLltJwbwOVCMQe+UETG5v3K39b1lzaM6jVcRY7pvxLtIfVnCyaN0h4mn0lh6CoMRrB27doEDyMQCKCxcXRlkB83QhEZHX1BBEMygmEZwXBE+TcU+zkwGFI2ox8KYygcQWtPEKc6B3CmexC9wfCI13Q5JCyaUY3PLZiM6y9tKKogaO9RxI1oth/pQM9gCDXjPFg0Pb+yUBWt22sRhOpERz/2tnTDIQF/Om/i6OxhuSopEF2FoaamBk6nE21tbQnPt7W1ob4+dey0vr4+r+O9Xi+83txXhWbiB1sOoT0whFBEICzLCEVk5eeIjLAsMByWIQTgdEhwOSW4HBKc2ubrArJQ4t4epwMlHieGwxEIAcgCiMgyBAAhAPV2laCUFrqdDkgSIMuALET0obyWLAsICOU8AQjEbnYhgIgce0YIgbAsEI4orxGKyBiKDvKAaoeAEAKhiMBgKFLQ5yVJQGOVH7PqyzCroRwLplTik9OqMc6r73wjft2AEKKgnMUvo2Gk6y5pGHX5bDHXDfz3rhYAylqKCeX5VSOpfBwWuAntHpERkZW/54gstP+Ho/+XJKDE44RDkpT7OSwwHJExHJYhi8R7KXbvKa8tR+8tWQjtXlPeQ2jPqfe9EEBECERkGRFZ+Q68LieEEIhEXy8iy5BlwOd2wulQdtuTADgkCZKk/AsJgACCYWX8Ud9TtdTlkOBxOXDlzPGo9Ht0+3x1vYM9Hg8WLlyIrVu34qabbgIAyLKMrVu3YvXq1SnPaWpqwtatW3H33Xdrz23ZsgVNTU16mgoA+OV7Z3Cso1/397ESToeEErcTXpdDecT/7HLC73WiocKH8hI3vE4Hasu8mDK+FJMqSzCpsgQlnuJ7BNnwxOUBwrLQBsJ8GQpF8Oto9c+fzh/d7Bwo3rqBYDiCl3efAgDctij/HlIqmnBaqImeEAKBoTA6+oI41xtE90AI/cEw+ofD6OoPYSAUxnBYGbD7g2H0DIbQMxhCXzCMUESZlKkDuurNCutcnuH8YvVV9hUGAFizZg1uv/12XH755bjiiivw+OOPo7+/HytXrgQArFixApMmTcL69esBAHfddReuvvpqPProo7j++uvx4osvYvfu3fjJT36it6lY+UfT0DMYgsvpgMuhzORd0Rm92ynB5XDAIUkIy7I2IwlHZyUA4JAUN35gWPnD9bgccEZ/6XIqswN1lqD+TYciMsIRGbIAHA4JjujMwSEpN7jTIWmvr54bj9spJcyY3U7Fi3FG9/71up3wuR2QEJuVSJIyuPo9TlSXegquEjIaV5wQhCMCo41WbTvYjt5gGBMrfFg4Jb+2E/EUa93Ar/a1omsghIYKH64ZxXqKZHvMyDH0DIbw4dkAPjgTwIdnAzjc3odzvUGc6wtiOKy/PfH3jdMhQRaKZyyEcm94nA64XQ64nco9IknKbN8hKfeXw6Hef7H7xSEBEiQ4HMo9pT0nqfe08ns1kqB6J8GwrL2HQ1J+J0kShkIRyKrXgWgkQMS8EwmKVxCLJsTu+4iseDzlJTp75bq+OoBbbrkF586dw7p169Da2or58+dj8+bNWoK5paUFDkdsBnjllVfihRdewLe//W088MADuPDCC/Hqq6/ikksu0dtU/O+mabq/BymceGEIyTJKMDpl2PTeGQDADfMmwjHKMFK8PYWGkp7feRIA8KUrpoyqOkrFyFDS+b4gfvn+WWw/0oEPzgbwUddgxuPLvC7UlnlR6Xej1OvCOK8LlX43/B4XPC4HPE4HSr1OVJS4UVHiRpnPHR0kHdHwjOLJet3KsU6HpAmByyGl/B5F1LWw2wTITAxJPq9evTpt6Gjbtm0jnrv55ptx880362wVsSvuuInEaBO+vUMhbaOgG0aZ5E22p5CB+GBrL9450QWnQ8ItnyyseKJYQpWOoVAEWz5owyvvnsZbh84hkhSymlRZgjkTyzGnoRyz6pUWIzXjvKgt8+pSjJANCkL+2L4qiXz8UENushj9YPzG/jYEwzJm1Jbi4jw3CkqmGN1V1aTzsjl1qBtl0llFz1DSmwfa8X9e2YczPUPac5dOrsBn5zZg3uRKzGkoR4XfXfT3JcZCYSC2xOV0YDgsjzrBqoaR/nTexKKtxB7tQDwcljV7/rxAbyHenmIucOvqH8bDv/wAr7x7GgDQUOHDFxZOxo3zJ+GCCeOK9j7EGlAYiC3xqMIwioTm+b4gfn+kA8Do1wrE4y4wdLPtYDs6+4dRW+bNey+IVBR7h7vDbb24feMunOkZgkMCvvpH07Fm2Sfg93D4GKvwmyW2pJBFbq//oRURWWDupArMqC18tltod9Wf7VVm4X+2YFJBSWeVYi5wO9jaiy/+ZAe6BkKYXlOKH/z5PCwooIKL2AMKA7ElhWyO80a0Bcb/GmULjBG2FOAx9AfD+O1BJQl+0/zRtcBIplhVSa09Q7jt6Z3oGgjh0skV+I+VV6CqVL/aeWIdKAzElsQGv/wG475gGP/vmNK5dOmc4jT1K2Qdw1uHzmE4LGPqeD9mN5QVxZ5irMSWZYFv/ve76OgLYlZ9GZ776hW6Lqgi1oI7uBFbEtsDIb/B+H8OnUMoIjBtvB8zakqLYkshyd5fR72X5RfXF62sshhVSS/tPoVdJzpR6nFiw5cXUhQ+ZlAYiC2JrR3IbzD+TXTtwpLZdUUbiFWRGs5zIA5FZPz2gGLP8ouL470Acd7UKJPPXf3D+P5mpfvxmmUXYVqRBJTYBwoDsSWjaS0tywLbDqrCkN8+ypkYrUi9/1E3eofCqPK7saCxeAndQvIvALBx+3F0D4Qwq74MtzeNvmcTsS8UBmJLRhMuOdDai/P9w/B7nPjktPx3akvHaCuk3j6i5DqaZo4vqCVHMoUknweGw3huh9Ka464lFxalSorYD37rxJa4RhHXf/uosnbhk9OqNWEpBqNdx/D2UVUYCl+7kGjP6D2G194/i57BEKaO92PZKLYVJWMDCgOxJdrmOHnM0tVqpKaZo9uQJx2jWccwFIpgT0sXAOCPim1PAW3Af7pb2T3uzy9vHPX+FMT+UBiILcl37UBEFth5vBMA0DSjuAOx25X//gfvnerGcFhGXbkX04uc3I2Vz+bnMbScH8CuE51wSMDnLivOmgpiTygMxJbku3bgQGsAvUNhlHldBTfNG2GLI/8Z+nsfdQMAFjRWFb3752g3DnrjA6V0dtH08WioKCmqTcReUBiILdH6AeXoMbz/UQ8A4NLGiqInVNXXU7d/zIX3Tin2zGusLKotQHxoKz+PQW1D/idFWvhH7AuFgdiSfKuSVGGYO6my6LYkbByUoz3Np7oBAPMaK3SzJx+PoWcghF0nlFDb0tkUho87FAZiS/Jdbfx+NHQzb3LxB+KEjYNy8Bg6+oI43T0ISQLmTiq+PZ5RlPL+7rCy4c6FE8Zhynh/0W0i9oLCQGxJPrPioVAEB1t7AQBz9RCGhD2os9vzwZkAAGB6TSnKfMXf1GY0pbzvRL2Fqy4sbukssScUBmJLtDh6DjP0D88GEJYFqks9mFRZ/KRqfFlnLjmPQ22KSM2qL07TvGRGsx/DOyeU0tliLvwj9oXCQGxJPqt7PzirzNAvnliuy/6/kiTlVQmkei+fqNNHGDyu/Ba4BYZCONiqfEaXT+VeC4TCQGxKPusYDkUH4tkNxS1TTbAnj0og1WO4SCdhUD2GiCwgRHZ73m3phiyAKdV+TChwv2kyNqAwEFsSaxSXfYZ+QOcZOpB7G3BZFjjU1qfYo1coKa4cNxfh3KeuqZhSqYs9xH5QGIgtUcMl2XIMQgjdY/pA7lVSH3UNYjAUgcflwNRqfap/PAnCkF+ojRCAwkBsiivH1cbn+oLoGgjBIQEXTCh8f+d05JpjOBgVqQtqx+nWudSVUCWV3WNQq6TmNBS/YovYEwoDsSW5lmQeaVfCNlOq/fC5nfrZk2OV1PEOxZ6ZOoqUK75KKktoqy8YxonzAwBQtK1Fif2hMBBbkmt31ZbooDd1vL67kOXqMZxU7dEpjATkVyV1IBpGqi/3Yfw4r242EXtBYSC2JNcN79XZ8DSdV/O6clxt3NKp2KP36uJcq6QOaBVb9BZIDAoDsSW5rmNo6ewHAEzR2WNQwzfZBmIjPAYg95XhxzuUz2dmrX6hLWI/KAzEluS6S9mJDmM8hliVVPqBOBSRcbp7EID+oS1Pjp+PKgzTa/W1h9gLCgOxJbnMiIUQWuhmqu6hm+wL7s52DyEiC3hdDkwo0zeen6/HUOzNgoi9oTAQW+LOoQrofP8w+oJhSBIwucqYHEOmUNJJNaxV7YdD520zc6mSCkVkTTgZSiLxUBiILcllRqzG8xvKfbqWqgK5VSWp9kzROb8AxPdLSm9PS+cAIrKA3+PU3YMh9oLCQGxJLjP0UwZVAAG5teg41aXY02iAMOSyAPD4uVgYSY/mgsS+UBiILcllHcOZHiXRO6lS/4FYq5LKELo52z0UtUf//ZRzC22piXnmF0giFAZiS9SBbzjDwNfaowzEDRX6dwyN9UpKL1SqPfUG2OPJIbR1uksRzslV+gsVsRcUBmJLclnHcKbbuIE4lwV3ZwPKQGyEUOViz5lo6exEAzwYYi8oDMSW5NLNtNXAgThbaEuWBdp6ggAMEqocQm3qmgojQlvEXlAYiC3JZftKI0M32TYO6hwYxnBEhiQBdQZshpNLVZImDAwlkSQoDMSWZEuuBsMRdPQNAwAmVhiX7E03EKsiVTvOq3k7utqTZcHd4HAEnf3Rz4ceA0mCwkBsSbYcgxq28bocqPS7dbfHk0WozhqYCAeyC6fqLZR5Xago0f/zIfaCwkBsibZuIE156NmeWH7BiBr9bKGt1qg9RoS1gPheSantOc3EM8kAhYHYEo8rczlma8C4/AKQfYauegz1BuQXFHsyfz6xiiRj7CH2gsJAbEm2/QbO9SqhpAllxgx82UJbmj1GCUOWXkntAbVCih4DGQmFgdiSbDPic33KwFdj0K5k6kCcbsFdR9Se8aUeQ+zRPKpw6s+nvTeaDGePJJICCgOxJdo6hjQz4o5epeKmpsyYgdjtyuwxnI9WABktVOlyMKoHQ2EgqdBVGDo7O3HbbbehvLwclZWVuOOOO9DX15fxnMWLF0OSpITH17/+dT3NJDZETfZGZAEhRg5+6gy9ptSYgS9bG/CO6EBcY9BA7MoW2op+PrXc55mkwKXni9922204e/YstmzZglAohJUrV+LOO+/ECy+8kPG8VatW4eGHH9b+7/fr3wSN2AtX3FqAUERooROV8/3qQGyMx5AptCWE0NZU1IwzKJSUpSpJzTFMKKcwkJHoJgwffvghNm/ejHfeeQeXX345AODJJ5/EZz/7WfzzP/8zJk6cmPZcv9+P+vp6vUwjYwA12Qsog5+60ldFCyUZFbrJUJXUGwxjODpAG2dP+gVuQgh6DCQjuoWSduzYgcrKSk0UAGDp0qVwOBzYuXNnxnOff/551NTU4JJLLsHatWsxMDCQ9thgMIhAIJDwIGOf+NXDyYOxECLmMRg08GXqlaSGkcZ5XbpvGKQSq0oaaU9gKIzhaFKaOQaSCt08htbWVkyYMCHxzVwuVFdXo7W1Ne15t956K6ZOnYqJEyfi/fffx9/+7d/i4MGD+NnPfpby+PXr1+Ohhx4qqu3E+rjitsZMXlTWMxjSZsrjDQrdZGoDHks8G2MLENcrKTzSnnPRiqQyn3FCRexF3sJw//334/vf/37GYz788MNRG3TnnXdqP8+dOxcNDQ1YsmQJjh49ipkzZ444fu3atVizZo32/0AggMbGxlG/P7EHkiTB5ZAQlsUIj0FNPJf7XPC6jBn4Mq1jUD2G8QaGbTKtxG7X1njQWyCpyVsY7rnnHnzlK1/JeMyMGTNQX1+P9vb2hOfD4TA6Ozvzyh8sWrQIAHDkyJGUwuD1euH18g/844jLqQhDcoJVS/QaOPBlagOuVUgZ6DFkynmwVJVkI29hqK2tRW1tbdbjmpqa0N3djT179mDhwoUAgN/+9reQZVkb7HOhubkZANDQ0JCvqWSM43Y4MAR5RImo0aWqQOYZeqwiyTh7Mu3gFhMGtsMgqdEt+Tx79mxce+21WLVqFXbt2oXt27dj9erV+OIXv6hVJJ0+fRqzZs3Crl27AABHjx7FI488gj179uDEiRPYtGkTVqxYgc985jO49NJL9TKV2JR0tfpqO2mj8gtAbh6DoaGkDDu4acLAiiSSBl0XuD3//POYNWsWlixZgs9+9rO46qqr8JOf/ET7fSgUwsGDB7WqI4/Hg9/85jdYtmwZZs2ahXvuuQef//zn8Ytf/EJPM4lNcWsJ30Rh6OoPAQAq/UaGbtLP0M9HPYZaI0NJGaqkzpsgnMRe6LrArbq6OuNitmnTpiWsWm1sbMRbb72lp0lkDJFult49qAx8VQbsw5BsSyph6ByI2mNQnyQgVpWUyoPpigpDtYH2EHvBXknEtmihpKRZcfeA6jEYKQzpF5T1RO2pMtKDcaT2pgCga8B44ST2gsJAbEu67SvVgc/IUJLH6YzaMnIgVj0YI3dKy9QrqcsEoSL2gsJAbEu6UJIZA58augkmtbkWQmj2GOnBeDJ0n+0yIbRF7AWFgdgWLeGbvPJZ8xgMHIijwjCcJAxDIVl7ztBQUvSzSbYnIgv0DNJjIJmhMBDboiV8kwa/mMdgnDB40wiDGkZyOyX4Pca1n0i3g1vPYAhqvYeRwknsBYWB2BZPilr9iCwQGDK+XFXzGCJyQqWdWjpbUeKBJEkpz9WDdC061DBSmc+V0IiQkHj4l0FsizfaAC4YjmjPBeJmxEYme+PbfsdXAplROgvEl88m5V/6VXsYRiLpoTAQ26J6DPEJX21G7DV2RuyJe6/4cFKPCYlnIP2COy3MxsQzyQCFgdgWrzsqDKGYx6BVAJUaOxDHC0OiUMVCSUaSbk/smMfA/AJJD4WB2BZvihLRnmjoptLggdjhkLS4frzHYHooaURiPrrqmaEkkgEKA7Et6l4L8QNxrE+S8TPiVPaYsQobSN/tNbamgsJA0kNhILYllccQa/dg/MAXX5mk0m3CKuwEW5I9Bq1PEkNJJD0UBmJbYsIQyzGYNUMHYnmGVB6DkRVSAOCLei+ySCxZ5apnkgsUBmJbUnkMakzfjFBJqrYY3Sb1JVIT8wAwZBGPitgHCgOxLdo6htDIKiAzqm48qTyYQePbcwBJVVIpqrYoDCQTFAZiW7wZY/of71CSwyFpQpXgMajlqswxkAxQGIhtyZxjMH5GrIZvVGEQQsRCSSbE9LXPJ+oxCCHQHW2gx3JVkgkKA7EtWugmZH5MH4jzGKIezGAoov1cabDHAMTKZ9WcR2AojEh0wVsFF7iRDFAYiG1JHviAuE16TBiIk0tEVZEyurOqii/qwQxFPQa1PYff49Q+O0JSQWEgtiU5lBQMRzAwrPxszgK3RGGI30nOyM6qyfaowqklwk0QTWIvKAzEtmi9kqIDn7oBjSQB5T4zq5Ki9qj5DpMG4mSPSkuEM79AskBhILYluQVFT1wFkMNh/Aw9uSpJTfQaXZGkkhxKUu2hx0CyQWEgtiV5hm72wKcJVSRxhm5WX6Jkj8GMLU+JPaEwENuSXI5pdqhkpFCZOxD73Kk/HwoDyQaFgdiWkTF0c5OryVVJVskxDGnJcHP2hiD2g8JAbEty1Y2afDZrRpyuXNUse5I3MjLbgyH2gcJAbEvySuNu02foaguKxIHYrNCWb0SOgclnkhsUBmJb4lcay7IwfSBWF7ENDifF9M0SqhEeAzfpIblBYSC2Re2uCiizYrMH4hKPCwAwMBwGYH5oa8QCN1YlkRyhMBDbUhInDAPDYdMHYn/UnoERHoNJoaSoPVpLDJM/H2IfKAzEtjgdkiYO/cGI6cneEaEkk5O98R5DfKdXs4SK2AcKA7E1pV4lfNMXjHkMZpVjlnhiHsNQKIKhaNdXszqZxpfz9gXDCEc7q9JjINmgMBBbM86rDsZh02Po/miOYTAU0UTK6ZBQFhUvo4lviaF6C16XQwsxEZIOCgOxNepgHBgKITCkJH3NSj77PfEiFeuTZEZnVSCWnI8XKnoLJBcoDMTWjIvOxs90D2nPlZtWlRQLJZm9ChuIfTYD8fkX5hdIDlAYiK0pjYaSTncPAlAGQ7fTnD/r+OSz1lnVxBm6Kgy9wXDcGg96DCQ7FAZia/zRwa/l/AAAYPw482bEfrdiS1gWONcbBGCyx+BTE/Mh09d4EHtBYSC2Zlw0x3DifD8AoGac1zRbSuK27zzbo3gwZu3FAEBLevcNmZ+YJ/aCwkBsjVquejLqMdSY6DF4XA64ohsEtXQORu0xT6hiHkMYHX2KMIw30R5iHygMxNaoOYa+oFKRZOZADMTyDC2qB1NmojBERTMUEVoOZnwpk88kOxQGYmvKfIlrBMwWBrUi6ug580NbpZ7YZ3MyKlS1JgoVsQ8UBmJrkgdeM0NJAFAV7Vwa82DMs8fhkFAa9WBOdEST86UUBpIdCgOxNckz4PqKEpMsUahKCtWY7cGoeQZ1H+qaMoaSSHYoDMTWJAvD1PF+kyxRqEqq+jE7dDMuqR0HPQaSCxQGYmtqk2bkjVVmC0NsRu5ySKYne+M35XE6JFQz+UxyQDdh+O53v4srr7wSfr8flZWVOZ0jhMC6devQ0NCAkpISLF26FIcPH9bLRDIGSB7o4tcSmEG8MEyqKoHLpFXYKvUVPu3niZU+OB3m9G0i9kK3v9rh4WHcfPPN+MY3vpHzOf/4j/+If/mXf8GGDRuwc+dOlJaWYvny5RgaGsp+MvlYIkkSrr+0AQBwe9NUk60BJlfFchxTqs31XgCgoTwmDGZ7U8Q+6NYP+KGHHgIAPPvsszkdL4TA448/jm9/+9u48cYbAQDPPfcc6urq8Oqrr+KLX/yiXqYSm/MPn5uLz17SgMUX1ZptCqbVlGo/T4/72SziPQYKA8kVy+QYjh8/jtbWVixdulR7rqKiAosWLcKOHTvSnhcMBhEIBBIe5ONFmc+N6y9t0FZBm8mlkyswMToYX3dJg8nWADMnjNN+vrSxwkRLiJ0w/06K0traCgCoq6tLeL6urk77XSrWr1+veSeEmI3b6cDLX2/Cud4gFkypMtscNM0Yj8bqEvQHI1gyqy77CYQgT4/h/vvvhyRJGR8HDhzQy9aUrF27Fj09Pdrj1KlThr4/IclMrvJbQhQAwOd2Ysu3rsbb9/9xQliJkEzk5THcc889+MpXvpLxmBkzZozKkPr6egBAW1sbGhpiLnhbWxvmz5+f9jyv1wuvl7XZhKSDW3mSfMlLGGpra1Fbq0+Cb/r06aivr8fWrVs1IQgEAti5c2delU2EEEIKQ7fkc0tLC5qbm9HS0oJIJILm5mY0Nzejr69PO2bWrFl45ZVXAChlh3fffTe+853vYNOmTdi3bx9WrFiBiRMn4qabbtLLTEIIIUnolnxet24d/uM//kP7/4IFCwAAb775JhYvXgwAOHjwIHp6erRj7rvvPvT39+POO+9Ed3c3rrrqKmzevBk+H2OjhBBiFJIQQphtRDEJBAKoqKhAT08PysvLzTaHEEIsQT5jo2XWMRBCCLEGFAZCCCEJUBgIIYQkYJmVz8VCTZmwNQYhhMRQx8Rc0spjThh6e3sBAI2NjSZbQggh1qO3txcVFZn7Zo25qiRZlnHmzBmUlZVBkuzbez4QCKCxsRGnTp0as9VVvMaxAa/RHggh0Nvbi4kTJ8LhyJxFGHMeg8PhwOTJk802o2iUl5fb9g8xV3iNYwNeo/XJ5imoMPlMCCEkAQoDIYSQBCgMFsXr9eLBBx8c051jeY1jA17j2GPMJZ8JIYQUBj0GQgghCVAYCCGEJEBhIIQQkgCFgRBCSAIUBh350Y9+hEsvvVRbFNPU1IRf/epXAIDOzk789V//NS666CKUlJRgypQp+OY3v5mwcdGzzz4LSZJSPtrb2wEA27ZtS/n71tZW068RAP7iL/4CM2fORElJCWpra3HjjTfiwIEDCa/R0tKC66+/Hn6/HxMmTMC9996LcDiccMy2bdtw2WWXwev14oILLsCzzz5rxOUBKPwa33vvPXzpS19CY2MjSkpKMHv2bDzxxBMJ7zEWvsdU9r/44osjrtOu36Md7seiIYhubNq0Sbz22mvi0KFD4uDBg+KBBx4Qbrdb/OEPfxD79u0Tn/vc58SmTZvEkSNHxNatW8WFF14oPv/5z2vnDwwMiLNnzyY8li9fLq6++mrtmDfffFMAEAcPHkw4LhKJmH6NQgjx4x//WLz11lvi+PHjYs+ePeKGG24QjY2NIhwOCyGECIfD4pJLLhFLly4V7777rnj99ddFTU2NWLt2rfYex44dE36/X6xZs0Z88MEH4sknnxROp1Ns3rzZFtf47//+7+Kb3/ym2LZtmzh69Kj4z//8T1FSUiKefPJJ7T3s/j0KIQQA8cwzzyTYPzg4qP3e7t+jHe7HYkFhMJiqqirx9NNPp/zdyy+/LDwejwiFQil/397eLtxut3juuee059Q/xK6uLj3MHRWZrvG9994TAMSRI0eEEEK8/vrrwuFwiNbWVu2YH/3oR6K8vFwEg0EhhBD33XefuPjiixNe55ZbbhHLly/X6Qqyk881puIv//IvxTXXXKP93+7foxCKMLzyyitpX2+sfY92uR9HA0NJBhGJRPDiiy+iv78fTU1NKY9Rt9xzuVK3sHruuefg9/vxhS98YcTv5s+fj4aGBvzJn/wJtm/fXlTbcyXbNfb39+OZZ57B9OnTte63O3bswNy5c1FXV6cdt3z5cgQCAezfv187ZunSpQmvtXz5cuzYsUPHq0nNaK4xFT09Paiurh7xvF2/R5W/+qu/Qk1NDa644gps3LgxocXzWPserX4/FoTZyjTWef/990VpaalwOp2ioqJCvPbaaymPO3funJgyZYp44IEH0r7W7NmzxTe+8Y2E5w4cOCA2bNggdu/eLbZv3y5WrlwpXC6X2LNnT1GvIxPZrvGpp54SpaWlAoC46KKLEmZgq1atEsuWLUs4vr+/XwAQr7/+uhBCiAsvvFB873vfSzjmtddeEwDEwMCATleVSCHXmMz27duFy+USv/71r7Xn7P49CiHEww8/LH7/+9+LvXv3in/4h38QXq9XPPHEE9rvx9r3aNX7sRhQGHQmGAyKw4cPi927d4v7779f1NTUiP379ycc09PTI6644gpx7bXXiuHh4ZSv8/bbbwsAYvfu3Vnf8zOf+Yz48pe/XBT7cyHbNXZ3d4tDhw6Jt956S9xwww3isssu02LPdhGGQq4xnn379omamhrxyCOPZH1PO32Pqfi7v/s7MXnyZO3/Y+l7tPL9WAwoDAazZMkSceedd2r/DwQCoqmpSSxZsiTjTfbVr35VzJ8/P6f3+Ju/+RvxqU99qmBbR0vyNcYTDAaF3+8XL7zwghBCGTzmzZuXcMyxY8cEALF3714hhBCf/vSnxV133ZVwzMaNG0V5eXnRbc+VfK5RZf/+/WLChAkZvcJ47PQ9puKXv/ylACCGhoaEEGPnexTCXvfjaGCOwWBkWUYwGASgbP6xbNkyeDwebNq0CT6fL+U5fX19ePnll3HHHXfk9B7Nzc1oaGgoms35En+NyQhlMqL9vqmpCfv27dPK/QBgy5YtKC8vx5w5c7Rjtm7dmvA6W7ZsSZurMYJ8rhEA9u/fj2uuuQa33347vvvd7+b0Hnb6HlPR3NyMqqoqrfHcWPgeAfvdj6PCPE0a+9x///1a+dv7778v7r//fiFJknjjjTdET0+PWLRokZg7d644cuRIQmlbfAmgEEI8/fTTwufzpax0eOyxx8Srr74qDh8+LPbt2yfuuusu4XA4xG9+8xvTr/Ho0aPie9/7nti9e7c4efKk2L59u7jhhhtEdXW1aGtrE0LEylWXLVsmmpubxebNm0VtbW3KctV7771XfPjhh+Kpp54ytMyx0Gvct2+fqK2tFV/+8pcTvuf29nbtPez+PW7atEn827/9m9i3b584fPiw+OEPfyj8fr9Yt26d9h52/x5VrHw/FgsKg4589atfFVOnThUej0fU1taKJUuWiDfeeEMIEStrS/U4fvx4wus0NTWJW2+9NeV7fP/73xczZ84UPp9PVFdXi8WLF4vf/va3el+aRqZrPH36tLjuuuvEhAkThNvtFpMnTxa33nqrOHDgQMJrnDhxQlx33XWipKRE1NTUiHvuuWdEye6bb74p5s+fLzwej5gxY4Z45plnjLrEgq/xwQcfTPk9T506VTvG7t/jr371KzF//nwxbtw4UVpaKubNmyc2bNgwon7fzt+jipXvx2LBttuEEEISYI6BEEJIAhQGQgghCVAYCCGEJEBhIIQQkgCFgRBCSAIUBkIIIQlQGAghhCRAYSCEEJIAhYEQQkgCFAZCCCEJUBgIIYQkQGEghBCSwP8HN6XbIo93ewwAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# import EPRpy\n", "import eprpy as epr\n", "\n", "# load data\n", "tempo = epr.load('tempo.DSC')\n", "\n", "# scale between -1 and 1\n", "tempo_scaled = tempo.scale_between(-1,1)\n", "\n", "print('After scaling : ')\n", "fig,ax = tempo_scaled.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Baseline correction" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# import EPRpy\n", "import eprpy as epr\n", "\n", "# load data\n", "tempo = epr.load('tempo.DSC')\n", "\n", "# linear baseline correction\n", "tempo_bc = tempo.baseline_correct() # default is linear baseline correction using 10 points at the start and end of the data.\n", "fig,ax = tempo_bc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interactive baseline correction" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# import EPRpy\n", "import eprpy as epr\n", "\n", "# load data needs baseline correction\n", "epr_data = epr.load('data_for_bc.DTA')\n", "\n", "# plot the data without bc\n", "fig,ax = epr_data.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* As an example, we baseline correct the spectrum by using a 3° polynomial. For baseline calculation, the points are picked interactively." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# if you are using a jupyter notebook, switch to qt backend for matplotlib\n", "#%matplotlib qt\n", "\n", "# to switch back to inline mode:\n", "#%matplotlib inline" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "epr_data_bc = epr_data.baseline_correct(interactive=True, method='polynomial',order=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"interactive_bc\"\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the baseline corrected spectra\n", "fig,ax = epr_data_bc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing integrals" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# import EPRpy\n", "import eprpy as epr\n", "\n", "# load data\n", "tempo = epr.load('tempo.DSC')\n", "\n", "# baseline correction and integration\n", "tempo_proc = tempo.baseline_correct()\n", "tempo_proc = tempo_proc.integral()\n", "\n", "# plot the absorption signal\n", "fig,ax = tempo_proc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selecting a region" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* For this example, we assume that the desired region is the low field hyperfine line." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Full spectrum : \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# import EPRpy\n", "import eprpy as epr\n", "\n", "# load data\n", "tempo = epr.load('tempo.DSC')\n", "\n", "# Plot the data using an array with unity spacing to find corresponding indices\n", "import matplotlib.pyplot as plt\n", "print('Full spectrum : ')\n", "_=plt.plot(tempo.data)\n", "\n", "# make a new EprData object corresponding to the desired region\n", "tempo_region = tempo.select_region(range(550,850)) # indices from 0 to 900" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Selected region : \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# selected region, note that the the new EprData object tempo_region only has the data corresponding to this region\n", "print('Selected region : ')\n", "fig,ax = tempo_region.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## History of data operations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "EPRpy allows for keeping a log of data operations done on an EprData object, as long as in-built functions are used." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# import EPRpy\n", "import eprpy as epr\n", "\n", "# load data\n", "tempo = epr.load('tempo.DSC')\n", "\n", "# do some operations\n", "tempo_proc1 = tempo.scale_between(-1,1)\n", "tempo_proc2 = tempo_proc1.baseline_correct()\n", "tempo_proc3 = tempo_proc2.integral()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Access history" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Each ``EprData`` object stores history of all data operations and the corresponding ``EprData`` object in a list of lists. The first item in each list is the description of the data operation and the second item is the corresponding ``EprData`` object." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[['2025-02-03 14:07:02.431224 : Data loaded from tempo.DSC.',\n", " ],\n", " ['2025-02-03 14:07:02.434587 : Data scaled between -1 and 1.',\n", " ],\n", " ['2025-02-03 14:07:02.435971 : Baseline corrected',\n", " ],\n", " ['2025-02-03 14:07:02.439949 : Integral calculated',\n", " ]]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tempo_proc3.history" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "* To plot or access a specific ``EprData`` from the history, simply use indexing. For instance, to view the original data again, plot the first item in history:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-02-03 14:07:02.431224 : Data loaded from tempo.DSC.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(tempo_proc3.history[0][0])\n", "fig,ax = tempo_proc3.history[0][1].plot() " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-02-03 14:07:02.435971 : Baseline corrected\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(tempo_proc3.history[2][0])\n", "fig,ax = tempo_proc3.history[2][1].plot() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data (2D)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ## Importing EPRpy" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import eprpy as epr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "## TEMPO radical monitored as a function of time\n", "## For some 2D datasets, a .GF file must also be present in the same folder.\n", "tempo2d = epr.load('tempo_time.DSC')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(48, 1024)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tempo2d.data.shape # this dataset corresponds to 48 time values (tempo2d.y) and 1024 field points (tempo2d.x)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 1533.1 , 3065.64, 4598.25, 6130.95, 7663.46,\n", " 9196.02, 10728.54, 12261.1 , 13793.49, 15326.14, 16858.79,\n", " 18391.58, 19924.32, 21457.01, 22989.5 , 24521.66, 26054.41,\n", " 27586.94, 29119.64, 30652.35, 32184.94, 33717.75, 35250.49,\n", " 36783.1 , 38315.81, 39848.56, 41381.3 , 42913.97, 44446.53,\n", " 45978.94, 47511.65, 49044.47, 50576.93, 52109.66, 53642.3 ,\n", " 55175.05, 56707.73, 58240.42, 59773.14, 61305.37, 62837.76,\n", " 64370.26, 65902.73, 67435.12, 68967.26, 70499.68, 72031.99],\n", " dtype='>f8')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tempo2d.y # time in seconds" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([3273.65 , 3273.74658203, 3273.84316406, ..., 3372.26025394,\n", " 3372.35683597, 3372.453418 ])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tempo2d.x # field values in Gauss" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stacked plot" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = tempo2d.plot(spacing=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Superimposed plot" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = tempo2d.plot(plot_type='superimposed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pseudocolor plots" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = tempo2d.plot(plot_type='pcolor')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Surface 3D plot" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "fig,ax = tempo2d.plot(plot_type='surf')" ] }, { "attachments": { "image.png": { "image/png": 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" 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