Tracker analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from helper_funcions import PeopleFeatures, TimeMeasurement, image_equalization_clahe, save_people_images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Scale of 0 disables regularizer.\n",
      "WARNING:tensorflow:From /home/asoriano/workspace/pocs/eval_tracker_person_embs/nets/resnet_v1.py:219: calling reduce_mean (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "keep_dims is deprecated, use keepdims instead\n",
      "INFO:tensorflow:Restoring parameters from /home/asoriano/Escritorio/spaceai-evolution/Models/person_embedding_tf/checkpoint-25000\n"
     ]
    }
   ],
   "source": [
    "people_model = PeopleFeatures()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "\n",
    "with open('data/people_data.csv', 'r') as csvfile:\n",
    "    reader = csv.DictReader(csvfile)\n",
    "    dataset = list(reader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset[0].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_base_path = \"/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/images\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tracker_memory = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "emb_map = {}\n",
    "for img_data in dataset:\n",
    "    key = img_data[\"img_path\"]\n",
    "    img = cv2.imread(os.path.join(img_base_path, key))\n",
    "    emb = people_model.human_vector(img)\n",
    "    emb_map[key] = emb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "pickle.dump( emb_map, open( \"data/embeddings.p\", \"wb\" ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "\n",
    "def get_images_in_dir(dir):\n",
    "    files = []\n",
    "    for ext in list([\"*.jpg\", \"*.jpeg\", \"*.png\"]):\n",
    "        files.extend(glob(os.path.join(dir, ext)))\n",
    "        \n",
    "    return files\n",
    "\n",
    "subdirectories_images_list = []\n",
    "for subdirectory in glob(os.path.join(\"/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people\", \"*/\")):\n",
    "    files = get_images_in_dir(subdirectory)\n",
    "    subdirectories_images_list.extend([(f, os.path.split(subdirectory[:-1])[1]) for f in files])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from helper_functions import show_distances_distributions, get_performance_v2, error_analysis, draw_error_analysis, get_tri_distance_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/53.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/65.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/28.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/3.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/81.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/19.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/40.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/78.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/123.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/46.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/125.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/42.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/92.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/59.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/56.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/26.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/80.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/5.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/116.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/60.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/108.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/7.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/64.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/36.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/88.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/111.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/25.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/119.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/70.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/76.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/32.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/102.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/94.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/97.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/34.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/38.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/101.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/13.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/58.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/22.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/107.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/17.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/99.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/96.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/8.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/45.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/0.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/20.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/91.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/117.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/55.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/31.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/50.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/54.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/105.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/24.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/110.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/104.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/71.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/23.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/16.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/10.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/39.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/84.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/83.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/14.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/29.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/95.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/33.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/109.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/75.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/11.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/41.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/4.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/21.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/115.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/43.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/35.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/68.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/113.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/52.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/27.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/63.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/61.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/93.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/72.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/90.jpg',\n",
       "  'pablo'),\n",
       " ('/home/asoriano/workspace/pocs/eval_tracker_person_embs/data/people/pablo/69.jpg',\n",
       "  'pablo')]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subdirectories_images_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = []\n",
    "embs = []\n",
    "for img_path, name in subdirectories_images_list:\n",
    "    names.append(name)\n",
    "    img = cv2.imread(img_path)\n",
    "    embs.append(people_model.human_vector(img))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import euclidean_distances\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "t_emb = [d.flatten() for d in embs]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "show_distances_distributions(names, t_emb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "type(embs[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "embs[0].flatten().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "miguel_cluster = [ (name, emb) for name, emb in zip(names, t_emb) if name == \"miguel\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "miguel_name, miguel_emb = zip(*miguel_cluster)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "          8.659251  ,  4.3882403 ],\n",
       "        [ 0.        ,  0.        ,  6.928241  , ...,  4.671937  ,\n",
       "          8.631543  ,  4.285379  ],\n",
       "        [ 0.        ,  0.        ,  0.        , ...,  6.5605745 ,\n",
       "          9.00069   ,  6.510227  ],\n",
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       "        [ 0.        ,  0.        ,  0.        , ...,  0.        ,\n",
       "          0.        ,  0.015625  ]], dtype=float32),\n",
       "         miguel    miguel    miguel    miguel    miguel    miguel    miguel  \\\n",
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       " miguel     0.0  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       " miguel     0.0  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       " miguel     0.0  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       " \n",
       "            miguel    miguel     miguel    ...         miguel     miguel  \\\n",
       " miguel  10.181963  8.270517   4.510229    ...       9.587577   3.836606   \n",
       " miguel  10.633190  8.483404   4.113928    ...       9.534251   3.530096   \n",
       " miguel   7.971572  7.837120   5.710131    ...       8.404253   6.914389   \n",
       " miguel   8.529277  9.633076   5.893720    ...       9.572221   5.882566   \n",
       " miguel   9.429455  9.768107   7.096967    ...       7.387697   8.775740   \n",
       " miguel   7.184999  7.523602   6.842185    ...       8.669087   7.811848   \n",
       " miguel  11.552322  8.468114   3.509848    ...      10.197949   1.585283   \n",
       " miguel   0.000000  9.694398  10.018437    ...      10.513982  10.624141   \n",
       " miguel   0.000000  0.000000   7.612268    ...       8.849895   7.537235   \n",
       " miguel   0.000000  0.000000   0.007812    ...       7.686841   3.173760   \n",
       " miguel   0.000000  0.000000   0.000000    ...       5.571479  10.277708   \n",
       " miguel   0.000000  0.000000   0.000000    ...      10.301786   5.608142   \n",
       " miguel   0.000000  0.000000   0.000000    ...       4.367233  10.107342   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.204525  11.289996   \n",
       " miguel   0.000000  0.000000   0.000000    ...       6.751510   7.496130   \n",
       " miguel   0.000000  0.000000   0.000000    ...      10.013007   6.280511   \n",
       " miguel   0.000000  0.000000   0.000000    ...      10.217309   5.498371   \n",
       " miguel   0.000000  0.000000   0.000000    ...       9.068381   6.324478   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.824715   3.163749   \n",
       " miguel   0.000000  0.000000   0.000000    ...       5.615878   9.558880   \n",
       " miguel   0.000000  0.000000   0.000000    ...       3.365674  10.421618   \n",
       " miguel   0.000000  0.000000   0.000000    ...       6.962174   9.440840   \n",
       " miguel   0.000000  0.000000   0.000000    ...       8.833978   5.773546   \n",
       " miguel   0.000000  0.000000   0.000000    ...       6.936347   9.342878   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.259328   3.748816   \n",
       " miguel   0.000000  0.000000   0.000000    ...      10.297916   2.665122   \n",
       " miguel   0.000000  0.000000   0.000000    ...       8.054077   4.117647   \n",
       " miguel   0.000000  0.000000   0.000000    ...       9.033304   3.022186   \n",
       " miguel   0.000000  0.000000   0.000000    ...      10.806211   1.908994   \n",
       " miguel   0.000000  0.000000   0.000000    ...      10.305040   1.101673   \n",
       " ...           ...       ...        ...    ...            ...        ...   \n",
       " miguel   0.000000  0.000000   0.000000    ...       8.140213   4.662132   \n",
       " miguel   0.000000  0.000000   0.000000    ...       8.298390   4.033157   \n",
       " miguel   0.000000  0.000000   0.000000    ...       9.820797   5.046669   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.737866   4.009114   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.686428   3.132247   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.575728   5.566411   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.398184  11.531233   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.631365   3.960267   \n",
       " miguel   0.000000  0.000000   0.000000    ...       9.781716   4.261105   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.137545   4.198188   \n",
       " miguel   0.000000  0.000000   0.000000    ...       8.115172   3.842249   \n",
       " miguel   0.000000  0.000000   0.000000    ...      10.469867   9.967306   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.761847   4.001724   \n",
       " miguel   0.000000  0.000000   0.000000    ...       9.328886   8.594807   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.071430   8.102726   \n",
       " miguel   0.000000  0.000000   0.000000    ...       9.490950   9.148938   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.295024   4.239601   \n",
       " miguel   0.000000  0.000000   0.000000    ...       7.236241   8.834509   \n",
       " miguel   0.000000  0.000000   0.000000    ...       8.093690   8.295466   \n",
       " miguel   0.000000  0.000000   0.000000    ...       9.825097   4.456988   \n",
       " miguel   0.000000  0.000000   0.000000    ...       0.000000   9.814873   \n",
       " miguel   0.000000  0.000000   0.000000    ...       0.000000   0.007812   \n",
       " miguel   0.000000  0.000000   0.000000    ...       0.000000   0.000000   \n",
       " miguel   0.000000  0.000000   0.000000    ...       0.000000   0.000000   \n",
       " miguel   0.000000  0.000000   0.000000    ...       0.000000   0.000000   \n",
       " miguel   0.000000  0.000000   0.000000    ...       0.000000   0.000000   \n",
       " miguel   0.000000  0.000000   0.000000    ...       0.000000   0.000000   \n",
       " miguel   0.000000  0.000000   0.000000    ...       0.000000   0.000000   \n",
       " miguel   0.000000  0.000000   0.000000    ...       0.000000   0.000000   \n",
       " miguel   0.000000  0.000000   0.000000    ...       0.000000   0.000000   \n",
       " \n",
       "            miguel     miguel     miguel     miguel     miguel     miguel  \\\n",
       " miguel   3.777132   7.287869   9.948549   9.159647   9.304697   5.148473   \n",
       " miguel   3.914550   7.597947   9.909760   9.478785   9.089469   4.671937   \n",
       " miguel   5.230934   6.559272  10.131333   8.270038   9.723418   6.560575   \n",
       " miguel   4.358741   6.438275  10.585368   9.799697   9.919594   6.644716   \n",
       " miguel   7.395678   4.206406   9.301709  10.236479   7.800827   8.092415   \n",
       " miguel   5.861968   7.948269   9.615089   7.056515  10.260612   7.468313   \n",
       " miguel   4.976979   9.198807  10.459126   9.752418   9.896557   3.389734   \n",
       " miguel   7.955822   7.985384  11.310768   8.720435  13.268616  10.480998   \n",
       " miguel   6.912868   9.486008   8.557164   4.775240  10.281231   7.367877   \n",
       " miguel   4.344909   7.632113   8.479694   8.836116   7.930950   2.224931   \n",
       " miguel   9.588079  10.576544   1.725413   9.439849   7.247992   8.503385   \n",
       " miguel   3.334661   8.119884  10.684711   7.960646  11.720897   6.822677   \n",
       " miguel   9.068232   9.550430   3.190471   9.289089   7.035409   8.400797   \n",
       " miguel   9.308480   9.999928   7.184597   7.201816  10.162989  10.304707   \n",
       " miguel   7.912969   9.855217   5.835535   9.780708   7.949244   5.917936   \n",
       " miguel   5.406069   7.034613  11.189139  11.050130   9.961532   6.999097   \n",
       " miguel   4.737845   7.366564  11.303628  10.491129  10.312505   6.501232   \n",
       " miguel   5.841044   7.400281  10.783859  10.953321   8.531401   6.441628   \n",
       " miguel   3.404104   6.815646   8.839306   8.847448   8.717257   2.354526   \n",
       " miguel   8.294613   9.103199   6.731950   8.798174   6.753236   8.287877   \n",
       " miguel   9.954844   9.809629   5.295700  10.727841   4.761442   8.363244   \n",
       " miguel   7.758237   5.465250   9.071019  10.079114   8.721508   8.340359   \n",
       " miguel   4.891015   7.050103  10.356966   9.786331   9.129809   6.026282   \n",
       " miguel   7.981064   5.215182   8.880840  10.774696   7.354322   8.069408   \n",
       " miguel   4.375631   7.283109   8.232357   9.105377   7.973454   1.962781   \n",
       " miguel   3.744164   8.575369  10.625383   8.722505  10.215549   4.903484   \n",
       " miguel   5.729269   8.899185   8.522435   9.789765   8.309831   1.782654   \n",
       " miguel   3.532840   8.052380   9.626791   8.353424   9.336918   4.084100   \n",
       " miguel   4.826029   9.072720  11.238075   9.909543  10.726606   4.248445   \n",
       " miguel   4.695371   9.227509  10.592483   9.271768  10.186778   3.610584   \n",
       " ...           ...        ...        ...        ...        ...        ...   \n",
       " miguel   3.562346   7.329295   8.947305   8.268484   9.444405   4.488252   \n",
       " miguel   4.621574   7.085825   9.561201   9.956300   8.623238   3.276513   \n",
       " miguel   3.946728   6.955148  10.845093   9.972816   9.967085   5.870573   \n",
       " miguel   3.833805   8.014098   8.243279   6.880584   9.075570   3.727856   \n",
       " miguel   4.546868   7.940760   8.432772   8.964361   7.650404   2.266056   \n",
       " miguel   4.290272   6.513545   8.549003   8.530858   8.382903   4.874706   \n",
       " miguel  10.908605  12.177151   5.036115   8.347761   8.777936  10.468880   \n",
       " miguel   5.441035   8.579712   8.148070   9.726614   8.067582   1.555590   \n",
       " miguel   4.122858   7.677945  10.417993   9.466084   9.828083   5.415947   \n",
       " miguel   3.207547   6.459116   8.273767   8.173678   8.560406   2.919205   \n",
       " miguel   4.293628   7.584002   9.476521   9.382109   9.056480   2.714189   \n",
       " miguel   7.294842   7.281489  11.494859   8.855645  12.945711  10.084452   \n",
       " miguel   5.209473   8.478672   8.290763   9.400423   8.409204   1.567726   \n",
       " miguel   6.304012   8.355871  10.307796   7.221932  11.122662   8.444794   \n",
       " miguel   7.925788  10.042570   6.188260   6.167297   7.603461   7.551884   \n",
       " miguel   6.584932   5.804009  10.678873   9.231719  11.793170   8.944364   \n",
       " miguel   4.479742   7.658914   8.279287   9.105126   8.238119   1.987011   \n",
       " miguel   7.029056   6.468082   8.682404   8.519265   9.491894   7.748497   \n",
       " miguel   6.226562   6.446714   9.846264   7.837318   9.732362   7.935697   \n",
       " miguel   2.290195   8.521397  10.078982   6.742226  11.036572   5.610539   \n",
       " miguel   8.971455   8.854761   5.084785   9.745546   5.609201   7.994177   \n",
       " miguel   3.985654   8.639403  10.254382   8.727998   9.950058   3.125342   \n",
       " miguel   0.007812   7.019004   9.622308   7.533991  10.135806   4.640526   \n",
       " miguel   0.000000   0.000000  10.412787  10.477869  10.012029   8.292548   \n",
       " miguel   0.000000   0.000000   0.000000   9.670699   6.670983   8.423538   \n",
       " miguel   0.000000   0.000000   0.000000   0.000000  11.366657   9.086651   \n",
       " miguel   0.000000   0.000000   0.000000   0.000000   0.000000   8.540063   \n",
       " miguel   0.000000   0.000000   0.000000   0.000000   0.000000   0.000000   \n",
       " miguel   0.000000   0.000000   0.000000   0.000000   0.000000   0.000000   \n",
       " miguel   0.000000   0.000000   0.000000   0.000000   0.000000   0.000000   \n",
       " \n",
       "            miguel     miguel  \n",
       " miguel   8.659251   4.388240  \n",
       " miguel   8.631543   4.285379  \n",
       " miguel   9.000690   6.510227  \n",
       " miguel   9.403566   4.749753  \n",
       " miguel   8.260190   7.351621  \n",
       " miguel   8.957008   8.517797  \n",
       " miguel   9.218586   5.930130  \n",
       " miguel  10.692397  10.983511  \n",
       " miguel   8.095549  10.353292  \n",
       " miguel   7.133084   5.899529  \n",
       " miguel   3.262479  11.626787  \n",
       " miguel   9.641252   6.960462  \n",
       " miguel   2.742811  11.062449  \n",
       " miguel   7.316585  12.520043  \n",
       " miguel   5.181835   9.148074  \n",
       " miguel   9.709251   4.176452  \n",
       " miguel  10.009489   4.226335  \n",
       " miguel   9.524807   2.187918  \n",
       " miguel   7.561992   5.569148  \n",
       " miguel   6.182015   9.754372  \n",
       " miguel   4.935754  10.583660  \n",
       " miguel   8.072764   8.629468  \n",
       " miguel   9.143826   3.388090  \n",
       " miguel   8.060564   8.065365  \n",
       " miguel   6.978010   6.029178  \n",
       " miguel   9.344172   5.370533  \n",
       " miguel   7.350182   7.035914  \n",
       " miguel   8.515114   5.399223  \n",
       " miguel   9.949507   5.853135  \n",
       " miguel   9.362252   6.109325  \n",
       " ...           ...        ...  \n",
       " miguel   7.952728   6.354653  \n",
       " miguel   8.262499   5.173633  \n",
       " miguel   9.586758   4.101228  \n",
       " miguel   7.157276   7.301357  \n",
       " miguel   7.149788   5.659308  \n",
       " miguel   7.506091   4.982912  \n",
       " miguel   6.116314  13.257952  \n",
       " miguel   6.983232   6.826449  \n",
       " miguel   9.272578   4.811577  \n",
       " miguel   7.148531   6.203536  \n",
       " miguel   8.268524   5.979876  \n",
       " miguel  10.732898   9.940902  \n",
       " miguel   7.092315   6.903355  \n",
       " miguel   9.801696   9.027098  \n",
       " miguel   5.730566  10.324408  \n",
       " miguel   9.840105   8.759698  \n",
       " miguel   7.015803   6.523618  \n",
       " miguel   7.794812   9.172672  \n",
       " miguel   8.901412   7.947747  \n",
       " miguel   9.163248   6.982801  \n",
       " miguel   4.795873  10.083250  \n",
       " miguel   9.025113   5.972640  \n",
       " miguel   8.499804   5.827444  \n",
       " miguel   9.394773   7.210332  \n",
       " miguel   2.413209  11.465061  \n",
       " miguel   9.218058  11.205194  \n",
       " miguel   6.342328   9.366718  \n",
       " miguel   7.276821   6.670535  \n",
       " miguel   0.013532  10.223054  \n",
       " miguel   0.000000   0.015625  \n",
       " \n",
       " [264 rows x 264 columns])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_tri_distance_matrix(miguel_name, miguel_emb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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