From d96000e77462fe54ab45bf0bbee6ddf3cc2453af Mon Sep 17 00:00:00 2001
From: Andrey Aristov <aaristov@pasteur.fr>
Date: Tue, 15 Sep 2020 19:33:03 +0200
Subject: [PATCH] New analysis
---
 Time_evolution_size_stats.csv                 | 161 ++++++
 ...noid_shape_stats-Time_evolution_size.ipynb | 523 ++++++++++++++++++
 2 files changed, 684 insertions(+)
 create mode 100644 Time_evolution_size_stats.csv
 create mode 100644 organoid_shape_stats-Time_evolution_size.ipynb
diff --git a/Time_evolution_size_stats.csv b/Time_evolution_size_stats.csv
new file mode 100644
index 0000000..a3f2bcb
--- /dev/null
+++ b/Time_evolution_size_stats.csv
@@ -0,0 +1,161 @@
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diff --git a/organoid_shape_stats-Time_evolution_size.ipynb b/organoid_shape_stats-Time_evolution_size.ipynb
new file mode 100644
index 0000000..5f3f4ff
--- /dev/null
+++ b/organoid_shape_stats-Time_evolution_size.ipynb
@@ -0,0 +1,523 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from glob import glob\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import os\n",
+    "import re\n",
+    "from statannot import add_stat_annotation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "PX_SIZE_UM = 1.6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def load_dataset(csv_path='stats.csv', data_path='/Volumes/Multicell/Sebastien/mESC_aggregates/SUMO/Cell_number/14022020_SUMO-number/D*/*stats.csv'):\n",
+    "    if os.path.exists(csv_path):\n",
+    "        dfs_all = pd.read_csv(csv_path, index_col=0)\n",
+    "        print('Loaded `stats.csv`')\n",
+    "    else:\n",
+    "        print('Loading raw data')\n",
+    "        paths = sorted(glob(data_path))\n",
+    "        assert (lp := len(paths)), 'Data not found'\n",
+    "        print(f'Found {lp} datasets')\n",
+    "        print([os.path.basename(p) for p in paths])\n",
+    "        \n",
+    "        r = re.compile(r'.*/(.*)-D(\\d)_stats.csv')\n",
+    "        labels = [r.findall(p)[0] for p in paths]\n",
+    "        print(f'Labels: {labels}')\n",
+    "        \n",
+    "        dfs = []\n",
+    "        for path, l in zip(paths, labels):\n",
+    "            try:\n",
+    "                df = pd.read_csv(path, index_col=0)\n",
+    "                df['day'] = l[1]\n",
+    "                df['chip'] = l[0]\n",
+    "                dfs.append(df)\n",
+    "            except UnicodeDecodeError:\n",
+    "                print(f'bad file {path}')\n",
+    "        dfs_all = pd.concat(dfs)\n",
+    "        print(f'concatenate {lp} datasets')\n",
+    "        dfs_all['major_axis_length_um'] = dfs_all.major_axis_length * PX_SIZE_UM\n",
+    "        dfs_all.to_csv(csv_path)\n",
+    "        print(f'Saved to {csv_path}')\n",
+    "        \n",
+    "    return dfs_all\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading raw data\n",
+      "Found 8 datasets\n",
+      "['Chip-D1_stats.csv', 'Chip-D2_stats.csv', 'Chip-D3_stats.csv', 'Chip-D4_stats.csv', 'Well-D1_stats.csv', 'Well-D2_stats.csv', 'Well-D3_stats.csv', 'Well-D4_stats.csv']\n",
+      "Labels: [('Chip', '1'), ('Chip', '2'), ('Chip', '3'), ('Chip', '4'), ('Well', '1'), ('Well', '2'), ('Well', '3'), ('Well', '4')]\n",
+      "concatenate 8 datasets\n",
+      "Saved to Time_evolution_size_stats.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "dfs_all = load_dataset(csv_path='Time_evolution_size_stats.csv', data_path='/home/aaristov/Multicell/Sebastien/mESC_aggregates/Time_evolution_size/*_stats.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dfs_all.index = dfs_all.chip"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Chip', 'Well'], dtype=object)"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "containers = dfs_all.chip.unique()\n",
+    "containers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['1', '2', '3', '4'], dtype=object)"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "days = dfs_all.day.unique()\n",
+    "days"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test_params_days = dict(test='Mann-Whitney', text_format='star', loc='inside', verbose=1,\n",
+    "                                    box_pairs=(('100+cond', '100'),\n",
+    "                                               ('200+cond', '200'),\n",
+    "                                               ('300+cond', '300'),\n",
+    "#                                                ('100', '200'),\n",
+    "#                                                ('100', '300')\n",
+    "                                              )\n",
+    "                  )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_days(dfs_all, x='day', y=['eccentricity', 'major_axis_length_um'], figsize=(10,4)):\n",
+    "    for day in dfs_all.day.unique():\n",
+    "        print(f'day {day}')\n",
+    "        fig, ax = plt.subplots(ncols=len(y), figsize=figsize)\n",
+    "        df = dfs_all[dfs_all.day == day]\n",
+    "        \n",
+    "        for _ax, _y in zip(ax, y):\n",
+    "            sns.swarmplot(data=df, x=x, y=_y, ax=_ax, size=3)\n",
+    "            sns.boxplot(data=df, x=x, y=_y, boxprops=dict(alpha=.3), ax=_ax)\n",
+    "            ax[0].set_title(f'{_y}: Day {day}')\n",
+    "\n",
+    "        #     stats_ecc = add_stat_annotation(data=df, x='cell_number', y='eccentricity', ax=ax[0], **test_params_days)\n",
+    "\n",
+    "\n",
+    "        plt.tight_layout()\n",
+    "        plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "day 1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "day 2\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "day 3\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "day 4\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_days(dfs_all)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_cond(dfs_all, cond='chip', x='day', y=['eccentricity', 'major_axis_length_um'], figsize=(10,4)):\n",
+    "    for cell_num in dfs_all[cond].unique():\n",
+    "        print(f'cond {cell_num}')\n",
+    "        fig, ax = plt.subplots(ncols=2, figsize=figsize)\n",
+    "        for _ax, _y in zip(ax, y):\n",
+    "            df = dfs_all[dfs_all[cond] == cell_num]\n",
+    "            sns.swarmplot(data=df, x=x, y=_y, ax=_ax, size=3)\n",
+    "            sns.boxplot(data=df, x=x, y=_y, boxprops=dict(alpha=.3), ax=_ax)\n",
+    "            _ax.set_title(f'{_y} `{cell_num}`')\n",
+    "\n",
+    "        plt.tight_layout()\n",
+    "        plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dfs_good = dfs_all.query('eccentricity < 0.5').query('major_axis_length_um < 300')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cond Chip\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cond Well\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_cond(dfs_all)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cond Chip\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cond Well\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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3WfbnL5YvX/cbdqR14/4bL2JYr8vbLqgU1urfV00lf77xAtbV9uTW2+9q26Ccc845t1/i/XyvWL6cVa++BsAJw4Zz6kEHsu2fLwPQ/7e3kZadTc4hh3Bb//4Ji7UtJDJBnguMDCd3rCfYkeni2BMk9QU2m5lJGk8wJnobsLO5uu3BsJq1wfde34w4knYgI5tF1W0/RMY555xzyZNz0EH0vulGKj5YTK9rrqY0TJYNyOzTh7yjj442wDglLEE2sxpJVwPPAenAPWa2WNJV4fG7gEnAv0uqAcqBC83MgEbrJipW55xzzjnXNg64/PK9r3tedin3znqaiswsfthOkmNIbA8yZjYLmNWg7K6Y138A/hBvXeecc845176s7t27+ZNSjO+k55xzzjnnXAxPkJ1zzjnnnIvhCbJzzjnnnHMxPEF2zjnnnHNtZtczz/DhCSew/rrrsbq6qMNplYRO0nPOOeecc6lh1apVlJaWJryd9Dv/F20tYdesWWw//TT6rv2Y8swMFi1alPC2GyooKGDo0KEtrucJsnPOOedcJ1BaWsrGuXPJy8lJaDvZI4aTX1xMzcCBVD09i/OWLcOAXU8/TU1R8vY8KKuooN+4ca2q6wmyc84551wnkZeTw8GDBye2kcGDsXPPRRkZ7Hn8CcoAAYPy88lOdNsxlq1Z0+q6niA755xzzrk2UzHnHcr+/neyxowm/6yzMDPSCgrIGjMm6tDi5pP0EsiAGtKjDsM555xzbaykpIRrrrmGbdu2RR1KyimbOZPazZspf/Y56qqqyCgaREbRICRFHVrcPEFOkPKqWl7NOZZZuadw/+zWd/E7V+++xffx3Ze/y4c7Pow6FOec6/SmT5/OwoULmT59etShpJys0aMByBg5koo332L3XX/ik9/cRtXy5RFHFj8fYpEgK0tK2ZXWFYBnFm3k0mOSN+bGtQ9Tp06luLg4rnPLssuYc/gcAOZ/MJ/ClwsBGDhwYKvaHjFiBFOmTGlVXeec6+yWrlvK4x8+jnLFM888w+TJkznggAOiDitlFJw/ibwzvojy8ymb+dTecisvjzCqlvEEOUEO7tuVATUb2JHWnSs/37oZlM7Vy6zJJLM6k+rMavLK89h44EYsy+izuw+ZtZlRh+ecc53KFc9dwa7P7SLt0DSyZ2Yzffp0rrvuuqjDataMGTNYvWxZwlexiJVeV8dRAwdQkZHBonfegXfeSVrbZRUVDFm+nCOOOKLFdT1BTpD0NHF0VbDe34kHnR9xNC4VtbQHt6S8hLW71rJu9zp+9OaPADh01KFcM+aaRITnOhhJg4D7gL5AHTDNzG6X9DBwUHhad2CnmY2WNARYCtQ/E51tZlclN2rnUlNpdSlkgGUZ1dXVPP/88+0iQY5CbVoacwcMiDqMFvMEOYEqyaQ8LTfqMFwHUZhbSGFuIWlKQyZMxtBuLV/83HVaNcD1ZvaupC7AfEkvmNkF9SdIug34JKbOCjMbnexAnUt1Z1aeyUsrXyKjOIPMzExOP/30qEOKy6RJk/hk0aLEL/PWiLLnnqfi9dfJPfUUck88MSltLluzhm6t6D2GTpIgJ2vnmFi7K2t5OedzVKXlcMP9r3PZ6O5Jbb+1O8e41De692jGLRlHbVotX5785ajDce2EmW0ENoavd0taCgwAlgAomF7+NeDkyIJ0rp24/pLrmXvhXKqqqkjLTmPy5MlRh5QSanfspOypmaT360/eaacCYFVVkJnJnsceg9pa9sx4jNwTT6R2+3ZK7/8rKsiny6WXoqysiKP/tE6RIJeWljJn2RpycpLXm7t5Tx1VacEYn/fWl3Jk96qktV1RUc6Eg31SYEeWX5EfdQiuHQuHT4wB5sQUnwBsNrOPYsqGSnoP2AXcbGavN3KtK4ErAYqSuEOWc1EqLCxk4sSJzJw5k4kTJ7arCXplFRX7tYFGUwqefJLshcHw0g25ueTMnUv2Bx+wbOAA8nr0oKikhIoRw1m2Zg15z79A7sKFAJT06UNVK3t6m1JWUUG3VtbtFAkyQE5OLkXDD0xae0XAJDbz0dYyzj+qL0U9kpecr13hy4A55xonqQB4DLjWzHbFHLoI+FvM+41AkZltk3Q08KSkwxrUwcymAdMAxo4da4mN3rnUMXnyZFavXt2ueo8LCgpavfVyPNIWL4aFi7DMTPKPGkP6vfcCMGTjJv4wYTzX/uIXZLz8T3q8/Ap2xOHYnDmQlUXuCSeQO2hQm8fTjeBnbo2EJsiSzgBuB9KBv5jZr/Zx3jhgNnCBmc0Iy1YDu4FaoMbMxiYy1kQ4e1SfqENwzrm9JGUSJMcPmNnjMeUZwFeAo+vLzKwSqAxfz5e0AjgQmJfUoJ1LUYWFhdxxxx1Rh9EiiR56aYcfzp4zzqCuqoq0zEzKvvUtPnn8cZbnZNMvLY3hBfms+dtDAHTt1o1eLzxPWm4uGSnYA5+wBFlSOvBH4DRgHTBX0kwzW9LIebcAzzVymZPMrCRRMTrnXGcRjjG+G1hqZr9tcPhUYJmZrYs5vxew3cxqJQ0DRgIrkxawcy6lxLt2f8/du5k0ew7pZsweOYI9vXtxygeLOWztx9y5Zw+np6eTWVvLi0uXMP/WW+NqO4q1+xPZgzweKDazlQCSHgLOIZwQEuMagh4NXyzYOecS5zjgUmCRpAVh2Q/NbBZwIZ8eXgHweeCnkmoInuRdZWbbkxatc65dyquqIt2C0VYFFRVkV1cDQcKZVVPLw587loLycjb27BlhlM1LZII8APg45v06YELsCZIGAOcRzJpumCAb8LwkA/4UjnP7DJ8g4jqDNbvWsHDrQk4pOoW8zDwMH+rpWsbM3gC0j2OXN1L2GEHnhXPOtagHd9vd91C9YQPnXf0dMGPLLbeQ3r0H19zwPZTRPqa/JTLKxm7EDT/Vfw/cGD7Ca3jucWa2QVJv4AVJy8zstc9c0CeIuA5uT/UeLn76YnZV7eKkQSdx4/gbefuIt6lNq+X9re9zZK8jow7ROeec2+uAb/zbp973v+WWiCJpvbQEXnsdEDslcSCwocE5Y4GHwgl5k4A7JZ0LYGYbwu9bgCcIhmy4jmbbCnjrjuC7a1RVbRVl1WUA7KzcyewNs6nMqqQmo4aX1r4UcXTOOedcx5PIHuS5wEhJQ4H1BGPcLo49wcz2TqeUdC/wDzN7UlI+kBYuZp8PnA78NIGxuqjcfy7sXAtzpgEnRR1NSuqR04Pfn/R7Zm+czUUHX0ReZh4FLxZQm17LWcPOijq8lFe7axflCxeRN2Y0afm+frRzzrnmJSxBNrMaSVcTrE6RDtxjZoslXRUev6uJ6n2AJ8JhFxnAg2b2bKJidRGqqwu+Wy3BCJxGh0h2el8Y9AW+MOgLe9+PWxYM2R/ZY2RUISVVvLOnG3Puq6/Rr7KSDd278/fxrZsLHMUMauecc9FJ6EjpcHb0rAZljSbGsZNEwpUvfGBlRJK5NXf2hF/RdcOrqLaa334ynaUVvVn0/nuQltxB/L41dwdlRs+qYBfL7mVlEQfjnHOuvWgfUwldUpWWlrLjw9nk5WQnvK1KYFfeKA5Z8msyZByRu5lFxf+kMqdXwtuuV1ZRCQcek7T2XMvtT+/tbRddxMiNGznll79k6rHHtmFUzjnnOipPkF2j8nKyOXRE8pbNS087D3v3L9T2HcXwQ0dDWnrS2l5SvDZpbbnkW9OrF2t69eJsT46dc87FyRNklxJqh51M+bCTow7DOeeccy6hy7w555xzzjnX7niC7JxzzjnnXAwfYuHcfkjmih+x9uzZA8CiRYuS3rav+OGcc66j8wTZuf1QWlrK3JVzyc5N/IofsbJ7BO0t3Lgwqe1Wllcybljr1hJ2zjnn2gtPkJ3bT9m52QweOTipbSa7vXprPloTSbvOOedcMvkYZOecc84552J4gpxAFdW1bN5dGXUYzjnnnHOuBXyIRYKUVdVy8z8+pKS0mkmj+3D2qD5Rh+Scc8455+LgPcgJUlJaRUlpNQBLN++JOBrnnHPOORcvT5ATpKhnLhMPLWRkrzy+Otp7j51z0ZI0SNLLkpZKWizpP8Lyn0haL2lB+HVmTJ0fSCqWtFzSF6OL3jnnksuHWCTQRWP7Rx2Cc87VqwGuN7N3JXUB5kt6ITz2OzP7TezJkg4FLgQOA/oDL0o60Mxqkxq1c85FwHuQnXOuEzCzjWb2bvh6N7AUGNBElXOAh8ys0sxWAcXA+MRH6pxz0fME2Tnn2ilJXSX1rP9qQb0hwBhgTlh0taSFku6R1CMsGwB8HFNtHY0k1JKulDRP0rytW7e26udwzrlU4wmyc861M5K+JWkzsBCYH37Ni7NuAfAYcK2Z7QL+FxgOjAY2ArfVn9pIdftMgdk0MxtrZmN79erV4p/FOedSUUITZElnhJM7iiXd1MR54yTVSprU0rrOOdcJfQ84zMyGmNnQ8GtYc5UkZRIkxw+Y2eMAZrbZzGrNrA74M/8aRrEOGBRTfSCwoU1/CuecS1EJS5AlpQN/BCYChwIXhZM+GjvvFuC5ltZ1zrlOagVQ1pIKkgTcDSw1s9/GlPeLOe084IPw9UzgQknZkoYCI4F39itq55xrJxK5isV4oNjMVgJIeohg0seSBuddQ9CjMa4VdZ1zrjP6AfCWpDnA3u06zWxKE3WOAy4FFklaEJb9kKADYjTB8InVwLfCay2W9AjBfbcG+I6vYOGc6ywSmSA3NsFjQuwJkgYQ9FiczKcT5GbrxlzjSuBKgKKiov0O2jnn2oE/Af8EFgF18VQwszdofFzxrCbq/Bz4eWsCdM659iyRCXI8Ezx+D9xoZrXB078W1Q0KzaYB0wDGjh3b6DnOOdfB1JjZdVEH4ZxzHVUiE+R4JniMBR4Kk+NC4ExJNXHWdc65zurl8OnZU3x6iMX26EJyzrmOI5EJ8lxgZDi5Yz3BjkwXx55gZkPrX0u6F/iHmT0pKaO5us4514nV3w9/EFNmQLMrWTjnnGtewhJkM6uRdDXB6hTpwD3hpI+rwuN3tbRuomJ1zrn2JLZzwTnnXNtLZA8yZjaLBhNA9pUYm9nlzdV1zjkHki5rrNzM7kt2LM451xElNEF2zjmXELGr/uQApwDvAp4gO+dcG/AE2Tnn2hkzuyb2vaRuwP0RheNcp1NTV8P60vUMKBhARpqnUh2R/6s651z7V0aw051zLk5Tp06luLi4VXUXDl/Itu7byNuUx4T1jW7T0KwRI0YwZUpTe/u4KHmC7Jxz7Yykp/jX2vBpwKHAI9FF5FznsqPLDgDKC8uDtbZch+MJsnPOtT+/iXldA6wxs3VRBeNce7Q/vbdPfPQEv37h1/Tf2p+pU6e2YVQuVXiC7Fw7tKlsE5W1lQzuMjjqUFwEzOzVpo5LetvMjk1WPM51NueNPI+X73g56jBcAnmC7Fw7s3LXSm5bcBt11PH1g7/O+N7jow7JpZ6cqANwrqOpqauhqraKvMy8qENxSZAWdQDOuZbZUr6FOuqAoCfZuUZY86c45+JVUl7CmY+fyXEPHcdLa16KOhyXBN6D7Fw7M7bXWNaVrqO8ppxTBpwSdTjOOdfhfVDyARv3bATgnx//kzSlsWj4IvqW9I04MpconiA71858UvUJ75W8R0VtBSf0O4H8zPyoQ0pJe95+m7SCLlGHERVFHYBzHcmEfhM4YcAJrC9dz8UHX8wVz19BaffSvatZuI7HE+QEenFZCStKyjhnVB/6ds2OOhzXQSzdsZTtldsBeK/kPYZ0HRJtQCloxyOPsOk//wsk+o49mk09ekQdUrJdGnUAznUkuRm53HnqnXvfj+wxkve2vEdBeUGEUblE6hQJ8owZM1hWvJLsnOQNrC9LL2Bez5MBWLp0OYfvmpO0tisryvhoxDCOOOKIpLW5v1S6iYzlT1HX+3BqB/nk+6Yc0fMIBuQPoKKmgnG9xzVfoROq3hg8CsWMgooK8isqMDOkjtGxKukrwC1Ab4LeYgFmZl0JXnwQYXjOJc2qVasoLS1NertT+k/h1udvJa80j0WLFiW9/YKCAoYOHZr0djuTTpEgRyGjroqMuipq0rLIqd0TdTgpL2vOH0jfsgj7aBYVZ/8Fyzsg6pBSVrfsbtx89M1Rh5HSDvjGFVh5BWlduzDygQc5bdEHbN7XfEAAACAASURBVPjeDQy47TfNV24fbgXOMrOl8VaQNAi4D+gL1AHTzOx2Sb8GzgKqgBXA181sp6QhwFJgeXiJ2WZ2Vdv9CM7tv9LSUuaunEt2bvKf0hamF0I3WLhxYVLbrSyvZNww7xxJtE6RIE+aNIn3V2+haPiBSW33haUlLNlUyiXjJlJYcG7S2l274kOOHNI7ae21BcvpFrzIyMUyfDiK2z/pBfn0uelGzIyiO/4AQOnrr0ccVZva3JLkOFQDXG9m70rqAsyX9ALwAvADM6uRdAvwA+DGsM4KMxvddmE71/ayc7MZPDL5a8JH0SbAmo/WRNJuZ9MpEuQobNpVyV/nbsAI1lu69qQh0QaU4qomTKF2wATqDhgBWT6my7UNSbx14IEcvH49h9/wvajD2W/h0AqAeZIeBp4EKuuPm9nj+6prZhuBjeHr3ZKWAgPM7PmY02YDk9o8cOeca2fiSpAlHe5j2lomJyONzAxRVWN0yfa/Q5qVkU3tkM9HHYXrgBYNLmLR4CJOOP/8qENpC2fFvC4DTo95b8A+E+RY4fCJMUDDyRH/Bjwc836opPeAXcDNZvaZbnhJVwJXAhQVFcXTvHPtTml1Ka+sf4UBBQMYUziG3VW7Wb5zOQd1P4guWZ12tZwOLd7M7S5JWcC9wINmtjNxIXUM3fMy+cmZI1m3o4Kji7pGHU6LzJgxg7XFS8nL7RybcZWVV1A0YkW7mtToOicz+zqApOPM7M3YY5KOi+cakgqAx4BrzWxXTPmPCIZhPBAWbQSKzGybpKOBJyUdFlsnjGkaMA1g7NixvkGJ65AeXfEo72x5ByF+fPSPuXvZ3azfs57+ef358dgfRx2eS4C4dtIzs+OBS4BBBI/2HpR0WnP1JJ0habmkYkk3NXL8HEkLJS2QNE/S8THHVktaVH+sBT9TyhjYPYdjhnYnM903LHQuKgXl5Ryybh3Vm7dEHUpbuiPOsk+RlEmQHD8QOxxD0mTgy8AlZmYAZlZpZtvC1/MJJvAldyKHcykiOz2YG5OmNDLSMvik6hOAvd9dxxP3s38z+0jSzcA8YCowRsGaST9sbNybpHTgj8BpwDpgrqSZZrYk5rSXgJlmZpJGAY8AB8ccP8nMSlr8U7n9MmnSJCrXvsehIzrH49IlxWvJLhoTdRguQc6ZO4+uFRV8/M1vMmzm36MOZ79IOhb4HNBL0nUxh7oC6c3UFXA3sNTMfhtTfgbBpLwvmFlZTHkvYLuZ1UoaBowEVrbZD+NcO3L+8PMpKiiif35/euX24luHfot3trzD+N7jow7NJUi8Y5BHAV8HvkQw4/mscCZ0f+BtGh/3Nh4oNrOV4TUeAs4B9ibIZha7eGE+wRg651wHFMl6pWZk1tQAULFjR0dYrzQLKCC4d8cOfNxF85PrjiPYQGSRpAVh2Q8JOjyygRfCdaLrl3P7PPBTSTVALXCVmW1vqx/EufYkMy2TblndeHrN04zvPZ4JfSYwotuIqMNyCRRvD/IfgD8T9BaX1xea2YawV7kxA4CPY96vAyY0PEnSecAvCRa8/1LMIQOel2TAn8Jxbp/hE0Tav/TVr5K2ewPVB50NWb5tckdVWlrKxrlzyctJ7tj2t8eMZvCWLQw64wxqk5wgl1VU0G9c261XamavAq9KutfMWrTWk5m9QeNbUM/ax/mPEQzHcC5lzZgxg2UrlpGTl/j7yqJxi6jOqmbJtiW8f8/7KPzfqSqripUHr8RkDFs2jOzKxC5VWlFWwYfDP/R5MwkWb4L8uJndH1sg6T/M7PaG5bGnNFL2mR5iM3sCeELS54GfAaeGh44LE/DeBD0by8zstUbqp/QEkY60e1cipJUsJ/vt8GlvxSdUj/N9CDqyvJwcDh6c3LVDD74quv+mlq1J2Hqlfwg7D2J9QjAE7k9mVpGohp3rrHJLc6nuWU1eWR5b+m+hpG8JhZsKASjrEoxO2t5rO/3W9YsyTNdG4k2QLwN+36DscuD2JuqsI5jUV28gsGFfJ5vZa5KGSyo0sxIz2xCWb5H0BMGQjc8kyPGqqChn7YoPW1u9xarrjKlvbmGnuvCVA7MZ07vJ4YFtqqKivPmTUoSlZ2NKQ1YHmblRh+M6oNqSEqo+WEzWkaNI79Ej6nDaykqgF/C38P0FwGaCSXR/JhhK4VyHN2nSJBZuXJjwTTuW7ljKwRUH0z+vPwMLBnLD2zdQXVfNluFbuHHMjfzu/d9Ra7VMPncyg7skNpY1H61hVL9RCW3DNZMgS7oIuJhgLcyZMYe6ANuaufZcYKSkocB64MLwWrHXH0GwU5NJOopgfN02SflAWriYfT7BWp8/bcHP9SkFBQVMODi5vVYrtlexIy1Yv/+jXWlcPj65O9sVFLSPzTasxxAqT/4f0ja+S/rWpWR88DA1h18QdViuA9l5y63Ubd9O+j8H0POn/x11OG1ljJnFLhz+lKTXzOzzkhZHFpVzHdDKXSuZumgqAGcWncnwbsMZUziGd7a8w+gDRjMgfwC3HHMLhpGR5vsedBTN/Uu+RbAWZiFwW0z5bqDJzcfDbUuvBp4jmF19j5ktlnRVePwu4KvAZZKqgXLggjBZ7kMw7KI+xgfN7NkW/3ShNpwgE7eDa+v45T+msyOtO/9+6lEccYQ/ctmXut6HkblgOunblpO+dTG1Q07ECvpEHVbKqrVaZq2ZRXltOWcPPpucjM6xXnVrmBlWGfyhahUdatRBL0lFZrYWQFIRwX0aoCq6sJxLvsryyoRuv7yuct3e1yXbSnhu13MMTRtK2pI0KrIq+N3u3zEsexij85KzK3tleWXzJ7n91mSCHE4CWQMc25qLm9ksGkwACRPj+te3ALc0Um8lcGRr2kwVmelpTKh8D4CJR5wXcTSpr67XIaRvW05dQT8sp3vU4aS0+VvmM2tt8L9VXnoeXx7y5YgjSl2S6Pbda6l8911yJnxmjnB7dj3whqQVBPM9hgLfDp+4TY80MueSqKCggHHD2m4ibGNGMYoeXXqwrXobGWTwwIZgL52Dag5i3aB17KnYw0cVH3F20dl0z0zO51d7eUrcnjU3xOINMzte0m4+PcFOgJlZ+9oizqWs6jFfp2bYKVheL8hI7Azg9q5HTg+EMIwDcg6IOpyUlzl0KJkRPEVKJDObJWkkwbrxApbFTMxrOF/EuQ4rWU+IjyBYMeJP7/9p72yqjPwMulR2YU+XPfTJ78O4UeP8iV4H0lwP8vHhd99o3CWcdfNl+uIxsttIbhpzExW1FRzY3Tc268SOBoYQ3MdHScLM7os2JOc6tssPvxxJbC3bykvbX6Lvtr784pJfMKL7CE+OO5h4Nwo5BlhsZrvD9wXAYWY2J5HBOecaV9TF/5jozCTdDwwHFhBs4gHBUz5PkJ1LoOz0bK4cdSWf+9vn2N1zNzu67mBc38QO8XDRiHe65f8CR8W8L2ukzDnnXHKMBQ41s5Rb+925zmBI1yEsKllEbqUvT9pRpcV5nmJvxGZWR/zJtXPOubb1AdA36iCc66ymnTaNUR+NYvSHyVm5wiVfvEnuSklTCHqNAb5NsFC9c51aMrc5TQW+xWnKKASWSHoH2Lvmk5mdHV1IznUeWelZZFVnkWbx9jO69ibeBPkqYCpwM8E4t5eAKxMVlHPOuSb9JOoAnGvvpk6dSnFxcavqLhi5gB2H7iB7UzZTpkxp1TVGjBjR6rou8eJKkM1sC8FOeM65GMna5jRV+BanqcHMXpU0GBhpZi9KyiPYkMk5lwS78ncBUFVYFewV7Dqc5tZB/r6Z3SrpDj69DjIAZuZ/+jjnXJJJ+ibBU7yeBKtZDADuAk6JMi7n2pP96b19ZtUzPPbhY3xl5Fc48xtntmFULlU014O8NPw+L9GBOOeci9t3gPHAHAAz+0hS72hDcq7zmDh0IhOHTow6DJdAzW0U8pSkdOBwM7shSTE555qxZvcaKmsrfaOQzqvSzKokASApg0ae8jnnnGudZqdfmlktwY5NzrkU8NHOj7jlvVv43cLf8damt6IOx0XjVUk/BHIlnQY8CjwVcUyuPauthmdugse+CaVbo47GucjFu4rFe5JmEtyE99QXmtnjCYnKObdPOyp3YGFn4faK7RFH4yJyE/ANYBHwLWAW8JdII3IpobUrMxyVtYrLC14D4KV3PuDv5S3fHc5XZXAdSbwJck9gG3ByTJkBniA7l2Rje49lc/lmKmorOHXgqVGH4yIQbtb05/ArLpIGEWxF3ReoA6aZ2e2SegIPA0OA1cDXzGxHWOcHBIl4LTDFzJ5rwx/DpZDNtd2orhOZacaG2p5Rh+Nc5OJNkP9iZm/GFkg6LgHxOOeakaY0zhpyVtRhuAhIWkQTY43NrKk1+GqA683sXUldgPmSXgAuB14ys19Juomgd/pGSYcSLO95GNAfeFHSgeGwO5ei9qcH9yfXfp0cVXPT7/7KpW0Yk3PtUbwJ8h3AUXGUOeecS5wvt7aimW0ENoavd0taSrA83DnAieFp04FXgBvD8ofMrBJYJamYYOWMt1sbg0tt2+u6RB2CcymjuXWQjwU+B/SSdF3Moa74ovTORcLMeG3ja5TXlHPKwFPITMuMOiSXJGa2Jp7zJL1tZsc2cXwIMIZgmbg+YfKMmW2MWS5uADA7ptq6sKzhta4k3Fm1qKgonvCccy7lNbeKRRZQQJBId4n52gVMau7iks6QtFxScfjoruHxcyQtlLRA0jxJx8db17nO6r2S93io+CH+vvrvvLTupajDcakpZ18HJBUAjwHXmtmuJq6hRsoa2zBqmpmNNbOxvXr1anmkzjmXgppbB/lVguWE7o2356JeuH7yH4HTCHoe5kqaaWZLYk57CZhpZiZpFPAIcHCcdZ3rlHLScxp97VyMRscpS8okSI4fiFmFaLOkfmHvcT9gS1i+DhgUU30gsCFRATvnXCqJdwxytqRpBLOc99Yxs5P3WSMYq1ZsZisBJD1EMKZtb5JrZqUx5+fzr5t6s3Wd66wO7XkoVx9+NRW1FRxV6NMAXHwU7CpyN7DUzH4bc2gmMBn4Vfj97zHlD0r6LcEkvZHAO8mL2DnnohNvgvwocBfBOpvxzmAeAHwc834dMKHhSZLOA34J9Aa+1JK6Yf2UHf/2ibqwK60LFdW15GT6kG3Xdg7reVjUIbjU1tjwiOOAS4FFkhaEZT8kSIwfkfQNYC1wPoCZLZb0CEHHRA3wHV/BooPZvQkeugRqq+Br90UdjXMppdmd9EI1Zva/ZvaOmc2v/2qmTrzj154ws4OBc4GftaRuWD8lx79t3lXBGzkTeC/7CH785AdRh+Oc60Ak5UtKC18fKOnscPhEvc+s0mVmb5iZzGyUmY0Ov2aZ2TYzO8XMRobft8fU+bmZDTezg8zsmST8aG2upKSEa665hm3btkUdSupZ/ASsnwebFsLCh8lTBd21p/l6znUC8fYgPyXp28ATQGV9YeyNtBEtGr9mZq9JGi6psKV1U1F5VS214d8fn5RXRxxNy5VVVLKkeG1S23zixWD1qPNO3efk+4Qoq6gkO6ktOrffXgNOkNSDYC7HPOAC4BIAM/O/ykPTp09n4cKFTJ8+neuuu675Cilg1apVlJaWNn/ifsqu7c+wrK6orob1Zbn8V7fHyFYNa54dw64BX0h4+7EKCgoYOnRoUtt0rinxJsiTw+83xJQZMKyJOnOBkZKGAusJFpy/OPYESSOAFeEkvaMIVs3YBuxsrm6qG1KYz9iq99mR1o3/OfeUqMNpkYKCAjjwmKS3u2nXqwBkF41JarvZhD+zc+2HzKwsHBZxh5ndKum9qINKNZu3bOWxNz6AjHyeeeYZJk+ezAEHHBB1WM0qLS1lx4ezyctJ7J/ulcD7R/wUqKNHyQJy02oAyFn1Altruya07VhlFZWRfOY415S4EmQza/GfdWZWI+lq4DmCNZPvCce0XRUevwv4KnCZpGqgHLjAzAxotG5LY4ha/9rN9K/dTO+u7Wulgaj+is/PzwfgiCOOiKR959oRhevUX0KwFTTE3+HRaVxx53NsOGgSadVlFC36v3bVi5yXk82hI5I4r6ZmIDW1q1HlLrqOv4RD83s3X6eNJPtppXPxiOuGKikPuA4oMrMrJY0EDjKzfzRVz8xmAbMalN0V8/oW4JZ46zrnnAPgWuAHwBNhx8Mw4OWIY0o5K7aWQpce1GXmUUkGzz//fLtJkJMuI5uqz10fdRTOpYx4exz+D5hPsKseBGOEHwWaTJCdc861vfo16mPerwSmRBdRajqvqJq/Fy8jc+ca8mr3cPoZX2q+knPOEX+CPNzMLpB0EYCZlYdrajrnnEsSSb83s2slPUXjqwKdHUFYKeu737iIORdeSFVVFWnZ2UyePLn5Ss45R/wJcpWkXMIbsqThxKxm4ZxzLinuD7//JtIo2onCwkImTpzIzJkzmThxYruYoOecSw3xJsj/BTwLDJL0AMGC85cnKijnnGsru//6ABWvv07u6adR8NWvRh3OfolZf36pmW2JPSbpoAhCSnmTJ09m9erV3nvsnGuRuDYKMbMXgK8QJMV/A8aa2SuJC8s55/afmVHxyitQU0PFy69EHU5bel3S1+rfSLqeYJ1610BhYSF33HGH9x4751okrgQ53A66xsyeDleuqJF0bmJDc865/SOJ3JNPhqys4HvHcSJwqaRHJb0GHAiMjzYk1+6YkVayDMp3fOZQ2sYFZCx+BCp3RRCYc9GLe4iFme3tnTCznZL+C3gyMWE551zbKLj4IgouvijqMNqUmW2U9CzBUm91wA/MLPFbr7mkmDFjBmuLl5KXm9g19M/uuoQvdv2I0tosfrb5ZErrgo1JeqaX8ZO+L5IuY/Hsf/KX7Yn926usvIKiESt8DXyXUuJNkBvrafZF6Z1zLgKSXgA2AocDA4F7JL1mZt+LNjLXnvTPDHqHC9Kr6Juxm3O6zSE/rYpHdh5BHSIdoza+B83OdTjxJrnzJP0W+CPBShbXEKyL7JxzLvn+aGb1T/B2SvocQW+y6wAmTZpE5dr3Er6TnnadTs37f6Wu5wi+nXcA2bPfBOCq4wqpHfxLbHsxhw49mV9n5iU0jiXFa8kuGpPQNpxrqXgT5GuAHwMPh++fB25OSETOOeeaFJMc17+vAX4WUTguAcoqKpOzBXO/iwHILNvB4Lo88lTJKg1j9848SBsFa0oSHkJZRSXZCW/FuZaJK0E2sz3ATQmOxTnnXBwkHQPcARwCZAHpQKmZdYs0MNcmCgoK4MBjkt7u955+nzSMayZ9LakJazbhz+xcCokrQQ7Hu51vZjvD9z2Ah8zsi4kMzjnnXKP+AFwIPAqMBS4DRkYakWszQ4cOjaTdvPwgSfXJcs7FP8SisD45BjCzHZJ6Jygm55xzzTCzYknpZlYL/J+kt6KOybVvY7NWUKBKqKmCjKyow3EuUvEmyHWSisxsLYCkwYTbTrt925TWi53p3SgpraSwwEdYOefaTJmkLGCBpFsJVrTIb6qCpHuALwNbzOzwsOxhoH4Hvu7ATjMbLWkIsBRYHh6bbWZXtflP4VLHRy9wWcEbwes3fw9f+H608TgXsXgT5B8Bb0h6NXz/eeDKxISUWqZOnUpxcXGL6+1RLu/kHA9K46yf/JVxVe+3+BojRoxgypQpLa7nnOvwLiVYfvNq4LvAIKC5fbTvJRiacV99gZldUP9a0m3AJzHnrzCz0W0Ur0t1aekxr30VV+fiXeDwOYJVKw4GHgFOAD679Y7bK406ZHUApFMbcTTOuY7EzNaYWYWZ7TKz/zaz68xs71/ykh5rpM5rwPbGridJwNeAvyUsaJfahp/Mn3efxN/2HAuf844Z5+L9M/FOgt2aCszsqXCS3mPAuIRFliL2pwf3/Y93snjDLs4d80Xysvwvcudc0gxr4fknAJvN7KOYsqGS3gN2ATeb2euNVZR0JeETxaKixK7b6xJrUXXw73dRun9eORdvD/IEM/sOUAHBJD2CpYWaJOkMScslFUv6zDJxki6RtDD8ekvSkTHHVktaJGmBpHlxxplSjhzUnYsnFHly7FzErLo66hCSraVzRC7i073HG4EiMxsDXAc8KKlrow2ZTTOzsWY2tlevXq2L1jnnUky8mVu1pHTCm66kXgQ9yvsUnv9H4DRgHTBX0kwzWxJz2irgC+GqGBOBacCEmOMnmVniVyl3znVYu/78ZypnzyHnpJPo8v8uiTqclCMpA/gKcHR9mZlVApXh6/mSVgAHAu2ys8I551oq3h7kqcATQG9JPwfeAH7RTJ3xQLGZrTSzKuAh4JzYE8zsrbA3GmA2MDDuyJ1zrhlmRuWcdwConD074miSSi0491RgmZmt21tZ6hV2ciBpGMEayyvbNkTnnEtdcSXIZvYA8H3glwSP3s41s0ebqTYA+Djm/bqwbF++ATwT2yzwvKT54Ri3Rkm6UtI8SfO2bt3aTEjOtU/LdizjqdVPsbMyWI58QckC3t70NnXW5IOcTk8SeV/+Emndu5P3pTOjDqdNSEqX9NdmTruxkXp/A94GDpK0TtI3wkMX8tnJeZ8HFkp6H5gBXGVmjU7wcx1E6VZu6PoUP+k2A9a/G3U0zkUu7sGxZrYMWNaCazfWg9HouDhJJxEkyMfHFB9nZhvCDUlekLQsnIXdMK5pBEMzGDt2rK/N7JKusrySNR+tSdj199Tu4Y9b/kgddSzdtJSj849mxo4ZAKzftJ5x+cmbK1tZXtnqujNmzGD1smXk5eS0YURxOuhA+PhjmDYtqc2WVVQwZPnyNt2ZzMxqwx7erPDpXGPnPN9I2UX7OPfyRsoeI5iI7dqZ1i5NOi5rBZcWBH8DvXLHt3m8bHyLr+FLk7qOJJGzx9YRrM1ZbyCwoeFJkkYBfwEmmtm2+nIz2xB+3yLpCYIhG59JkJ2LUkFBAeOGJTZB3V2zm8ySTCrrKumZ25NBPQbtXWSxd0FvRvUdldD2GyooKEhqe65Rq4E3Jc0E9tQXmtlvI4soBVXV1PHy8i0c3LcLgw9och+VTm95dT82VebSJaOaBVWDow7HucglMkGeC4yUNBRYT/AY7+LYEyQVAY8Dl5rZhzHl+UCame0OX58O/DSBsTrXKkOHDk1KO/cX3c/CrQuZOGwiXbO68vTLT1OTXsMNl95AZlpmUmLYX5MmTeKTRYs4eHBiP3yrV6xg91/uJq2wkG5XfwfS06ndtJn0fn1RenrzF2hDy9asoVsb9h7H2BB+pQFdEtFAKmltr+iCrMNYmzGQ9NpKTq18k2xavppJe+sV3e9YzbhWLRnC7lzHlLAE2cxqJF1NsMlIOnCPmS2WdFV4/C7gP4EDgDuDdeqpMbOxQB/gibAsA3jQzJ5NVKzOpbpDDjiEQw44BICVn6xk5YCV1KXVMX/zfI7pd0zE0aWW8ldeoXbLFmq3bKFq2TLKn3uO6uUfknXkkXSbck3U4bUJM/tvAEldgrdWGnFIKalcwXCe2rQsapRBtnW65f5azpNj54DE9iBjZrOAWQ3K7op5fQVwRSP1VgJHNix3zsGCLQuoyagB4K0Nb3mC3ED20UdT+c5c0nr0IGPoUKqLVwBQ3YoeyFQl6XDgfqBn+L4EuMzMFkcaWIK0tld0zbY9XPaL++lZt4O7b7+ljaNyznVkvoOFc+3MKUWncPszt1OTXsP5B54fdTgpJ3v0aAr/cAekp6O0NAouvZTKN98k5+STog6tLU0DrjOzlwEknQj8GfhclEGlmsEH5HNk9ZLmT3TOuQY8QXaunemW3Y0ji4MHLIO6DGrm7M5Jmf8al517wvHknnB8E2e3S/n1yTGAmb0SztdwzjnXBjxBds659melpB8TDLMA+H8EO5M655xrA/HupOeccy51/BvQi2AVoCfC11+PNKIUtODjnbyVfTTLM4ZHHYpzrp3xHmTn2pnaulpW9VtFTXoNe6r3kJ/pT9Y7GzPbAbSftceAVatWUVqa3MU2bn5hMyXphZSkFzLrjXcZ1C25SyIWFBQkbSlI51zb8gTZuXbm2dXPsrr/agCmL57Ot0d/O9qAXNJI+r2ZXSvpKT67M6kB24E/mdns5EfXtNLSUuYsW0NOTm7S2uyRGaz2kmMVbNi6ne07kreEWUVFORMO9g03nGuvPEF2rp3pk9cnSIUE/fL7RR1OyqsrL6dmzRoyhw5F2dlRh7O/6scc/2YfxwuBe4BDkxNOy+Tk5FI0/MCktffN4fDFHeUckJ9FflZyN4lZu+LD5k9yzqUsT5Cda2fG9h3L0cuOpjatlvMmnxd1OCnvk1t/Tc3atWQedBDdv39D1OHsFzObH35/dV/nSKpKXkSpr6hH8nqsnXMdhyfIzrVDXcu6Rh1Cu2Bm1GzcCEDNhg0RR9N2JI0EfknQU5xTX25mw8zsqcgCc/+/vXsPkqq80zj+fWa4DHJTHFyJyEVBEAVvaIzEGJMYQRNNtqwtEmNIYiRmRTTGXKxUJeZWld2YZBdjQqESScV4KdFdykWjsiZmDUZwVUBEmIDocBEUZEScyVx++0c3ydlx0O6ZOX26Z55P1dT0efu85zxz0Jcf77x9jpn1EC6QzazHksSQ2ZfRuPwJBpz1gazjdKdfAd8BfgacTe4OFn5GsJlZN3GBbGY9Wv+TT6b/ySdnHaO7DYiIZZIUEZuB6yX9kVzRbGZmXeQC2cys8jRKqgI2SJoDbAEOyziTmVmP4QeFmJlVnquBg8jdC/kUck/S+2ymiczMehAXyGZmlSfI3fJtCTAVOAa4+Z06SFooaYekNYm26yVtkfRM/uu8xHvXSaqT9IKkc1P6OczMypKXWJiZVZ7bga8Bq4G2AvvcBvwc+HW79p9FxP+7r7KkScBM4DjgPcAjko6JiNauhDYzqxQukM3MKs/OiFhSTIeIeEzSmAJ3vxC4MyKagE2S6oDTgOVFpTQzq1AukM3MKs93JN0CLAOa9jdGxL2dONYcSZ8FVgJfjYjdwBFA8nHV9fm2t5E0G5gNqC2nKgAAEAJJREFUMGrUqE6cvvu9vq+ZHy/bRGNzG1efPZoj/bAQMytSqgWypOnAvwPVwC0R8aN2718MfCO/uRf4ckQ8W0hfM6s8+xobWbd5c0nPef/jjwPwsWnTSnpeyP28Q9M59OeBiUBf/r7EIoBiC+RfAt/P9/0+8BPgC3R8T+Xo6AARsQBYADB16tQO9ym1p+sbeHl3IwB/2vg6o4c18ej61/jA+GFMO+qQjNOZWSVIrUCWVA3cBJxDbvZhhaQlEbE2sdsm4KyI2C1pBrlB9r0F9jWzCjJo0CBGnHpqyc+7c9kyAIZOnlzycw8l93On4ISI6PIPFBGv7H8t6Wbg/vxmPXBkYteRQJceRXjPPfewrm4j/WsO6sphCtJYNYD+B0+jVX3Y8j+LeXDo+2it6ssL2xt4/r6bUj8/QFPjPjaMO4rJGfx3Z2Zdl+YM8mlAXURsBJB0J7l1bX8rciPiT4n9nyA3CBfU18wqy9ixYzM575CaGobt3cvxEyagfv0yyZCCJyRN6uqkgaQREbEtv/lJYP8dLpYAv5X0U3If0hsPPNmVc5VCK9XUDZ5MG9WcvPsP9IlmmtWfIS272d3vMAY378o6oplViDQL5COAlxPb9cB732H/S4EHiu1bjuvfzKx8XLDyKQ7fs4eXr5jDqJsXZB2nu7wfmCVpE7k1yAIiIqYcqIOkO4APArWS6sk9de+Dkk4kt3ziReBL5A70nKS7yU1KtABXdPUOFhdddBF/XreZmpr01gP/eVsLr2xsAWDKMaOpFvxxcwsD295k9uS+vGfQSPpU/VNq509qbHyL904cXZJzmVn3S7NALngNm6SzyRXI7y+2bzmufzOz8hARDG9oAKBx9eqM03Sr6cV2iIhPddB86zvs/0Pgh8We50AGDRqUesHYb2ATD7z4Cm0B0446hMXPNQAtvFk1kBNG1zJqaN9Uz99eSstrzKwE0iyQC1rDJmkKcAswIyJeK6avmdk7kcSjxx/HMVu38b7rv5N1nG4TEaX9pGM3KMUSm8nAGSfto6U1GFM7kPFH7+SKm5cxrHU35007D6mjuRczs7dLs0BeAYyXNBbYQu6m859O7iBpFLlPXV8SEeuL6WtmdiCte/ZQNXAg6tOHDSNGsGHECM4955ysY1kJjDzk7x8CPHP8cE5pepYB0eji2MyKklqBHBEtkuYAvyN3q7aF+XVtl+ffnw98GzgU+EV+8GqJiKkH6ptWVjPrOXb95nZe+cEP6D9+HGPuuosz1z7PsVu2sOOGGzjs2muzjmedMG/ePOrq6orut67vONYPeD99m/bwz3O/Qh+KX0Y9btw45s6dW3Q/M6tsqd4HOSKWAkvbtc1PvP4i8MVC+5qZvZs3lj0CQNOGOpo2bWJSfT1VwO677naB3Mu8VpW753Fz/6G89VYNg+PNjBOZWaXwk/TMrEepvewytu/YyYApU6g59ljWjBrFxC1beM8ln8k6mnVSZ2dwn9q8i3958AVOHXMIXzv3/G5OZWY9mQtkM+tRBp5xBkf/1/1/23584gQenziBef41ea9zyuhh3P2l92Udw8wqUFXWAczMzMzMyokLZDMzMzOzBBfIZmZmZmYJXoNsVmH2NO3hmfHP0FLdwksNLzFqiB+xbmZm1p1cIJtlpLP3dt166FZ2j9kNwJd/+WWO3nJ00cfwvV3NzMwOzEsszCrMwXsPpuqvVahVDGsYlnUcMzOzHsczyGYZ6coMbmNLIy1tLQzqN6gbE5mZmRm4QDarSDV9arKOYGZm1mN5iYWZmZmZWYILZDMzMzOzBBfIZmZmZmYJLpDNzHoBSQsl7ZC0JtH2Y0nrJK2SdJ+kg/PtYyS9JemZ/Nf87JKbmZWeC2Qzs97hNmB6u7aHgeMjYgqwHrgu8d5fIuLE/NflJcpoZlYWfBcLKw8b/8BXhixlffPhWScx65Ei4jFJY9q1PZTYfAK4qJSZzMzKlWeQrTws+x5j++zk3AGrYdemrNOY9UZfAB5IbI+V9LSkP0g680CdJM2WtFLSyp07d6af0sysBFItkCVNl/SCpDpJ3+zg/YmSlktqknRtu/delLQ6v/5tZZo5rQyMzf39u711KAz2LLJZKUn6FtAC3J5v2gaMioiTgGuA30oa0lHfiFgQEVMjYurw4cNLE9jMLGWpLbGQVA3cBJwD1AMrJC2JiLWJ3XYBc4FPHOAwZ0fEq2lltDLykev53v0vsqftIH7Sd0DWacx6DUmzgI8BH46IAIiIJqAp//opSX8BjgE8WWFmvUKaM8inAXURsTEi/grcCVyY3CEidkTECqA5xRxWIV5tG0Kzl8WblYyk6cA3gAsiYl+ifXh+kgNJRwHjgY3ZpDQzK700C+QjgJcT2/X5tkIF8JCkpyTNPtBOXv9mZvbuJN0BLAcmSKqXdCnwc2Aw8HC727l9AFgl6VngHuDyiNiVSXAzswykOV2nDtqiiP7TImKrpMPIDd7rIuKxtx0wYgGwAGDq1KnFHN/MrNeIiE910HzrAfZdDCxON5GZWflKcwa5HjgysT0S2Fpo54jYmv++A7iP3JINMzMzM7NUpVkgrwDGSxorqR8wE1hSSEdJAyUN3v8a+Ciw5p17mZmZmZl1XWpLLCKiRdIc4HdANbAwIp6TdHn+/fmSDif3qeghQJukq4FJQC1wn6T9GX8bEQ+mldXMzMzMbL9UbxkQEUuBpe3a5idebye39KK9BuCENLOZmZmZmXXET9IzMzMzM0twgWxmPdqQffs4/qWXaN5a8GeEzcysl/NTGcys7M2bN4+6urpO9Z25/AkOaW3lyY9fwF3TzujUMcaNG8fcuXM71dfMzCqPZ5DNrEfrl/9e3daWaQ4zM6scnkE2s7LXldnbxrVreeORZRx13gxOHzeuG1OZmVlP5QLZzHq0mkmTqJk0KesYZmZWQbzEwszMzMwswQWymZmZmVmCC2QzM+uxXn31Va688kpee+21rKOYWQVxgWxmZj3WokWLWLVqFYsWLco6iplVEBfIVh52rmfmQX/ilH4bs05iZj3E0xvqWbS2mTdqj+OBBx7wLLKZFcx3sbBu1dkHOlw5+EHOqHmF02MD377qUl6PgUUfww9zMLOkq379OA3DJ8PwyQxadSuLFi3immuuyTqWmVUAzyBbWdjdliuI97b2pZG+Gacxs55gz/bNAKilkdbGvTz00EMZJzKzSuEZZOtWnZ7BbWmCukcYcvhk/vXgUd0bysx6pYsnVHPv8v+gqmE7NWrlox+dnnUkM6sQnkG28tCnP0w8H1wcm6VC0kJJOyStSbQNk/SwpA3574ck3rtOUp2kFySdm03qrvnC52YxaM8m+jTtoaqqilmzZmUdycwqhAtkM7Pe4Tag/RTqN4FlETEeWJbfRtIkYCZwXL7PLyRVly5q96itrWXGjBlIYsaMGRx66KFZRzKzCpFqgSxpen72oU7SNzt4f6Kk5ZKaJF1bTF8zMytcRDwG7GrXfCGw//5ni4BPJNrvjIimiNgE1AGnlSRoN5s1axZTpkzx7LGZFSW1Ajk/23ATMAOYBHwqPyuRtAuYC9zQib5mZtY1/xAR2wDy3w/Ltx8BvJzYrz7f9jaSZktaKWnlzp07Uw3bGbW1tdx4442ePTazoqQ5g3waUBcRGyPir8Cd5GYl/iYidkTECqC52L5mZpYaddAWHe0YEQsiYmpETB0+fHjKsczMSiPNArngGYhu7mtmZoV5RdIIgPz3Hfn2euDIxH4jga0lzmZmlpk0C+SCZyC60rfcf71nZlbGlgD7F+fOAv4z0T5TUn9JY4HxwJMZ5DMzy0SaBXJXZiAK7utf75mZvTtJdwDLgQmS6iVdCvwIOEfSBuCc/DYR8RxwN7AWeBC4IiJas0luZlZ6iih0UrfIA0t9gPXAh4EtwArg0/mBt/2+1wN7I+KGYvu2O85OYHM3/hjdoRZ4NesQFcTXq3C+VoUr12s1OiJ6zL/sy3QMhvL98y9HvlbF8fUqXLleqw7H4dSepBcRLZLmAL8DqoGFEfGcpMvz78+XdDiwEhgCtEm6GpgUEQ0d9S3gnGX3F42klRExNesclcLXq3C+VoXztSqNchyDwX/+xfC1Ko6vV+Eq7Vql+qjpiFgKLG3XNj/xeju55RMF9TUzMzMzS5ufpGdmZmZmluACOX0Lsg5QYXy9CudrVThfq97Nf/6F87Uqjq9X4SrqWqX2IT0zMzMzs0rkGWQzMzMzswQXyGZmZmZmCS6QUyJpoaQdktZknaXcSTpS0qOSnpf0nKSrss5UziTVSHpS0rP56/XdrDOVO0nVkp6WdH/WWax0PA4XzuNw4TwGF68Sx2AXyOm5DZiedYgK0QJ8NSKOBU4HrpA0KeNM5awJ+FBEnACcCEyXdHrGmcrdVcDzWYewkrsNj8OF8jhcOI/Bxau4MdgFckoi4jFgV9Y5KkFEbIuI/82/foPc/0RHZJuqfEXO3vxm3/yXP217AJJGAucDt2SdxUrL43DhPA4XzmNwcSp1DHaBbGVF0hjgJODP2SYpb/lfVz0D7AAejghfrwP7N+DrQFvWQcwqgcfhd+cxuCgVOQa7QLayIWkQsBi4OiIass5TziKiNSJOJPckytMkHZ91pnIk6WPAjoh4KussZpXA43BhPAYXppLHYBfIVhYk9SU3KN8eEfdmnadSRMTrwO/xOssDmQZcIOlF4E7gQ5J+k20ks/Lkcbh4HoPfVcWOwS6QLXOSBNwKPB8RP806T7mTNFzSwfnXA4CPAOuyTVWeIuK6iBgZEWOAmcB/R8RnMo5lVnY8DhfOY3DhKnkMdoGcEkl3AMuBCZLqJV2adaYyNg24hNy/LJ/Jf52XdagyNgJ4VNIqYAW59W8Vc+scs1LxOFwUj8OF8xjcC/hR02ZmZmZmCZ5BNjMzMzNLcIFsZmZmZpbgAtnMzMzMLMEFspmZmZlZggtkMzMzM7MEF8hm7Ui6XtK1WecwM+uNPAZbOXCBbGZmZmaW4ALZDJD0LUkvSHoEmJBvu0zSCknPSlos6SBJgyVtyj+SFUlDJL24f9vMzIrnMdjKjQtk6/UknULuEZgnAf8InJp/696IODUiTgCeBy6NiDeA3wPn5/eZCSyOiObSpjYz6xk8Bls5coFsBmcC90XEvohoAJbk24+X9EdJq4GLgePy7bcAn8+//jzwq5KmNTPrWTwGW9lxgWyW09Ez128D5kTEZOC7QA1ARDwOjJF0FlAdEWtKltLMrGfyGGxlxQWyGTwGfFLSAEmDgY/n2wcD2/Jr2y5u1+fXwB145sLMrKs8BlvZUURH/2gz610kfQv4LLAZqAfWAm8CX8+3rQYGR8Tn8vsfDmwCRkTE61lkNjPrKTwGW7lxgWzWCZIuAi6MiEuyzmJm1tt4DLa09ck6gFmlkXQjMAM4L+ssZma9jcdgKwXPIJuZmZmZJfhDemZmZmZmCS6QzczMzMwSXCCbmZmZmSW4QDYzMzMzS3CBbGZmZmaW8H8r1HJlAr7sZAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_cond(dfs_good)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_all(dfs_all, cond='chip', x='day', y=['eccentricity', 'major_axis_length_um'], figsize=(10,4)):\n",
+    "    fig, ax = plt.subplots(1, len(y), figsize=(12,4), facecolor='w')\n",
+    "    \n",
+    "    for _ax, _y in zip(ax, y):\n",
+    "        sns.swarmplot(data=dfs_all, x=x, y=_y, hue=cond, ax=_ax, size=3, dodge=True)\n",
+    "        sns.boxplot(data=dfs_all, x=x, y=_y, hue=cond, boxprops=dict(alpha=.3), ax=_ax, dodge=True)\n",
+    "        _ax.set_title(f'{_y}')\n",
+    "\n",
+    "    plt.tight_layout()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_all(dfs_good)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Major axis length, um')"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.lineplot(x='day', y='major_axis_length_um', hue='chip',data=dfs_good, ci=None)\n",
+    "plt.title('Major axis length, um')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Eccentricity')"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.lineplot(x='day', y='eccentricity', hue='chip',data=dfs_good, ci=None)\n",
+    "plt.title('Eccentricity')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
-- 
GitLab