{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "10e47cc1-499d-492b-8eab-e28c7b56f376",
   "metadata": {},
   "source": [
    "# Visualizing relationships between feature spaces\n",
    "When analyzing feature measurements and dimensionality reduction results, e.g. involving a UMAP, one often switches between those spaces. In this notebook we demonstrate how one can interpolated between these spaces."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ec144f98-b506-4ea5-8b1f-1f68edfda95e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "110586a2-9245-4b55-83f0-75ae07680f6c",
   "metadata": {},
   "source": [
    "First, we load a pandas dataframe of a .csv file containing some measurements, two UMAP columns and a manual selection of some data points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b08e18c9-5678-4d0e-a4c0-5fab35ff5a54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>area</th>\n",
       "      <th>mean_intensity</th>\n",
       "      <th>minor_axis_length</th>\n",
       "      <th>major_axis_length</th>\n",
       "      <th>eccentricity</th>\n",
       "      <th>extent</th>\n",
       "      <th>feret_diameter_max</th>\n",
       "      <th>equivalent_diameter_area</th>\n",
       "      <th>bbox-0</th>\n",
       "      <th>bbox-1</th>\n",
       "      <th>bbox-2</th>\n",
       "      <th>bbox-3</th>\n",
       "      <th>UMAP1</th>\n",
       "      <th>UMAP2</th>\n",
       "      <th>selection</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>422</td>\n",
       "      <td>192.379147</td>\n",
       "      <td>16.488550</td>\n",
       "      <td>34.566789</td>\n",
       "      <td>0.878900</td>\n",
       "      <td>0.586111</td>\n",
       "      <td>35.227830</td>\n",
       "      <td>23.179885</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>7.685868</td>\n",
       "      <td>3.738014</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>182</td>\n",
       "      <td>180.131868</td>\n",
       "      <td>11.736074</td>\n",
       "      <td>20.802697</td>\n",
       "      <td>0.825665</td>\n",
       "      <td>0.787879</td>\n",
       "      <td>21.377558</td>\n",
       "      <td>15.222667</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>11</td>\n",
       "      <td>74</td>\n",
       "      <td>8.768059</td>\n",
       "      <td>7.172123</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>661</td>\n",
       "      <td>205.216339</td>\n",
       "      <td>28.409502</td>\n",
       "      <td>30.208433</td>\n",
       "      <td>0.339934</td>\n",
       "      <td>0.874339</td>\n",
       "      <td>32.756679</td>\n",
       "      <td>29.010538</td>\n",
       "      <td>0</td>\n",
       "      <td>95</td>\n",
       "      <td>28</td>\n",
       "      <td>122</td>\n",
       "      <td>6.129949</td>\n",
       "      <td>3.477662</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>437</td>\n",
       "      <td>216.585812</td>\n",
       "      <td>23.143996</td>\n",
       "      <td>24.606130</td>\n",
       "      <td>0.339576</td>\n",
       "      <td>0.826087</td>\n",
       "      <td>26.925824</td>\n",
       "      <td>23.588253</td>\n",
       "      <td>0</td>\n",
       "      <td>144</td>\n",
       "      <td>23</td>\n",
       "      <td>167</td>\n",
       "      <td>5.410176</td>\n",
       "      <td>4.095456</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>476</td>\n",
       "      <td>212.302521</td>\n",
       "      <td>19.852882</td>\n",
       "      <td>31.075106</td>\n",
       "      <td>0.769317</td>\n",
       "      <td>0.863884</td>\n",
       "      <td>31.384710</td>\n",
       "      <td>24.618327</td>\n",
       "      <td>0</td>\n",
       "      <td>237</td>\n",
       "      <td>29</td>\n",
       "      <td>256</td>\n",
       "      <td>5.280250</td>\n",
       "      <td>3.861278</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  area  mean_intensity  minor_axis_length  major_axis_length  \\\n",
       "0           0   422      192.379147          16.488550          34.566789   \n",
       "1           1   182      180.131868          11.736074          20.802697   \n",
       "2           2   661      205.216339          28.409502          30.208433   \n",
       "3           3   437      216.585812          23.143996          24.606130   \n",
       "4           4   476      212.302521          19.852882          31.075106   \n",
       "\n",
       "   eccentricity    extent  feret_diameter_max  equivalent_diameter_area  \\\n",
       "0      0.878900  0.586111           35.227830                 23.179885   \n",
       "1      0.825665  0.787879           21.377558                 15.222667   \n",
       "2      0.339934  0.874339           32.756679                 29.010538   \n",
       "3      0.339576  0.826087           26.925824                 23.588253   \n",
       "4      0.769317  0.863884           31.384710                 24.618327   \n",
       "\n",
       "   bbox-0  bbox-1  bbox-2  bbox-3     UMAP1     UMAP2  selection  \n",
       "0       0      11      30      35  7.685868  3.738014      False  \n",
       "1       0      53      11      74  8.768059  7.172123       True  \n",
       "2       0      95      28     122  6.129949  3.477662      False  \n",
       "3       0     144      23     167  5.410176  4.095456      False  \n",
       "4       0     237      29     256  5.280250  3.861278      False  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../../data/blobs_statistics_with_umap.csv')\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1c0cc9c-aa97-42bd-8092-4d813b3d72f2",
   "metadata": {},
   "source": [
    "We then visualize the two UMAP columns and two other columns of features of interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c161f9ff-3ba4-433e-be68-28e96e31a61e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='UMAP1', ylabel='UMAP2'>"
      ]
     },
     "execution_count": 3,
     "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": [
    "sns.scatterplot(data=df, x='UMAP1', y='UMAP2', hue='selection')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8afa143c-d333-4db3-a1ee-d490387d3964",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='area', ylabel='feret_diameter_max'>"
      ]
     },
     "execution_count": 4,
     "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": [
    "sns.scatterplot(data=df, x='area', y='feret_diameter_max', hue='selection')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b59df96-34a0-49d3-bb9a-f3175ab03989",
   "metadata": {},
   "source": [
    "## Interpolating between feature spaces\n",
    "Drawing an animation of plots that are interpolated between the two plots above can be done using Python. As the procedure is a bit complicated, we asked a language model to write this code for us. Manual adaption of the code was done to make the video play back-and-forth and to modify frame delay. Hence, only the last code line was written by a human."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "67853ee1-3eee-4fd9-a673-4ed327877d7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <div style=\"font-size:7pt\">\n",
       "            This notebook may contain text, code and images generated by artificial intelligence.\n",
       "            Used model: gpt-4o-2024-08-06, vision model: gpt-4o-2024-08-06, endpoint: None, bia-bob version: 0.22.0.. Do not enter sensitive or private information and verify generated contents according to good scientific practice. Read more: <a href=\"https://github.com/haesleinhuepf/bia-bob#disclaimer\">https://github.com/haesleinhuepf/bia-bob#disclaimer</a>\n",
       "            </div>\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bia_bob import bob\n",
    "bob.initialize(model=\"gpt-4o-2024-08-06\", vision_model=\"gpt-4o-2024-08-06\")"
   ]
  },
  {
   "cell_type": "raw",
   "id": "ed8ab092-8e76-42e6-b64e-d887997a71be",
   "metadata": {
    "tags": []
   },
   "source": [
    "%%bob \n",
    "Given a dataframe `df`:\n",
    "* Normalize all colums so that they range between 0 and 1.\n",
    "* Use seaborn to draw a scatterplot of \"area\" versus \"feret_diameter_max\".\n",
    "* Also draw a scatterplot of \"UMAP1\" versus \"UMAP2\".\n",
    "* Then build a for-loop that draws 10 additional interpolated plots in between these two, \n",
    "* so that from plot to plot, the axes are less area-versus-feret and more UMAP1-versus-UMAP2. \n",
    "* In all plots, the column \"selection\" is used as hue of the datapoints.\n",
    "* Write each individual plot into a BytesIO object, and load it as image into a numpy array.\n",
    "* Store the numpy array in an list.\n",
    "* Use Stackview.animate to show the list of plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9613aea8-06b8-4bef-95fd-3e73f11309cc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\structure\\code\\stackview\\stackview\\_animate.py:64: UserWarning: The image is quite large (> 10 MByte) and might not be properly shown in the notebook when rendered over the internet. Consider subsampling or cropping the image for visualization purposes.\n",
      "  warnings.warn(\"The image is quite large (> 10 MByte) and might not be properly shown in the notebook when rendered over the internet. Consider subsampling or cropping the image for visualization purposes.\")\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<img 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WJf4tJZ4CRcGsIcvMZdcAZh76REawAICAAEY4JcsIZhawZiDqRG4aFcmsBOOiRWV+ZgX4XF2pQE6cZlW4ZmYOREF8G0X0Jl3GZpk0Yt21QKmqZeoaRYXAFym2Jrw+Jpt4XHFSJmnaZtjYQAgwAGKuZi7yZuq5prEeWnGeZzFWZvKaWbJ2ZyeAZpUIZ3QqRTUKRXXWZ1HkZ1QwZ3aSRTe6RTh//mdQTGeTGGe5OkT6Gmd8VgAm0Yc65kU8SlBF/BbiAmfw3mGsalswzGf21mOqllXzmhM+YmF9wZcxqiPBRqFBkCKnTWguOGfRiGhvLNgvtifCxqFNVdXEwChEZqhBpoBHkqgz5meVFeiJmqJKJqixgaiLAp6K/qijhejMgqjzFmjmkGh4Imj0emiPNqANPqj/nejQqqiRFqkLRqkSJqDPrqkTXikTgp2TRqlYqikVLqFVnqlapilSFkAGdACnImcUIqaDSqZwVlvU4ogXiqineFiL4ZMaWogHECKEFCamxGZdjWb1hSnBHKgdpWgGeGeGnCmaZEBtLinXGogFvpxkP9JV4dpp3jhpxxKqDbaTh6imRyqEWXaWYBqF5gKAnCaqAWyn2+aEaTKqHlxAr81ARwgppbaIaqppxixqKXIF+75Snzap8k2AWGaEcMIXMsmIjr6kyHynhsRoL0KIsMqFMtKHJmIAZ0qEAbgqKz6I80KFNeaGZ1HEqc6mQehaZQaIdmqngtiAK6GmOHqEJIqAJBKMOPaE+86GZs6qSJBqwLwi2ZRABwAAiPaTLnqHvbaqiFhrxBgFqOIqgoqqvDhqPwZEoYKXDDWmw5aV+0Klgr7HiYwXhELEpopq2Lxq8SYrlT2r+3BAbk4EhcwAczYr1hxqnYlsmF2se+xqBW7GHj/WlfBmrBjKiAGcAGcKBmG2VnJarE7i4gFgAG/ZQJDS7Sv6o63ip8yK0HgqhRTKxHuybKhShn9qE1rk0MYWUvTWooCWxQaQK3RuhD1WVcmgLXvZJD1xT0t4wBCBUBfi0nIWhTzKqAPYbKdNQEwS2eUsZSJU1kPEa/ZAbIIGxQuKwAo8BAM+6d5aWwdOWENQAGMwpR1O0kE+7crgan3CiYawAEZAAITW7POKRkp6Wkts3MIIAFBZ5SGix2Iq7ZFcQLjlbMIEbY4e7B1NbYjOxmpS2vTFSce83A6pFx2O7ECcLY+kbcCsLRk87h3tWAQwLmDlmeTWxD7Q0PrdJQfYgBs/7oSZVuKpgsUGeCoEOC7B3Gzh2moHfoasbsRglsQAOcmDRkiHve+KiGo1usS/MsQfMtgbIuok1GVEIOVI4MpKfdyUAkitIqvhrGufhu1eCGWKGZkTrMnfQJQIBKg4IYYn0qyRtoh67q8coW09wqqIny9gKS8H4wRBrCvA7wV7tm/jti0HuKyuFsRc2pXG6usKywgaQsBKACz66q+HhK/OKHEp3G1GrG4EAzEFBwiBOsjTGwTVywcAWxXjSusQZxFj+uxH5LFNEHGwXG0v1UBM9wQmbiJbJIBTsW88mHGMkHHZ7zGDYG4EDC+OJsfdgwTfxwezruJnYXEc/zFT7TFf//asPYRyC7hyN+hyHX1sH18H5AsnFO2riaAuKxpyYj8RKdajAw7wRrhxNlxySuByt4BxysLACBgAixwAdbbwwKgxtihyimBywFCyfR6jDjMgEHLqcBYtIc3muNVvs+hy5DXg9IrAIb8jFPsZGuqRS0gmzZsl9HMYrRcpwWBwvcKvdERyNeyMLlcees6tAagAX15yoNRAO7mJA3AwCKhzM7ByiiAxwNhz/lmrzvcHXZMATIyKimHEvTMHLabp+DsEAddir3quVHsHXasAGSFMnRX0MohwRWB0QKxuD/sz4Mh0VzjJAhwfiRh0ckhyS8sESjdYLGKz8xhx9Q2KhQgzyH/YdLIwcueRRE4rbfSmrHfPB527M6vwjfXnLnTFKD9zGrK28/GKh6BnADxrGQl7SEcwAKtbBNbrL8UkdUu7cvw2yEd29UfYQAngAIgYMRlfdbu8cca2CqtQtAcwr4d3UR2TC0H4C9HZRI2rRgLnadFPScRvYFwvSGLW7BSZMfdlcocsq5zzUR23ABSvcwccqqkHEV2TCMomACaHdkgsdeL0cbASUV2fACkXdqkPdhaiqbZnNp9+Mn1cbVkmM75BtsUIdtjTBgDxSzlfCF8zM0K4XGwBgC9rcKs5nFdXEiDMSso4iyoTSEBKse0qsbKm9AHgamNXSGjfTTf0twK0sYn/5BvsysA3moQg7y4SZ274yXGF4LYxIQm3I0gW7zHA7G536qxKDBeD60Q7JvSijQYRCe8720gAQrB4X3e5X27D7Gu1YvcgsEr6yZwLOgRno0X+83SygvdwOq81G0Q1t0hf4wARuYAD8C1IzHhd1HhA6G76bsQ3hzcvf3MCbGh9+nhrn0eA07e68wQS1cQVSsRO57EewVGAS6nxCjHjmTG0ZLk0ZJcQ24gGoACLNCM7OTIhSIof51VrK3a4aUkJ9Tk+vG0U2bHK+KPuw0gKXuvMK5UZkwj5fPIAUKryMxRZmxCQ1nnQ+nljmHbZOG8C85iZjxZ8RzogY7nn82w170VKP/u5zX+Fm5qV3GeFSUs1lVk4h0x4Ttd2WAhveet5ovuFovL318RthAAAVqduznuS5TOERPOvvn9Fe6ZAeGbuz4NAcTNSqm+ERPe6L1bFrzr22sovUY+6Z3uFuZKvlxhygSh4Qdx6ag+7G/R41jBVKS4tgTR15VcEJ9+5ZFz60E2Hz3rspXt0Achya1OSNyeV/MxihzQzAm6uMdNNsqb5sK+2tBBVzvNrik+seotrej76PNOzOVxb+s+XoBqAEE7AcGeztrOO+ceY/Bxb4Tct3zU1IpO788RtBzgzaWOZw3vYPJRpoiZAeqMbR1vESVvFT1bAVIubydPES0voy8vETH/z6IzDxE1b6ImvrUJcSvDu2S6sfA9OOEHCbcxMzwkmRslsAEEIAIdEJUTPr8G8QAM8HtHfxsQiHtNz5MTDpTVlwD/QvVYbhvwt3wbUAI1bJKeHbw0CTAgDfZrePMS8QHdtwEqgMK+3i4Ub41pP5PDmz6V0/Mdg7y10QHdtwKYaqd2f+iEuPXZWzhd1FZzCPcRUQBKTwAbMADpfbTAKo5P/zOYuyqf1AAHoFH7SHpo0QFKHwLVjG8uLOnGJ/T1ZZU1lpOA75W85AGpn/VmYQEfUALsa4rftuFvmPMUJSQYjFy1r2NKIQLxp/toIb3NeKh67+wgQfjxJwJrobu1LBD3/91Z4z39Fl8SJSCABDCDaaEBsb6h4g30ayf5HJwUKyCAG1AXes751P8RFlD5y1cCNmEBJSACAEGiAwCCBQ0eRJhQ4UKGDR0+hBhR4kSKFS1exJhR40aOHT1+BPkwQEiSJU2ehDgS5UoAKjYQgOmBpUQLL2ESGDFToQEDOn3+BBpU6FCiRUmqNJpUaUekSy8W6LDCglOCHm7enAo0wwQBAir0pBpW7FiyZc1ybHpW7dK0a90WJGHzZgmgGrrenVCgoAYMFS7ofRtY8GDChRu2NZwYJGLFTg1cuDCghFy6PyvcvcuB4AXMEMA2Bh1a9GiTjEmfdmga9U8MmDF8wAoUAv/mrhgAGKDtdfVu3r1Xq/a9G3jwkhlyIwiBMyhX2hcAgMgtADBx6tWthx1+HXR27Rsv067wYWBQDrQ9A+Cc+3N39u3dL36Pmnt8it8xVyh6YbYACBpuGwePPgEHJJCh+Qo060AEGUoPM+eKMiADDaa7oLW7zlswQw27U3BDpzr0sKAC9usqL7EyuICDCkzAwL8QX4TxNBBjHGrGFw1AAQIIMFiPqgz8SpFGIYcszEYidTLyxQKmA6kADSY0qAALVMgqoiWPxDLLspLUsrQuhQJhPwgyIKgDmzb44Es111SLSzY9cvNNiOzqzICariJgPDn35DOoOPu86E9AE7LvrhP/VsCTABEGZbTRkAR1NKVIP2LuPkTx3GBSTTeVCFJOFfLUURT4uyCDDDgAoYNESfi0VVcNCvVVgmJl1IAJNKhgtgkyKEAumKqUNdhIaX2V2EFtpU0DC0SAKQQ9hYWWUWNbnRZLC4DlaToA7yPo2mi/bbRaTsUVctlmOyjgOwgetLAzJsGFl09yNZ0Xxjtv2kAFEgVwrkG84gW4z3qHBXeERD1wwV0D9hUAhIAffnNgRyX2kIREQ2iBtp4yINE2iD/+kmJpC17VXwgAK+DUHkFmeUiRB305w3tv6qBSATxuOecuYxYYXjNh2qCEAiqt4F2djxaSZ3kT8/a0AlTowAIM/ybg4FRTkcaaSKX33NqiAjx4SYRnSVN3AhOzRhvGriMuLLmrVNgNBBYm+Cttu0Ncm828JVIVz0XvBjzwivZWk3CIDE5UcMUXP4xxwx+CDc8QjLoWWMYv19txwmaGKc2hCrCYgA1SwLz0NR/XEnWHfo6pKGavIt102bFUnXbDoPrAcqAsWCEqq0S3XMrZh9+w9iONV+uD5IJe4aUqLUghbN2Jp9495F3WsgQ8UxhhgyrdBnr66se37vqks+wV0w5iB6Dvq2QiP37tzKeRfrEsSDRPg36/KlP5/6eO/dSWJfwlCliIu8rkALjA3gjwRQ6kyutuosCCFPAqnmNgBmWkOf8Cgs97CPmAXOCnQRKKBoIeOmFRhFeQDojHaN36QO5KOMPQpFBD5nuhUKKnqLHR0IcN5KBZlMdDo0gQJnD7YRJ5Y8MMGS8FeOqhT9x3k78p0YqkYeKCamfBCRIFgVfJ4RXFOJgsIqh2U4yNUCLXvzG2UTFlLNAZ8yc+lnBOOW7EIxmDOJb0XYVVRGEdAf6YR0K6BY4EMp5LJkhHnfBOhoWEZJv2SBYLfGAEUYxkJps4yaFYICqM1GQo8cbJoIRwLqJE5fkWpzQuwgSTqYQlIkn5E/7dZJCxxGUcZ+mT0F2lirkEJn0OOSClaQ9POQlmMt8zTAGx0lcfVGY0ObRLn1j/IHQiAKU0tSkfav6kadsEJ3GYKUyqKG902QxnOgkzzvjkrZfAU2c8a9hNn6jgYPLEZ2LYucylfBFo+QSoHlfZz0T5L6AHleRAldLKOyLUoWTZp/WcYkyY/PKhF/0QPb05Ag+8EqMfFUpEBZOAAwTAAQhAyAIooACTSiA1IIXpDYW1gAAkYAANCMC7GhABBAyAAQFAqYFiOlRdBssBDSjIARjAkANEoHFEhWo7hRWABRSkAQ5giAIS8NSodnWasioAUAsSgQMsJAIKCCMAwupVtl5HpG4Ja1ABQFaF0NSlCPlpAPT61rb2tSB8XQtVrYrVlAbgrgxZq18VKxxhHTWp/0s9CE2rKpLFVnaDwaKpTX+qFwY8gCCZXVJaZ2VZ0s5TWAlg6UkJ8gDCOmCvevWsUEs7W8MA1q20xa1AFWfb3H6Ut9VJoTk9gM7eXvS3ASzMO6FZ3KgeV5yEsSeeRshcojo3OBD0J0yo21yNioWi+NouVK3rGwgyFJnhjel4gUiSAowgBCEYgWgtskZFobe63aVIAcBHgBDItyIWGEEKPGpfhKp3iSShb+cIvGCEGJixIXlnRRk84dEqFCQRFiSFJ+zg35AEjfrT8II5zE2S1HK6F1mBCEKQAuKGGJ8jvixJVJCCFCAxI0/EV4tdrE4YY1EtDL3ljh/a49EgL8G/Ev8yRolswuQV1L9JDueSTWsWhp4YygGV8nbWQt8Q6PjK0sxyY8wHYA984Mlf3maY34hmNlNEzfpsc5wlZWE51zkhb66tnfXcYPzuOcl4LpKfBQ3odQraz4TWraHrjGjBMFrR/3P0WyL9aPJNOrCUXnSfMc1gSyd002zu9FlC/WnTjXpLpAa1plEdXlNDdNVfbvVYYv3qwM0aO7SGsq2pomtco43XbOm1kH+tlGEHW2fFNgqyjc0yZROl2cuG2LNDCm0NS9tP1KawtYGibWx/i9s++Xa3p6pqcS823DM5d7ldle6VsFvd4yL3u9vq7pPQW94Eo/O9e2vvkvBb3zCL97//xRtwgQ/V348q+L4JnnCQHhw+DKetwz8icYiHbOEVH/LFMV5gjW8cyx33eD4pzpSQV3bkaCm5uUGech6vnOVRdvnL0xxzmYOZ5jVXpsNJalK5GgQBrj3AVrmK84FjtqY3zelBBhCABgwgAYKVbUZ+5JczE72QB3csQZR6EAaUlSBXHbpF2iWAs1kdlweHOgDAbpCsA4CmYacIbmiDM7PD0t9xHavXk+pUgiAg6QpJ7EVOkJuT1T2WdxcrQehqkKYWxO/vyuteMzJ481Td8GJE+2TVTtiCtP3tCwm8ReTumsvbvbFI1TpkC9L1wcKdImMve+lDefDM+jTpnSXI0hng//S0g2ojU6+b7FGp89QGlbWOB7rQoy78jOeb+Qc9+Uai/3yJOp/6Ir/59SE5/YxwX/u3tf73Wx5+8cOc/OWf+fnRb3P1rz/n2Xc/5uEffyt6P1D0H/9u8Z9O+1uk//v3sVWyPACMpNADnLB6rQRUwAVkwAZ0wAeEwAiUwAmkwAq0wAvEwAzUwA3kwA70wA8EwRAUwREkwRI0wREcwI9JwYQIqxWsjhb0EBjUEBmcwb+rQRc8CBycHUTjwVHyQRRiPyD8QZkaQiJ8vyLcJCFUwuKRJtXbECfUEChcECmcwhehQgLEwizUwi3kwi70wi8Ew5rbOdVCiJ8LgKBrjzHsuf/PWqmWYg81XAi/0zvtgMOEYACWQsPuqMPIKikFaAAdLAwEaEPNOwgzzMNCqj2cepela7qnI8TqSEQb/Dqesr01JI5IzKEDoIA5tA5MRAgKcAAJGAAEsMRLPDpFLMSjQ4ADiC3rkAAGkKyEYETee0Q3arutMwjW+zrOs45bvEKt47teRD0AwMWDeAAG0EXt8MWDkABJ7I5lNIjFAwDUao/eWz29WztCSrtsJAjPG69t5EWE0Kr50TxuJIgEwKpkdKtyDMcGoIA7LMZ1bD2fMyy1ajtyTAhvLCS8UzxObLy+c8bg4Me54sRoRKvrGEhpzD0FGAAAUMcXTDyCPAgKCAD/CkAACfBD7UjIgqQpvaIA66lFYgzGxyOkjTyIfwQAkrQOk0wIu9LIiFRIAHAAoXtI6mDJgqDIgvi8lYRJThwABYiAAZCAAxhGfEQIlFTJPALHg9BHo9y8lqxHDmHHKFnAwwKuqTSIB9C7pWtIedxFY2zFpPRKphzGncwjaLzGebwOtNRJaxTGx1K6AZDLBjiArlzLYYzHaUSKZnxGvITCBwjLgAygkExGc3Sj2tssh4wt3aPF7kDM24st0LoS7XhMzmrFtHTMo0tM3CMIBXiAUSTKzNQsyDxHVXSAcKQOUgwAnrLM3AuA3XPESEItnlstzjNE5aPD4qvNbkzAy6yO/9kkw+PjuoL8Td0EAOEEgAGgSAX4xeAATuPjvJ3zTEAkjGZ8Lc9CztsMw+3kzu70zu8Ez/AUz/Ekz/I0z/NEz/RUz/Vkz8Z4gNVsy/YEwPc8SLf7P/mMpAfYRMj6vAXow2AESpwaR4IogAdQAAWgALvEz5TTT5rSi7fzu6B8OqE7UJuKgADoSqKUS61c0JfTT5lEqrf7UILQRc8siHEkKVixyg7duA/1uwF4OwcIRr4EAKDcO7VTQNxkUYwbUQqggBgNxs+z0dTbPLk00h0tuRHVvZEYUYf0uiElxqWiRiT10I9cLb1KydWE0ZrqzGDERU3sKQT4QyptUStVKyx1u1T/PFEvhawCxcOiJNM4ldM5pdM6tdM7xdM81dM95dM+9dM/BdRAFdRBJdRCNdRDRdREVdRFZdRGddRHhdRIldRJpdRKtdRLxdRM1dRN5dRO9dSQCwgAIfkEAQ8ALwAsMwA0AKQCCgKH/v7+AAAAH3e0/38O19fX5unr1ubxx8fHJycnmZmZenp6GRkZODg4aWlpqampW1tbh4eHJXq1/ujVVJfFuLi4b6fOSUlJNIS6i7jXuNTnqMrhxdvr/4MV/qRV/7R0/9a0/MWV/5M1RI3A/4slm8Ld/5xGfbDTosXd/byDQIu//82jYJ7J+9zD/6xkpL7OAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACP8AAQgcSLCgwYMIEypcyLChw4cQI0qcSLGixYsPEwQ40FABBYwSFQRoSEFBwQUPQBaEsCAAggQKFVhoaVKlzZs4c+rcybOnz59AgwodSrSgRo4LCwSoOVRkwwYjCR4ggBMqhJIBICAkEIABVKZFw4odS7as2bNo06q1eJShUrBBnTKE6pOrVoFQCyh8u7av37+AAwseTBhnWwAPAhCwEGBBTa4BIgdICYDAg5YvB1II4EBBSwIaKTRoaYHqwAQIGj8wDUAuAAczXTJNLFkxAJQDC1x2ebdyVgipGSA1CCGAXoEHOO9dWri58+fQo0ufLvFwYgRXRd7d3ODAVN8IHGD/3a6aAoUCGhc0oJBgwYLjxR9QcJDatGsIVw+gtiDQ8kbvAuEGQAHuJSBaAA3055IF5iGwAEKXFcRcQnxRZ+GFGGao4YY5WaecQBYgIFCFID44UF4AbMYAQRpRBkByWinF34iTCeRaQcmZRhdBAoo0HFRUcSUich8WFKKECVI4IYdMNunkk1A25yFBcpEIAIIEbfbRZjCdVuRt/G3mAEEz2RhVZbtJNiYAOw4kIANDEgkTV2BlddCRBGGpJFxR9unnn4AGitGUA1W5pFK1qZnil4cJxMCKDmxE0I6uLfCSd5F22WaAlCEwI41a2ZUnn4iZONCSB1kp6KqstupqlISa/0ljnd15Z6teYrL45QJhfllma1FtNhyXeJ3JqaNxvhjAnHaeSmpxxym7JkKqvmrttdhmC1iswDpLZrJZMlojkTEG8KlSlMkl7ECJdXnjbelKWmyQzQqE6kCiFhttqvdq6++/AAe8E7eVIkDBdwQswICBFEAwY65eqseee/BNNl99sg5oqXgPpNalRgoACO+IBR6YZL72kspmVgdoN1BxwzrQogPTCmzzzTjnfBDBZ1LAQGSUETBaYwyQV3Nou5XGYmrmsubaAT+rl1yXbLZkm4AD7oYdvvVeqXJrmFEN7EcBJmqbzminrfbabMnL9ttwxy03q43ObffdeOf9XN169//t99+ABy744IQXbvjhiCeu+OKMN+7445BHXvi+kldu+eUgUX4WomZ37vnnoIcu+uikl2766ainrvrqrLfu+uuwxy777LTXbvvtuOdem+ZmGYf578AHn5SxaREv/PHIX278Wcsn7/zzijdflvTQV2/939SPlf313HcP9/Zhge/9+OTbLD5RyxdAwPrst+/++/DHL//89NffPu/l56//QucPZbz6+LsQAPdHwAIipH9CMR4BAogh9RnwgQ9EYFAU2CfWQPCC5ZMgUCgYJQti8IPc0+BPOAglD4LwhM8ToU9IeBGuDIciD/iUTUyIwhoKT4U9YaFFXBgRHuYmJzS0oRD/lecXHVbEhw9B4k6COMQmQg6HPDGiQejTmBmhxiVd8uFiVBMt4DRGK7VZUQxP1BLhCERLP2MAEwmyRie6MXpFNEgblQKB9cGkPQ4ggAMWMCYeEkgBBDiABWbkmTzqR1nn0csYq0YBy7xnUcIhwKMa0sY3WhJgBcDABCaQAZVAcSdSlIrv3DQtCKyIhzLJjW2WVRAkLrJIC9CKls4Ivkpe8pbXKsAFBMBLAVQAJJ/USSjJNJkEFIBzknkQDxmTqIOdjWvDGSNXovWABG3mOMlhYH9wyU2BVaCXvTQARoKZk2FKRQEOSk4e2+cbjlhgNezkigddyZ9pDsQC1hxljhhi/8tu+vNPBYgAOHlpgnGq5IpmNMgVw8MQcxoklrGUo6TQeRBWEkQp0ZwRLGWpz2cmpJ//DOmTAjpQART0IsHMlNBG6aU8RopsCXHoASBwgAK8VCMJsGOoJEWgB0xFNAJhiSG7lJXjLHI0jbwMrjpaSZCK9Kkc+uZAxYlSkHhlIAiACwOY0oAVKcShiwmbQBwQNQb0UV6OlM3LWhJRALSnK4j51NASek0iNRWqeA2ULsH5S4OOc1pdLchWC5U9h2LIqXlN7HQyuclOAhMjGH0ZuDzDkQO0JIBKkWMFFctZtX0yskEF18oaIxLKiaQ2mu1gZ1ebs2AWKbCpciv1MtvKzf+y9rYBC+ZVBZJVhTDARQdMbQlxS1x/pXRZBChta4JmyMu00bAXQmxxp9skcr41oQ/wqiQjozT+CfdJ0qWueDNETpxA10LhHa96p1Pem5yXOuldr3yd016bvFcsGmnhfPfrpPp68rtEoY1kaJjfHfL3wBvy72NrK5YYHvOYCCnwERFM4Qsp2K9sjIgBNgySRYa2MUmSbX+YmVCogXgrFU6xdC5cVQY3pAAT6OUEtMkQDwPgKgSgAAKSVGAEwDOPvqkj1EKcYRUbuTkstsh7YwzOCVxEwOMaq4kK/CXEhDg5B4nvkbecwDi6eCEGKKkAqArD0qyvABSITWQEUmCRWKD/jrw1mwm1zOU659DLRWZImEtK5ol4+C1T0YheJEwAhylnx+7Lsp0XrZYkV+S8e56qRTwcqZf5TsLs4o+NUczoTk8Pz/h6CJNl/ORPTU2PlxUxm85zgN5ypTs5JnKoPU3r8IF6mw6BsYxpvBAbs8RckRp0VHajnoEIMjJbA3Ctl73CW1dGwxxuDp2ZTe2GOJoi95XOtKvN7eD2JdvR2Xa3x30qZ4s7MOcmd7evPRFwQyfd6q42uyXi7ufAO97MnndE6u2ce+O71vqGCL+l/e+CC9zctjW4wr+KcNUu/OEVbfhwIU7xcn9b2RvsHHBv4u+KHzngDxl4RR4saAgv0eMV/we5Q7ItgZYfNCpcIeuyKBpUUy1UbB9FOcVVbm2MJ6QDAwh6B0BSYCHlsQA0v/GU+YjqmnFa5wvneUN9fhCgB13og4K5RVsTJ5YEqJReVUjHoU5hqXv3ywqRwNXXLoGLFN1tSfc6MiNjqpyTXeFmZzjaE6L2tQe97W1T0HCAs9YBcSbRCxn73fmb95hSvSB99zvgK/L24bSHXSZqaxIXb/DGezvPDLH61Yfudq0Pxy6gcQ+bkQua3tid8/j2fMT3rhDRk770gmdRSx7g9bGW1emKhn3sJe6Qlk+eMIoXvnplbxCRI1/58Wa+hB6foeRDn7rSzxP1D3t9cmff4qB3kv/1u0/c79tr+9El/7qJL371c9u6wXnhQKioHm0qkNeLHb/7V3vcnKJIlDnVahvXfAYxQE1igPu3bLoVYr1FEITHZnU3ewWhPvZTgRZ4gRj4PviXgEbmWoAVdkTyEQWwW47HgSZYPJDlNg9IEJHCXcNzgjDYOyk4eOCSMHWkY7IGLKgVgzxoa391IiCIGC6STUrSg0boP1bFgHDxAEPIUhJ4hFAYRSChUsqlAJSBU4E0SXoXhVxYTgdVRkiRXaeRGihhf114hu7lbGi4hvSmhmz4hj13cXA4hyHnhnR4h9onh3jYJwagSRXQZ+Nlfleyh3woULwUAY61fHZIiBmyS+D/FAEbmFiCKIiMqBKRBk4bsF6TWIlOcom9lImKqIecyCGO2EuQqImLOIrTkQGGyEskIF+bqIpMYgAVcAETAIqoKIqyOIexuIt02Iu+CIfAGIxsOIzEiIbGeIxdmIzKGIXM2IxH+IzQ2IPSOI0xWI3WeILYmI0cuI3cuH/e+I3qF47i2H3kWI7Qd47oKHzquI6c147ueHfwGI9QN4/0iHL2eI8pl4r6yI782I/v+I8AKY8COZD1WJAGiY8ImZD7qIsM6Y8O+ZABSXTxZxBQ5hJnJ5HK138rpTkP9kcZqZFPlQEV8IfQsYBY9TXBFpIi6U8FkALghAHP4YFAmBCD9IIt/xlSGMBn9DWDkkUtVWYmO5iT/lSKvXRShfFZKihaNecWlEiUj9OKvdRXSQlMH4gQDciSUHlJUoWJPYkRJJiV4WJLT7mVjGMAUulkX3kRVOg7VkgQYhiHZolLtHgBF/CKM/mFXRGGILh1WjmXEJePgAlwCzmY71eYhkltgpmYjLaYjGlnjvmYXBaZkvlxiFmZnUaZmJlimrmZE9GHGACIIdWZngkRJsBXeEWapdkQG1BSiTial7maF7ECJaWWIqWasqkQo9ZLIgBVuJmbCLGTAyWTT/WbwFmARnmKxRmbx/mZFRABEWCSvsmczTkRJpea1FmdjJed2jlfxtmdrPWd4P/ZWeI5nopVnuaZV+iZntMZkey5Zev5nrDpnvKpYvFZn910n/iJS/q5n5fUn/75RgAaoE40oAQ6RAZ6oDaUoAqKQgzaoCD0oPNFixMgnQYpoevFiqaIiwCJoeNFUuB0ATeRAZt0ApGINht2otXjoeLlibwkmhTRlQJwASpqMwbAZBGAlwYEf3uJEJ6BRX/pcS46ZiDRmsOJN3sFThoQQVOIXP9HJgzQSCJTgncHor0koiAho7yEpQGTog6RASXFpQSEkrwFF3W1crCnAY/4mhahpTMaMLomANHZEMI5UDWKPDSJF0HYABbgGWL5eQa3ASXJoQVBiyJgoRhhpKgJMLv/KQDEqRBqOlBiuj9KSYNGYi4HQAHFVoQKJ6O2CRIbBqMDsZs0CjAuqpwUIpWOyqQXAVo3Bi6MMX/Gc1qSoXCK2ktLClm0KadUeRAaMAEigAF3GiVgypNgVoq9OqZWWZNwGSfyxKkF56a9iRGNmqxqc6q8VgAGkAGimj9kCgB/KmGbEaTj1qhvehGn2q05Y5S+xE0cWYUughKBtGPk2m2RGpOJKmbqijMGIAKk5q56iV1ht0WOMXUG95IhOqwDMaT7mjMGsAENK0QsmleZZJcVoLAE0agrAI0TW2dxKgAzxrHcSXYPG7Gc2LEQqqz0mbKBOLIse5su+7L/hLIySz40/1uz3nOzOBtCMbuzt6SzC+elf4Gx1GIARBuhPcuDcRoBj5oWGZACEZACbHoRJLBLTIudK0uI/gpOOnoWJHCkIFGnvGSt+Zm0MOiipbo5qoqqI7e2JttEQPtv9wpOb+sTDIsRe3aoTEaoZZu1eHirh3i0oKqveCu1JFABGECidSuxZnuCSTqVasGuk1oRG1CKiNiea1GWQVuKn3oWaGmKi5sQjcq2/hS3BretoQsUBaABFWCilihmfAuwfouzQzq1spu5FbetGaBN2pq6OfO4h+i7J2S6/9SVlxuchhiyfTO3JoW5jQZxzBsBMCq2AjCtfZMBIhABF5Cryzm73Mauq/86gapKpIRRsRdwsYMhuB9EvNxkpZBbqGLGvYKxtVuqvo3ZuBVmrvI7IuMbu33BvM2rkN5bbYCbtgWhpQYcGOY6uQ/Hvt2UAY44Ad3alRcgvEThpgwcdfirYtGmEKg7GCULAIArAF27cxu8h8+5pbTYZAeJEOwxIuhjkNRLo7RYAf7bwKnCNFTRADl4ZwDpvrx0ww1pJClhG62GhAA5pPvbwidBFbbBFUjcj0AsAEJswg/lxFRhWVHcjzMMkQVRTVdCFfi0xVycvPabbzkcHJZyxvXqjr2bjgmRADyMcxtUmUI7fAMskf16iEipbs3TeviBH2Q8l8Abvn68M42BAI//ooVxXJEFsRm18VyMOcKke5gP5XoMoVJPSksLdJ1UKo4hTLWEe8jN51RhaaZO2MbHmMIzasEbEAGb5IiVLG8H0QB0/FVXGS4OwiAG+43UO8u5tgEYYAIaoAFXG30HwRK8lwDMfMs0YqlslADeARXyN4GaS3bAC8tVDKlNZsGWaRAIEM7iHM5KAs0IcZMFQatr9nCenL58lQEYEJqfWVJN633LqqcKsYL8ErQTAJ3oWxiOGM+LChHUe67IDJZKqBCbRoCnK5UJHBhqiogltcQL4abArJgIQUUuAXwF0ZZ68ZY3tk4iwdF5GK0T3RyH66adyxDFysJ4vBJLYR4uoxDX/8WXH6YwMPXJ+Aa+ZAsYH3ulEkG/curNHXgQDDV/TCmFBsfTz3ECJdXTe2ECAiXBBbc8HgXFXWZwTi1pzpHNvtvOB10QyRZagxxvMRadGrDNfkGLU03UnXcQkfJmhkbSoPRwG2YCFsvGqqvXpGwQB5Bdv1XNzbZwwPvQQ0GhGsDXBJnHy7bV+BoWYmvYXGg8n1PWnlYAJLBJFG2u1nvYT/2GxmMeoo0VAXfNQ4Sw/5qxtQnZJXXRRkg9/vEAiv2Etfa1A7W/LY2rrF1Ssy3ABQgV3WXZjCbUvLTSnioWLrrSk30QIpFQRWHaQmSuyi2oNtzbCiGj0gvaD2UwZAHdff+xuiawu35j20pakn1Ww3Zpu0GhASJwvm59fZT9Tkw43wPow2vzylf63v4i1BNwr7kKxPptjcbDwwRe4MJtM4Ws3HbzqxNwAsZsinpR0Ar+kA5sFnf7NwVA3AKwpAu8lRVeFiNMvn6jxAAg4R5+wk3yuQmLokYLERouTireS+pN4SjeJFpK0aaKoyfwEPh9lAOhoXJawi354WZxArsktTpTyDNuEHXJSRO4ARtg3cFI5JuTNrm9pfVJ5dBT0AIg5RKp5c8DwBncnWDuPEAs5BBhAMUc4OJY5sKjrVFuAMhqEWJbz1Dp5sAj54corB9MuSWl1gmJ544TquI7UDtOrSX/tbFzKeiMk8JzOhBiDhLSDZiMrji7+r4lLmZEW9B2npOV/i8tx9dhpr2yTFVXbtAWEeNDTek13jgtwAEDwAEeoBMGQAIZQAIagL3kq+SWyGRUzeqM7RcS8Ooc0ALHZy0l4HezjhM3eqXYS2bNLqeHbhMtbphaLgGwfnUj4OWCEXlXxwHHjhEIzLd3HKBajgJ+NwAggC0fkO4DEO4WMcWAvp9aHgLpXgLY4u1BB+43QeI4q+XJ7ne3Zy32vnYDnzngy+bAqeXt7ncfkC0SUPADgO854djF7bNgLnoD0AKgLgGKXbW8yu2SWeYS4AEeAO/WYqiIehPaKvKV+elpYXxj/5Hbx+uz9v28gGN7n7nmFAHEkm3z9tXqq6LxEx8RGNCKna5nowz0wiT0gYLt6Y7yB+GiS44QF870XkiRPYoQyZHUJa03+v53D6HSEuHzLs+yHLnJBOEpXg9+YO/uUm8Q5poCEwHkclr1WP9oSZiSB/EACpB0Op03RE/xDlHQUA1mFVChCp/35/eD+GwUKwL4+5zzV1cCkei+2b0XHcz4WR3vS9lKC0AVki+UtRo4Mi8R0f7rCXH0Ic/5nT9yn08QC2MjbW94XZrrZz+BDUu9ainM8uz6Te/4bAKCcxcZOc3Q/jJqETDvYjHF0c5LSQ/8Srb3ZdpK7NMACCDJ/vLLuf//ELXLrovP+e/qlgM4+siPLVOM42gxxXY/ttKfhkQHhgIRl1RS+4OoLQUgZtGPFggMwIf//gABQOBAggUFBjCYUOFChg0JInQYUeJEihUjphCQUeMGix09SvAgYYLGCwYqaNSYweNKli1dvoQZU+ZMmjVt3sRZE2JOizt5/nyZAaWAFEA7thgwgAMIAhkMCDQQAWVRo1WtXsWaVetWrl0B+PR6MOxYABkuCIhQoQBZgh+SvuXwgaCBCREimFjLVu9evn39/s0KNqxgwEAN5M1pgASGpxQ7vH0bwmABxIUtX8acWfNewl07b95MAuUKiiUgJ5UMWvVq1q1dt/y8Nfb/674GRNTVeGIiiNMDUNAGHlz4cMuzAxMvLAEEChYupF4wqOFChAmNB46APKIycu7dvX+XaRyrePBWQXB42+EA2oEFMmDIoEFqBI7tPYzgELL8fv79/Q8kz6oA/7NJgt5AmKACgTaQKqMJMpBKBAInpLBC4gY0CkMLX/KgtxBOeKqABjWq4CQBrNswRRVX5EvDn1xk0aLHTuMgL6GGikCoCLaLsUcff8QJxpyEBLIhFXrrYCANhspIKAWLhDJKKTsi8qYqpywIO7gkGMgAJi+QjkcsxyQzyit1KtMlCTpALwQuCRoJJQ0yEDNNO+/c8Eya9IySrgsm4KiANw2q4DmV//BENNE8OVPUoAwmEIExAJaUs6ECUGw0U02/4zM80CQAtS8TM4rAgLNQ2nFTVVf9r9OYXAUKBfQGcNOqNUtAYdCCvBxqAgyYxJRVYYcVDtaXjM2Jt+yqUjYpDnQd6Fccb0QpWGKvxRY0ZGHTTEvI5PrJwNNKSEi0aYe6oM5s12W3r21ZercmcU8DAagje4MWAF5RqiAqjehrN2CB3WU0M2/fApenZiHLFwBpMypJXwx8tXZgiy++Kl6PNKZp4QG0A2ret0oowAMOOOhg0A1W8FVdjF+GGSiOe9rMZNQavqlDWlEAYU3Ino05aKG1mrmiomcCFeecPvgAhBBC8OCDEP8gS3Joq68esmAsZ3T2g1mVwjpssV/VWkqRk+pA54/HZrttmvU6+jW14XIrqd/cxjtvheKWiO/W5u46KXL1Jrxwvx06fLWzB4g66sIf1ztxhiS3LFSC5gYZcs3xpnzvHyUwbYCUCWKhgxJAcHlz1YPuPKHW+ZLga6WUXr12rF8vCHe9APfNdt/b1h1AH6ce93fjww5erB5Dp/p454dO/isf64aMheevhzn66AmSQIWesZr7buzHH1h7v7weGSvlvie//YDNh112xt2nn3z4vQIVMY/Brr9/5/VMAAICwIADGOQADFhAABAAAcSFxWb5EQgKejMA2vnPgoQ7kwMCkAD/AjQgANs5gAMIQAANJqAhreNaUjwAABZ46IIvXN2ZGNCAgSBAAQx5wANO2JXFAY14b7EeDIX4uDMFwAEDaQADFnKABZhwcjyc4JtsFoKEDdGKnHNJAQJQQIFAAAEJSWAAGMgQLUIRX+2p4BXVCL0sbnEgXkzICBOwgCMWRAEBwCMevfJDwa3Rjxg8Vh0BkESGwHEhZeThD0OQuj82knUvmWENb7gQCCxgh2GRwAfS6EhOviyDGyTAHdeiAB0CIAEUkGMAJrmQ7XXSlVYDYAIJKJAHKNGUAhygE5/4Sl468n69BOYVfxlMYr5wmMVEZv2O6ZUCsECTyYTmqpbJFRZ8/22F0cSmoqapldjRK5vfvNM2s7K/EYDTnGQSJ/gmyMhztnNRcGML9SLjTnoCKZ1YOdgAqlhPfqbonlcBXVJGsM9+FpRC/1TfJg26UE6VjaEPjRlCITrRa0mUoheVpkMxulFsWZSjH8WTR0E6UnRqlKQnTZRIUbrSH6mUpS9dkUvJsqYOoA6mN82QSTGDOXbi1KcrkSn+enPNnxbVU/As0DNvIkEaGdWpMAkqQ7g2AoVahHcceGpW4aXTljAVLj2tyOKqplWyUiSqCpGfPm2SQqCV1a0ROatBFjeAetlEBSEYgX7eutddssVY+VQrXwV7HKTO5F5vKedgFSsgrrbkPP+CqypD8rdYyvaVLNsSVGQXIgEtLaWyn81dY8NSAPkRFLSKjWtODjvP0342tTjh3QBa61rRemW1qJltZV97E9KexrS5fetub8JZZ9UVuKit7Vgme9zFCpe5zz0WTAI4QC4SxAEWkCUFGghd7nrlkxz04HYaAIEDhNKNlu1uejMGSRoKxIYMWeAl1TvfqhRRkIRcSBPlS1/+Zq0lWqyuIRNSSZchsr8HtsmVAPzGLyZEg9o1yB3z2EoEC9a+SLRlQR7sEANX2MPRdUkk3bvKgWhQkPv9cIo39pISmneUpSwhZRhJYRWTNZbUpaUtGTDhAJSSlTUG8tv8GmQi9y25RQ7/snORDF0lL5m5TXYycKEc5dlOmcqntfKVaVtYLSM5y11u7pHB3N8vj9nCYjbzfMuc5uCimc3dXfObbexmOT83znV+6p3xbFQ97/mnffYzTgEdaJgOmtAsNfShUZpoRZOU0Y0G6aMhzVFJTxqjlbY0RTGdaYhumtMM9fSnDRpqUfeT1KWu56lR7U5Vr/qcrXY1OGEd62zOmtbRtPWtk5lrXReT170OJgAFOMuCFOABAmwvioE92O928IMF6aADRKzsZfNVhsl+b0Kmjd5qWzuQGFbIthXS4W57+7/nBYCACyLugUg4j+VG7rkD3GCDsHsyZ3pUy+B96W8LBL/1Tja3/y0yKgGka9+aZq8kwx3wH7NkXyQ6+ESbLUoAkHIgBzjgA8pLbYqYgEmpijiopStLLtYSQBO2pMA7/nGwhhybUX14Rp7k8lHTmVAoMTjNa87lleQbAy3XOTR/HXQrDp3oQjT60Y1pc6Xzm+dNv2nSod4/qU+dflW3evuwnvXxbZ3r1/P61//HdLEXNOxl/93Z0W47ta89hmR3O6s5A/S405PczORx3vW+d7733e9/B3zgBT94whfe8IdHfOIVv3jGN97xj4d85CU/ecpX3vLPZgvdh6NFzQOJ85v6fKZCL/pnd76iqqLxalKvrYyKbfWbeT3sUd965M3e9pqKvWZyT/8gEjeq975X1e8VJfy6F9/4x0d+8pW/fOZLabrEti52BwjhKD2/ugZUIJasrxAFJBABuizS9g3iAAEuoAGm588BpH9ighxQgeBfV4vDW5DxlveO1/+R/DFvEARYgN5Q0j8esQAGQCWMi5IALIgDAKUDQAAfAxIKUAATi6MAaAACSAAjCphpyzaFiC8o0UDhewAFUID/K5IPLAgK2D8pMUGCELA5whIMjDB6+7d1gcFByjAwgj8fqcEZFIgEUKIRnJIdvMFBsoDu28AiEcIEDADtKgB7ayn2E4hp06B2WbAuIkEWXAD0K48qTDcSJIAFIICKu0If4UJ1AwALCAALOAD/CjA/KCnDK9QgPLKAMalBguhAAFBALSSTN1SIDXNDdDNDBnAiIIwSPiQINCyx3csKQxyIL4QAAqAABGA4JIRCALjDPGyXJBy/JQzC+7pBLco76rMnTyyIY2vEAAhDSgQ3gsihi0tBVQS4RMxAbPs9CZySFWzEEeogBEhFD6TFgrjAgUDBKMFFWvIxTJSSOmw3GRxCbGkxirM4AIgxypCSZ3y2aCQIQjxAUIJGH1uAByAABpzEHrHGF+vBBWSAZvQRjBOjAzBHACAAVbJAZcyWOcIxADA5ANixCXNAILFHYsvHbBzDH/nHksswAkDDBSC+HinIHBuI6fpGPQQPFORH5nzMMPf7vubTyI3kyI70yI8EyZAUyZEkyZI0yZNEScJ5ADGSxZTkq5XMQoGYQpfcqwfwv0maSfILgAUYIwDgSQ/SL4EwtgVYAAvoRZq8KJvUoLWYQgV8xAt0IqLkIAhARfeqQAIwRaTEKJvURxqaQq4UCEL8xoHQrwB6CFHUyofiSgUkIYRggJ4cRp/s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VT01AE8tMc3SNepnsCckWQ84WF4k0BnCS+tfoVdI2+Hc+DcvxAIj58CxCSPYjwc9IurOu0U2/xJFFuDzN2NxIhv94jSDiSJLScpvCuIYC03A1cm6c0KYt/jQgbaVwr+9/woy3/Dvw73umwMu1MM/EeKnDfk9BZCI2OZW0y+PitNHEZe0n/3pjWQy3RcSKvB9IoB+z2EBKMABHMBz14Nbb/dQF0F8SQF/EOYg2FQTLJYQf4Z6qmcdeHIXtQF7GXh/ARgSFnACJiB1GFJb8uOADgWBwycVVpR/FSgpiuRPChF4g/cq6nVMiqEqiSd7JagwHTByJUB+z+OCDoWE6SWDVNQesMJiFVVF9ncQYjcSe9EAMZISkkRheaJ2VIQQszeEhVF7cPdaD7F+deOESdEbn+EeRZYANlV/Ctd+ZpUzqndGkEEQYMR0ikeG5EJ5rKSC3nNcwZcREvgiLuEAsecaXP/VfOBUhcoFiONSAC8IdOVzXZg3dJI4XZQoLiPnTCCXie72fPD2ibdCda7EhB5UiiK0cKiYKyjwVFqnPnsHbJ34XbEoLivVAQaYhK7oJ2u2i8Qoa/ZWh7JVjMpojP6GjAO2jHPlASVAAnuhWhwgc1tUQVdyQc4IYtBYGL0XbRZgfpgoRA1kJefYjbT2jYTxduHmTFD1RAkEQPRYj/Z4j/mzQGM4EfvIjhExcQ9nhoToj0J4igS5FuH4VAJ5kA7RjxHhkAx5e5aVkLkWkU03jBZ5Fj73SqHIAQOZke8GiyCZFh0gAnUlICTgASbAigQJkQ/hkiMZkyEBkw1BkzJ5kxT/YZN/iJM8eRg6WZA9aRh/N5I/eXpBWRgW4AFTRWVEiZFHqRaQZ3sWWZRi+JQ5UQAWMH5Q5lDlyJBUeRBfGYsdAFocMIptZnMZGZbqaJUSMY7w9JEOMYvwRFhp6ZRsGREJyUopRRFvB5c68YvMpZYheZcVAXVnaBETt3tAcQIeBwIn8GSCaYqEWREASQDs15YksJJCAZCSJ2KR+YqTORFuKZWHMZqkSWCfKYyhWREWYHAg4JeB8YAsiVqpmZqAyILQIZs2VpurmSuhyFo3xpu9eSumGY+eaZfDeSgF0AEf4IuQiZzJGZ0YIZzSWZ04QZ3WmZ0XgZ3a2Z0SwZ3eGZ41/wmd4lmekrlU5pmeRmmQ6tme4Nme6vme8Gme8jmf4lmf9umd+JmfPnFys4lu+8mfO+FzlwmIASqgOGGGUUeMB4qgIbFaB7eLDWpjG0ABFXABv6Zvg8Wg5HljK7BjEZChCaOKBGCWnzihBZZlO5ZoDBOV0QaYANqhIqYBcyYAIoowOKeAKMeh7AlnNDpnMOqgzSajIYYAEYBoQvqMElF0FzITS1YsALiTyBYCO1YBN5qkp0URYkcwYqJAQ+l3Q7me2YYAF0ABGBCkWNpyFSF4A+F6cyRAenaRadqdLcSBBTETDbIgZ+IeFkIotjmnyLZC0XczGPUZXxEVN2EAl7QYKP/0f0QGqNkpqPiHUdTnQ22KaQj0p5AaanUqIqmnEDSoIpaai5uaYxqwAWhKbS3EpkkWMATRZ5mCqWtZqhZBahGwATw6EVdoPFroMTc4EskRYU4ShmBJqzmBAVoWAalaa07UHqJkHQejRgYzJazRan0qpcZ6EQVwpFqmARJKpNlKKDWKAdr2ASJQArAZYihKPmRaARXgreQzAnOWAQ5hmj/HrOA6Pka6YxdAPhmgZRXwEBBadZyar51TAPTFEKRmYldaPRtQAQIQAReAfg9oos/Zo8+jAdzKAg1rIuN6PBZgAi3FEAjwixVbsBibPP8KoqC2rXMWAqBzdx6pEwMbTyj/K5LVs7AKlgIKcQFz1rGVk5fGaYLmZ7EXi7PQ47Ja1q/bB7EmBrOe81kO9Zg5YQEkUAJMia8pizzyqmXkqhQacAEYCjonW5dbW4nLuhMbkKxAGz2CCINTabCLggAJJrFpe6zcWgH0qj5mSJdmi7Tlsq8mVgF3ixMFkAElGz8l6UpdGZHruig+q2U8a2MWULhD+LiK4rQrGq4ThLmJ0rX8yrkS5LmI8qM8JroHRLqIErkK9rWoW0CqiygIgAEh0LavOz6xe7vfmLu6u4y827vF+LvA+61nO7xxW7zG65VyK2IZILa2m7zfubwFtrBMC70zKb2dVXdUqmV7a73Tib2A/7UB8loBk5sQmmti1eu9FiG882S6Cpa+BnG+76u+34u8vVUA8mujCcG6Joar9Lu+4GsWCGu5h6OiO+a/ByG4CjYC/7udAUwWGgCxdgs6Bmxi3ZvAFxABFXCmDQzA9ssW7ltqx6OzytrBQ/rBa5G/zys5CKC5EXDBJtwT7DsUFaxg8Po5BbABK5ACBBzDQImezqG0B+zDezTDQ8G/EdvDROw9RjwUpGalS8xFTUzDGpABShzF3TPFWAxnWrzFVtbFXhycDxzGuwbGZKyuY3zGhWbGagxfbNzG4vXGcFxdcsxUYTrHxYrCBYYBR0oBMIzH55mM1LawLwzIpFpj1Laym/9ryIMpyLuGrEDKyIGspKEWwkksyaDpyLWmwPOLyapJEUyqHJOyGn0IibNqKwiAuJGjsSY2AldsvS20pWQ3R17KLTNCZsR6yFWCYCZmao+DACGAAX/MyKu6g3c6y9YBhF6Xx+OisyzqyZXTqXnRgUaVp9Q6hTW4fZr6EzWsv9BMOZIqfYWaAIfaKf13dJNCLt28wt/8PdA3qQpBSS42ENqHENwnLjUcou08OdIMLdSsLUqCzY1YleSCxPC7z45TzG3qqnuWzGyyzLpcJRkcsQeN0I0TyzWFhaxRGQvwq8Zyy2v3w+PiaxbNz8N3h9B6X01DrUpXfHJa0tlWxzC9UDL/PdPtVNM2vUw4ndOptNM8XcRp/NOd5dNCDUVEXdRDdNRIbUNKvdQv1NRObUJQHdUdNNVU3blBfdXzZNVabUBc3dXz89VgHT9iPdbrU9ZmXT5o/V4JC7xrXV0Z4LQjwM6A6jzsYSIAF5OcrM+6yyUFUDVV8QCy2l43icQC4LqvyyWJ902Ttlk3mb/PnNh10ktE4tgyqbMCUNHhyiUKQNkyMoKTKJOKzLC9yyXl5CdVQVCWLZN8rGARcMO369cHAByh8srRi5M5jKrD6zwJINikN1xpHcdZHdxS/EsJ4BvIvdrtjLB0jZp7egCaQkpZ2s6tLQBzHah18i/n9s3bO7i2/y1XXNJW61gYzA2f+DuvZZwXv63cghHBC9bcq9nNUCuU323SPcWICZDf603YhDHaAkC46XneWobAhNHa78o+XDLbCq7g7A0YmA3b4gnJ3m0YSAzhTDzcV8mtoaue1c2xhlHDAK7WGJ4T+TvfAd7WhbG2P6s+tAJGLt3gfxHCfP3N/k1naYHiccMl8fER4wHjf1HdeovQAt7LN961QS43CY4k9OHjf5HKVlzSChziAqzhEQvfuRLeH3QXTE7cQJHDwqwWEo6+SN6m2h2qoc3lzTxnAZvj9HxkZWbKiIzm4mLYkS00tGIADqApOpXXcp4rnCwAw/wzb93nQrEB3BoBiP89NCSROltO6IpyuLo9NyRhHpRuHv/X6I5eUtNzGZRR3y+Z6SZUABrQAmObEbRSAFFxNZgO6uoz5Idt6rzyrNvN6gf0oVpm5U3WEhFDybQuP1Teut9bIQ4w7MQO0brY6wYkxGLuwOUk2M7u7AsRyghxHHiyEVEq0sgeP4Yd6BCB0XLIpQWRKtVOHOf10tkuP5xc5zm5psZsEDpDgXGKrefOPu1Kvtebk576zwngIvD+GApwrdg+7zf9zuIMTp3NGniiqJLEqEqxzQIPzgRPqAUBAWZCgeGOqY5KEw+v6RVhp/JSOiwNLaNKEPe88QNPEawKAG5qGfbzAAcQQylP0Cb/f/K6mtG8CtEUKKyIKu8zL0jNitKK8c8UeDb/vkON3PM+P+JITz6DvvSR0/RO/zhQH/UXrfRUfz1Tf/WKk/WxmMMXgAG4HpNc/4mubuGTOfaUiMQzvppoTyUkvT7KbsPJ2fYcwssL5umNUwAfO5x0vyHOvD6YHfZ/C8STs87qkwFUru5nb/VCY/jqQ7canOhsz/hB4/hwb519ryF/r/VxTviTY/elhvecf8qrzjhvP/qARvmojzyZv/p50/qubz6qH/ueA/vmLfo07/n7XAAZHAEUIPi9ZfuFg/viMsBF4eprL8Z6zEF0G7GSXzghIMGazRPdvexfPPvRk+6JE+Yi/ywUmL3m17/8EoTZ3K43ce/NQEHnXIz9z6P3c/b8ftPNBO4TNT7/u8n+z/Prr244f47+QBHmAHEBwECCBQ0eRJhQ4UKGDR0+hBhR4kSKFS0SDHBRI8SMGz1+BBlS5MiDGAScRImA5EqWK1ugPFmhJUIEGDConJlT506ePRV29CkRaFCiRY1WpABTw1GmOQuMQFkBZ1OqVa1eDTkUK8atXb2yzGBz6leyDxFoyFCg7Fq2bXlq7QrX7Vy6de3exZtX70K5WPvuBRxY8GDChQ0j/Gs18WHGjR0/hhw569rFki1fxrywgIYQYzN/9ksZ9GjSnzVEQEmh9OqjlZu6Zh1btv9bBKhhYpideybs1rp9/2ZrEqYAmcCNb+RtNLnCmhgyHIceXeKF4QIiqJWe3eFyotwPhoCpWvt48huqiyef3qB3n+wJIqiOW/184AUqwIzguSx2+lfdv9VIOJiK669A2Qq4ALURnmsLAQoiqCAEA6n6b6cKqRvuugk3XK0A/ciqLTwOlRPtIvOGQ29EFVcEKanhPmSRpQp1mhEqlPKLMUcdJSqgOgHk27GlGXOasQAMUKMAxiCXDLIA22BKgUkZS9yoAP6kxJJJDG9UMkuLhtzNSzHHpMg+pcgECUwh0WSzzYQK2OCCm9xEjko678Qzz4nUnFJPP/8EtCA+Vxq0v83/nAs0UT8LHYlR9TZ4koIrFaWUzP8SOCAACAxQyIAADiiIgUwPYKAhR8lzcjiBKmV1TPcYCCCBAR4IYFKCDpAA1IE8XWCA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\" style=\"width: 800px;\"></img>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from io import BytesIO\n",
    "from skimage.io import imread\n",
    "import matplotlib.pyplot as plt\n",
    "import stackview\n",
    "\n",
    "# Normalize dataframe columns to range between 0 and 1\n",
    "scaler = MinMaxScaler()\n",
    "df_normalized = df.copy()\n",
    "df_normalized[df_normalized.columns] = scaler.fit_transform(df_normalized[df_normalized.columns])\n",
    "\n",
    "# Create initial plots\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "# Storage for images\n",
    "plot_images = []\n",
    "\n",
    "# Interpolate and generate plots\n",
    "for i in np.linspace(0, 1, 12): # 12 steps including 0 and 1\n",
    "    ax.clear()\n",
    "    x_col = (1 - i) * df_normalized['area'] + i * df_normalized['UMAP1']\n",
    "    y_col = (1 - i) * df_normalized['feret_diameter_max'] + i * df_normalized['UMAP2']\n",
    "    \n",
    "    sns.scatterplot(x=x_col, y=y_col, hue=df['selection'], ax=ax)\n",
    "    ax.set_title(f\"Interpolation {i:.1f}\")\n",
    "    \n",
    "    buf = BytesIO()\n",
    "    plt.savefig(buf, format='png')\n",
    "    buf.seek(0)\n",
    "    plot_image = imread(buf)\n",
    "    plot_images.append(plot_image)\n",
    "\n",
    "plt.close(fig) \n",
    "\n",
    "# Use Stackview to animate the sequence of plots\n",
    "stackview.animate(np.stack(plot_images + plot_images[::-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2fd79f36-0bbb-431a-a17b-8650af768d5b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}