Commit 9e24b6ca authored by Maximilian Schanner's avatar Maximilian Schanner
Browse files

Confused lat and lon.

parent cd74d83b
......@@ -178,8 +178,8 @@ def location(posterior, mu_dips, cov_dips, n_points=10000,
/ np.sqrt((2*np.pi)**3 * np.linalg.det(cov_dips[it])) \
* np.cos(theta) * zk / np.sqrt(zalpha**3) * dummy
lat = np.rad2deg(theta)
lat[np.where(180 < lat)] -= 360
lon = np.rad2deg(phi)
lon[np.where(180 < lon)] -= 360
return lat, lon, dens
......
......@@ -76,7 +76,7 @@
"outputs": [
{
"data": {
"image/png": "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\n",
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
......@@ -113,7 +113,7 @@
"outputs": [
{
"data": {
"image/png": "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\n",
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
......@@ -151,7 +151,7 @@
"outputs": [
{
"data": {
"image/png": "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\n",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAD4CAYAAAAQP7oXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3deXQc1Z3o8e9PkjdijHdjbLBsLCDeMEYYQyAkECc2YWLyksyBxwQmwzseQpjJmzmZFzN5vDfvvSwksyTDDMEDTIhNQtgSgoJNjDE2qzcZ2/IqW5Y3ScaWF+RFXtRdv/dHXXW32lJ3aa1efp9z+nTd23Wrfl229FPdqrpXVBVjjDEmiIKwAzDGGJM9LGkYY4wJzJKGMcaYwCxpGGOMCcyShjHGmMCKwg6guw0dOlSLi4vDDsMYY7LKunXrDqvqsOT6nE8axcXFlJeXhx2GMcZkFRHZ21q9dU8ZY4wJzJKGMcaYwCxpGGOMCcyShjHGmMAsaRhjjAnMkoYxxpjALGkYY4wJzJKGMcaYwCxpGGOMCSznnwg3JlMVz1sUW97z6BdDjMSY4OxMwxhjTGB2pmFMSPpxhsmym+HyMWxpggGj4OLJ0Ktv2KEZ06ZASUNEZgH/ChQCT6vqo0mfi/v8dqAR+HNV/TBVWxEZDLwAFAN7gD9V1WMJ27wM2Ar8g6r+k6u7Fvgl0A9YDHxbbZJzk21OHoLyZ/hV75foRcSve+9d/72oD1wxC675M+g/PLwYjWlD2u4pESkEHgdmAxOAu0VkQtJqs4ES95oLPBGg7TxgmaqWAMtcOdFPgdeT6p5w22/e16z0X9GYDKEKW34Pz98DlYvjCSNR5CxsfRVevA8q/9jzMRqTRpAzjelAlapWA4jI88Ac/LOAZnOAhe6v/lUiMlBERuKfRbTVdg7wGdd+AbAC+K5b706gGjjVvAO3vQGqutKVFwJ3cn5iMSbzNJ2Bt38Mu95qUb1bR1LpjebNfR6fLNjLKDnMlFEXQVMjrPgR8xYu5fnoZwGxi+UmIwRJGqOA/QnlGuD6AOuMStN2hKoeAFDVAyIyHEBEPoGfPGYC30naR00r+ziPiMzFPyPhsssuS/3tjOlmE+b9lkeKnmViwR4/IQAMHsf39kxjk46LrxhVpsoufn/RGmjw/6v/18JlNGpfyrwbQ4jcmPMFuXtKWqlLvo7Q1jpB2ib7P8BPVfVkB+LwK1WfVNVSVS0dNuy8iaeM6TlnT/L9Xr9gYsGeeN0n/wS+/B8tEwYAwgYdz5UbvsqC/cOoqG0A4C+KFnOV7OuxkI1JJciZRg1waUJ5NFAXcJ3eKdoeFJGR7ixjJHDI1V8PfFVEfgIMBDwROQP81rVPFYcxGaF43iIKifK/ixYytaA2Vv/tvTfy6u5PwuKlbbY9S2++H/k6Pyx6misL9lOA8u2i30Lkfijq3RPhG9OmIGcaa4ESERkrIr2Bu4CypHXKgHvFNwNocF1PqdqWAfe55fuAVwFU9WZVLVbVYuBnwA9V9d/d9k6IyAx3t9a9zW2MyUT/rXAxUwuqYuXHI3N41bspUNsmivhJ5C5O0weAUXIYtv+hW+I0pj3SJg1VjQAPAUuAbcCLqrpFRB4QkQfcaovxL1xXAU8BD6Zq69o8CswUkZ341y9a3Mbbhm8CT7v97MIugpsMVSrb+WLhqlj5N9FbWeJNb9c26hnIryO3xSs+fBaaTndViMZ0iOT6Yw6lpaVaXl4edhgmn5xp4J0ffJGB4l+WW+lN4EeR/0rrl+VS60WEJ3v9M0PkOABPR26nzPuU3Ullup2IrFPV0uR6G0bEmK5W/kwsYRzTC3k8cicdSRjgd1P5t9z67ihcheB1RZTGdIglDWO60tHd/sN5zhPRL3GcT3Rqkyu8qZzSfgBcLEeZJjs7tT1jOsOShjFdac1ToP6ZQIU3jlXeJzu9ybP0Zql3baw8u3BNp7dpTEdZ0jCmi3zm4aep+GAxFbUNKMJ/Rm+no91Syf4YvS62XFqwA840dMl2jWkvSxrGdJGvFL4bW17pTWC3juyybdcxlB3qP/JUgAfVK7ps28a0hyUNY7rC8QPcXFARK74c/XSX72J5dGq8sPONLt++MUFY0jCmK2x/jQI3qs1G73KqdHSaBu33njcJr7m766PNcPxAl+/DmHQsaRjTWZ7X4i//xV7yeJ5do4H+rPdK4hXVy7tlP8akYknDmM6qW+9PrASc0AtY613Zbbt6x5sSLyQNs25MT7CkYUxn7YhPlvSON4VIN86ivNr7JE3N2z+8Ez7en7qBMV3MkoYxnXGuEXa/Eyu+6U3r1t010pd13hXxCjvbMD3MkoYxnVG9AiJnANinw9mll3T7Lt/1JscLljRMD7OkYUxnJHRNLYtOo6se5ktljXcVFPX1C8f2wNHqbt+nMc26r/PVmFx3/AAV5X7XlIewwru6R3Z7lt4w5gbY5e6e2vUWDE6eBdCY7mFnGsZ0VMJZxnqvhGMM6Ll9j4uPfMuu5ZDjUxyYzGFJw5iO8DzYsSRWXNbNF8DPc9kM6HWBv9xQ499JZUwPCJQ0RGSWiFSKSJWIzGvlcxGRx9znFSIyLV1bERksIktFZKd7H+Tqp4vIBvfaKCJfTmizwm2r+fPhnfv6xnTQRxVwwn8i+5T2Y3UXjGbbLkV9oDhh6li7IG56SNqkISKFwOPAbGACcLeITEhabTZQ4l5zgScCtJ0HLFPVEmCZKwNsBkpVdSowC/gPEUm89nKPqk51r0Pt/cLGdImEs4x3vcnxZyd60uUJXVTVK6yLyvSIIGca04EqVa1W1XPA88CcpHXmAAvVtwoYKCIj07SdAyxwywuAOwFUtdHNLQ7QF7CfBJNZmk63GGV2mXdNj4dQPG8R45+oZ2XNOb/ixAE4tK3H4zD5J0jSGAUkPnZa4+qCrJOq7QhVPQDg3mNdTSJyvYhsATYBDyQkEYBnXNfUIyLS6v2NIjJXRMpFpLy+vj7AVzSmHXa/C02NANTqUCrdkOU9LUIRK72Ek37rojI9IEjSaO0Xc/Jf/22tE6Tt+SuorlbVicB1wMMi4m5K5x5VnQzc7F5fb6P9k6paqqqlw4YNS7c7Y9on4a6pt7xr6IlnM9rS4kG/6uX+BXpjulGQpFEDJP4pNRqoC7hOqrYHXRcW7v286xOqug04BUxy5Vr3fgJ4Dr/7y5iec+Ig1H3oL4vwVrTnu6YSbdTLod9Av3DqMOxbGWo8JvcFSRprgRIRGSsivYG7gLKkdcqAe91dVDOABtfllKptGXCfW74PeBXArVvklscAVwJ7RKRIRIa6+l7AHfgXzY3pOTvfiF9wHnUtR7go1HA8CuCK2fGKrb8PLxiTF9Le8qGqERF5CFgCFAK/UNUtIvKA+3w+sBi4HagCGoFvpGrrNv0o8KKI3A/sA77m6m8C5olIE+ABD6rqYRH5BLDEJYxC4E3gqU4fAWOCUoUdf6Si1p+f+5/3Dgk5IN/03/fnqd7HEZQprPFHvh0YznUWk/sC3SeoqovxE0Ni3fyEZQW+FbStqz8C3NZK/bPAs63UnwKuDRKvMd3i4Bb/QTrgNH1Y1dPPZrThEINY613J9ILtfsXW38ONfxVuUCZn2RPhxgRVGf/b573oJH8MqAyxOJowW2Dl6/6Q7cZ0A0saxgRxrjE+QCCw1CsNMZjzrdfx1OlQv3DuVIsEZ0xXsqRhTBDVK2LPZtToMLaH9GxGW5QCyqI3xCs2/85uvzXdwpKGMUFULootLo1eS5jPZrRlmTcN+lzoF47Xwr4Pwg3I5CRLGsakc2wvfOTu7i4odA/0ZZ6z9Iar7ohXbHopvGBMzrKkYUw6la/Hly+7gQb6hxdLOpP+C4j7sa7bAIerwo3H5BxLGsakEo20GDaEq74YXiwBFH9/LY/vG01FbQMVtQ387Gc/oHjeovQNjQnIkoYxqexfDaeP+csXDIFLr0+9fgZ4Nfqp2PKnCyoYyIkQozG5xpKGMW0onreIp5/+t9gT4FwxCwoKww0qgB16Kdu9ywAoIsrthWtCjsjkEksaxrRhICcoLagEoKK2gRtf6ZM1XT1l3o2x5dkFqyFyLsRoTC6xpGFMG24rWE+BG8l/s1dMHUNDjii4D7yJ1Ks/+u1FcspuvzVdxpKGMa1R5fOF5bHiGxn2BHg6HgX+cxvNdrwRXjAmp1jSMKY1desZKUcAaKQvK72JIQfUfiuiV8cL+1fB6Y/DC8bkDEsaxrRm+2uxxeXRqRk1OGFQdQyNXRDHi9p0sKZLWNIwJtmZBtj9TqyYbV1TiZZ7U+OFXcvCC8TkDEsaxiTbuRSiTf6ijmK3jgw5oI5735uI1zxO1sEtcOpIuAGZrBcoaYjILBGpFJEqEZnXyuciIo+5zytEZFq6tiIyWESWishO9z7I1U8XkQ3utVFEvpzQ5loR2eS29ZiIZN6ocSa7qcK2P8SKb0Sz9ywD4Dj92eoV+wVV2PNuqPGY7Jc2aYhIIfA4MBuYANwtIhOSVpsNlLjXXOCJAG3nActUtQRY5srgz/tdqqpTgVnAfzTPGe62OzdhX7Pa+4WNSengFji2B4Az9OZt7+rU62eB971J8UJCt5sxHRHkTGM6UKWq1ap6DngemJO0zhxgofpWAQNFZGSatnOABW55AXAngKo2qmrE1fcF/0Z5t70BqrrSTS+7sLmNMV1me/zhvfeikzlDnxCD6RotpqWtW+9fszGmg4IkjVHA/oRyjasLsk6qtiNU9QCAex/evJKIXC8iW4BNwAMuiYxy7VPF0dx+roiUi0h5fX19gK9oDP7sfNXx2fmWZPEF8ERHuAhGuFuG1YM974cbkMlqQZJGa9cNNOA6Qdqev4LqalWdCFwHPCwifduzLVV9UlVLVbV02LBh6XZnjG/Pe9B02l8eNIbKDJudr1PGfjq+bE+Hm04IkjRqgMSfntFAXcB1UrU96LqcmrueDiXvWFW3AaeASW5bo9PEYUzH7Ux4arrk82Ti7HwdNiY+FhU15TYWlemwIEljLVAiImNFpDdwF1CWtE4ZcK+7i2oG0OC6nFK1LQPuc8v3Aa8CuHWL3PIY4Epgj9veCRGZ4e6aure5jTGdduoI1K6Ll8d/LrxYusNFl8IA15vbdBoObAw3HpO1itKtoKoREXkIWAIUAr9Q1S0i8oD7fD6wGLgdqAIagW+kaus2/SjwoojcD+wDvubqbwLmiUgT4AEPquph99k3gV8C/YDX3cuYTimet4g5Be9xf5E/b8Zmr5i//8G6NK2yjAiMuQE2veyX962ES68LNyaTldImDQBVXYyfGBLr5icsK/CtoG1d/RHgtlbqnwWebWNb5fhdVcZ0qc8WbogtL8/QOcA7o3jeIq4Wj//Xy79zasqFH8CNf+UnE2PawZ4IN3nvEg4zTg4A0EQRH2Th4IRBbNFiTjffQnziAHy8N9yATFaypGHy3qcKN8eW13lXcIp+IUbTfSIUsd4bH6/Ytyq8YEzWsqRh8t6Mgq2x5Q+85MEOcku5dyXgz0T43EvPZ81MhCZzWNIw+e3EQUqkFvAnLlrrXRVyQN1rrUsaABMK9tKfxhCjMdnIkobJbwkD+G3wLs/ZrqlmDfRnp/qPOxWgXFNQFXJEJttY0jD5bffbscVsnJ2vIxLPNq4r2B5iJCYbWdIw+avxKHy0CQBFWg7sl8MSk0ap7ADPCzEak20saZj8tX+1P8cEsNUbQwP9Qw6oZ+zSSziqAwDoL6fh0JY0LYyJs6Rh8tf+NbHF8oS/vnOftDjbsFtvTXtY0jD5yYtCzdpYcZ2WhBhMz2uRNPbaqLcmOEsaJj8d2gZnTwBwRAewRy8OOaCetVEvp6l5FKGj1XDio3ADMlnDkobJT/vjXTIfeiXk1DDoAZylNxXeuHjFvpXhBWOyiiUNk58Sr2doPl3PiGtxHWevJQ0TjCUNk38aj0J9pb9cUMhG7/Jw4wlJi+sadevjsxYak4IlDZN/EidbGjGJRvqGF0uIDjGIfTrCL0TPQe2H4QZksoIlDZN/En85ji4NL44M0PLWW+uiMukFShoiMktEKkWkSkTmtfK5iMhj7vMKEZmWrq2IDBaRpSKy070PcvUzRWSdiGxy77cmtFnhtrXBvYZ37uubvFS3Pr58ybS218sD5yUN97CjMW1JmzREpBB4HJgNTADuFpHk8aNnAyXuNRd4IkDbecAyVS0BlrkywGHgT1R1Mv7c4cmz+N2jqlPd61B7vqwxHD/gT0AE0KsfDMvtUW3T2a6X8UHNOSpqG6jYsQuO2ACGJrUgZxrTgSpVrVbVc8DzwJykdeYAC9W3ChgoIiPTtJ0DLHDLC4A7AVR1varWufotQF8R6dPB72dMS4lnGRdPgcJAMx7nLI8CyvWKeIV1UZk0giSNUcD+hHKNqwuyTqq2I1T1AIB7b62r6SvAelU9m1D3jOuaekSk9QmORWSuiJSLSHl9fX3qb2fyS13C9YxLcm8u8I5oMYeI3Xpr0giSNFr7xZzc8dnWOkHatr5TkYnAj4G/TKi+x3Vb3exeX2+trao+qaqlqlo6bNiwILsz+UA1dqZRUdvA5144bjPXAeu98XjNP6r12/xbko1pQ5CkUQNcmlAeDdQFXCdV24OuCwv3Hrs+ISKjgVeAe1V1V3O9qta69xPAc/jdX8YE8qmHF1CxYxcVtQ000pddeknYIWWEk1zAVm+MX1D1R/81pg1BksZaoERExopIb+AuoCxpnTLgXncX1QygwXU5pWpbhn+hG/f+KoCIDAQWAQ+r6vvNOxCRIhEZ6pZ7AXcAm9v9jU3emlywO7a82StG7Y7zmHIbwNAElPanRlUjwEPAEmAb8KKqbhGRB0TkAbfaYqAaqAKeAh5M1da1eRSYKSI7gZmujFt/PPBI0q21fYAlIlIBbABq3b6MCeTqgthJKxV5+hR4W1YnTkC1fw00nQkvGJPRAt06oqqL8RNDYt38hGUFvhW0ras/AtzWSv33ge+3Ecq1QeI15jyexySJn2lU6NgQg8k8tQxjnw5nCmchcsbvohp3S9hhmQxk5+cmPxzbzUVyCoDjegF7m4fPMDGrvITHr3a/E14gJqNZ0jD5IeH5jM06zq5ntOJ9b5L/kF9tA6vffg0i58IOyWQg+8kx+SEhaWxMnEfCxOzWizmogwHox9mWAzsa41jSMLnP8+DAxlhxk13PaIPwvjcxXrQuKtMKSxom9x2tjk3t+rH2p0btgc+2rEy8rrHnXYhGwgvGZCRLGib3HdgQW/TPMvJratf22KGjOaID/MLZEy3O0IwBSxomHyReBPesayoVpaDl2cbuFaHFYjKTJQ2T2+x6Rru9702KF3a/6x9DYxxLGia32fWMdtuqY/hY+/uF08fg4KZwAzIZxZKGyW0J1zM22/WMQJQCViUOK1L9dnjBmIxjScPktoTrGZvsekZgLbuo3rEuKhNjScPkLrue0WGbdSz0dXdRnar359kwBksaJpclXM+g3yC7ntEOUQr5lx3DY8OKWBeVaWZJw+SuhOsZXDIVu57RPu8ldFEtXfwSxfNes5kOjSUNk8MSk8bIqeHFkaUqdByN9AVghBzjckmesNPkI0saJjd5HtQln2mY9ohQxGrvqlj5UwU2UaYJmDREZJaIVIpIlYjMa+VzEZHH3OcVIjItXVsRGSwiS0Vkp3sf5Opnisg6Ednk3m9NaHOtq69y+7P+BtO6I1UtrmcwcEy48WSp96PxLqpPFWwBNLxgTEZImzREpBB4HJgNTADuFpEJSavNBkrcay7wRIC284BlqloCLHNlgMPAn6jqZPy5w59N2M8TbvvN+5rVni9r8kjN2vjy6FKwvy86ZL2WcJo+AIyUI1wqh0KOyIQtyJnGdKBKVatV9RzwPDAnaZ05wEL1rQIGisjING3nAAvc8gLgTgBVXa+qzZ2nW4C+ItLHbW+Aqq5008subG5jzHlqywGoqG3gL95Uu4DbQU0Usd4riZVLZUeI0ZhMECRpjAL2J5RrXF2QdVK1HaGqBwDc+/BW9v0VYL2qnnXtatLEYQw0nYGP4kNfbPDGhxhM9iv3rogtX1tgSSPfBUkarZ3XJ3dstrVOkLat71RkIvBj4C/bEUdz27kiUi4i5fX19UF2Z3LJgY0QbQJgnw7nKANCDii7fZhwpjGxYC+cOxViNCZsQZJGDXBpQnk0kHzvXVvrpGp70HU54d5jnaUiMhp4BbhXVXcl7GN0mjgAUNUnVbVUVUuHDbMHuvJOwvWM9XaW0WlHGUC1jgSgkKhNA5vngiSNtUCJiIwVkd7AXUBZ0jplwL3uLqoZQIPrckrVtgz/Qjfu/VUAERkILAIeVtX3m3fgtndCRGa4u6bubW5jTAvuegbQoj/edFy5d2W8sG91eIGY0KVNGqoaAR4ClgDbgBdVdYuIPCAiD7jVFgPVQBXwFPBgqrauzaPATBHZCcx0Zdz644FHRGSDezVf7/gm8LTbzy7g9Q5/c5ObTh2Go7v95cJebNHiUMPJFS2Sxv7VoHbrbb4qCrKSqi7GTwyJdfMTlhX4VtC2rv4IcFsr9d8Hvt/GtsqBSa19ZgwA+1bGly+ezNmq3uHFkkMqdTQntR/95bQ/gOHRahhyedhhmRDYE+Emp/znr38dG2Tvrz/oF3Y4OUMpYL0mXB+y6xp5y5KGyR1NZ5haUBUrrkkYAsN0XoWXcGZR+2F4gZhQWdIwuaN2Hb2IAP6tth8xJOSAcstGb1y8cGAjRCPhBWNCY0nD5I69sZvt7CyjG3zEYA7pQL/Q1Aj128MNyITCkobJDZ4Hez+IFdckznFtuogkdVHZdY18ZEnD5Ib6bXD6GAAN+gkqdXSaBqYjKjShi8qSRl6ypGFyw67lscW13lWo/dfuFi2uaxza6o/zZfKK/WSZ7Od5UL0iVkycptR0rWMMgEHFfiHaBAdtYqZ8Y0nDZL+Dm/0HzoATegEb1R46604/3Ngv9iyMdVHlH0saJvvteiu2+L43kSiFIQaT+yrUntfIZ5Y0THbzPNj9dqz4njc5xGDywyZvLF7zTAWHK+HM8XADMj3KkobJbgc2QONRf7nfIDbp2HDjyQOn6McudfOfqULd+nADMj3KkobJbrveivWv/6jyYrtrqodsSHxeo866qPKJ/YSZ7BU5l3TXlHVN9ZSNiUmjprztFU3OsaRhsteed+HsCQA+0sFs0TEhB5Q/tukYmppnVmiogZOHUjcwOcOShslelfE5uN70ptH6NPKmOzRRxFYvIUnbrbd5I1DSEJFZIlIpIlUiMq+Vz0VEHnOfV4jItHRtRWSwiCwVkZ3ufZCrHyIiy0XkpIj8e9J+VrhtJc/oZ/LNyUOxaV0V4a3otDQNTFfb4I2PXU/612dfCDsc00PSJg0RKQQeB2YDE4C7RWRC0mqzgRL3mgs8EaDtPGCZqpYAy1wZ4AzwCPCdNkK6R1WnupedE+epv/vRP1JR8zEVtQ1s9C7nMBeFHVLe2ZgwDtU1UmVTwOaJIGca04EqVa1W1XPA88CcpHXmAAvVtwoYKCIj07SdAyxwywuAOwFU9ZSqvoefPIw5nyozC+LdIX7XlOlpu/QSTqo/O+JAOQnH9oQbkOkRQZLGKGB/QrnG1QVZJ1XbEap6AMC9B+1qesZ1TT0iItaJnY8ObORi8Z/NaKQvq7zkE1/TE5QCG/U2DwVJGq39Yk4+D21rnSBt2+MeVZ0M3OxeX29tJRGZKyLlIlJeX1/fid2ZjLTjj7HFd6JTOEevEIPJbxttCti8EyRp1ACXJpRHA3UB10nV9qDrwsK9p70+oaq17v0E8Bx+91dr6z2pqqWqWjps2LB0mzXZ5Fxji2czlnrXhheLaZk06tbbFLB5IEjSWAuUiMhYEekN3AWUJa1TBtzr7qKaATS4LqdUbcuA+9zyfcCrqYIQkSIRGeqWewF3ADYuc76pXgFNpwF/HvCdmtxTanpSHUNaTgH7UUW4AZluV5RuBVWNiMhDwBKgEPiFqm4RkQfc5/OBxcDtQBXQCHwjVVu36UeBF0XkfmAf8LXmfYrIHmAA0FtE7gQ+D+wFlriEUQi8CTzVua9vss6O+LMZy6L2bEb4hLXeVXyxcJVf3LcSRtmNCbksbdIAUNXF+IkhsW5+wrIC3wra1tUfAW5ro01xG6FYX0Q+a6iBA/5fsh7CW941IQdkANZ6V8aTxt4P4IZWfxWYHGFPhJvskfAEeLl3JQ30DzEY02yTjuNs880IDTXw8f7UDUxWs6RhsoPnwY4lseKbdgE8YzRRxAZvfLxi38rwgjHdzpKGyQ615bEpXek3kLXeleHGY1po8e+x9/3wAjHdzpKGyQ4JXVOMn2lTumaYtd6V0Pys7YGK+MRYJudY0jCZ78xx2PNebHC8W/7QL+yITJJjDICLp/gF9Vo8S2NyiyUNk9GK5y3iwf/7j1Ts87umqnQUe/XikKMyrbr8s/Hl6uXhxWG6lSUNk/FuK4wPT7HMhkDPXGNvAXG/Uj7aBCdtCJ9cZEnDZLTL5CAlUgtAhELe9qaEHJFp0wWD4RL37IyqdVHlKEsaJqMlDoG+0pvASS4IMRqTSvG8Rcz9YAAVtQ1+xc4lqRuYrGRJw2SuaITPFGyIFa1rKvO9702Kzx1+eCfU7wg3INPlLGmYzLVvJRfJKQCO6ADW6/g0DUzYTtGP972J8YrKReEFY7qFJQ2TuSrjQ5Yt86ah9t81K7wRLY0Xdr4JkbPhBWO6nP0Umsx0sh72rYoVrWsqe2zWsTDADVl/7iRUvx1uQKZLWdIwmalysf+QGFDhjeMAQ0IOyAQn/N3mUbGHMdnyStgBmS5kScNkHs+D7fG+8CXedSEGYzrijWgpkeahXg5thYNbww3IdBlLGibz1KyFkwcBOKEXsMqbEHJApr0a6M87ic/UbP5teMGYLmVJw2Se7a/FFt/ypsZv4TRZ5Q/RG+KF6uVw6nB4wZguEyhpiMgsEakUkSoRmdfK5yIij7nPK0RkWrq2IjJYRJaKyE73PsjVDxGR5SJyUkT+PWk/14rIJretx0TE5vrMNY1HWwytbV1T2WuXjmKrN8a/trH/KN/74Q/CDsl0gbRJQ0QKgceB2cAE4G4RSe4vmA2UuNdc4IkAbecBy1S1BFjmygBngEeA77QSzhNu+837mra1UNQAABLuSURBVBXoW5rssa0MvKi/fPEkanR4uPGYTvmDFz/bmFWwBiLnQozGdIUgZxrTgSpVrVbVc8DzwJykdeYAC9W3ChgoIiPTtJ0DLHDLC4A7AVT1lKq+h588Ytz2BqjqSjcn+cLmNiZHRJtg66uxu27uWz0q7IhMJ63yJnBEBwD4D2pWLQ05ItNZQZLGKCBx0t8aVxdknVRtR6jqAQD3nu5PylGufao4ABCRuSJSLiLl9fU20mbW2LU8NnnPUR3Q8slik5WiFLa8trHhOf/uOJO1giSN1q4baMB1grQNKvC2VPVJVS1V1dJhw4Z1cHemR6nC5pdjxUXe9UTsAnhOeN2bTiN9/UJDDex5N9yATKcESRo1wKUJ5dFAXcB1UrU96LqcmrueDgWIY3SaOEy2+mgT1FcC0EQRS6J2ATxXnKYvi6PT4xUbnvP/SDBZKUjSWAuUiMhYEekN3AWUJa1TBtzr7qKaATS4LqdUbcuA+9zyfcCrqYJw2zshIjPcXVP3pmtjssj6X8UWV0Sv5jifCDEY09XKojfGb52u3w5168MNyHRY2qShqhHgIWAJsA14UVW3iMgDIvKAW20xUA1UAU8BD6Zq69o8CswUkZ3ATFcGQET2AP8C/LmI1CTccfVN4Gm3n13A6x383iaTHNoO+1f7yyK84t0cbjymy33MhSyLXhOv2Pib8IIxnSKa46eJpaWlWl5eHnYYJpUl34M97/nLl99K8Zulqdc3WWkkR1g57pnYmGJ85WkYWhJuUKZNIrJOVc/7YbQnwk246nfEEwbAtK+HF4vpVgcYAuNuiVd8uDC8YEyHWdIw4VGFVT8HoKK2gfn7R1P8k20hB2W6063LEka/3f0OHK4KOyTTTpY0THj2rYpdEPUQfhWdGXJAprtV6yWsTByAct0z4QVjOsSShgmHF4XV82PFJdHp1Kg9U5MPfhO9NV7Y855/I4TJGpY0TDi2vkrF5o1U1DawuvYMzyX+IjE5bY+O5D1vcrzCzjayiiUN0/NOHYY1T8WKL0c/TQP9QwzI9LTfRD8LzYNU71sFH20ONyATmCUN0/NWPg5NjQDU6lB+H70p5IBMT9uvI2D85+IVq56wp8SzhCUN07P2r4Fdb8WKP4/MsUmW8tT1b4xhfe1J/06qg5v9u6lMxrOkYXpO5Cy899NYcbk3lU06LsSATJgOMpjXotfHK9Y86Q+PbzKaJQ3Tc8qfoWLbNipqG1hZc45fRGaHHZEJ2QvRz3JK+/mFhhp/Ei6T0SxpmJ5xaBtUvBAr/jL6ebv4bTjJBbwYvSX2wN/7L/wznD0ZdlgmBUsapvtFzsGKR2NjDlV442zubxPzmncDh3QgABdKoz90uslYljRM91u/EI7tAeAsvfi3yJdpfU4tk4+aKOLZ6OfjFZteguMHwgvIpGRJw3Svwzth/a9jxQWRL3CQwSEGZDLRO95kdqqbvTl6rsVoASazWNIw3ScaadEtxcgpLPKuT93G5CWlgKcid8QrqldA3YbQ4jFts6Rhus+6Z+BIFRW1DayrPcWNH5Si9l/OtGG7Xsbb3tXxig/+DTwvvIBMqwL9BIvILBGpFJEqEZnXyuciIo+5zytEZFq6tiIyWESWishO9z4o4bOH3fqVIvKFhPoVrm6Dew3v+Fc33apuA2yId0stjMykjqEhBmSywYLIFyivbfTvpqpYB5WLwg7JJEmbNESkEHgcmA1MAO5OmH612WygxL3mAk8EaDsPWKaqJcAyV8Z9fhcwEZgF/Nxtp9k9qjrVvQ61/yubbnfmOCz/QWxYiI3e5ZR5N4YclMkGh7mIl6Ofjlesfdpuwc0wQc40pgNVqlqtqueA54E5SevMARaqbxUwUERGpmk7B1jglhcAdybUP6+qZ1V1N/584NM7+P1MT1OF9/6FisqdVNQ28EHNOX4W+Yp1S5nAXonexGG9yC+c/thm+MswQX6SRwH7E8o1ri7IOqnajlDVAwDuvbmrKd3+nnFdU4+ISKv3bYrIXBEpF5Hy+vr6dN/PdKXNv4Vdy2PFf4t+mSNcFGJAJtucpTfPRGfFKza/DB/vb7uB6VFBkkZrv5iTh6Nsa50gbduzv3tUdTJws3u1OqG0qj6pqqWqWjpsmE3s02PqNvgj2Dp/jF7HSm9iiAGZbPWuN5mt3hi/4EVb/L8y4QqSNGqASxPKo4G6gOukanvQdWHh3puvT7TZRlVr3fsJ4Dms2ypznKyHN/8hdnvtTh3FU9E7Urcxpk3CU9EvJsy5sRKq3w43JAMESxprgRIRGSsivfEvUiePKlYG3OvuopoBNLgup1Rty4D73PJ9wKsJ9XeJSB8RGYt/cX2NiBSJyFAAEekF3AHYzC2Z4OxJeP1/wOljfrnfQH7UdI8NeW46ZZeOgqu+GK94/2f+TRYmVGl/qlU1IiIPAUuAQuAXqrpFRB5wn88HFgO341+0bgS+kaqt2/SjwIsicj+wD/iaa7NFRF4EtgIR4FuqGhWRTwBLXMIoBN4E4tO/mXBEm2DpI3C0moraBjwK+J9NX+WwXccwXWDi4rH8vJfHIDnBlFH4kzV95rthh5XXRHN8tqzS0lItLy8PO4zc5Hmw4oewcykAFbUN/DTyVZZ714QcmMklMwq28vdFv2bKKPeHyBd+AMU222N3E5F1qlqaXG/3QZqOUYVVP6dixcuxYa2fjc60hGG63CpvAu97k+IVKx61AQ1DZEnDtJ+qP8vappdiVX+MXsdL0VtCDMrksscjc1hWI/4fKNU18Ob/hqbTYYeVlyxpmPZb98sWcx584E1kfvRL2HDnpruc5AJ+HLmLKG5wiPpK/269aCTUuPKRJQ0TnCqsmu8nDWeNdxX/FPlTPPuvZLrZDr2UJyMJd1PtW+VfU7PE0aPsnkgTTLQJ3vkn2PFHKmobAPjQK+HHkbuJ2H8j00Ne965nSPQ4U1jvV1Qtg3ON8Ll/gF59wwwtb9ifhya9EwfhD9+GHX+MVa3xruKHEXsWw/S8X0U/BxMShr/btxL+8Ndw0sYv7QmWNEzbPA+2lsFv74eDW2LVb0av5YeRezhHrxCDM/lL4Ka/gWv+DPBv9a7YsIZ3f/xlm7ipB9ifieZ8ngd73oEPn4UjVfF6KYDr/5LHdvfHLnqbMBU/vBi4hNsLPs3cokUU4HGRnIJFfwul98PVd0OB/U3cHSxpmLjIOah6Ezb+Bj7eF7t2AXBQB/Mvka+yrfrCEAM0pqXF3gz2No3gu0XPM1BO+oMbrnkSasvhM38P/W3A0q5mScP4Y0dt+4M/BPWpwy0+OkcvXonexEvRW6w7ymSkLTqWv216kO8W/YYpuLGpaj+El78BN/13uPy2+MCHptNsGJF8drLeTxRby6CpESB2dnGaPrwWnUFZ9EYa6B9mlMYEUkiUuwvf4muFbyNofNiRS6bCDQ/B0JJwA8wybQ0jYmca+ehoNWx8we+K8iItuqE+1v6UeTfyenQ6p+gXYpDGtE+UQn4Vncl6bzzfKXox/kHdBvjtf4NLr4dJX4HR19n1jk6wpJEvohH/1sQtv4PaD1skCoAaHcYr0ZtY4U2122hNVtuiY/lW07fZOvmAP5Okm+OF/av91wVD4PJbofhTMGIyFNr/9/awo5WrVP371g9u9p+c3bcSzp44b7Wt3hh+F72ZtXqlzeNtckYjfSkuG8tl8nXuKlzOjQWbKXATgE4ZhT9u2qaXoPcnYHQpjCqFkVNg4Bi7/pGGXdPIBV4UGmrg2B44thuO7PKfq2g80uKMItbHKwXM33cJv4/exHa9LJyYjelBl3CY2YWruaWgwr/Lyon9TDTrexFcPBlGXg3DroIh46H3BT0cbWZo65qGJY1s4HnQdMo/czjxEZw4AMfr3HKdnzCiTa02bZE0riyB8TNhwhyKf5Dlx8SYDijAY6pUcX3BdkoLKhkmH7f4/LwkIgIXjYYhJX4CGXCJ/7pwJPS5MKfPSjqVNERkFvCv+DPmPa2qjyZ9Lu7z2/Fn7vtzVf0wVVsRGQy8ABQDe4A/VdVj7rOHgfuBKPDXqrrE1V8L/BLohz9b4Lc1zRfotqShCl7E/2Ude29KeI8klN3n0XP+cuSsf7dSU6M/bk7TKX+Y5xbLp9w6p1sdAjr5mkTif/bEO6B2eKPZpmNY7V3FLr0EeyjPmGbKpXKIa2UnEwv2MEH2cqE0trrmeckEoKgvXDAY+g323y8YDP0G+eV+g6DXBdCrnz8mVlE/KOwNBYVQ2AsKiqCgV0ZfkO9w0hCRQmAHMBOowZ/3+25V3Zqwzu3AX+EnjeuBf1XV61O1FZGfAEdV9VERmQcMUtXvisgE4DfAdOAS/Gldr3BTvq4Bvg2swk8aj6nq66ni71DS+PBZ2P3O+b/0k5NBD0tOFImO6AD26XD3GsFOHcVeHWHXKYwJSPAYLfVMkL1MKNjH5VLHaDkUuxbSrLU/0JLrg+9UXPIoaiWhtFIuaOdl6IGX+c+qdEBnbrmdDlSparXb0PPAHPw5vJvNARa6v/pXichAERmJfxbRVts5wGdc+wXACuC7rv55VT0L7BaRKmC6iOwBBqjqSrethcCdQMqk0SGnDsHhHW1+3NYv77b+M3WF0/ThYx3CRzqIgzqIj3QwB/HfD+gQGrERPo3pDKWA/TqC/TqCJd50AHrTxBg56BJIPRfLUfbVHOViOUZvWv7h2FYCSfn7QtXvgYie64ZvRLdMVBUkaYwC9ieUa/DPJtKtMypN2xGqegBAVQ+IyPCEba1qZVtNbjm5/jwiMheY64onRaSyrS/XA4YCh9OulZ/s2LTNjk3bevTY7MTv7sgSScfmHWB+R7c1prXKIEmjtU7w5D6tttYJ0jbo/gJvS1WfBJ5Ms58eISLlrZ3iGTs2qdixaZsdm7b1xLEJ0uFdA1yaUB4N1AVcJ1Xbg64LC/fePBh+qm2NThOHMcaYbhQkaawFSkRkrIj0Bu4CypLWKQPuFd8MoMF1PaVqWwbc55bvA15NqL9LRPqIyFigBFjjtndCRGa4u7XuTWhjjDGmB6TtnlLViIg8BCzBv232F6q6RUQecJ/Px7+T6XagCv+W22+kaus2/SjwoojcD+wDvubabBGRF/EvlkeAb6lq1LX5JvFbbl+nOy6Cd72M6CbLUHZs2mbHpm12bNrW7ccm5x/uM8YY03XsJn5jjDGBWdIwxhgTmCWNAESkr4isEZGNIrJFRP6Pq/9HEdkuIhUi8oqIDExo87CIVIlIpYh8IaH+WhHZ5D57zF3Ux134f8HVrxaR4p7+nh3R1rFJ+Pw7IqIiMjShLu+PjYj8lfv+W9zoCM31eX1sRGSqiKwSkQ0iUi4i0xPa5MWxaSYihSKyXkRec+XBIrJURHa690EJ6/bcsVFVe6V54T8j0t8t9wJWAzOAzwNFrv7HwI/d8gRgI9AHGAvsAgrdZ2uAG9w2Xwdmu/oHgflu+S7ghbC/d2eOjStfin8TxF5gqB2b2P+bz+I/L9bHfTbcjk3s2LyR8N1uB1bk27FJOEZ/CzwHvObKPwHmueV5Yf2+sTONANTXPJ5yL/dSVX1DVSOufhXx50hiQ6Go6m78u8qmi/88ygBVXan+v1bzUCjNbRa45ZeB25r/KshkbR0bV/4p8D9o+RCmHRv/LsBH1R8qB1VtfkbJjo3/GuDqLyL+LFbeHBsAERkNfBF4OqE68fssoOX37LFjY0kjIHequAH/IcSlqro6aZW/IH4LcKphVdoaCiXWxiWiBmBIV36H7tLasRGRLwG1qroxafW8PzbAFcDNrlvgbRG5zq1uxwb+O/CPIrIf+CfgYbd6Xh0b4Gf4f3B5CXUthl4CEode6rFjY0kjIFWNqupU/LOJ6SIyqfkzEfke/jMlv26uam0TKepTtcl4rRybKcD3gP/Vyur5fmwm4T8fNQi/O+bv8J9XEuzYTMI/C/sbVb0U+BvgP93qeXNsROQO4JCqrgvapJW6bjs2ljTaSVU/xh+RdxaAiNwH3AHc404BoWNDocTaiEgR/qn50W75Et0k4djMwe9b3Sj+6MSjgQ9F5GLs2MzC/z6/c100a/D/mhyKHZtZ+KND/M599BL+KNuQX8fmU8CX3M/O88CtIvIrunbopQ4fG0saAYjIMHF3RolIP+BzwHbxJ5j6LvAlVU2cvaUjQ6EkDqvyVeCthCSUsdo4NutVdbiqFqtqMf5/0Gmq+hF2bLYDvwdudfVXAL3xRya1Y+P/UrvFrXYr/iCzkEfHRlUfVtXR7mfnLvy4/4yuHXqp48cm6BXzfH4BU4D1QAWwGfhfrr4Kv19wg3vNT2jzPfy7GCpxdyy4+lK3jV3AvxN/Kr8v/l9WVfh3PIwL+3t35tgkrbMHd/eUHRsFP0n8ytV9CNxqxyZ2bG4C1uHfDbQauDbfjk3ScfoM8bunhgDL8BPpMmBwGMfGhhExxhgTmHVPGWOMCcyShjHGmMAsaRhjjAnMkoYxxpjALGkYY4wJzJKGMcaYwCxpGGOMCez/A62ZtaTofpbPAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
......
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment