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@Nanguage
Last active November 10, 2023 23:31
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Code for analysis MiP-Seq plus Ca image and Ramen image
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "3d0ede59-14a5-4298-9131-2f14c4138fcd",
"metadata": {},
"outputs": [],
"source": [
"from skimage.io import imread\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0445abe4-b1bc-4711-8d3c-7c5419b04be9",
"metadata": {},
"outputs": [],
"source": [
"def read_srs(p):\n",
" ser = []\n",
" with open(p) as f:\n",
" for line in f:\n",
" v = float(line.strip())\n",
" ser.append(v)\n",
" return np.array(ser)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7c81b32a-310c-4024-abef-bf060af148ff",
"metadata": {},
"outputs": [],
"source": [
"srs_2 = read_srs('./area2_srs.txt')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "97182dc6-7766-47d0-8e3f-05c81d858d49",
"metadata": {},
"outputs": [],
"source": [
"raman_2 = imread('./Stack-cerebellum2-10.tif')\n",
"raman_2 = raman_2[:srs_2.shape[0], :, :]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "fde2fb3d-1e25-4f53-81a8-4e7e8a74e3b3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(60, 400, 400)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raman_2.shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "cf7cb498-6381-4f1e-b812-9a06441469fb",
"metadata": {},
"outputs": [],
"source": [
"mask_2 = imread('./mask_area2.tiff')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2c004fe9-f153-4c5e-a36c-7e97d00a79cd",
"metadata": {},
"outputs": [],
"source": [
"groups = [[0, 12], [12, 24], [24, 36]]\n",
"\n",
"def get_group(i):\n",
" if i <= groups[0][1]:\n",
" return 0\n",
" elif i <= groups[1][1]:\n",
" return 1\n",
" else:\n",
" return 2\n",
"\n",
"group2color = {\n",
" 0: 'cyan',\n",
" 1: 'red',\n",
" 2: '#1dc31d',\n",
"}\n",
"\n",
"group2name = [\n",
" 'Granular cell',\n",
" 'Purkinje cell',\n",
" 'Molecular cell',\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a0aac59c-b029-4470-acd4-670643005510",
"metadata": {},
"outputs": [],
"source": [
"mask = mask_2\n",
"series = []\n",
"for i in range(1, mask.max() + 1):\n",
" _m = mask == i\n",
" _s = raman_2[:, _m].mean(axis=1)\n",
" series.append(_s)\n",
"series = np.array(series)\n",
"srs = srs_2"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "53c9c358-6b50-47a5-972d-8473d3290147",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x216c0378190>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"space = 8\n",
"ticks, labels = np.arange(len(srs)), srs\n",
"ticks = [ticks[i] for i in range(len(ticks)) if i % space == 0] + [ticks[-1]]\n",
"labels = [labels[i] for i in range(len(labels)) if i % space == 0] + [labels[-1]]\n",
"\n",
"for i, _s in enumerate(series):\n",
" g = get_group(i)\n",
" c = group2color[g]\n",
" ax.plot(_s, c=c)\n",
" ax.set_xticks(ticks, labels, rotation=30)\n",
"\n",
"handles = [mpatches.Patch(color=group2color[i], label=group2name[i])\n",
" for i in range(len(group2color))]\n",
"plt.legend(handles=handles)\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "82b18ce5-3334-4d2e-834d-2a8dd6fa1ec8",
"metadata": {},
"outputs": [],
"source": [
"key_points = [2853, 2883, 2930]\n",
"key_idx = srs.searchsorted(key_points)\n",
"key_vals = series[:, key_idx]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "d04a52e6-e0eb-4293-a8f8-805d66adc96f",
"metadata": {},
"outputs": [],
"source": [
"df = {k:[] for k in ['wave length', 'group', 'value']}\n",
"for g_idx in range(len(groups)):\n",
" for p_idx, p in enumerate(key_points):\n",
" vals = key_vals[groups[g_idx][0]:groups[g_idx][1], p_idx]\n",
" l = vals.shape[0]\n",
" df['wave length'].extend([p]*l)\n",
" df['group'].extend([group2name[g_idx]]*l)\n",
" df['value'].extend(list(vals))\n",
"df = pd.DataFrame(df)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "e2c8ce96-28ab-4049-a073-a9fe51c294bd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Intensity')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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IiMicmGDoQQiBv/7OxZd97sDaBC1zagG8egiVbjEZOHAgNmzYAJVKhR9++AERERGwsbFBZGSkQXEUFhbqVc7V1bVS9dra2lb6GiIyvoKAsYBVFb8WhAA0Dx89t6oDSNGdoXkIhzNbql4PmRQHeVaCtQyoY2X8h6FJjFwuh6urKzw8PDB58mT069cP3333HYBHO41OnTpVp3xoaCjGjx+vfe3p6YlFixYhLCwMjo6OeO2110q8h1qtxoQJE9CmTRtkZmYCeNRFsnv3bgCPulRkMhl27tyJPn36wN7eHv7+/jhx4oS2jqSkJMhkMm33BAAcPXoUPXv2hJ2dHdzd3fHWW2+hoKCg3Pv9/vvv0bVrVygUCjRs2BDPPfec9pxKpcKMGTPQrFkzODg4oHv37khKStLjp0hUi1nVAaxtqvaoYwvY2j961LGten3WNlVPesgsmGDUYHZ2dnq3Qjy2fPly+Pv7IyUlBXPnztU5p1KpMHLkSKSmpuLHH38sd5vz//znP5gxYwZSU1PRunVrjB49Gg8fPiy17LVr1zBw4EA8//zzOHfuHLZt24ajR49iypQpZdYfFxeH5557DoMHD0ZKSgoSExPRrVs37fkpU6bgxIkTiI2Nxblz5zBy5EgMHDgQv/zyS6V+HkREZBimhTWQEAKJiYmIj4/Hm2++Walr+/bti+nTp2tfX79+HQCQn5+PIUOGQKVS4dChQxWOn5gxYwaGDBkCAFiwYAHatWuHq1evok2bNiXKRkVFYezYsdoWFm9vb3z88cfo1asX1qxZU+qW54sXL8ZLL72EBQsWaI/5+/sDADIzM7FhwwZkZmbCzc1NG8++ffuwYcMGLFmyRP8fCBERGYQJRg2yd+9e1K1bF0VFRdBoNBgzZgzmz59fqTq6dOlS6vHRo0ejefPmOHjwoF4juP38/LTPmzZtCgDIyckpNcE4e/Yszp07hy1b/uljFUJAo9EgIyMDvr6+Ja5JTU3FpEmTSn3vtLQ0qNVqtG7dWue4SqVCgwYNKoydiIiqjglGDdKnTx+sWbMGtra2cHNz05k9YmVlVWLQaFFRUYk6HBwcSq178ODB2Lx5M06cOIG+fftWGIuNjY32+eM56xqNptSy+fn5eP311/HWW2+VOFdWN0x5SU5+fj6sra2RnJxcYhZO3bp1K4ydiIiqjglGDeLg4AAvL69SzzVq1AhZWVna12q1GufPn0efPn30qnvy5Mlo3749hg8fjri4OPTq1UuSmAEgICAAFy9eLDP20vj5+SExMRGvvPJKiXOdOnWCWq1GTk4OevbsKVmcRESkPw7yrCX69u2LuLg4xMXF4fLly5g8ebLOLA59vPnmm3j//fcxdOhQHD16VLLYZs+ejePHj2PKlClITU3FL7/8gj179pQ7yPO9997D119/jffeew+XLl1CWloaPvjgAwBA69atMXbsWISFhWHnzp3IyMjAzz//jKioKMTFxUkWNxERlY0tGJWgFgBKb+WX/n0kNmHCBJw9exZhYWGoU6cO3nnnHb1bL4qbOnUqNBoNBg8ejH379iEoKKjKsfn5+eHw4cP4z3/+g549e0IIgX/961948cUXy7ymd+/e2L59OxYtWoSlS5fC0dERzzzzjPb8hg0b8P7772P69On4/fff0bBhQzz11FMYOnRoleMlIqKKyYQp179+wpo1a7BmzRrtTIV27dph3rx5GDRoUKnlY2JiSjSJy+XySq13n5eXBycnJ+Tm5sLR0VHnnFKpREZGBlq2bKkzc8ESVvK0JPHx8Rg0aBCUSiVsbW3NHY7kyvocEVVHDx480C4VXtAl/NG6E9WNuggOpx+tVMylws2rvO/QJ5m1BaN58+ZYunQpvL29IYTAxo0bERISgpSUFLRr167UaxwdHZGenq59bYpNb6ytrbF9x+5auReJ1G7duoU9e/bA29u7RiYXRET0iFkTjGHDhum8Xrx4MdasWYOffvqpzARDJpOZZZnpmvhlbw6DBw/GvXv38Omnn5o7FCIiMqJqMwZDrVZj+/btKCgoQGBgYJnl8vPz4eHhAY1Gg4CAACxZsqTMZISqn+TkZHOHQEREJmD2BCMtLQ2BgYFQKpWoW7cudu3ahbZt25Za1sfHB+vXr4efnx9yc3OxfPlyBAUF4cKFC2jevHmp16hUKqhUKu3rvLw8o9wHERER/cPs01R9fHyQmpqKkydPYvLkyQgPD8fFixdLLRsYGIiwsDB07NgRvXr1ws6dO9GoUSOsXbu2zPqjoqLg5OSkfbi7uxvrVoiIiOh/zJ5g2NrawsvLC507d0ZUVBT8/f2xatUqva61sbFBp06dcPXq1TLLREZGIjc3V/u4efOmVKETERFRGcyeYDxJo9HodGmUR61WIy0tTbvXRWnkcjkcHR11HkRERGRcZh2DERkZiUGDBqFFixa4d+8etm7diqSkJMTHxwMAwsLC0KxZM0RFRQEAFi5ciKeeegpeXl64e/culi1bhhs3bmDixInmvA0iIiJ6glkTjJycHISFhSErKwtOTk7w8/NDfHw8+vfvD+DRtttWVv80sty5cweTJk1CdnY26tevj86dO+P48eNlDgolIiIi8zBrgvHll1+Wez4pKUnndXR0NKKjo40YUdnUanWtWmgrKSkJffr0wZ07d+Ds7GyS95w/fz52796N1NRUk7xfZfTu3RsdO3bEypUrAQCenp6YOnUqpk6data4iIiqK7NPU7UEarUazz3/HO7+fddk7+ns4oxdO3bpnWSMHz8eGzduxOuvv47PPvtM51xERAQ+/fRThIeHIyYmxgjREhER6WKCoQchBO7+fRfq59SmGRarAe7uulvpFhN3d3fExsYiOjpau1a/UqnE1q1b0aJFC2NEWu0UFRXBxqYa7qVARFTLVLtZJNWalQkfBggICIC7uzt27typPbZz5060aNECnTp10imrUqnw1ltvoXHjxlAoFHj66adx6tSpcus/evQoevbsCTs7O7i7u+Ott95CQUGBTp2zZ8+Gu7s75HI5vLy8tN1gMTExJbpadu/eXe5eMqdOnUL//v3RsGFDODk5oVevXjhz5oxOGZlMhjVr1mD48OFwcHDA4sWLS62rvNgA4Pz58xg0aBDq1q2LJk2aYNy4cfjrr7/K/XkQEVHZmGDUMBMmTMCGDRu0r9evX19iB1oAmDVrFnbs2IGNGzfizJkz8PLyQnBwMP7+++9S67127RoGDhyI559/HufOncO2bdtw9OhRTJkyRVsmLCwMX3/9NT7++GNcunQJa9euRd26dQ2+l3v37iE8PBxHjx7FTz/9BG9vb+1eJsXNnz8fzz33HNLS0jBhwoRS6yovtrt376Jv377o1KkTTp8+jX379uHWrVsYNWqUwbETEdV27CKpYV5++WVERkbixo0bAIBjx44hNjZWZ8BsQUEB1qxZg5iYGAwaNAgA8PnnnyMhIQFffvklZs6cWaLeqKgojB07Vjuo0dvbGx9//DF69eqFNWvWIDMzE9988w0SEhLQr18/AECrVq2qdC99+/bVeb1u3To4Ozvj8OHDGDp0qPb4mDFjSk2iHrty5Uq5sa1evRqdOnXCkiVLtMfWr18Pd3d3XLlyBa1bt67SfRAR1UZMMGqYRo0aYciQIYiJiYEQAkOGDEHDhg11yly7dg1FRUXo0aOH9piNjQ26deuGS5culVrv2bNnce7cOWzZskV7TAgBjUaDjIwMpKWlwdraGr169ZLsXm7duoU5c+YgKSkJOTk5UKvVuH//PjIzM3XKdenSpdx6UlNTy43t7NmzOHToUKmtLdeuXWOCQTWazlgvdZH5AilPsbhMOZuPqoYJRg00YcIEbdfFJ598Ikmd+fn5eP311/HWW2+VONeiRYtyl2sHACsrqxK/GIqKyv9lFh4ejtu3b2PVqlXw8PCAXC5HYGAgCgsLdco5ODiUW8/jAa9lyc/Px7Bhw/DBBx+UOFfeKrFENUHxlZMdUraaMRL9qFQq2NvbmzsM0gMTjBpo4MCBKCwshEwmQ3BwcInz//rXv2Bra4tjx47Bw8MDwKMv+1OnTpW5rkNAQAAuXrwILy+vUs936NABGo0Ghw8f1nZDFNeoUSPcu3cPBQUF2oSgovUujh07hk8//RSDBw8GANy8edOggZcVxRYQEIAdO3bA09MTderwvwQRkRT427QGsra21nZ1lLaOhoODAyZPnoyZM2fCxcUFLVq0wIcffoj79+/j1VdfLbXO2bNn46mnnsKUKVMwceJEODg44OLFi0hISMDq1avh6emJ8PBwTJgwAR9//DH8/f1x48YN5OTkYNSoUejevTvs7e3x7rvv4q233sLJkycrXJPD29sbX331Fbp06YK8vDzMnDmzwtaI0lQUW0REBD7//HOMHj0as2bNgouLC65evYrY2Fh88cUXZl3wjMjY5HK59nlBpzGAdTWc5q0u0rauFI+XqjfOIqkMjQkfVVTRxm5Lly7F888/j3HjxiEgIABXr15FfHw86tevX2p5Pz8/HD58GFeuXEHPnj3RqVMnzJs3D25ubtoya9aswQsvvIB///vfaNOmDSZNmqSdxuri4oLNmzfjhx9+QIcOHfD1119j/vz55d7Dl19+iTt37iAgIADjxo3TTqs1RHmxubm54dixY1Cr1RgwYAA6dOiAqVOnwtnZWWepeqKaSGequLVN9X2UFi9VazJRy0bM5OXlwcnJCbm5uSW+gJVKJTIyMtCyZUsoFArtcUtYyZOqj7I+R0TV0YMHD7RdqQVdwqtvC8bpjQCA+Ph4g1oySRrlfYc+iV0kerC2tsauHbtq1V4kREREVcEEQ0/8siciItIfO5iJiIhIcmzBILJgQggolUq9yj1e70Aul+s9UE6hUHBQHREZhAkGkQVTKpWlrnUiFQ6oIyJDsYukFLVsYg1JjJ8fIiK2YOiwsXk0Pev+/fv8q40Mdv/+fQD/fJ6MSaFQID4+vsJySqUSISEhAIA9e/boPX2W02yJyFBMMIqxtraGs7MzcnJyAAD29vbsfya9CSFw//595OTkwNnZ2SQzj2QyWaWTYYVCwQSaiIyOCcYTXF1dAUCbZBBVlrOzs/ZzRERUWzHBeIJMJkPTpk3RuHHjCnf7JHqSjY0N10whIgITjDJZW1vzi4KIiMhAnEVCREREkmOCQURERJJjgkFERESSY4JBREREkjNrgrFmzRr4+fnB0dERjo6OCAwMxP/7f/+v3Gu2b9+ONm3aQKFQoEOHDvjhhx9MFC0RERHpy6wJRvPmzbF06VIkJyfj9OnT6Nu3L0JCQnDhwoVSyx8/fhyjR4/Gq6++ipSUFISGhiI0NBTnz583ceRERERUHrMmGMOGDcPgwYPh7e2N1q1bY/Hixahbty5++umnUsuvWrUKAwcOxMyZM+Hr64tFixYhICAAq1evNnHkREREVJ5qMwZDrVYjNjYWBQUFCAwMLLXMiRMn0K9fP51jwcHBOHHihClCJCIiIj2ZfaGttLQ0BAYGQqlUom7duti1axfatm1batns7Gw0adJE51iTJk2QnZ1dZv0qlQoqlUr7Oi8vT5rAiYiIqExmb8Hw8fFBamoqTp48icmTJyM8PBwXL16UrP6oqCg4OTlpH+7u7pLVTURERKUze4Jha2sLLy8vdO7cGVFRUfD398eqVatKLevq6opbt27pHLt161a5G0tFRkYiNzdX+7h586ak8RMREVFJZu8ieZJGo9Hp0iguMDAQiYmJmDp1qvZYQkJCmWM2AEAul0Mul0sdJhFRzaN5WPU6hPinHqs6gExW9TqliItMzqwJRmRkJAYNGoQWLVrg3r172Lp1K5KSkhAfHw8ACAsLQ7NmzRAVFQUAePvtt9GrVy+sWLECQ4YMQWxsLE6fPo1169aZ8zaIiGoEhzNbzB0C1SBmTTBycnIQFhaGrKwsODk5wc/PD/Hx8ejfvz8AIDMzE1ZW//TiBAUFYevWrZgzZw7effddeHt7Y/fu3Wjfvr25boGIiIhKIRNCCHMHYUp5eXlwcnJCbm4uHB0dzR0OkUk8ePAAwcHBAID4+HjY2dmZOSKqLoQQUCqVktWnVCoREhICANizZw8UCoVkdQOAQqGATIpuFzJIZb5Dq90YDCIiMh2ZTGa0hFOhUDCZrcXMPouEiIiIah4mGERERCQ5JhhEREQkOSYYREREJDkmGERERCQ5JhhEREQkOSYYREREJDkmGERERCQ5JhhEREQkOSYYREREJDkuFU5UDRljf4jSnkuF+0MQ0ZOYYBBVQ0qlUrs5mdQeb0QlJW6gRkRPYhcJERERSc6gFozw8HC8+uqreOaZZ6SOh4ieUBAwFrCqYmOjEIDm4aPnVnUAKbozNA/hcGZL1eshohrJoN9aubm56NevHzw8PPDKK68gPDwczZo1kzo2IgIeJQTWNhJUZCtBHURE+jGoi2T37t34/fffMXnyZGzbtg2enp4YNGgQvv32WxQVFUkdIxEREVkYg8dgNGrUCNOmTcPZs2dx8uRJeHl5Ydy4cXBzc8M777yDX375Rco4iYiIyIJUeZBnVlYWEhISkJCQAGtrawwePBhpaWlo27YtoqOjpYiRiIiILIxBCUZRURF27NiBoUOHwsPDA9u3b8fUqVPxxx9/YOPGjThw4AC++eYbLFy4UOp4iYiIyAIYNMizadOm0Gg0GD16NH7++Wd07NixRJk+ffrA2dm5iuERERGRJTIowYiOjsbIkSOhUCjKLOPs7IyMjAyDAyMiIiLLZVAXyaFDh0qdLVJQUIAJEyZUOSgiIiKybAYlGBs3bsSDBw9KHH/w4AE2bdpU5aCIiIjIslWqiyQvLw9CCAghcO/ePZ0uErVajR9++AGNGzeWPEgiIiKyLJVKMJydnSGTySCTydC6desS52UyGRYsWCBZcERERGSZKpVgHDp0CEII9O3bFzt27ICLi4v2nK2tLTw8PODm5iZ5kERERGRZKpVg9OrVCwCQkZGBFi1aQFbFDZOioqKwc+dOXL58GXZ2dggKCsIHH3wAHx+fMq+JiYnBK6+8onNMLpdDqVRWKRYiIiKSjt4Jxrlz59C+fXtYWVkhNzcXaWlpZZb18/PTq87Dhw8jIiICXbt2xcOHD/Huu+9iwIABuHjxIhwcHMq8ztHREenp6drXVU10iIiISFp6JxgdO3ZEdnY2GjdujI4dO0Imk0EIUaKcTCaDWq3Wq859+/bpvI6JiUHjxo2RnJxc7lbwMpkMrq6u+oZOREREJqZ3gpGRkYFGjRppnxtDbm4uAOiM7ShNfn4+PDw8oNFoEBAQgCVLlqBdu3alllWpVFCpVNrXeXl50gVMREREpdI7wfDw8Cj1uVQ0Gg2mTp2KHj16oH379mWW8/Hxwfr16+Hn54fc3FwsX74cQUFBuHDhApo3b16ifFRUFGe2EBERmZjBC23FxcVpX8+aNQvOzs4ICgrCjRs3DAokIiIC58+fR2xsbLnlAgMDERYWho4dO6JXr17YuXMnGjVqhLVr15ZaPjIyErm5udrHzZs3DYqPiIiI9GdQgrFkyRLY2dkBAE6cOIHVq1fjww8/RMOGDfHOO+9Uur4pU6Zg7969OHToUKmtEOWxsbFBp06dcPXq1VLPy+VyODo66jyIiIjIuAza7OzmzZvw8vICAOzevRsvvPACXnvtNfTo0QO9e/fWux4hBN58803s2rULSUlJaNmyZaVjUavVSEtLw+DBgyt9LRERERmHQS0YdevWxe3btwEA+/fvR//+/QEACoWi1D1KyhIREYHNmzdj69atqFevHrKzs5Gdna1TR1hYGCIjI7WvFy5ciP379+PXX3/FmTNn8PLLL+PGjRuYOHGiIbdCRERERmBQC0b//v0xceJEdOrUCVeuXNG2Hly4cAGenp5617NmzRoAKNHqsWHDBowfPx4AkJmZCSurf/KgO3fuYNKkScjOzkb9+vXRuXNnHD9+HG3btjXkVoiIiMgIDEowPvnkE8yZMwc3b97Ejh070KBBAwBAcnIyRo8erXc9pa2j8aSkpCSd19HR0YiOjq5UvERERGRaBiUYzs7OWL16dYnjnA5KREREgIEJBgDcvXsXP//8M3JycqDRaLTHZTIZxo0bJ0lwRLWVTuueush8gZSnWFz6tEYSmYIQQq+9qYQQ2kUY5XK5XltOKBQKbk1RCQYlGN9//z3Gjh2L/Px8ODo66vzAmWAQVV3x1WcdUraaMRL9qFQq2NvbmzsMIiiVSgQHBxul7vj4eO0SDVQxg2aRTJ8+HRMmTEB+fj7u3r2LO3fuaB9///231DESERGRhTGoBeP333/HW2+9xb9YiIxELpdrnxd0GgNY25gxmjKoi7StK8XjJTInhUKB+Pj4CssplUqEhIQAAPbs2QOFQqFX3aQ/gxKM4OBgnD59Gq1atZI6HiICdPt5rW2qZ4JRDPulqbqQyWSV7sZQKBTs+jACgxKMIUOGYObMmbh48SI6dOgAGxvdX37Dhw+XJDgiIiKyTAYlGJMmTQLwaFXNJ8lkMqjV6qpFRURERBbNoASj+LRUIiIioicZNIukOH3mGxMREVHtYlCCoVarsWjRIjRr1gx169bFr7/+CgCYO3cuvvzyS0kDJCIiIstjUIKxePFixMTE4MMPP4Stra32ePv27fHFF19IFhwRERFZJoMSjE2bNmHdunUYO3YsrK2ttcf9/f1x+fJlyYIjIiIiy2TwQlteXl4ljms0GhQVVdN9E4iIiKqB2rJfikEJRtu2bfHjjz/Cw8ND5/i3336LTp06SRIYERFRTVRb9ksxKMGYN28ewsPD8fvvv0Oj0WDnzp1IT0/Hpk2bsHfvXqljJCIiIgtjUIIREhKC77//HgsXLoSDgwPmzZuHgIAAfP/99+jfv7/UMRIREdUYtWW/FIMSDADo2bMnEhISpIyFiIioxqst+6UYNIukVatWuH37donjd+/e5QZoREREZFiCcf369VL3G1GpVPj999+rHBQRERFZtkp1kXz33Xfa5/Hx8XByctK+VqvVSExMhKenp2TBERERAfpP7dRX8bqk3vKiOk0VNadKJRihoaEAHvUfhYeH65yzsbGBp6cnVqxYIVlwREREgHGndj4eSCmV6jRV1JwqlWA83kW1ZcuWOHXqFBo2bGiUoIiIiMiyGTSLJCMjQ+o4iKgsmodVr0OIf+qxqgNI0XwrRVxEBvjkmbuQW4sq1SEEUPjob2bYWlX9v4RKLUPEEeeqVVLDGDxNNTExEYmJicjJydG2bDy2fv36KgdGRI84nNli7hCIqhW5tYDCuuJyFZG2E+OfhEeqMR2WPk7EoARjwYIFWLhwIbp06YKmTZtyMAsREdH/SD2mwxh1mmKciEEJxmeffYaYmBiMGzeuSm8eFRWFnTt34vLly7Czs0NQUBA++OAD+Pj4lHvd9u3bMXfuXFy/fh3e3t744IMPMHjw4CrFQlSd6LvSn74MWRGwMqrT6oFEVD0YlGAUFhYiKCioym9++PBhREREoGvXrnj48CHeffddDBgwABcvXoSDg0Op1xw/fhyjR49GVFQUhg4diq1btyI0NBRnzpxB+/btqxwTUXVgyEp/+rLEFQGJLI16mLoKgxD+RwB4vOSUNYCqdhY8BKy/l6BvSU8GLbQ1ceJEbN26tcpvvm/fPowfPx7t2rWDv78/YmJikJmZieTk5DKvWbVqFQYOHIiZM2fC19cXixYtQkBAAFavXl3leIiIiCRRR4KHDQDF/x42EtVpQga9nVKpxLp163DgwAH4+fnBxsZG5/xHH31kUDC5ubkAABcXlzLLnDhxAtOmTdM5FhwcjN27d5daXqVSQaVSaV/n5eUZFBsRERHpz6AE49y5c+jYsSMA4Pz585IEotFoMHXqVPTo0aPcro7s7Gw0adJE51iTJk2QnZ1davmoqCgsWLBAkhiJiIhIPwYlGIcOHZI6DkREROD8+fM4evSopPVGRkbqtHjk5eXB3d1d0vcgIiLjEuKfaaCqklthmV11jMncKpVgjBgxosIyMpkMO3bsqFQQU6ZMwd69e3HkyBE0b9683LKurq64deuWzrFbt27B1dW11PJyuRxyubxS8RARUfVSvKs74kh9M0ZC+qpUglF8czMpCCHw5ptvYteuXUhKSkLLli0rvCYwMBCJiYmYOnWq9lhCQgICAwMljY2IiIgMV6kEY8OGDZK+eUREBLZu3Yo9e/agXr162nEUTk5O2ml0YWFhaNasGaKiogAAb7/9Nnr16oUVK1ZgyJAhiI2NxenTp7Fu3TpJYyMiouqjeEv0J8/cgdx0sy31olKzZeVJJp60omvNmjUAgN69e+sc37BhA8aPHw8AyMzMhJXVP7Npg4KCsHXrVsyZMwfvvvsuvL29sXv3bq6BQURUgxVfMVpuDUmWCifjMmuCUXzQTlmSkpJKHBs5ciRGjhxphIiIiIgkUB33AiwWkz7fv1Vl1gSDiIioJjLlipmGUKlUsLe3N+p7GLSSJxEREVF52IJBREQkMUn2IpFasb1ITLF8Q3W7fSIiIstnhr0/KqP4oFljYRcJERERSY4JBhEREUmuGjfgEBFRdSGEgFKprLBc8TL6lH9MoVCYpNmeTIcJBhERVUipVCI4OLhS14SEhOhdNj4+XruCM9UMTDCIiMiiqNQyAFVbKEoIoFDz6LmtFVDVxpNHMVFxTDCIiKhCCoUC8fHxFZYTQmh3PpXL5Xp3eygUCr1jiTjirHdZs5FiJU8B4PE28NYAqprDmHh1USYYRERUIZlMpncXhrFXiLQE1X0lT1NggkFERqfvAEFD/vrl4MDaQd8WFH0plUrtGJE9e/ZUqgVFnzqJCQYRmYAhAwT1xcGBtUNlWlAqS6FQSFK3JSRBj0lZV1mYYBAREUnAEpIgU2KCQURGp+9fdob8xSbVX2LsxiGSFhMMIjI6Q/6yM/VfbOzGIZIWlwonIiIiybEFg4gIltGNQ2RJmGAQEcEyunGILAm7SIiIiEhyTDCIiIhIckwwiIiISHIcg0FERGRC+q65UryMPuWB6rXmChMMIiIiEzJkzRV99zipTmuusIuEiIiIJMcWDCIymL5NvfoypElYX9Wp6ZhqN33XXDF0WfrqwqwJxpEjR7Bs2TIkJycjKysLu3btQmhoaJnlk5KS0KdPnxLHs7Ky4OrqasRIiag0xlxeW+ptr6Xckru051JgElQ7VGbNFXt7eyNHYzxmTTAKCgrg7++PCRMmYMSIEXpfl56eDkdHR+3rxo0bGyM8gxlz0ySAv4SIDCF1wmKMOqtT/7mlqi0DKC2BWROMQYMGYdCgQZW+rnHjxnB2dpY+IIkY8686gL+EqHr65Jm7kFuLKtUhBFCoefTc1gqo6u9ylVqGiCPOVauELEptGUBpCSxyDEbHjh2hUqnQvn17zJ8/Hz169CizrEql0rYSAEBeXp4pQiSqdeTWAgrrqtcj7a9v3YRHPUxd9d96AoD6f8+tAVT1D9qHgPX3EvzgiKoZi0owmjZtis8++wxdunSBSqXCF198gd69e+PkyZMICAgo9ZqoqCgsWLDApHEac9Okx/UTkQHqQJrfejYS1EFGUVsGUFoCi0owfHx84OPjo30dFBSEa9euITo6Gl999VWp10RGRmLatGna13l5eXB3dzdqnNw0iYjIPGrLAEpLYFEJRmm6deuGo0ePlnleLpdDLpebMCKi2kOIf7ogVOpyCppJdYyJqLaw+AQjNTUVTZs2NXcYRLVS8fFNEUfqmzESIqpuzJpg5Ofn4+rVq9rXGRkZSE1NhYuLC1q0aIHIyEj8/vvv2LRpEwBg5cqVaNmyJdq1awelUokvvvgCBw8exP79+811C0RERFQKsyYYp0+f1lk46/FYifDwcMTExCArKwuZmZna84WFhZg+fTp+//132Nvbw8/PDwcOHCh18S0iMr7i3Y+fPHMH8mo2GUKlfqJl5aH5YilTsZiKdzkRWTqzJhi9e/cu9z9UTEyMzutZs2Zh1qxZRo6KiPRVfOS93BqSTFM1puo+HVSlUnHgIdUY3OyMiIiIJGfxgzyJiPQlyUJbUiu20BZnvFFNUt3+qxERGY9UC20ZCfe5oJqEXSREREQkOSYYREREJDkmGERERCS5atwbSUSWRKWW4cndSyvLGNu1E5F5MMEgIklEHHE2dwgVk2KhLSNs105UEzHBIKJao7ovtEVUkzDBICKDKRQKxMfHS1afUqlESEgIAGDPnj1QKBSS1klEpsMEg4gMJpPJYGdnZ5S6FQqFJHVbQhL0mJR1EZkbE4xKEEJAqVRKVl/xuqSs9zGFQsGFe6jWs4QkiKgmYoJRCUqlEsHBwUap2xhNuPHx8fzlR0REZsEEg8iC6duqZmhrGVvBiMhQTDAMVBAwFrCq4o9PCEDzvzlqVnWqPukfADQP4XBmS9XrIYtgSKtaZVrLalMrmDGTNSZqVBsxwTCUVR3A2kaCimwlqIOIqsqYyVptStSIHmOCQWTB9J0hIYSASqUC8GhLcH3/muasBiIyFBMMIgtWmRkS9vb2Ro7GshkzWWOiRrUREwwiIjBZI5Iad1MlIiIiybEFg4iMjjM0iGofJhhEZHScoUFU+7CLhIiIiCTHFgwiMjrO0CCqfZhgEJHRcYYGUe3DBKMShBD/vFAXmS+Q8hSLSydeIiIiEzJrgnHkyBEsW7YMycnJyMrKwq5duxAaGlruNUlJSZg2bRouXLgAd3d3zJkzB+PHjzdJvI+bbgHAIWWrSd6zKlQqFf8aJCIiszDrIM+CggL4+/vjk08+0at8RkYGhgwZgj59+iA1NRVTp07FxIkT9erbJSIiItMxawvGoEGDMGjQIL3Lf/bZZ2jZsiVWrFgBAPD19cXRo0cRHR1d6SlwhpDL5drnBZ3GSLTZmcTURdrWleLxEhERmZJFjcE4ceIE+vXrp3MsODgYU6dOLfMalUql07WRl5dn8PvrjGi3tqmeCUYxXHyIiIjMxaLWwcjOzkaTJk10jjVp0gR5eXl48OBBqddERUXByclJ+3B3dzdFqERERLWaRSUYhoiMjERubq72cfPmTXOHREREVONZVBeJq6srbt26pXPs1q1bcHR0LHOOvVwu51gEIiIiE7OoFozAwEAkJibqHEtISEBgYKCZIiIiIqLSmDXByM/PR2pqKlJTUwE8moaampqKzMxMAI+6N8LCwrTl33jjDfz666+YNWsWLl++jE8//RTffPMN3nnnHXOET0RERGUwa4Jx+vRpdOrUCZ06dQIATJs2DZ06dcK8efMAAFlZWdpkAwBatmyJuLg4JCQkwN/fHytWrMAXX3xhkimqREREpD+zjsHo3bt3uctZx8TElHpNSkqKEaMiIiKiqrKoMRhERERkGSxqFkm1onlY9TqE+KceqzqAFAtjSREXERFRFTHBMJDDmS3mDoGIiKjaYhcJ1RjHjh3DyJEjcezYMXOHQkRU68lEeaMsa6C8vDw4OTkhNzcXjo6OlbpWCAGlUilZLEqlEiEhIQCAPXv2QKFQSFY3ACgUilqzH4lSqcSYMWPw119/oWHDhti6davkP08iotquMt+h7CKpBJlMVuaKoVWlUCiMVndZ9E2YhBDaDePkcrleSYupk5vNmzfj9u3bAIDbt29jy5YtePXVV032/kREpIsJRi2mVCqNtoZIfHy8yRKm3377DVu2bNFOeRZCYMuWLQgODkbz5s1NEgMREeniGAyyaEIIREdHl3m8lvUAEhFVG2zBqMUUCgXi4+MrLGfIWBFTjX+4ceMGTp06VeK4Wq3GqVOncOPGDXh6epokFiIi+gcTjFrMkDEl5hgrUh4PDw907doVZ86cgVqt1h63trZG586d4eHhYcboiIhqL3aRkEWTyWSlbnb3+HhtmUVDRFTdsAWDqjV9Zro0aNAAo0aNQmxsLIQQkMlkGDVqFFxcXPDgwYMyr6tN03iJiEyNCUYNZIz1Okp7LoWKvuQNmekihMDWrVuxdevWcsuZcqYLEVFtwwSjBjLm9NPHgz2lwi95IqKaiQkGmVVFLSJCCOzZs0evel588UUAwLZt2/SaxSKEKLcL5TF2pRARVR4TjBqo+NoPH/W4C7l11daCEAIo1Dx6bmtV9U1fVWoZph1zBiB9iwgAbaIhFbayEBFVHhOMGujxst4AtF/kREREpsQEg8xOPUhd9U+iAPB4GQxrAFXt0XgIWP8/60dVczVQIqJKY4JRA8nlcu3zT565A7m1GYMphUoNRBypr339+Iu8ulKpVLC3tzd3GEREFoUJRg1UfECi3BpQVO/vbyIiqoGYYNRwKrUMj/oPDGeMQZ6WpHiLEBER6YcJRg0XccTZ3CGUS9/N0ypiyIZs+jLVxm1ERDUJEwwyq4o2T5N6VdIn35vrWxARGQcTjBpI323Y9WXO1gFDViXVd20Nrm9BRGQ8TDBqIEO2YddXdduunYiIqicmGFSt6dsaI4TQLjAml8v16vrg2AoiIuOpFgnGJ598gmXLliE7Oxv+/v7473//i27dupVaNiYmBq+88orOMblcbrR+ekPoO27A0F1Ka9PYgcq0xnCtCiKi6sPsCca2bdswbdo0fPbZZ+jevTtWrlyJ4OBgpKeno3HjxqVe4+joiPT0dO3r6vZla8xxAwDHDhARUfVnZe4APvroI0yaNAmvvPIK2rZti88++wz29vZYv359mdfIZDK4urpqH02aNDFhxERERFQRs7ZgFBYWIjk5GZGRkdpjVlZW6NevH06cOFHmdfn5+fDw8IBGo0FAQACWLFmCdu3alVpWpVLpbP6Vl5cn3Q2UwZjjBh7XT0REVJ2ZNcH466+/oFarS7RANGnSBJcvXy71Gh8fH6xfvx5+fn7Izc3F8uXLERQUhAsXLqB58+YlykdFRWHBggVGib8sljJuwJhjRWrTOBEiIirJ7GMwKiswMBCBgYHa10FBQfD19cXatWuxaNGiEuUjIyMxbdo07eu8vDy4u7ubJNbqjmtMEBGRsZg1wWjYsCGsra1x69YtneO3bt2Cq6urXnXY2NigU6dOuHr1aqnn5XI595IgIiIyMbMmGLa2tujcuTMSExMRGhoKANBoNEhMTMSUKVP0qkOtViMtLQ2DBw82YqQ1E9eYICIiYzF7F8m0adMQHh6OLl26oFu3bli5ciUKCgq0a12EhYWhWbNmiIqKAgAsXLgQTz31FLy8vHD37l0sW7YMN27cwMSJE815GxbJUsaKEBGR5TF7gvHiiy/izz//xLx585CdnY2OHTti37592oGfmZmZsLL6ZzbtnTt3MGnSJGRnZ6N+/fro3Lkzjh8/jrZt25rrFoiIiOgJMiGEMHcQppSXlwcnJyfk5ubC0dHR3OEQERFZjMp8h5p9oS0iIiKqeZhgEBERkeSYYBAREZHkmGAQERGR5JhgEBERkeSYYBAREZHkmGAQERGR5JhgEBERkeTMvpKnqT1eVywvL8/MkRAREVmWx9+d+qzRWesSjHv37gEAt2wnIiIy0L179+Dk5FRumVq3VLhGo8Eff/yBevXq6bUrKD2Sl5cHd3d33Lx5k0usk1Hxs0amws9a5QkhcO/ePbi5uensE1aaWteCYWVlhebNm5s7DIvl6OjI/4hkEvyskanws1Y5FbVcPMZBnkRERCQ5JhhEREQkOSYYpBe5XI733nsPcrnc3KFQDcfPGpkKP2vGVesGeRIREZHxsQWDiIiIJMcEg4iIiCTHBIOIiIgkxwSDiIiIJMcEo5aIiopC165dUa9ePTRu3BihoaFIT0/XKZOdnY1x48bB1dUVDg4OCAgIwI4dO3TKeHp6QiaT6TyWLl2qPZ+eno4+ffqgSZMmUCgUaNWqFebMmYOioiKT3CeZn1SftStXriAkJAQNGzaEo6Mjnn76aRw6dEh7/vbt2xg4cCDc3Nwgl8vh7u6OKVOmcJ+hWkSfz9q1a9fw3HPPoVGjRnB0dMSoUaNw69YtnTLDhw9HixYtoFAo0LRpU4wbNw5//PGHTplz586hZ8+eUCgUcHd3x4cffmj0+7N0TDBqicOHDyMiIgI//fQTEhISUFRUhAEDBqCgoEBbJiwsDOnp6fjuu++QlpaGESNGYNSoUUhJSdGpa+HChcjKytI+3nzzTe05GxsbhIWFYf/+/UhPT8fKlSvx+eef47333jPZvZJ5SfVZGzp0KB4+fIiDBw8iOTkZ/v7+GDp0KLKzswE8WpU3JCQE3333Ha5cuYKYmBgcOHAAb7zxhsnvmcyjos9aQUEBBgwYAJlMhoMHD+LYsWMoLCzEsGHDoNFotPX06dMH33zzDdLT07Fjxw5cu3YNL7zwgvZ8Xl4eBgwYAA8PDyQnJ2PZsmWYP38+1q1bZ/J7tiiCaqWcnBwBQBw+fFh7zMHBQWzatEmnnIuLi/j888+1rz08PER0dHSl3uudd94RTz/9dJXiJctlyGftzz//FADEkSNHtOfz8vIEAJGQkFDme61atUo0b95c4jsgS/HkZy0+Pl5YWVmJ3NxcbZm7d+8KmUxW7udoz549QiaTicLCQiGEEJ9++qmoX7++UKlU2jKzZ88WPj4+RrqTmoEtGLVUbm4uAMDFxUV7LCgoCNu2bcPff/8NjUaD2NhYKJVK9O7dW+fapUuXokGDBujUqROWLVuGhw8flvk+V69exb59+9CrVy+j3AdVf4Z81ho0aAAfHx9s2rQJBQUFePjwIdauXYvGjRujc+fOpb7PH3/8gZ07d/KzVos9+VlTqVSQyWQ6C2kpFApYWVnh6NGjpdbx999/Y8uWLQgKCoKNjQ0A4MSJE3jmmWdga2urLRccHIz09HTcuXPHWLdj+cyd4ZDpqdVqMWTIENGjRw+d43fu3BEDBgwQAESdOnWEo6OjiI+P1ymzYsUKcejQIXH27FmxZs0a4ezsLN55550S7xEYGCjkcrkAIF577TWhVquNek9UPVXls3bz5k3RuXNnIZPJhLW1tWjatKk4c+ZMifd46aWXhJ2dnQAghg0bJh48eGDUe6LqqbTPWk5OjnB0dBRvv/22KCgoEPn5+WLKlCna30vFzZo1S9jb2wsA4qmnnhJ//fWX9lz//v1LlL9w4YIAIC5evGjcG7NgTDBqoTfeeEN4eHiImzdv6hyfMmWK6Natmzhw4IBITU0V8+fPF05OTuLcuXNl1vXll1+KOnXqCKVSqXM8MzNTXLhwQWzdulU0a9ZMfPDBB0a5F6reDP2saTQaMXz4cDFo0CBx9OhRkZycLCZPniyaNWsm/vjjD526srKyxKVLl8SePXtE27ZtxeTJk012f1R9lPVZi4+PF61atdImqi+//LIICAgQb7zxhk65P//8U6Snp4v9+/eLHj16iMGDBwuNRiOEYIJhKCYYtUxERIRo3ry5+PXXX3WOX716VQAQ58+f1zn+7LPPitdff73M+s6fPy8AiMuXL5dZ5quvvhJ2dnbi4cOHVQueLEpVPmsHDhwo0XcuhBBeXl4iKiqqzPf88ccfBYASSQjVbGV91or7888/xZ07d4QQQjRp0kR8+OGHZZa9efOmACCOHz8uhBBi3LhxIiQkRKfMwYMHBQDx999/Vzn+mopjMGoJIQSmTJmCXbt24eDBg2jZsqXO+fv37wN4NDK/OGtra53R1k9KTU2FlZUVGjduXGYZjUaDoqKicuuhmkOKz1pZZaysrMr9HD0+p1KpqnYTZBEq+qwV17BhQzg7O+PgwYPIycnB8OHDyyz75OcoMDAQR44c0Zlun5CQAB8fH9SvX1+iu6mBzJzgkIlMnjxZODk5iaSkJJGVlaV93L9/XwghRGFhofDy8hI9e/YUJ0+eFFevXhXLly8XMplMxMXFCSGEOH78uIiOjhapqani2rVrYvPmzaJRo0YiLCxM+z6bN28W27ZtExcvXhTXrl0T27ZtE25ubmLs2LFmuW8yPSk+a3/++ado0KCBGDFihEhNTRXp6elixowZwsbGRqSmpgohhIiLixPr168XaWlpIiMjQ+zdu1f4+vqWGO9BNVdFnzUhhFi/fr04ceKEuHr1qvjqq6+Ei4uLmDZtmvb8Tz/9JP773/+KlJQUcf36dZGYmCiCgoLEv/71L23X7927d0WTJk3EuHHjxPnz50VsbKywt7cXa9euNfk9WxImGLUEgFIfGzZs0Ja5cuWKGDFihGjcuLGwt7cXfn5+OlMJk5OTRffu3YWTk5NQKBTC19dXLFmyRGf8RWxsrAgICBB169YVDg4Oom3btmLJkiUceFeLSPFZE0KIU6dOiQEDBggXFxdRr1498dRTT4kffvhBe/7gwYMiMDBQ+3n09vYWs2fP1jaDU82nz2dt9uzZokmTJsLGxkZ4e3uLFStWaMdWCCHEuXPnRJ8+fYSLi4uQy+XC09NTvPHGG+K3337Tea+zZ8+Kp59+WsjlctGsWTOxdOlSU92mxeJ27URERCQ5jsEgIiIiyTHBICIiIskxwSAiIiLJMcEgIiIiyTHBICIiIskxwSAiIiLJMcEgIiIiyTHBIKJqZfz48QgNDTV3GACA69evQyaTITU11dyhEFkcJhhERKheiQ1RTcAEg4iIiCTHBIOolti7dy+cnZ2hVqsBPNoJVyaT4f/+7/+0ZSZOnIiXX34ZAHD79m2MHj0azZo1g729PTp06ICvv/5aW3bdunVwc3MrsbtpSEgIJkyYoH29Z88eBAQEQKFQoFWrVliwYAEePnyod9wajQZRUVFo2bIl7Ozs4O/vj2+//VZ7PikpCTKZDImJiejSpQvs7e0RFBSE9PR0nXref/99NG7cGPXq1cPEiRPxf//3f+jYsSMAYP78+di4cSP27NkDmUwGmUyGpKQk7bW//vor+vTpA3t7e/j7++PEiRN6x09Ua5l7MxQiMo27d+8KKysrcerUKSGEECtXrhQNGzYU3bt315bx8vISn3/+uRBCiN9++00sW7ZMpKSkiGvXromPP/5YWFtbi5MnTwohhPj777+Fra2tOHDggPb627dv6xw7cuSIcHR0FDExMeLatWti//79wtPTU8yfP7/MOMPDw0VISIj29fvvvy/atGkj9u3bJ65duyY2bNgg5HK5SEpKEkIIcejQIQFAdO/eXSQlJYkLFy6Inj17iqCgIG0dmzdvFgqFQqxfv16kp6eLBQsWCEdHR+Hv7y+EEOLevXti1KhRYuDAgdodOVUqlcjIyBAARJs2bcTevXtFenq6eOGFF4SHh4coKiqqwr8GUc3HBIOoFgkICBDLli0TQggRGhoqFi9eLGxtbcW9e/fEb7/9JgCIK1eulHn9kCFDxPTp07WvQ0JCxIQJE7Sv165dK9zc3IRarRZCCPHss8+KJUuW6NTx1VdfiaZNm5b5HsUTDKVSKezt7cXx48d1yrz66qti9OjRQoh/EoziiU5cXJwAoN3Ft3v37iIiIkKnjh49emgTjCff97HHCcYXX3yhPXbhwgUBQFy6dKnMeyAiIdhFQlSL9OrVC0lJSRBC4Mcff8SIESPg6+uLo0eP4vDhw3Bzc4O3tzcAQK1WY9GiRejQoQNcXFxQt25dxMfHIzMzU1vf2LFjsWPHDqhUKgDAli1b8NJLL8HK6tGvlrNnz2LhwoWoW7eu9jFp0iRkZWXh/v37FcZ79epV3L9/H/3799epY9OmTbh27ZpOWT8/P+3zpk2bAgBycnIAAOnp6ejWrZtO+Sdfl6e8uomodHXMHQARmU7v3r2xfv16nD17FjY2NmjTpg169+6NpKQk3LlzB7169dKWXbZsGVatWoWVK1eiQ4cOcHBwwNSpU1FYWKgtM2zYMAghEBcXh65du+LHH39EdHS09nx+fj4WLFiAESNGlIhFoVBUGG9+fj4AIC4uDs2aNdM5J5fLdV7b2Nhon8tkMgAoMT7EUMasm6imYoJBVIv07NkT9+7dQ3R0tDaZ6N27N5YuXYo7d+5g+vTp2rLHjh1DSEiIdtCnRqPBlStX0LZtW20ZhUKBESNGYMuWLbh69Sp8fHwQEBCgPR8QEID09HR4eXkZFG/btm0hl8uRmZmpk/xUlo+PD06dOoWwsDDtsVOnTumUsbW11Q6AJaKqY4JBVIvUr18ffn5+2LJlC1avXg0AeOaZZzBq1CgUFRXpfIl7e3vj22+/xfHjx1G/fn189NFHuHXrlk6CATzqJhk6dCguXLigTUYemzdvHoYOHYoWLVrghRdegJWVFc6ePYvz58/j/fffrzDeevXqYcaMGXjnnXeg0Wjw9NNPIzc3F8eOHYOjoyPCw8P1uu8333wTkyZNQpcuXRAUFIRt27bh3LlzaNWqlbaMp6cn4uPjkZ6ejgYNGsDJyUmvuomodByDQVTL9OrVC2q1Gr179wYAuLi4oG3btnB1dYWPj4+23Jw5cxAQEIDg4GD07t0brq6upS5E1bdvX7i4uCA9PR1jxozRORccHIy9e/di//796Nq1K5566ilER0fDw8ND73gXLVqEuXPnIioqCr6+vhg4cCDi4uLQsmVLvesYO3YsIiMjMWPGDAQEBCAjIwPjx4/X6aaZNGkSfHx80KVLFzRq1AjHjh3Tu34iKkkmhBDmDoKIyNT69+8PV1dXfPXVV+YOhahGYhcJEdV49+/fx2effYbg4GBYW1vj66+/xoEDB5CQkGDu0IhqLLZgEFGN9+DBAwwbNgwpKSlQKpXw8fHBnDlzSp3dQkTSYIJBREREkuMgTyIiIpIcEwwiIiKSHBMMIiIikhwTDCIiIpIcEwwiIiKSHBMMIiIikhwTDCIiIpIcEwwiIiKSHBMMIiIiktz/B8xscYySfcPSAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.subplots(figsize=(6, 4))\n",
"sns.boxplot(data=df, x='wave length', y='value', hue='group')\n",
"plt.ylabel(\"Intensity\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "b9415863-ca88-4dde-a721-dedf34e9fdb8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.subplots(figsize=(4, 4))\n",
"sns.boxplot(data=df[df['wave length'] == 2930], x='group', y='value')\n",
"plt.ylabel(\"2930 Intensity\")\n",
"plt.xlabel(\"\")\n",
"plt.savefig(\"raman_boxplot.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "990d0b21-ffb4-431e-ac8b-e3c9d20b9248",
"metadata": {},
"outputs": [],
"source": [
"from scipy import stats"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "f0e58769-9911-4eb3-8b80-39cb3b2cdfde",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Granular cell vs Purkinje cell\n",
"KstestResult(statistic=0.4722222222222222, pvalue=0.0005322080152247216, statistic_location=2.1230383, statistic_sign=-1)\n"
]
}
],
"source": [
"grp_1 = group2name[0]\n",
"grp_2 = group2name[1]\n",
"vals_1 = df[df['group'] == grp_1]['value'].values\n",
"vals_2 = df[df['group'] == grp_2]['value'].values\n",
"print(grp_1, 'vs', grp_2)\n",
"print(stats.ks_2samp(vals_1, vals_2))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "2aeb6faf-c2d1-4000-9078-f7b3b4bcf39f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Purkinje cell vs Molecular cell\n",
"KstestResult(statistic=0.08333333333333333, pvalue=0.9997738751310068, statistic_location=1.8942537, statistic_sign=-1)\n"
]
}
],
"source": [
"grp_1 = group2name[1]\n",
"grp_2 = group2name[2]\n",
"vals_1 = df[df['group'] == grp_1]['value'].values\n",
"vals_2 = df[df['group'] == grp_2]['value'].values\n",
"print(grp_1, 'vs', grp_2)\n",
"print(stats.ks_2samp(vals_1, vals_2))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "a91f1955-f45d-4cd5-a1f5-02b40b725e27",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Granular cell vs Molecular cell\n",
"KstestResult(statistic=0.5277777777777778, pvalue=6.128455932890867e-05, statistic_location=2.1936653, statistic_sign=-1)\n"
]
}
],
"source": [
"grp_1 = group2name[0]\n",
"grp_2 = group2name[2]\n",
"vals_1 = df[df['group'] == grp_1]['value'].values\n",
"vals_2 = df[df['group'] == grp_2]['value'].values\n",
"print(grp_1, 'vs', grp_2)\n",
"print(stats.ks_2samp(vals_1, vals_2))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.8.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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