data_collector_sign_language_translator_1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3c8d614b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 \n",
    "import mediapipe as mp \n",
    "import numpy as np \n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0eebab75",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Build Keypoints using MP Holistic \n",
    "mp_holistic = mp.solutions.holistic # Holistic model \n",
    "mp_drawing = mp.solutions.drawing_utils # Drawing utilities "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "479b43af",
   "metadata": {},
   "outputs": [],
   "source": [
    "def mediapipe_detection(image, model): \n",
    "    image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) # COLOR CONVERSION BGR 2 RGB \n",
    "#     image.flags.writable = False                  # Image is no longer writable \n",
    "    results = model.process(image)                 # Make prediction \n",
    "#     image.flags.writable = True                   # Image is now writable  \n",
    "    image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR) # COLOR CONVERSION RGB 2 BGR \n",
    "    return image, results \n",
    "    \n",
    "def draw_landmarks(image, results): \n",
    "#     mp_drawing.draw_landmarks( \n",
    "#       image, results.face_landmarks, mp_holistic.FACE_CONNECTIONS) # Draw face connections \n",
    "#     mp_drawing.draw_landmarks( \n",
    "#       image, results.pose_landmarks, mp_holistic.POSE_CONNECTIONS) # Draw pose connections \n",
    "    mp_drawing.draw_landmarks( \n",
    "      image, results.left_hand_landmarks, mp_holistic.HAND_CONNECTIONS) # Draw left hand connections \n",
    "    mp_drawing.draw_landmarks( \n",
    "      image, results.right_hand_landmarks, mp_holistic.HAND_CONNECTIONS) # Draw right hand connections \n",
    "      \n",
    "def draw_styled_landmarks(image, results): \n",
    "    # Draw face connections \n",
    "#     mp_drawing.draw_landmarks( \n",
    "#       image, results.face_landmarks, mp_holistic.FACE_CONNECTIONS, \n",
    "#       mp_drawing.DrawingSpec(color=(80,110,10), thickness=1, circle_radius=1),  \n",
    "#       mp_drawing.DrawingSpec(color=(80,256,121), thickness=1, circle_radius=1))  \n",
    "#     # Draw pose connections \n",
    "#     mp_drawing.draw_landmarks(image, results.pose_landmarks, mp_holistic.POSE_CONNECTIONS, \n",
    "#                              mp_drawing.DrawingSpec(color=(80,22,10), thickness=2, circle_radius=4),  \n",
    "#                              mp_drawing.DrawingSpec(color=(80,44,121), thickness=2, circle_radius=2) \n",
    "#                              )  \n",
    "    # Draw left hand connections \n",
    "    mp_drawing.draw_landmarks(image, results.left_hand_landmarks, mp_holistic.HAND_CONNECTIONS,  \n",
    "                             mp_drawing.DrawingSpec(color=(121,22,76), thickness=2, circle_radius=4),  \n",
    "                             mp_drawing.DrawingSpec(color=(121,44,250), thickness=2, circle_radius=2) \n",
    "                             )  \n",
    "    # Draw right hand connections   \n",
    "    mp_drawing.draw_landmarks(image, results.right_hand_landmarks, mp_holistic.HAND_CONNECTIONS,  \n",
    "                             mp_drawing.DrawingSpec(color=(245,117,66), thickness=2, circle_radius=4),  \n",
    "                             mp_drawing.DrawingSpec(color=(245,66,230), thickness=2, circle_radius=2) \n",
    "                             )  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "fbfcbe15",
   "metadata": {},
   "outputs": [],
   "source": [
    "# #Main function \n",
    "# cap = cv2.VideoCapture(0) \n",
    "# # Set mediapipe model  \n",
    "# with mp_holistic.Holistic(min_detection_confidence=0.5, min_tracking_confidence=0.5) as holistic: \n",
    "#     while cap.isOpened(): \n",
    "  \n",
    "#         # Read feed \n",
    "#         ret, frame = cap.read() \n",
    "  \n",
    "#         # Make detections \n",
    "#         image, results = mediapipe_detection(frame, holistic) \n",
    "#         print(results) \n",
    "          \n",
    "#         # Draw landmarks \n",
    "#         draw_styled_landmarks(image, results) \n",
    "  \n",
    "#         # Show to screen \n",
    "#         cv2.imshow('OpenCV Feed', image) \n",
    "  \n",
    "#         # Break gracefully \n",
    "#         if cv2.waitKey(10) & 0xFF == ord('q'): \n",
    "#             break\n",
    "#     cap.release() \n",
    "#     cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "28fb36eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # This operates on last results before I close the webcam feed \n",
    "# # So if there was no hand at the end (which obviously wouldnt be otherwise how would I click q)\n",
    "# # then there would be 0s \n",
    "\n",
    "# zero_subs = [np.array([0, 0]) for _ in range(21)]\n",
    "\n",
    "# lh = (np.array([[res.x, res.y] for res in results.left_hand_landmarks.landmark])) if results.left_hand_landmarks else zero_subs\n",
    "\n",
    "# rh = (np.array([[res.x, res.y] for res in results.right_hand_landmarks.landmark])) if results.right_hand_landmarks else zero_subs\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "94ea9880",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Mediapipe returns normalized coordinates , \n",
    "# # But to feed to a ML model, coordinates won't matter, only relative positions will\n",
    "# # So taking difference wrt 1st coordinate pair \n",
    "\n",
    "# print(rh)\n",
    "# print(lh)\n",
    "\n",
    "\n",
    "# lh = [(lh[i]-lh[0]).tolist() for i in range(1,len(lh))]\n",
    "# lh.insert(0, [0, 0])\n",
    "# print(lh)\n",
    "\n",
    "# rh = [(rh[i]-rh[0]).tolist() for i in range(1,len(rh))]\n",
    "# rh.insert(0, [0, 0])\n",
    "# print(rh)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8a616d01",
   "metadata": {},
   "outputs": [],
   "source": [
    "# lh = np.array(lh)\n",
    "# rh = np.array(rh)\n",
    "# lh.flatten()\n",
    "# rh.flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c23b97e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_A = pd.DataFrame()\n",
    "data_Y = pd.DataFrame()\n",
    "data_U = pd.DataFrame()\n",
    "data_S = pd.DataFrame()\n",
    "data_H = pd.DataFrame()\n",
    "\n",
    "classes = ['A','Y','U','S','H']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ba833f0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "96a45f5e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05172181 -0.06555331 -0.08766031 -0.14672184\n",
      " -0.07190728 -0.23277864 -0.02981687 -0.27923742 -0.09338695 -0.21788538\n",
      " -0.10382801 -0.2932727  -0.09077156 -0.21537596 -0.07868075 -0.1860882\n",
      " -0.04978591 -0.22490385 -0.05679417 -0.3007223  -0.05064583 -0.22129229\n",
      " -0.04517609 -0.2022537  -0.00646883 -0.22132581 -0.00969875 -0.28864181\n",
      " -0.01178157 -0.213067   -0.00969279 -0.19070053  0.03503114 -0.20919868\n",
      "  0.02861339 -0.26391506  0.02169353 -0.21344376  0.02260715 -0.18724698]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05263811 -0.05129457 -0.08960867 -0.12943518\n",
      " -0.07395828 -0.20646024 -0.03292155 -0.24633077 -0.09757262 -0.20283332\n",
      " -0.10622597 -0.27074522 -0.09003901 -0.20189539 -0.08042896 -0.17280269\n",
      " -0.05430877 -0.21301284 -0.05645335 -0.27785784 -0.04804862 -0.20361033\n",
      " -0.04701608 -0.18399143 -0.01049387 -0.21236718 -0.01023549 -0.26673555\n",
      " -0.00980252 -0.19749352 -0.01311815 -0.1797151   0.03198928 -0.20221746\n",
      "  0.02908456 -0.24497786  0.0238561  -0.19401029  0.02071851 -0.17189538]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05209565 -0.04954761 -0.08745706 -0.12869668\n",
      " -0.07085699 -0.20469731 -0.03076845 -0.24262869 -0.09622443 -0.20007676\n",
      " -0.10471123 -0.26864836 -0.08720845 -0.20069844 -0.07684237 -0.17149043\n",
      " -0.05340737 -0.21062881 -0.05414778 -0.27498239 -0.04512304 -0.19773304\n",
      " -0.04462004 -0.17926061 -0.00973719 -0.21024954 -0.00857115 -0.26088282\n",
      " -0.0077247  -0.18641621 -0.01201117 -0.17029876  0.03296542 -0.20008194\n",
      "  0.03097749 -0.24110493  0.02681059 -0.18618935  0.02315181 -0.16516864]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05307597 -0.04652452 -0.08689928 -0.11973619\n",
      " -0.07372367 -0.19335291 -0.03945804 -0.2349501  -0.09403002 -0.19514769\n",
      " -0.10262823 -0.26133776 -0.08591986 -0.20628798 -0.07579321 -0.17486507\n",
      " -0.05162805 -0.20714286 -0.05482638 -0.27130392 -0.04465216 -0.20746309\n",
      " -0.04346234 -0.18497875 -0.00862843 -0.20744035 -0.0094381  -0.25985467\n",
      " -0.00784057 -0.19743323 -0.01243359 -0.17812234  0.03301871 -0.19705814\n",
      "  0.03012353 -0.23929259  0.02647609 -0.19127992  0.02239555 -0.16866028]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.051018   -0.04487705 -0.08727229 -0.12282705\n",
      " -0.0704813  -0.19667605 -0.0293144  -0.23311865 -0.09603012 -0.19818407\n",
      " -0.10352582 -0.26183841 -0.08590198 -0.19821325 -0.07574451 -0.17025226\n",
      " -0.05319816 -0.2093918  -0.05513245 -0.26947749 -0.04510832 -0.19634271\n",
      " -0.04361135 -0.17903277 -0.00950986 -0.20798877 -0.00952864 -0.25888032\n",
      " -0.0079512  -0.18938011 -0.01171911 -0.17431626  0.03313464 -0.19650087\n",
      "  0.02962124 -0.23578441  0.02577204 -0.18381172  0.02215159 -0.16384917]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05133587 -0.04723823 -0.08511865 -0.127635\n",
      " -0.06935352 -0.20008162 -0.03318709 -0.23872054 -0.0945943  -0.19996101\n",
      " -0.10209429 -0.26396111 -0.08618295 -0.19943935 -0.07703143 -0.17133012\n",
      " -0.05223578 -0.21169624 -0.0538764  -0.27323604 -0.04544795 -0.19916692\n",
      " -0.04511678 -0.18168759 -0.00904894 -0.21084088 -0.00915331 -0.2628774\n",
      " -0.00804675 -0.19335461 -0.01199192 -0.17797685  0.03281504 -0.20061484\n",
      "  0.03053987 -0.24135974  0.02648312 -0.19032067  0.02255148 -0.17022443]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05644578 -0.0474894  -0.09218407 -0.1288138\n",
      " -0.07299876 -0.2015475  -0.03426403 -0.23349333 -0.09535712 -0.19222674\n",
      " -0.10476154 -0.26218197 -0.08814532 -0.19951388 -0.07870626 -0.16813636\n",
      " -0.05345994 -0.20482758 -0.05702859 -0.27121043 -0.04629046 -0.20119184\n",
      " -0.04358411 -0.17728305 -0.01094949 -0.20593965 -0.0121792  -0.26463372\n",
      " -0.0096218  -0.20235839 -0.01154107 -0.18188289  0.03048223 -0.19789171\n",
      "  0.02771878 -0.2423065   0.02306449 -0.19694531  0.01999944 -0.17414781]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0544998  -0.04719442 -0.08775663 -0.12864929\n",
      " -0.07004422 -0.20119217 -0.03666085 -0.23925981 -0.09499204 -0.19606093\n",
      " -0.10323101 -0.26240733 -0.08641428 -0.20315531 -0.07682854 -0.17101797\n",
      " -0.05270886 -0.20816106 -0.0564394  -0.27337345 -0.04578805 -0.20601276\n",
      " -0.04396063 -0.18228281 -0.00998449 -0.20798928 -0.01173359 -0.26381212\n",
      " -0.00840622 -0.201731   -0.01154643 -0.1834757   0.03143793 -0.19754341\n",
      "  0.02747291 -0.23986048  0.02464384 -0.19122964  0.02142036 -0.16927397]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05647248 -0.04702824 -0.09006697 -0.12999076\n",
      " -0.07018977 -0.203168   -0.03152478 -0.23735017 -0.09599668 -0.19507727\n",
      " -0.10448354 -0.26167184 -0.08814484 -0.20393461 -0.07837629 -0.17330843\n",
      " -0.05354583 -0.20623529 -0.0571537  -0.27279699 -0.04740977 -0.20889923\n",
      " -0.04522634 -0.18572325 -0.01101941 -0.20624924 -0.01210898 -0.26305759\n",
      " -0.01002109 -0.20584443 -0.01327711 -0.18883899  0.03029311 -0.19734445\n",
      "  0.02740622 -0.23965168  0.02347016 -0.19476214  0.02011329 -0.17350537]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05594659 -0.04618931 -0.09051514 -0.12743431\n",
      " -0.07153755 -0.20064089 -0.03339571 -0.23621857 -0.09484273 -0.19225016\n",
      " -0.10499263 -0.26193655 -0.08776194 -0.20121732 -0.07700759 -0.16914997\n",
      " -0.05271959 -0.20311442 -0.05722564 -0.27228054 -0.04716569 -0.20318314\n",
      " -0.0447467  -0.17917797 -0.01047307 -0.20263544 -0.01260406 -0.26092854\n",
      " -0.0103628  -0.19626927 -0.01310951 -0.17731798  0.03082895 -0.19252276\n",
      "  0.02656364 -0.2377241   0.02274907 -0.18830317  0.01970041 -0.16521129]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05555493 -0.0468955  -0.08943892 -0.12435913\n",
      " -0.07457149 -0.19706789 -0.04114252 -0.23606592 -0.0951755  -0.19252503\n",
      " -0.10450125 -0.2608338  -0.08740175 -0.20251724 -0.07729971 -0.16949409\n",
      " -0.05316556 -0.20321399 -0.05803913 -0.27039382 -0.04712534 -0.20632818\n",
      " -0.04489613 -0.18289936 -0.01076329 -0.20383379 -0.012995   -0.26220447\n",
      " -0.010405   -0.20179653 -0.01386124 -0.18182212  0.03057402 -0.19509298\n",
      "  0.02666289 -0.24265867  0.02327871 -0.19521344  0.01960862 -0.17064121]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05600721 -0.04780984 -0.08967113 -0.12843394\n",
      " -0.0714981  -0.2009387  -0.03522056 -0.23577589 -0.09449679 -0.19380993\n",
      " -0.10505289 -0.26207051 -0.08756185 -0.20249146 -0.0772419  -0.16993764\n",
      " -0.05235654 -0.20537019 -0.05828887 -0.27310196 -0.04757017 -0.2067686\n",
      " -0.04509389 -0.18257284 -0.01020163 -0.20541757 -0.01328242 -0.26369923\n",
      " -0.01038003 -0.20159701 -0.01290935 -0.18154171  0.03081763 -0.1960035\n",
      "  0.02655196 -0.240554    0.02310205 -0.19323811  0.02011085 -0.17035758]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05581456 -0.04499573 -0.0888781  -0.12358803\n",
      " -0.07357061 -0.19678792 -0.04170436 -0.23820204 -0.09345651 -0.19001415\n",
      " -0.10347384 -0.26030451 -0.08741981 -0.2038967  -0.07724416 -0.16971964\n",
      " -0.05137265 -0.20105904 -0.05722636 -0.27331603 -0.04677802 -0.21234822\n",
      " -0.04323804 -0.18630484 -0.00905579 -0.20125431 -0.01234114 -0.2642805\n",
      " -0.00917798 -0.2056357  -0.01110232 -0.1843192   0.03249294 -0.19182518\n",
      "  0.02787441 -0.23985073  0.02465224 -0.1935848   0.02174163 -0.16936362]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05524695 -0.04483175 -0.08823514 -0.12387961\n",
      " -0.07227522 -0.19728398 -0.03769684 -0.23466372 -0.09368074 -0.19073606\n",
      " -0.10355234 -0.25993627 -0.08687013 -0.20854867 -0.07606262 -0.17489457\n",
      " -0.05137777 -0.20308998 -0.05733913 -0.27350125 -0.04619807 -0.21694791\n",
      " -0.042171   -0.19145304 -0.00874662 -0.20347536 -0.01128978 -0.26500672\n",
      " -0.00810885 -0.20927107 -0.0102815  -0.18765917  0.03300363 -0.19364753\n",
      "  0.02891469 -0.24128103  0.025819   -0.19644409  0.0228194  -0.17161891]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05477703 -0.04577941 -0.08778113 -0.12372595\n",
      " -0.07326239 -0.1970714  -0.03903431 -0.23476863 -0.09363651 -0.19344431\n",
      " -0.10305887 -0.26019102 -0.0866673  -0.20865196 -0.07588506 -0.17686418\n",
      " -0.05125529 -0.20507994 -0.05651504 -0.27309239 -0.04610211 -0.21692273\n",
      " -0.04253268 -0.19408774 -0.00873476 -0.20509869 -0.01072115 -0.26356199\n",
      " -0.00791574 -0.2085523  -0.01012731 -0.19008896  0.03304559 -0.19528735\n",
      "  0.0294382  -0.24011642  0.02602732 -0.19567692  0.02286822 -0.17321181]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05531621 -0.04583514 -0.088346   -0.12507993\n",
      " -0.07149756 -0.198024   -0.03757751 -0.23488694 -0.09294987 -0.19320825\n",
      " -0.10283524 -0.26057279 -0.08621657 -0.20637491 -0.07554555 -0.17355943\n",
      " -0.05078954 -0.20491686 -0.05610061 -0.27213916 -0.04564917 -0.21197343\n",
      " -0.04271352 -0.18739179 -0.00844568 -0.20540971 -0.01066607 -0.26389426\n",
      " -0.00813502 -0.20613241 -0.01088834 -0.18588626  0.0328269  -0.19641551\n",
      "  0.02925187 -0.24077976  0.02543366 -0.19541347  0.02183235 -0.17237732]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05461234 -0.04508299 -0.08792001 -0.12312961\n",
      " -0.07460088 -0.1970821  -0.04147041 -0.23673797 -0.09384245 -0.19368991\n",
      " -0.10301906 -0.26130241 -0.08700097 -0.20937067 -0.07651556 -0.1765005\n",
      " -0.05164629 -0.20522228 -0.05670232 -0.27449834 -0.04669529 -0.21761298\n",
      " -0.04343665 -0.19331101 -0.00907934 -0.20496807 -0.01131207 -0.26579329\n",
      " -0.00884795 -0.2100516  -0.01104259 -0.18933511  0.03265119 -0.19451994\n",
      "  0.0284726  -0.24222997  0.02496094 -0.1979087   0.02201647 -0.17376551]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05535376 -0.04661441 -0.08864421 -0.12585258\n",
      " -0.07148868 -0.19961688 -0.03576255 -0.23586828 -0.09380513 -0.19332701\n",
      " -0.10291249 -0.26323205 -0.08706808 -0.20942828 -0.0770967  -0.17562193\n",
      " -0.05131644 -0.20542601 -0.05611074 -0.27535257 -0.04582018 -0.21619755\n",
      " -0.04287899 -0.19101062 -0.00878918 -0.20622781 -0.0108037  -0.26624548\n",
      " -0.00796634 -0.20813593 -0.01056975 -0.18666011  0.03268486 -0.19727567\n",
      "  0.02893317 -0.24242288  0.02536732 -0.1975092   0.02217996 -0.17427555]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05471307 -0.04746747 -0.08762568 -0.12478852\n",
      " -0.07189703 -0.19888785 -0.03799427 -0.23826689 -0.09325844 -0.19298992\n",
      " -0.10242027 -0.26260212 -0.08639789 -0.20835012 -0.07636172 -0.17433593\n",
      " -0.05084819 -0.20481986 -0.05587167 -0.27448869 -0.04573429 -0.21307772\n",
      " -0.04316628 -0.18819764 -0.00829345 -0.20494375 -0.01055318 -0.26623929\n",
      " -0.00820386 -0.20626086 -0.01101595 -0.18490428  0.03297871 -0.19481197\n",
      "  0.0293324  -0.24226868  0.02547729 -0.19654536  0.02197492 -0.17276675]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05565155 -0.0463469  -0.08747685 -0.12439299\n",
      " -0.0716784  -0.19702113 -0.03883177 -0.23534361 -0.09281486 -0.1944018\n",
      " -0.10232913 -0.26154515 -0.08686209 -0.21654573 -0.07573646 -0.18376139\n",
      " -0.0504303  -0.20666924 -0.05576652 -0.27682006 -0.04561388 -0.22590351\n",
      " -0.04139739 -0.19885772 -0.00809568 -0.20691916 -0.00992972 -0.26876736\n",
      " -0.0075081  -0.21818811 -0.00914669 -0.19449902  0.03336549 -0.19646481\n",
      "  0.030213   -0.24528697  0.0261597  -0.20505717  0.02276534 -0.18003473]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05602562 -0.0467701  -0.08732724 -0.12636399\n",
      " -0.07013303 -0.199471   -0.03451473 -0.2357609  -0.09315276 -0.19500807\n",
      " -0.10226709 -0.26268771 -0.08768749 -0.21538335 -0.07750964 -0.18224847\n",
      " -0.0506258  -0.20726356 -0.05558854 -0.27739584 -0.04644692 -0.22811398\n",
      " -0.04307771 -0.20263076 -0.00828689 -0.2075977  -0.00964797 -0.26824448\n",
      " -0.00738996 -0.22046828 -0.00912553 -0.1986894   0.03336895 -0.19778058\n",
      "  0.0304842  -0.24536306  0.02645403 -0.20545179  0.02284724 -0.18016815]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05841553 -0.0440799  -0.09235853 -0.11956453\n",
      " -0.07387102 -0.190597   -0.03705031 -0.22676173 -0.09447837 -0.19180074\n",
      " -0.10302472 -0.25654194 -0.09044695 -0.21090838 -0.08134156 -0.17810372\n",
      " -0.05224377 -0.20475161 -0.05685741 -0.27327126 -0.04896325 -0.22343591\n",
      " -0.04660368 -0.19397253 -0.00986183 -0.20670709 -0.01166022 -0.26738417\n",
      " -0.01049799 -0.22292221 -0.01351833 -0.19997859  0.03217834 -0.19756985\n",
      "  0.02911985 -0.24568078  0.02536565 -0.2082651   0.0214867  -0.18260032]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05516678 -0.04069316 -0.08955687 -0.11253077\n",
      " -0.074615   -0.18388301 -0.04079455 -0.22282276 -0.09578484 -0.19046205\n",
      " -0.10363507 -0.25108233 -0.0887785  -0.20369735 -0.07877797 -0.17251432\n",
      " -0.05302167 -0.20394069 -0.05776411 -0.26862586 -0.04822677 -0.21362501\n",
      " -0.04560816 -0.18919069 -0.0098899  -0.20573899 -0.01130992 -0.26100868\n",
      " -0.00943398 -0.20938301 -0.01281482 -0.19086796  0.0326466  -0.19664425\n",
      "  0.02956194 -0.24168864  0.02631032 -0.20001119  0.02230358 -0.17790177]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05266875 -0.03437984 -0.09044462 -0.10117388\n",
      " -0.0763526  -0.17084765 -0.04025894 -0.2096132  -0.09732479 -0.18984848\n",
      " -0.10438174 -0.24113992 -0.09122217 -0.20485529 -0.08211178 -0.18174392\n",
      " -0.05485445 -0.20364922 -0.05917615 -0.25747323 -0.04866505 -0.20091173\n",
      " -0.0472827  -0.18265942 -0.01159805 -0.20532459 -0.012169   -0.2545535\n",
      " -0.00961721 -0.2027649  -0.01386416 -0.18989497  0.03201866 -0.19556725\n",
      "  0.02974659 -0.237396    0.02722812 -0.19378877  0.02232331 -0.17423493]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05424446 -0.0338493  -0.08992136 -0.10028911\n",
      " -0.07630748 -0.16644883 -0.03969043 -0.20375496 -0.09527701 -0.19354579\n",
      " -0.10330033 -0.24032152 -0.09055901 -0.20074096 -0.07930714 -0.17047644\n",
      " -0.05262959 -0.20715228 -0.05731189 -0.26216298 -0.04819697 -0.21364585\n",
      " -0.04387575 -0.18680143 -0.00968039 -0.20753813 -0.0094893  -0.25576437\n",
      " -0.00835192 -0.21295831 -0.01060224 -0.19278884  0.03435963 -0.19575688\n",
      "  0.03323042 -0.2365855   0.02875537 -0.19930172  0.02353257 -0.17640668]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05361426 -0.03598386 -0.08772349 -0.10571104\n",
      " -0.07576627 -0.17688227 -0.0411644  -0.21266651 -0.09318244 -0.18864343\n",
      " -0.10311794 -0.2437436  -0.09156525 -0.21029231 -0.0781225  -0.18273717\n",
      " -0.05061412 -0.20358121 -0.05694228 -0.26380739 -0.05018753 -0.21959686\n",
      " -0.04403675 -0.1949822  -0.00796092 -0.20485026 -0.00943863 -0.26039255\n",
      " -0.01070589 -0.22008252 -0.01004946 -0.19895729  0.03569502 -0.1937359\n",
      "  0.03184873 -0.24085426  0.02602613 -0.20732623  0.02357662 -0.18421268]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05523503 -0.03756666 -0.08809471 -0.11103123\n",
      " -0.07174468 -0.18345395 -0.03675908 -0.21728575 -0.09330392 -0.18383935\n",
      " -0.10252631 -0.24601072 -0.09314924 -0.21047333 -0.08208925 -0.18045244\n",
      " -0.05057442 -0.19843358 -0.05713111 -0.26595253 -0.05229723 -0.22073033\n",
      " -0.04659599 -0.19045478 -0.00792402 -0.20068386 -0.01032633 -0.264985\n",
      " -0.01301676 -0.22585914 -0.01246983 -0.20018893  0.03533077 -0.19167233\n",
      "  0.03090453 -0.24212041  0.02467835 -0.21051088  0.02266824 -0.18438163]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0572753  -0.03571647 -0.09906411 -0.1183846\n",
      " -0.08483517 -0.20092246 -0.04384023 -0.23819339 -0.09903961 -0.18138176\n",
      " -0.11437601 -0.24775055 -0.09745604 -0.18009883 -0.08653075 -0.15721852\n",
      " -0.05960274 -0.19680303 -0.06973809 -0.26186776 -0.06031251 -0.18439016\n",
      " -0.05511951 -0.16894045 -0.01884198 -0.20018259 -0.02683592 -0.25834376\n",
      " -0.02426499 -0.18433169 -0.02130574 -0.16762704  0.02346158 -0.19696853\n",
      "  0.01432896 -0.24459568  0.01126969 -0.19587794  0.01360112 -0.17728403]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05970019 -0.04022253 -0.09991735 -0.12313104\n",
      " -0.08325058 -0.20360848 -0.0438053  -0.24030545 -0.10054213 -0.18370023\n",
      " -0.11667114 -0.25320274 -0.09928858 -0.18991885 -0.08710754 -0.16083598\n",
      " -0.06089854 -0.19959015 -0.07278186 -0.26620537 -0.06090325 -0.19418663\n",
      " -0.05448705 -0.17434615 -0.01976091 -0.20438874 -0.02870953 -0.26240712\n",
      " -0.02459639 -0.19403774 -0.02245224 -0.17540959  0.02227986 -0.20139119\n",
      "  0.01068854 -0.24881136  0.00908494 -0.19985232  0.01163816 -0.17777768]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06161273 -0.04319632 -0.10147083 -0.12409073\n",
      " -0.08476436 -0.20366168 -0.04614902 -0.24004933 -0.09906679 -0.18443933\n",
      " -0.11687154 -0.25532293 -0.10063958 -0.19169539 -0.08768797 -0.16233349\n",
      " -0.05920762 -0.19928348 -0.07131475 -0.26796079 -0.0615505  -0.19550377\n",
      " -0.05555981 -0.17494011 -0.01797193 -0.20400164 -0.02753937 -0.26315457\n",
      " -0.02489024 -0.19382122 -0.02299154 -0.1755352   0.02402186 -0.20150432\n",
      "  0.0118224  -0.24801826  0.00949526 -0.19871789  0.01230192 -0.17751324]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05871409 -0.04250586 -0.09966469 -0.12426591\n",
      " -0.08431965 -0.20525831 -0.04242343 -0.24211451 -0.09976417 -0.18680382\n",
      " -0.11575353 -0.25720236 -0.10035294 -0.19443792 -0.0870837  -0.16405973\n",
      " -0.05954176 -0.20135576 -0.06999511 -0.26939833 -0.06086916 -0.19815764\n",
      " -0.05454588 -0.17677015 -0.01783282 -0.20581263 -0.02561033 -0.26480916\n",
      " -0.02352482 -0.19670153 -0.0218631  -0.17769632  0.02484632 -0.20284534\n",
      "  0.01309544 -0.24972007  0.0105018  -0.20019355  0.01313317 -0.17816597]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05552858 -0.04068995 -0.09533858 -0.12075537\n",
      " -0.08146578 -0.20245001 -0.04260916 -0.24031538 -0.0977881  -0.18719286\n",
      " -0.11111432 -0.25543711 -0.09405857 -0.18627688 -0.08527064 -0.16433534\n",
      " -0.05696237 -0.201159   -0.06570441 -0.26557401 -0.05720794 -0.18783259\n",
      " -0.05539459 -0.17970747 -0.0147838  -0.20256561 -0.02027571 -0.26216331\n",
      " -0.01902753 -0.18898934 -0.01925319 -0.17884156  0.02762836 -0.19755483\n",
      "  0.01928908 -0.24292499  0.01616633 -0.19292721  0.01807797 -0.17706692]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05634302 -0.04450703 -0.09520626 -0.12142223\n",
      " -0.08440161 -0.197965   -0.05226856 -0.24113396 -0.09385222 -0.18686938\n",
      " -0.10805911 -0.25412762 -0.0952518  -0.1941427  -0.08550996 -0.16354272\n",
      " -0.05325657 -0.19984072 -0.06288379 -0.26656741 -0.05652398 -0.19740644\n",
      " -0.05095196 -0.17783928 -0.01149148 -0.20113522 -0.01865852 -0.26368672\n",
      " -0.01906109 -0.19859275 -0.01683623 -0.17992824  0.03091496 -0.19476724\n",
      "  0.02293861 -0.24555534  0.01751643 -0.19848856  0.01886213 -0.17713529]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05736059 -0.04496509 -0.09480858 -0.12375\n",
      " -0.08435851 -0.20056993 -0.05412763 -0.24107569 -0.09494627 -0.18455103\n",
      " -0.10746008 -0.25540331 -0.09351176 -0.19564211 -0.08511823 -0.16586784\n",
      " -0.05332839 -0.19692311 -0.0621919  -0.26771033 -0.05426776 -0.19912794\n",
      " -0.04989141 -0.1789403  -0.01098406 -0.19870988 -0.0180189  -0.2651169\n",
      " -0.01653636 -0.20115918 -0.01536554 -0.18232331  0.03147238 -0.19295114\n",
      "  0.02400994 -0.24617776  0.01993471 -0.20156115  0.02053779 -0.18062103]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0594219  -0.04397142 -0.09679472 -0.12334204\n",
      " -0.08225822 -0.20224455 -0.04879248 -0.24053496 -0.09697592 -0.18539536\n",
      " -0.10912162 -0.25542447 -0.09516698 -0.19459173 -0.08659738 -0.16478539\n",
      " -0.0553599  -0.19909927 -0.06482553 -0.26859078 -0.05566972 -0.19926566\n",
      " -0.05125409 -0.17886731 -0.01301038 -0.20174396 -0.01975727 -0.26714101\n",
      " -0.01743138 -0.20143816 -0.01687181 -0.18206355  0.0296979  -0.19633523\n",
      "  0.0216971  -0.24782568  0.01907688 -0.20167056  0.01982349 -0.18055043]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05878925 -0.044126   -0.09865969 -0.12078047\n",
      " -0.08396178 -0.19920179 -0.04700708 -0.24151871 -0.09819019 -0.18450236\n",
      " -0.11309451 -0.25631118 -0.09804714 -0.19039044 -0.08940798 -0.16235027\n",
      " -0.05824268 -0.19734886 -0.0675323  -0.26738414 -0.05854338 -0.19072485\n",
      " -0.05534524 -0.17134655 -0.01699626 -0.19989347 -0.02269566 -0.26678836\n",
      " -0.02050763 -0.19347477 -0.01934749 -0.17239723  0.02543163 -0.1948486\n",
      "  0.02007335 -0.24874082  0.01585042 -0.1991142   0.01586819 -0.17612806]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05702323 -0.04341552 -0.09813654 -0.12158492\n",
      " -0.08800489 -0.20315573 -0.0537011  -0.24823415 -0.10156828 -0.19299635\n",
      " -0.11282378 -0.25825752 -0.09654766 -0.18986088 -0.08735853 -0.16188103\n",
      " -0.06011724 -0.20829162 -0.06653386 -0.26898021 -0.05669528 -0.18867293\n",
      " -0.05322355 -0.17275843 -0.01714712 -0.21199867 -0.02168649 -0.26560366\n",
      " -0.01907855 -0.18780705 -0.01819956 -0.17084     0.02639693 -0.2076464\n",
      "  0.02008998 -0.25220692  0.01638538 -0.19866043  0.01672804 -0.17940858]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06142807 -0.04185036 -0.10128433 -0.12722498\n",
      " -0.08287334 -0.21182108 -0.0416652  -0.25091127 -0.10176998 -0.19047692\n",
      " -0.1151343  -0.26285776 -0.09874618 -0.1947341  -0.0881685  -0.1637238\n",
      " -0.05983192 -0.20700553 -0.0703429  -0.27595851 -0.05956072 -0.19717905\n",
      " -0.05449158 -0.17728671 -0.01713651 -0.2109997  -0.02521527 -0.27115543\n",
      " -0.02199602 -0.1942634  -0.02026439 -0.17288056  0.02635545 -0.20706466\n",
      "  0.01601434 -0.25656107  0.01378381 -0.20510089  0.01590931 -0.18311894]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06303871 -0.04695228 -0.10086    -0.13332376\n",
      " -0.08293176 -0.21711299 -0.04607987 -0.25372809 -0.10276777 -0.18983224\n",
      " -0.11694813 -0.2665758  -0.10175484 -0.20287883 -0.09068495 -0.16991067\n",
      " -0.06039208 -0.20581102 -0.07229555 -0.2794802  -0.06207043 -0.20668221\n",
      " -0.05614483 -0.18389818 -0.01743931 -0.20948341 -0.02599269 -0.27811481\n",
      " -0.02362072 -0.20736629 -0.02177954 -0.18118307  0.02557379 -0.20543039\n",
      "  0.01647544 -0.25999391  0.01281869 -0.21279505  0.01373971 -0.1871621 ]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06103891 -0.04447898 -0.10275251 -0.12705839\n",
      " -0.08845848 -0.21327785 -0.04821777 -0.25563788 -0.10481614 -0.19013971\n",
      " -0.11962485 -0.26315998 -0.10355091 -0.19457215 -0.09326744 -0.1637201\n",
      " -0.06336021 -0.20722309 -0.07252771 -0.27509962 -0.06299347 -0.19413763\n",
      " -0.05794013 -0.17585763 -0.02051008 -0.21207306 -0.0276894  -0.27499215\n",
      " -0.02512145 -0.19430745 -0.02214593 -0.17143235  0.02285087 -0.20926483\n",
      "  0.01461017 -0.26124805  0.01045978 -0.2067697   0.01186973 -0.18222144]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06281877 -0.0442456  -0.10337752 -0.12912548\n",
      " -0.08489841 -0.2139712  -0.04355431 -0.25282903 -0.10533768 -0.19371513\n",
      " -0.12064093 -0.26856305 -0.10342914 -0.20108023 -0.09041023 -0.16661322\n",
      " -0.06318831 -0.20936599 -0.07378548 -0.28013453 -0.06240338 -0.20067534\n",
      " -0.05644894 -0.17507076 -0.0196684  -0.21402116 -0.0280481  -0.27497683\n",
      " -0.02380157 -0.19620925 -0.02170509 -0.17006177  0.02409935 -0.2092644\n",
      "  0.01339442 -0.26082954  0.01125658 -0.20696658  0.01339257 -0.18084672]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06126457 -0.04663825 -0.10144711 -0.1329886\n",
      " -0.08409506 -0.21812716 -0.04233986 -0.25787403 -0.1059956  -0.19712105\n",
      " -0.12076968 -0.27089137 -0.10371405 -0.20740813 -0.09100372 -0.17338723\n",
      " -0.06371129 -0.21263345 -0.07311535 -0.28189468 -0.06196773 -0.20814277\n",
      " -0.05707479 -0.18327713 -0.0199405  -0.21651092 -0.02577877 -0.28070542\n",
      " -0.02263707 -0.20973581 -0.02247727 -0.18322605  0.02362484 -0.21138442\n",
      "  0.01581419 -0.26362288  0.01303577 -0.21237811  0.01323789 -0.18417346]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06375051 -0.04832268 -0.10349751 -0.12855473\n",
      " -0.08773375 -0.21130727 -0.05016112 -0.25592181 -0.10741967 -0.19604427\n",
      " -0.12198597 -0.26804182 -0.10241544 -0.20024067 -0.08942306 -0.16732153\n",
      " -0.06448603 -0.21199979 -0.07463992 -0.2805033  -0.06127864 -0.20121458\n",
      " -0.05592918 -0.17827383 -0.0203532  -0.21696535 -0.02782696 -0.27598986\n",
      " -0.02299768 -0.19858882 -0.02208573 -0.175634    0.02351868 -0.21235006\n",
      "  0.01436341 -0.26156999  0.01191568 -0.20824265  0.0124377  -0.18382043]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06253755 -0.04601112 -0.10304719 -0.13144574\n",
      " -0.08496231 -0.21529457 -0.04267949 -0.25485066 -0.10638928 -0.19683492\n",
      " -0.12070638 -0.2713452  -0.10319299 -0.20294333 -0.09052515 -0.16848898\n",
      " -0.06386733 -0.21201426 -0.07225168 -0.28348157 -0.06143904 -0.20335892\n",
      " -0.05666059 -0.17895436 -0.01960117 -0.21609312 -0.02502877 -0.27810538\n",
      " -0.02196336 -0.19961622 -0.02122039 -0.17347002  0.02439559 -0.21116799\n",
      "  0.01690936 -0.26433304  0.01330584 -0.21039747  0.01326668 -0.18272322]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06366807 -0.04690576 -0.1042785  -0.13171104\n",
      " -0.08741504 -0.21645674 -0.04734725 -0.25790738 -0.10752147 -0.19801897\n",
      " -0.12233895 -0.27161799 -0.10311401 -0.2041584  -0.08999562 -0.17103782\n",
      " -0.06441826 -0.21414801 -0.07428354 -0.28432764 -0.06196815 -0.20582324\n",
      " -0.05676913 -0.18215373 -0.02007896 -0.21861576 -0.02725822 -0.27987254\n",
      " -0.02318704 -0.20390022 -0.02239847 -0.18080115  0.02408773 -0.21351193\n",
      "  0.01502353 -0.26316021  0.01232147 -0.21004549  0.01295573 -0.18523926]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06152308 -0.04648167 -0.1017006  -0.13374642\n",
      " -0.08334756 -0.21899346 -0.03978842 -0.25836307 -0.10650265 -0.19819248\n",
      " -0.12188631 -0.27235845 -0.10355204 -0.20150506 -0.09029371 -0.16988558\n",
      " -0.06407982 -0.21277288 -0.07275862 -0.28375852 -0.06213373 -0.2017428\n",
      " -0.05715334 -0.18115562 -0.01951748 -0.21610904 -0.0255022  -0.2789958\n",
      " -0.02251136 -0.19948724 -0.02061266 -0.17719772  0.02507007 -0.21107891\n",
      "  0.01568961 -0.26457211  0.01274192 -0.20939004  0.0147686  -0.18326399]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06342483 -0.04890612 -0.10344821 -0.1320129\n",
      " -0.08788317 -0.21465686 -0.04788631 -0.25768049 -0.10796136 -0.19983894\n",
      " -0.12201583 -0.27297887 -0.10338914 -0.20842832 -0.09083337 -0.17514771\n",
      " -0.06465358 -0.2149065  -0.07481831 -0.28576705 -0.0625326  -0.21192189\n",
      " -0.05738902 -0.18832645 -0.02029186 -0.21890011 -0.02688158 -0.28195265\n",
      " -0.02331066 -0.21115237 -0.0233478  -0.18824312  0.02376157 -0.21338752\n",
      "  0.01487011 -0.26510191  0.01200193 -0.21449944  0.01210368 -0.18913409]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05844015 -0.04922169 -0.09876132 -0.13162303\n",
      " -0.0873431  -0.21523301 -0.05189466 -0.26253788 -0.10809946 -0.19827253\n",
      " -0.1213451  -0.27329957 -0.10023499 -0.20333499 -0.08830899 -0.1715886\n",
      " -0.06562287 -0.21302554 -0.07185936 -0.28305855 -0.05884194 -0.20125014\n",
      " -0.05706853 -0.18184173 -0.02110583 -0.21689209 -0.02442765 -0.27974394\n",
      " -0.01949608 -0.20002523 -0.0205     -0.1773378   0.0226993  -0.21192525\n",
      "  0.01740557 -0.26259504  0.01489741 -0.20826676  0.01353955 -0.18316141]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05682337 -0.04732525 -0.09807563 -0.12566036\n",
      " -0.08750772 -0.20937732 -0.05119282 -0.2586062  -0.10867244 -0.1948975\n",
      " -0.12069935 -0.26933613 -0.09879094 -0.19567972 -0.0877291  -0.16815454\n",
      " -0.06657118 -0.20908582 -0.07103181 -0.27682187 -0.05737621 -0.18975461\n",
      " -0.05729795 -0.17568594 -0.02233982 -0.21434361 -0.02278215 -0.2737022\n",
      " -0.01704866 -0.1892063  -0.0193966  -0.17147806  0.02131134 -0.2112326\n",
      "  0.0200876  -0.25855353  0.01875144 -0.20195559  0.01644665 -0.18030855]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06002742 -0.04959139 -0.09872103 -0.13680205\n",
      " -0.08030212 -0.21690537 -0.04810345 -0.26003507 -0.11303949 -0.19228035\n",
      " -0.11700124 -0.27014254 -0.09864128 -0.20630154 -0.09371465 -0.17580473\n",
      " -0.07109147 -0.20805477 -0.07103616 -0.28214425 -0.05639517 -0.21067327\n",
      " -0.05776447 -0.191773   -0.02679014 -0.21421579 -0.02395153 -0.27729845\n",
      " -0.01595765 -0.2080601  -0.02013707 -0.18789041  0.01710767 -0.21142402\n",
      "  0.01976168 -0.26052999  0.02024388 -0.21070214  0.01662117 -0.18804356]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0568592  -0.05054238 -0.09532845 -0.1350902\n",
      " -0.08035445 -0.2172109  -0.04837996 -0.26349375 -0.11203241 -0.19808355\n",
      " -0.11788291 -0.27305491 -0.09528381 -0.20125198 -0.08865505 -0.17082858\n",
      " -0.07041609 -0.21285032 -0.06850392 -0.28082561 -0.05317569 -0.19779783\n",
      " -0.05891031 -0.18258879 -0.02674508 -0.2185891  -0.02076751 -0.27564603\n",
      " -0.01347828 -0.19706804 -0.02221209 -0.18054384  0.0154382  -0.21517502\n",
      "  0.02091348 -0.25997606  0.02195442 -0.2052592   0.01562893 -0.18443707]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06095046 -0.04941189 -0.09914076 -0.13749051\n",
      " -0.07445252 -0.21544653 -0.03808409 -0.25625306 -0.11489916 -0.19274601\n",
      " -0.11832774 -0.27135432 -0.09749013 -0.20760699 -0.09191257 -0.17422736\n",
      " -0.07189864 -0.20877568 -0.0711714  -0.28503701 -0.05419105 -0.21419439\n",
      " -0.05616283 -0.19057676 -0.02790111 -0.21542518 -0.02296644 -0.27711427\n",
      " -0.01398057 -0.21088743 -0.02021307 -0.1877183   0.01473349 -0.21225666\n",
      "  0.02153432 -0.26294097  0.02251816 -0.21534528  0.01645356 -0.18948454]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05528802 -0.04957706 -0.09295964 -0.13257962\n",
      " -0.07753408 -0.21465154 -0.04728574 -0.26249063 -0.11336154 -0.20259979\n",
      " -0.11438572 -0.27431226 -0.09311169 -0.20211554 -0.08897597 -0.17294261\n",
      " -0.0716837  -0.21571651 -0.06605405 -0.28235024 -0.0517363  -0.19796547\n",
      " -0.05942535 -0.18437216 -0.02780509 -0.22034785 -0.01860416 -0.27515224\n",
      " -0.01238126 -0.19634077 -0.02298176 -0.18206993  0.01485145 -0.2154877\n",
      "  0.0231635  -0.26080504  0.02323252 -0.20571019  0.0151841  -0.18516594]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05412865 -0.04817849 -0.09075677 -0.12941939\n",
      " -0.07546055 -0.21081701 -0.04592282 -0.25910032 -0.11058825 -0.20123982\n",
      " -0.11109656 -0.27297255 -0.08977902 -0.20082846 -0.0850938  -0.17160201\n",
      " -0.06839132 -0.21395937 -0.06217337 -0.28205189 -0.04836822 -0.19625828\n",
      " -0.05627531 -0.18264949 -0.02488637 -0.21944652 -0.01538569 -0.2727918\n",
      " -0.00982291 -0.1923812  -0.0207476  -0.17970151  0.01726317 -0.21612296\n",
      "  0.02561116 -0.25981432  0.02566701 -0.20300448  0.01767218 -0.18300971]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05294156 -0.0475502  -0.08632952 -0.12981817\n",
      " -0.06547475 -0.20924366 -0.02961653 -0.25602329 -0.106116   -0.20123571\n",
      " -0.10116762 -0.27171922 -0.08521503 -0.20406353 -0.08316362 -0.17424235\n",
      " -0.06154871 -0.21341074 -0.05594099 -0.28450699 -0.04509467 -0.20907827\n",
      " -0.04916507 -0.18961954 -0.01670676 -0.21534866 -0.00941521 -0.27780306\n",
      " -0.00559902 -0.21088551 -0.01376384 -0.19195119  0.02567446 -0.20757952\n",
      "  0.03262037 -0.25832331  0.03059727 -0.21011448  0.02298552 -0.1862047 ]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.00000000e+00  0.00000000e+00 -5.38223386e-02 -5.09968996e-02\n",
      " -8.55636001e-02 -1.33157492e-01 -6.25716448e-02 -2.08464652e-01\n",
      " -2.75647640e-02 -2.50010416e-01 -1.02554917e-01 -2.10210562e-01\n",
      " -9.56520438e-02 -2.70589679e-01 -8.07874799e-02 -2.00836658e-01\n",
      " -7.85899162e-02 -1.71414047e-01 -5.69772720e-02 -2.22622335e-01\n",
      " -4.95592952e-02 -2.81365693e-01 -3.88576388e-02 -2.01458663e-01\n",
      " -4.29232717e-02 -1.83830589e-01 -1.16887689e-02 -2.23173440e-01\n",
      " -2.09885836e-03 -2.76351050e-01  6.31809235e-06 -2.05398500e-01\n",
      " -9.61059332e-03 -1.87308758e-01  3.04216743e-02 -2.12451056e-01\n",
      "  3.86422873e-02 -2.56481528e-01  3.41892838e-02 -2.05109894e-01\n",
      "  2.40207911e-02 -1.81562006e-01]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0558306  -0.049849   -0.08731681 -0.13454515\n",
      " -0.0617786  -0.21258229 -0.02248836 -0.24938092 -0.09784293 -0.19872096\n",
      " -0.09638649 -0.27136472 -0.08308566 -0.20239624 -0.07933682 -0.16964021\n",
      " -0.05300164 -0.2114242  -0.04904366 -0.27699277 -0.03966469 -0.19914708\n",
      " -0.04082292 -0.17859852 -0.00838459 -0.21382603 -0.00238895 -0.27463788\n",
      " -0.00167757 -0.20428103 -0.00770897 -0.18293327  0.03361726 -0.20651788\n",
      "  0.03695649 -0.25467211  0.03229016 -0.20454031  0.02649516 -0.17935064]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05546725 -0.04916406 -0.08846831 -0.12989852\n",
      " -0.06635755 -0.20797312 -0.03064477 -0.24792084 -0.10217726 -0.19677985\n",
      " -0.1006152  -0.26995452 -0.08507234 -0.20137492 -0.08079088 -0.16722807\n",
      " -0.05660868 -0.20843768 -0.05418062 -0.27568901 -0.04256743 -0.19960269\n",
      " -0.0434621  -0.17877761 -0.01150697 -0.21051469 -0.00801587 -0.27215397\n",
      " -0.00492871 -0.20499682 -0.01053047 -0.18520421  0.03075576 -0.20363414\n",
      "  0.0327642  -0.25327472  0.02940589 -0.20618963  0.02395445 -0.18208098]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05658847 -0.05061376 -0.08862144 -0.13454592\n",
      " -0.06659997 -0.21213424 -0.02911508 -0.24948743 -0.10041863 -0.19875228\n",
      " -0.1012243  -0.27008912 -0.08906209 -0.20279032 -0.08513129 -0.16949031\n",
      " -0.05595094 -0.21198261 -0.05388534 -0.27811679 -0.04495215 -0.20235685\n",
      " -0.04417789 -0.17955646 -0.01116186 -0.21485704 -0.0072341  -0.27718909\n",
      " -0.00709468 -0.21144256 -0.01137531 -0.18963021  0.03162372 -0.20839503\n",
      "  0.03308141 -0.25672916  0.02752632 -0.20757842  0.02258039 -0.18010765]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05743527 -0.05021173 -0.09033823 -0.13903993\n",
      " -0.06400847 -0.2175418  -0.02325046 -0.25399226 -0.10329062 -0.20353299\n",
      " -0.1037792  -0.27331056 -0.087919   -0.20576426 -0.08317661 -0.17367873\n",
      " -0.05817127 -0.21706799 -0.05687845 -0.28197168 -0.04550952 -0.20662054\n",
      " -0.04595584 -0.18509009 -0.01310074 -0.21817139 -0.00914687 -0.27811183\n",
      " -0.00613219 -0.21255165 -0.01105154 -0.19091746  0.02985072 -0.20948887\n",
      "  0.03173274 -0.25882706  0.02812928 -0.21195686  0.02282923 -0.18575531]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05477417 -0.04841712 -0.08799189 -0.1322009\n",
      " -0.06318486 -0.20950654 -0.02291954 -0.24708143 -0.09873253 -0.19621113\n",
      " -0.09784734 -0.26575522 -0.08346224 -0.19429222 -0.07983965 -0.17018214\n",
      " -0.05400723 -0.20791259 -0.05272812 -0.27614392 -0.04368478 -0.19410461\n",
      " -0.0444966  -0.18258145 -0.00952703 -0.21078983 -0.00595045 -0.26911294\n",
      " -0.00507748 -0.19278023 -0.0101074  -0.17923719  0.0336197  -0.20552939\n",
      "  0.03626937 -0.25647722  0.03164715 -0.20245576  0.02639955 -0.1801751 ]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05437577 -0.04551247 -0.08984685 -0.12760404\n",
      " -0.06620526 -0.20512262 -0.02697575 -0.24296941 -0.09956485 -0.19876379\n",
      " -0.09792155 -0.26172942 -0.08372617 -0.18944594 -0.07949954 -0.16339761\n",
      " -0.05535442 -0.21151817 -0.05195075 -0.27147387 -0.0424735  -0.18805602\n",
      " -0.04404491 -0.17430443 -0.01095283 -0.21356481 -0.00565249 -0.26489285\n",
      " -0.0041796  -0.18678525 -0.0101009  -0.1717076   0.03205925 -0.20543805\n",
      "  0.03439695 -0.24918258  0.03124863 -0.19418147  0.02627432 -0.17382005]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05643034 -0.04937792 -0.0926612  -0.13654664\n",
      " -0.06913668 -0.21438071 -0.02966183 -0.25169644 -0.10350096 -0.19541487\n",
      " -0.10496354 -0.26200122 -0.0893212  -0.1914686  -0.08489621 -0.16868791\n",
      " -0.06091481 -0.21012613 -0.059331   -0.27520415 -0.0488016  -0.19451723\n",
      " -0.05084574 -0.18181235 -0.01711482 -0.21333861 -0.01248944 -0.26791841\n",
      " -0.00945675 -0.19187373 -0.01303339 -0.17623654  0.0265072  -0.20786104\n",
      "  0.02891225 -0.25261652  0.02644151 -0.20024419  0.02365392 -0.18146721]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0543626  -0.04514128 -0.08932179 -0.12859672\n",
      " -0.06836474 -0.20495319 -0.0334031  -0.2446031  -0.0964452  -0.18745387\n",
      " -0.1030581  -0.25821954 -0.08728802 -0.18975723 -0.08194917 -0.16761431\n",
      " -0.05469739 -0.19959277 -0.05722904 -0.26813549 -0.04823095 -0.19062671\n",
      " -0.04906636 -0.18011078 -0.01224267 -0.20155707 -0.01173717 -0.26489955\n",
      " -0.00990033 -0.19274366 -0.01269525 -0.17900389  0.02992195 -0.19640091\n",
      "  0.03104424 -0.24919522  0.02707088 -0.19886085  0.02422649 -0.17778814]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05254555 -0.04271638 -0.09067553 -0.1234659\n",
      " -0.07245755 -0.19926724 -0.03483391 -0.23954162 -0.09704608 -0.18883926\n",
      " -0.10409033 -0.25648004 -0.08739436 -0.18585148 -0.08189267 -0.16343319\n",
      " -0.0549081  -0.20170575 -0.05760229 -0.2679719  -0.0478254  -0.18906021\n",
      " -0.04828334 -0.17867225 -0.01161122 -0.20232958 -0.01096481 -0.25958622\n",
      " -0.00896424 -0.18465635 -0.01181883 -0.17339453  0.03206152 -0.19429934\n",
      "  0.03252614 -0.2404266   0.02870619 -0.18824288  0.02577299 -0.17068291]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0550161  -0.03926688 -0.08854389 -0.11780316\n",
      " -0.06563485 -0.19006318 -0.03203958 -0.22806484 -0.09708577 -0.1886318\n",
      " -0.10109121 -0.25425509 -0.084629   -0.19018352 -0.07966542 -0.16402969\n",
      " -0.05402267 -0.19933999 -0.05476445 -0.2651293  -0.04426068 -0.19134071\n",
      " -0.04582262 -0.17583153 -0.01116091 -0.19949397 -0.00800169 -0.25983614\n",
      " -0.00521207 -0.1905759  -0.01050788 -0.1746709   0.03133965 -0.19047385\n",
      "  0.03421319 -0.23897183  0.03157628 -0.18886659  0.02680939 -0.16760489]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05254149 -0.03470355 -0.0887112  -0.11581683\n",
      " -0.06790841 -0.19001913 -0.03192043 -0.2278958  -0.09606814 -0.1849947\n",
      " -0.10016423 -0.2548663  -0.08246112 -0.18281549 -0.07756275 -0.1568445\n",
      " -0.05273676 -0.1963577  -0.05288434 -0.2632418  -0.04261172 -0.18027985\n",
      " -0.04536372 -0.16864729 -0.00942528 -0.19655269 -0.00584441 -0.25241524\n",
      " -0.0030936  -0.17386883 -0.00652683 -0.16074163  0.03445631 -0.1894834\n",
      "  0.03677291 -0.23157412  0.0334807  -0.17605555  0.02911383 -0.15715647]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05490887 -0.0446195  -0.08935946 -0.11946857\n",
      " -0.06913322 -0.19102597 -0.0327844  -0.22982398 -0.09199256 -0.19258547\n",
      " -0.10104054 -0.25708359 -0.08523566 -0.19276994 -0.07932609 -0.16674393\n",
      " -0.0497219  -0.20201415 -0.05299217 -0.2671479  -0.04326946 -0.19442326\n",
      " -0.04417396 -0.17936116 -0.00680554 -0.20019978 -0.00676948 -0.26009753\n",
      " -0.00438607 -0.19138283 -0.00807077 -0.176404    0.03621018 -0.1879862\n",
      "  0.03489494 -0.23845848  0.03208876 -0.1887629   0.02897137 -0.16696924]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0548315  -0.04228324 -0.0883894  -0.11936259\n",
      " -0.06510502 -0.18876445 -0.02769089 -0.22329539 -0.09093183 -0.19525307\n",
      " -0.09966594 -0.25927323 -0.08431834 -0.19747728 -0.07738858 -0.16799557\n",
      " -0.04797709 -0.20411354 -0.05133712 -0.26843983 -0.04183179 -0.19937521\n",
      " -0.04175758 -0.18036085 -0.00467724 -0.20091242 -0.00374258 -0.26175338\n",
      " -0.00130683 -0.19697666 -0.00484985 -0.17961025  0.03840184 -0.18703717\n",
      "  0.03844053 -0.23408282  0.03502852 -0.18565983  0.03107876 -0.16355777]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05116516 -0.03396583 -0.08578122 -0.11566567\n",
      " -0.06379336 -0.18765235 -0.02364391 -0.22401869 -0.08307606 -0.19700694\n",
      " -0.09386438 -0.26260173 -0.07755762 -0.20565605 -0.06579322 -0.17394924\n",
      " -0.03980172 -0.2047829  -0.04340661 -0.27252024 -0.03610522 -0.21107483\n",
      " -0.03356552 -0.19182956  0.00341779 -0.19907916  0.00527787 -0.2587803\n",
      "  0.00373715 -0.20084745  0.00139695 -0.1854248   0.04835176 -0.18462062\n",
      "  0.04740781 -0.22959542  0.0404439  -0.18536639  0.03637993 -0.16610903]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05334163 -0.04343045 -0.0850867  -0.12251812\n",
      " -0.06197876 -0.18958259 -0.02391976 -0.22189534 -0.08428228 -0.19966382\n",
      " -0.09051114 -0.2661258  -0.07939571 -0.21096545 -0.07293934 -0.17714381\n",
      " -0.04136688 -0.20615339 -0.04321802 -0.27602279 -0.03756416 -0.21572316\n",
      " -0.03636992 -0.19123387  0.00163221 -0.20071632  0.00412178 -0.26399851\n",
      "  0.00301301 -0.20620424 -0.00076622 -0.1854744   0.04437387 -0.18436521\n",
      "  0.04493648 -0.23658741  0.03869063 -0.19236946  0.033593   -0.16772723]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05130589 -0.04491121 -0.0833922  -0.12429303\n",
      " -0.06574428 -0.19293791 -0.02765971 -0.22479397 -0.07975316 -0.20666957\n",
      " -0.08659494 -0.26893812 -0.07542741 -0.21978211 -0.06764692 -0.18836778\n",
      " -0.03642774 -0.2135908  -0.03735667 -0.27940762 -0.0328005  -0.22871053\n",
      " -0.03194451 -0.20464343  0.00713032 -0.20746404  0.00871295 -0.26567465\n",
      "  0.00575298 -0.21908474  0.00221735 -0.20048058  0.05045861 -0.19043517\n",
      "  0.05058849 -0.24106151  0.04330647 -0.20336837  0.03824484 -0.18047589]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0511663  -0.04987293 -0.07732999 -0.12408358\n",
      " -0.05751061 -0.19012034 -0.01868927 -0.22073597 -0.07885951 -0.20549005\n",
      " -0.08386815 -0.27019966 -0.07284969 -0.22726637 -0.06357771 -0.19331455\n",
      " -0.03433305 -0.21090829 -0.03587794 -0.27948171 -0.03032023 -0.2366904\n",
      " -0.02743143 -0.21126109  0.0084278  -0.20431632  0.01148432 -0.26579791\n",
      "  0.00858676 -0.22776568  0.00655782 -0.20545232  0.05215675 -0.18676531\n",
      "  0.05308849 -0.23892784  0.04468083 -0.20636159  0.038221   -0.18016422]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05304092 -0.04575759 -0.08459568 -0.12465268\n",
      " -0.06114721 -0.19069111 -0.01854676 -0.22006983 -0.0813961  -0.20480525\n",
      " -0.08714867 -0.26752996 -0.07564336 -0.22026551 -0.06667453 -0.18778569\n",
      " -0.03842491 -0.21073532 -0.03930724 -0.27838576 -0.03352988 -0.22998732\n",
      " -0.0302527  -0.20530188  0.00443041 -0.20478463  0.00802547 -0.26491129\n",
      "  0.00633508 -0.22039723  0.00398803 -0.20164043  0.04784608 -0.18758976\n",
      "  0.04974276 -0.23965353  0.04285419 -0.20092827  0.03783375 -0.17572117]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05306613 -0.04914951 -0.08128804 -0.13205242\n",
      " -0.05696684 -0.19981509 -0.01316476 -0.22900379 -0.08064538 -0.21075273\n",
      " -0.08841199 -0.27273214 -0.07757455 -0.22471857 -0.06732297 -0.19275737\n",
      " -0.03676474 -0.21737587 -0.0385226  -0.28382254 -0.03406698 -0.23787725\n",
      " -0.03022772 -0.21600431  0.00626415 -0.21059841  0.00850958 -0.26880103\n",
      "  0.00574017 -0.2249862   0.00421667 -0.20656669  0.04969305 -0.19287664\n",
      "  0.05017126 -0.24157965  0.04251069 -0.20379198  0.03826523 -0.18028986]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05186623 -0.05044484 -0.07921284 -0.13118547\n",
      " -0.0570581  -0.19848317 -0.01623833 -0.22612709 -0.07897127 -0.20977855\n",
      " -0.08470583 -0.27375698 -0.07332975 -0.23538136 -0.06280416 -0.20199329\n",
      " -0.0351935  -0.21631008 -0.03584397 -0.28570926 -0.03039807 -0.24740744\n",
      " -0.02660602 -0.22080165  0.00769848 -0.20966536  0.0111993  -0.2704469\n",
      "  0.00884628 -0.23441333  0.00751108 -0.21152079  0.05069804 -0.19138175\n",
      "  0.05157346 -0.24413896  0.04384154 -0.21314466  0.03904068 -0.1871376 ]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05269623 -0.05163455 -0.07940817 -0.13499939\n",
      " -0.05373985 -0.20333147 -0.00817001 -0.2312873  -0.07902217 -0.20849288\n",
      " -0.08647025 -0.2738418  -0.07698238 -0.23769605 -0.0668323  -0.20432884\n",
      " -0.03492409 -0.21478021 -0.0360437  -0.286448   -0.03233653 -0.25616616\n",
      " -0.02803642 -0.23142666  0.00812316 -0.20721358  0.01114511 -0.2716496\n",
      "  0.00756043 -0.23994845  0.00564986 -0.21673232  0.05071944 -0.18869358\n",
      "  0.05163175 -0.24235648  0.04332393 -0.21368074  0.03836811 -0.18647796]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0524714  -0.05143803 -0.07839841 -0.13051987\n",
      " -0.05682123 -0.19766384 -0.0179714  -0.22581309 -0.07830018 -0.20891458\n",
      " -0.08355933 -0.27336335 -0.07233649 -0.24322575 -0.06143832 -0.20985717\n",
      " -0.03443509 -0.21643788 -0.03495777 -0.28648955 -0.02805001 -0.25608838\n",
      " -0.02315694 -0.22878116  0.00811869 -0.2104165   0.01199979 -0.27197754\n",
      "  0.01062238 -0.2415452   0.00948524 -0.21662158  0.05082732 -0.19179344\n",
      "  0.0524013  -0.24409658  0.04586762 -0.21532547  0.0413239  -0.18828619]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05376953 -0.05300045 -0.08005893 -0.13491845\n",
      " -0.05432194 -0.20291626 -0.01045817 -0.22561121 -0.0789544  -0.20868647\n",
      " -0.0845167  -0.27309787 -0.07390672 -0.23727012 -0.06381732 -0.20297307\n",
      " -0.03498638 -0.21508634 -0.0356732  -0.28338772 -0.02992105 -0.25100255\n",
      " -0.02539164 -0.22543287  0.00791115 -0.20822674  0.01128447 -0.26919079\n",
      "  0.00943887 -0.23794794  0.00893056 -0.21488529  0.0503124  -0.19001126\n",
      "  0.05157208 -0.24277484  0.0443899  -0.21489573  0.04048985 -0.18827748]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0526213  -0.0529055  -0.07928205 -0.13098484\n",
      " -0.05627692 -0.19766259 -0.01460963 -0.22591621 -0.07724231 -0.20908612\n",
      " -0.08331835 -0.27169657 -0.07264888 -0.24048764 -0.06164539 -0.20963442\n",
      " -0.03401858 -0.21558475 -0.03441221 -0.2828716  -0.02931219 -0.25371659\n",
      " -0.02489334 -0.23062319  0.00848472 -0.20909286  0.01224136 -0.26855928\n",
      "  0.0096435  -0.23931837  0.00835454 -0.21850437  0.05051237 -0.19061077\n",
      "  0.05191779 -0.24300057  0.04402411 -0.21455449  0.0390119  -0.18800735]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05446994 -0.0515877  -0.0823819  -0.13653725\n",
      " -0.0556156  -0.20583266 -0.01084679 -0.22840267 -0.07956219 -0.21008778\n",
      " -0.08544391 -0.27328157 -0.07531381 -0.23521888 -0.06588632 -0.20254028\n",
      " -0.03599304 -0.21654171 -0.03622156 -0.2834397  -0.03103197 -0.24593186\n",
      " -0.02734447 -0.22085398  0.00688434 -0.20984888  0.01008147 -0.26889718\n",
      "  0.00826031 -0.23337638  0.00681132 -0.21258968  0.04911995 -0.19168472\n",
      "  0.05009115 -0.24319232  0.04294562 -0.21126783  0.03851974 -0.18522584]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0530141  -0.0456816  -0.08396453 -0.13506788\n",
      " -0.05380261 -0.20423132 -0.00533563 -0.22378898 -0.07827842 -0.20915663\n",
      " -0.0826323  -0.27222377 -0.07591552 -0.21376729 -0.0696891  -0.1855303\n",
      " -0.03495193 -0.21514136 -0.03421724 -0.27933645 -0.03365356 -0.2198537\n",
      " -0.03220689 -0.20070058  0.00774169 -0.2089535   0.01082575 -0.26523882\n",
      "  0.00577593 -0.21531534  0.00291139 -0.20307177  0.0502339  -0.19331574\n",
      "  0.05058479 -0.23854262  0.04237896 -0.19768101  0.03903592 -0.17752975]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05457479 -0.04931456 -0.08197993 -0.13311154\n",
      " -0.05459601 -0.20033234 -0.01301217 -0.22592437 -0.07751578 -0.2061103\n",
      " -0.08452749 -0.26897556 -0.07695758 -0.22702801 -0.06846589 -0.19541013\n",
      " -0.03443414 -0.21294332 -0.03552252 -0.28001457 -0.03327256 -0.24242252\n",
      " -0.03020066 -0.21842742  0.00776327 -0.20744514  0.01023674 -0.26686651\n",
      "  0.00634569 -0.23435491  0.00488162 -0.21589482  0.0501318  -0.19135725\n",
      "  0.04990578 -0.2410084   0.0423187  -0.21178347  0.03859383 -0.18830431]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05746138 -0.04567838 -0.09058845 -0.13150978\n",
      " -0.06351668 -0.20138133 -0.01568949 -0.22272062 -0.08221483 -0.20161664\n",
      " -0.0898357  -0.2670635  -0.08340168 -0.21802115 -0.07381392 -0.18115968\n",
      " -0.04222983 -0.21158075 -0.04444045 -0.27939361 -0.04304349 -0.23110342\n",
      " -0.03788775 -0.20443106 -0.00094044 -0.20826566  0.00060976 -0.27099657\n",
      " -0.00372297 -0.22733676 -0.00307965 -0.20639712  0.04210699 -0.19412971\n",
      "  0.04019165 -0.24556357  0.03270209 -0.20775276  0.03156161 -0.18245023]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05700773 -0.04613781 -0.08810186 -0.13004708\n",
      " -0.06087333 -0.19905734 -0.01759219 -0.22414058 -0.08164352 -0.20283812\n",
      " -0.09034282 -0.26633584 -0.08382404 -0.22495872 -0.07450294 -0.1932649\n",
      " -0.04084271 -0.21171385 -0.04265046 -0.27776319 -0.04069436 -0.23298061\n",
      " -0.03694946 -0.20993567  0.00051439 -0.20873505  0.00135827 -0.26799107\n",
      " -0.00124127 -0.22295749 -0.00117719 -0.20423883  0.04276037 -0.19480449\n",
      "  0.04101038 -0.24285209  0.0347538  -0.20514858  0.03314561 -0.18285549]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05871081 -0.04506904 -0.09474039 -0.12464857\n",
      " -0.07133347 -0.19568944 -0.02813584 -0.21946412 -0.08442593 -0.19976771\n",
      " -0.09639394 -0.26126736 -0.08686185 -0.20563549 -0.07611227 -0.17335135\n",
      " -0.04547352 -0.20785666 -0.05130953 -0.27085733 -0.04807609 -0.2154299\n",
      " -0.04280585 -0.19545698 -0.00489378 -0.20433146 -0.00727546 -0.26152986\n",
      " -0.0110476  -0.20888591 -0.00945407 -0.19356346  0.03832316 -0.19190401\n",
      "  0.03347206 -0.23988229  0.02534539 -0.1969077   0.02520514 -0.17540538]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.00000000e+00  0.00000000e+00 -5.64092994e-02 -4.67079878e-02\n",
      " -9.01443958e-02 -1.26266420e-01 -6.77362084e-02 -1.94456995e-01\n",
      " -2.37655640e-02 -2.17330933e-01 -8.07205439e-02 -1.99631035e-01\n",
      " -9.22805071e-02 -2.63403594e-01 -8.53934288e-02 -2.18432009e-01\n",
      " -7.54141212e-02 -1.85310304e-01 -4.07145619e-02 -2.09182680e-01\n",
      " -4.47365046e-02 -2.75595367e-01 -4.22152281e-02 -2.27810085e-01\n",
      " -3.70357037e-02 -2.01487899e-01 -5.04851341e-05 -2.06730068e-01\n",
      " -7.96914101e-04 -2.68129885e-01 -3.39078903e-03 -2.23466516e-01\n",
      " -2.18403339e-03 -2.01606333e-01  4.19588089e-02 -1.93195045e-01\n",
      "  3.90020013e-02 -2.40561068e-01  3.16016078e-02 -2.05681801e-01\n",
      "  2.96840072e-02 -1.82788968e-01]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05811495 -0.0455305  -0.09070539 -0.12496006\n",
      " -0.07141232 -0.19207633 -0.03077286 -0.21546376 -0.08000827 -0.19797772\n",
      " -0.09191233 -0.26150388 -0.08998096 -0.22734869 -0.08093494 -0.19283986\n",
      " -0.04139167 -0.20704788 -0.04753745 -0.27724749 -0.05027145 -0.24339604\n",
      " -0.04509997 -0.21381873 -0.00094658 -0.20389783 -0.00336689 -0.2709797\n",
      " -0.01152951 -0.23705238 -0.01116091 -0.21008593  0.04162806 -0.19027036\n",
      "  0.03672761 -0.24494749  0.02655947 -0.21562558  0.02435762 -0.1867069 ]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05960143 -0.03616011 -0.09786016 -0.11960602\n",
      " -0.07833302 -0.19231951 -0.03186542 -0.21481919 -0.08585399 -0.19176567\n",
      " -0.1011138  -0.25496888 -0.09314847 -0.21803927 -0.0788033  -0.18209893\n",
      " -0.04754519 -0.20378542 -0.05700743 -0.27264053 -0.0556199  -0.23556\n",
      " -0.04666483 -0.20654172 -0.00657922 -0.20198435 -0.01190305 -0.26602048\n",
      " -0.0167132  -0.23012298 -0.012003   -0.2052874   0.03788179 -0.19072813\n",
      "  0.02937078 -0.2428546   0.02143878 -0.20943934  0.02322733 -0.18022549]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05865788 -0.0402891  -0.09718299 -0.12572294\n",
      " -0.07630026 -0.19973177 -0.02766097 -0.21701819 -0.08393365 -0.19705492\n",
      " -0.09655696 -0.25872624 -0.0915792  -0.21699649 -0.08069301 -0.18286747\n",
      " -0.04439664 -0.20880997 -0.05230248 -0.27611101 -0.05218315 -0.23118126\n",
      " -0.04516983 -0.2013759  -0.00358593 -0.20830864 -0.00865048 -0.2693485\n",
      " -0.01422065 -0.22559333 -0.01202941 -0.20051539  0.03968334 -0.19708437\n",
      "  0.03005219 -0.24489617  0.02173746 -0.20751172  0.02229965 -0.18093365]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05938476 -0.03761816 -0.09805357 -0.11822641\n",
      " -0.08142287 -0.19068253 -0.03797156 -0.21881205 -0.08377415 -0.19354928\n",
      " -0.0999912  -0.25396866 -0.09610105 -0.21984822 -0.08339566 -0.18635327\n",
      " -0.04600364 -0.20687568 -0.0571909  -0.27684963 -0.05959612 -0.23458409\n",
      " -0.05163121 -0.2018348  -0.0057627  -0.20664209 -0.013614   -0.27087891\n",
      " -0.02158028 -0.22659248 -0.01834679 -0.19803286  0.03782082 -0.19519109\n",
      "  0.02615803 -0.24256277  0.01651067 -0.20740294  0.01800948 -0.18118769]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05856156 -0.03823239 -0.10087407 -0.11971617\n",
      " -0.08739305 -0.19758046 -0.03977418 -0.21773946 -0.08677655 -0.19389617\n",
      " -0.1045692  -0.25656861 -0.09668338 -0.21421862 -0.0828895  -0.17935181\n",
      " -0.04706126 -0.20578182 -0.05958706 -0.27522874 -0.05821693 -0.22982925\n",
      " -0.05100894 -0.19962901 -0.00567108 -0.20598382 -0.01478386 -0.26641375\n",
      " -0.01937121 -0.21792358 -0.01658887 -0.18991625  0.03852874 -0.19591916\n",
      "  0.0247857  -0.24374419  0.01641279 -0.20452303  0.01797092 -0.17679638]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05956131 -0.03926265 -0.09940219 -0.11820251\n",
      " -0.08658403 -0.19291455 -0.04260957 -0.21740884 -0.08650446 -0.19573271\n",
      " -0.10463631 -0.25621724 -0.09596932 -0.22106546 -0.08111727 -0.18683833\n",
      " -0.04707563 -0.20763183 -0.06045008 -0.27681345 -0.05861956 -0.24260223\n",
      " -0.05036545 -0.21164495 -0.00606269 -0.20730639 -0.01478666 -0.26955754\n",
      " -0.01913613 -0.2307604  -0.01609874 -0.19950646  0.03829396 -0.19636858\n",
      "  0.02653635 -0.2472055   0.01744503 -0.21381038  0.01706845 -0.18224257]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06072402 -0.04182917 -0.10095888 -0.12123549\n",
      " -0.08720046 -0.19703442 -0.04077595 -0.22024393 -0.08806169 -0.19495034\n",
      " -0.10465741 -0.25845134 -0.09801745 -0.22380185 -0.08549345 -0.18907154\n",
      " -0.04837501 -0.20663118 -0.05927074 -0.27716625 -0.05908275 -0.24116039\n",
      " -0.0532878  -0.20984578 -0.00700581 -0.20691526 -0.01436228 -0.26960212\n",
      " -0.02032614 -0.23047912 -0.01934111 -0.20034111  0.03709286 -0.19709355\n",
      "  0.0252676  -0.24722135  0.01619357 -0.21361339  0.01587468 -0.18329954]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06050128 -0.0400632  -0.10122681 -0.12238592\n",
      " -0.08554512 -0.19873375 -0.03909272 -0.21989542 -0.08797431 -0.19617152\n",
      " -0.10580385 -0.25755024 -0.09789973 -0.21917164 -0.08401078 -0.18422669\n",
      " -0.04817873 -0.20800036 -0.06092203 -0.27775925 -0.05946058 -0.23835737\n",
      " -0.05169225 -0.20768631 -0.00673938 -0.20800072 -0.01533616 -0.2691589\n",
      " -0.01965624 -0.22545236 -0.01668441 -0.19594067  0.0374282  -0.19800812\n",
      "  0.02429307 -0.24639326  0.01594603 -0.21019208  0.01728171 -0.18152708]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06024981 -0.04014879 -0.09773076 -0.11810172\n",
      " -0.08092511 -0.19209707 -0.03772551 -0.21980482 -0.08623683 -0.19125396\n",
      " -0.1028567  -0.25721604 -0.0978927  -0.22355008 -0.08702189 -0.18806285\n",
      " -0.04701531 -0.20281798 -0.05758005 -0.2761485  -0.05807829 -0.23920166\n",
      " -0.05236065 -0.2044276  -0.0058291  -0.20220685 -0.01359355 -0.26932961\n",
      " -0.0204829  -0.23147404 -0.01946813 -0.19842255  0.03795707 -0.19173807\n",
      "  0.02650869 -0.24393755  0.01646435 -0.21350116  0.0158819  -0.18277782]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05924886 -0.04258394 -0.09679383 -0.12081218\n",
      " -0.07957327 -0.1944887  -0.03428084 -0.22000074 -0.08439672 -0.1921857\n",
      " -0.1003297  -0.25570393 -0.09586358 -0.21657228 -0.08545631 -0.18131095\n",
      " -0.04532653 -0.20350915 -0.05632651 -0.27530235 -0.05744159 -0.2387687\n",
      " -0.05161774 -0.20788431 -0.00415874 -0.20321226 -0.01217389 -0.26925105\n",
      " -0.01891476 -0.23089159 -0.0173865  -0.19944888  0.03965169 -0.19284755\n",
      "  0.02740777 -0.24664831  0.0181734  -0.21493864  0.01865101 -0.18357003]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05811745 -0.03677696 -0.09867078 -0.11230445\n",
      " -0.08606684 -0.18778145 -0.04546118 -0.22299063 -0.08902365 -0.187316\n",
      " -0.10807478 -0.24866503 -0.0975163  -0.19959611 -0.08302999 -0.16888475\n",
      " -0.05061191 -0.19951081 -0.06141037 -0.26814044 -0.05785322 -0.21470666\n",
      " -0.05089307 -0.18803936 -0.01004332 -0.19949442 -0.01733863 -0.26415175\n",
      " -0.02025032 -0.20855439 -0.01709849 -0.18344218  0.03361458 -0.18963671\n",
      "  0.02302641 -0.24134719  0.01591611 -0.1970585   0.01781368 -0.16984814]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05820113 -0.03525317 -0.09770894 -0.11413586\n",
      " -0.08308131 -0.18960536 -0.04066926 -0.22200996 -0.09044492 -0.18414015\n",
      " -0.10652119 -0.25083053 -0.1014064  -0.2109465  -0.09185445 -0.17764318\n",
      " -0.05076438 -0.19735664 -0.06152588 -0.26972023 -0.061472   -0.2258606\n",
      " -0.05572492 -0.19736242 -0.00900728 -0.19928348 -0.01825547 -0.26654145\n",
      " -0.02410489 -0.22293913 -0.02212948 -0.19794595  0.03535169 -0.19196856\n",
      "  0.0223732  -0.24483442  0.01446456 -0.20809084  0.01666409 -0.18079138]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05989563 -0.04011822 -0.10028332 -0.11926889\n",
      " -0.08246309 -0.19299144 -0.03905153 -0.22469312 -0.09310085 -0.18072182\n",
      " -0.11151916 -0.25128531 -0.10156024 -0.19829196 -0.09008265 -0.16412091\n",
      " -0.05359143 -0.19246227 -0.06523871 -0.26707119 -0.06164008 -0.20906463\n",
      " -0.05560535 -0.18030083 -0.01224583 -0.1936785  -0.02139986 -0.26809108\n",
      " -0.02420408 -0.21359381 -0.0216819  -0.18645531  0.03191692 -0.1879521\n",
      "  0.02239865 -0.24597603  0.01618195 -0.20444566  0.01817214 -0.17497277]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06144446 -0.03967166 -0.10070646 -0.12135786\n",
      " -0.08365887 -0.19731337 -0.040389   -0.2311801  -0.09517211 -0.18527037\n",
      " -0.11333233 -0.25428271 -0.10495239 -0.21239424 -0.09402996 -0.17844105\n",
      " -0.05407602 -0.20022875 -0.0656144  -0.27515143 -0.0643701  -0.23201403\n",
      " -0.05927736 -0.20234543 -0.01160496 -0.20337114 -0.01996291 -0.27328709\n",
      " -0.02612424 -0.2340312  -0.02626824 -0.20908737  0.03309023 -0.19730085\n",
      "  0.02171332 -0.25191468  0.01367223 -0.21812245  0.01406509 -0.18990773]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0605644  -0.03809106 -0.10417038 -0.12146223\n",
      " -0.09045589 -0.20203567 -0.04671091 -0.23444813 -0.09931409 -0.18686768\n",
      " -0.11769289 -0.25472975 -0.10303897 -0.20187736 -0.09033304 -0.16862631\n",
      " -0.05751646 -0.20098969 -0.0710209  -0.27117014 -0.06397974 -0.21311569\n",
      " -0.0568406  -0.1874786  -0.0141508  -0.20378959 -0.02417362 -0.27028227\n",
      " -0.02477098 -0.2131013  -0.0215227  -0.18954715  0.03076994 -0.19924465\n",
      "  0.01836407 -0.25376326  0.01288033 -0.20845112  0.0156557  -0.18140239]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06082636 -0.03982079 -0.10426134 -0.12484169\n",
      " -0.08776361 -0.20760828 -0.04256052 -0.238976   -0.09685117 -0.18942419\n",
      " -0.1166597  -0.26147339 -0.1021598  -0.20005018 -0.08801448 -0.16735786\n",
      " -0.05638659 -0.20418239 -0.07076544 -0.27679479 -0.06261498 -0.20894283\n",
      " -0.05445546 -0.18434426 -0.01454741 -0.20771608 -0.02530962 -0.27347189\n",
      " -0.02425832 -0.20877585 -0.02020556 -0.18599617  0.02934521 -0.20323578\n",
      "  0.01553506 -0.25636703  0.01170015 -0.20950291  0.01601529 -0.18424976]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06228298 -0.03985745 -0.10411501 -0.1244275\n",
      " -0.08852226 -0.20734128 -0.04368085 -0.23909491 -0.09920609 -0.18808109\n",
      " -0.11810982 -0.26211864 -0.10510767 -0.20802489 -0.09072441 -0.17275795\n",
      " -0.05827105 -0.20248032 -0.07134271 -0.27919826 -0.06506199 -0.22235775\n",
      " -0.05721521 -0.19416839 -0.0161674  -0.20678926 -0.02564079 -0.27487203\n",
      " -0.02674657 -0.22188285 -0.02367783 -0.19892231  0.02808475 -0.20282683\n",
      "  0.01493961 -0.25703278  0.01044762 -0.21493146  0.01415658 -0.18855846]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06362104 -0.04401726 -0.10373765 -0.12682253\n",
      " -0.08774215 -0.20786786 -0.04437715 -0.24062353 -0.10086447 -0.19062859\n",
      " -0.11913097 -0.26229519 -0.10352665 -0.21399948 -0.08789605 -0.17921364\n",
      " -0.05972773 -0.20472878 -0.07227969 -0.28022844 -0.06423771 -0.22973877\n",
      " -0.05685699 -0.20195776 -0.0173741  -0.20931464 -0.02582198 -0.27597991\n",
      " -0.02545393 -0.22588816 -0.02335858 -0.20261544  0.02681106 -0.20500848\n",
      "  0.01433176 -0.25806695  0.01005661 -0.21637285  0.01196849 -0.18948963]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06486636 -0.04434192 -0.10452503 -0.12681746\n",
      " -0.08848906 -0.20694953 -0.04514444 -0.23877615 -0.09993064 -0.18859318\n",
      " -0.11985838 -0.26038456 -0.10465258 -0.21742851 -0.08797079 -0.18304539\n",
      " -0.05920863 -0.20270896 -0.0720731  -0.27931088 -0.06451255 -0.23298818\n",
      " -0.05651104 -0.20391369 -0.01725388 -0.20734674 -0.02594429 -0.27622956\n",
      " -0.02661663 -0.23051623 -0.02437639 -0.2059274   0.02671629 -0.20317891\n",
      "  0.01453567 -0.25798237  0.00949717 -0.21880397  0.01121378 -0.19022408]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0632475  -0.04419029 -0.1032871  -0.12742436\n",
      " -0.08726561 -0.20791495 -0.04424351 -0.24098474 -0.10025054 -0.19174552\n",
      " -0.11870581 -0.26254782 -0.10245913 -0.21029639 -0.0874753  -0.17581987\n",
      " -0.05925423 -0.20560157 -0.0723033  -0.28016192 -0.06306338 -0.22535706\n",
      " -0.05563444 -0.19750139 -0.01686317 -0.20951471 -0.02581912 -0.27634138\n",
      " -0.02416766 -0.22316217 -0.02165133 -0.19893631  0.02707088 -0.20425141\n",
      "  0.01450467 -0.25835454  0.01081312 -0.21569666  0.01302063 -0.18803352]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06172073 -0.04267359 -0.10293508 -0.12626338\n",
      " -0.08729023 -0.20669383 -0.04408813 -0.24065727 -0.10154349 -0.19198617\n",
      " -0.11888629 -0.26300839 -0.10259217 -0.20843795 -0.08794761 -0.17493904\n",
      " -0.06031066 -0.20610324 -0.07188183 -0.27952385 -0.06293076 -0.2208091\n",
      " -0.0561319  -0.19515073 -0.01798707 -0.21048468 -0.02540308 -0.27422646\n",
      " -0.02416074 -0.22183502 -0.02260083 -0.20435968  0.02586645 -0.20636019\n",
      "  0.01457262 -0.25637573  0.01182514 -0.21340355  0.01450211 -0.19069293]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05485284 -0.04613858 -0.09063298 -0.12259513\n",
      " -0.0796755  -0.20049351 -0.04954177 -0.24976826 -0.10492474 -0.19294915\n",
      " -0.11482531 -0.26630372 -0.09569216 -0.20482925 -0.08630741 -0.16912711\n",
      " -0.06307566 -0.20798862 -0.06898838 -0.28038123 -0.05527836 -0.2130726\n",
      " -0.05351245 -0.18708855 -0.02051401 -0.21183702 -0.02255803 -0.27840424\n",
      " -0.01668638 -0.21605623 -0.01895827 -0.18708408  0.02016246 -0.20606369\n",
      "  0.01879233 -0.26069677  0.01724172 -0.21894395  0.01351279 -0.19035092]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05628115 -0.04310995 -0.09254229 -0.12095493\n",
      " -0.08070868 -0.1988925  -0.05397493 -0.24787557 -0.10577589 -0.191825\n",
      " -0.11603242 -0.26411521 -0.09551448 -0.20100239 -0.08620328 -0.16905874\n",
      " -0.06357247 -0.2074911  -0.06869578 -0.2781916  -0.0529446  -0.20450133\n",
      " -0.05222595 -0.1818288  -0.02061391 -0.21199769 -0.02352047 -0.27878162\n",
      " -0.01594681 -0.21285427 -0.01950902 -0.19232789  0.02079237 -0.20702896\n",
      "  0.017892   -0.25818717  0.01723862 -0.21097913  0.01299721 -0.18702534]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0553214  -0.04244536 -0.09090185 -0.12054563\n",
      " -0.07881898 -0.19805154 -0.04987359 -0.24591956 -0.10502064 -0.1929903\n",
      " -0.11350977 -0.26461577 -0.09521633 -0.20432582 -0.08660442 -0.17243952\n",
      " -0.06215638 -0.20882025 -0.06743366 -0.28090352 -0.05371207 -0.21194848\n",
      " -0.05182868 -0.18969825 -0.01864094 -0.21263176 -0.02092713 -0.27870026\n",
      " -0.0154047  -0.21844167 -0.01857156 -0.19975281  0.02351874 -0.20661637\n",
      "  0.02015477 -0.25700915  0.01894093 -0.2122561   0.01534271 -0.18934688]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05639732 -0.04700249 -0.08965528 -0.12670916\n",
      " -0.07533664 -0.20400459 -0.04319203 -0.25026852 -0.10259563 -0.19395775\n",
      " -0.11137712 -0.26975191 -0.09673214 -0.21533406 -0.08866388 -0.18133259\n",
      " -0.06019193 -0.20902392 -0.06464916 -0.2840628  -0.05360234 -0.22411147\n",
      " -0.05187804 -0.19826555 -0.01795733 -0.21293294 -0.01939219 -0.28137213\n",
      " -0.01576924 -0.23121426 -0.0187313  -0.20887342  0.02387458 -0.20779544\n",
      "  0.02075648 -0.25992063  0.01900589 -0.22086978  0.01562482 -0.19518819]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05567193 -0.04966289 -0.08871222 -0.12819219\n",
      " -0.07479429 -0.20556164 -0.04337204 -0.25179785 -0.10343707 -0.19678757\n",
      " -0.11049163 -0.27008188 -0.09187955 -0.20814693 -0.084014   -0.175978\n",
      " -0.06084508 -0.21168205 -0.06325519 -0.28254843 -0.04932457 -0.21203005\n",
      " -0.04912108 -0.18901372 -0.01780093 -0.21609861 -0.01764137 -0.28004044\n",
      " -0.01268411 -0.21946177 -0.01739788 -0.19859165  0.02308339 -0.21171194\n",
      "  0.02242243 -0.26231197  0.0203017  -0.22027156  0.01525414 -0.19652012]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05728197 -0.04561609 -0.09154546 -0.12906718\n",
      " -0.0760802  -0.20648408 -0.04377353 -0.24963263 -0.10232151 -0.1969564\n",
      " -0.11021066 -0.27035922 -0.09403795 -0.21175489 -0.08602762 -0.17867643\n",
      " -0.06012136 -0.21235341 -0.06329918 -0.28523445 -0.05200398 -0.21975321\n",
      " -0.05063015 -0.1939992  -0.01735085 -0.21606553 -0.01825631 -0.28291163\n",
      " -0.01443595 -0.22878602 -0.01770598 -0.20918891  0.0242011  -0.21032301\n",
      "  0.02179331 -0.26192263  0.01978338 -0.22142884  0.01634014 -0.19818738]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.05742997 -0.04865062 -0.09205317 -0.13032347\n",
      " -0.07665104 -0.20778516 -0.04308623 -0.25019869 -0.10303104 -0.19730613\n",
      " -0.1121332  -0.27043861 -0.09229583 -0.20887712 -0.08314443 -0.17666191\n",
      " -0.06062746 -0.21229443 -0.06505454 -0.2833865  -0.05047232 -0.21410149\n",
      " -0.0493539  -0.18990406 -0.01741904 -0.21595415 -0.01922899 -0.28148937\n",
      " -0.01330811 -0.22155976 -0.01677018 -0.20049775  0.02423364 -0.21026561\n",
      "  0.02148801 -0.26145792  0.02032828 -0.2191442   0.0169999  -0.19567877]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0589878  -0.04702252 -0.09278899 -0.12913907\n",
      " -0.07729751 -0.20612675 -0.04314351 -0.24738553 -0.10080177 -0.19508612\n",
      " -0.11199325 -0.26832989 -0.09360254 -0.21534356 -0.08397901 -0.18251631\n",
      " -0.05857408 -0.2102952  -0.06424737 -0.28270605 -0.05149144 -0.22805324\n",
      " -0.0487144  -0.20356956 -0.01651359 -0.2137906  -0.0184561  -0.27948678\n",
      " -0.01383722 -0.23398623 -0.0149315  -0.21323916  0.02490181 -0.20808733\n",
      "  0.02221525 -0.25918803  0.02026296 -0.22372401  0.01814288 -0.19853878]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06003022 -0.04839242 -0.09533155 -0.1299265\n",
      " -0.07668018 -0.20732582 -0.04065353 -0.24714446 -0.10050422 -0.19213563\n",
      " -0.11344725 -0.26819628 -0.09409261 -0.20885372 -0.08352894 -0.17665833\n",
      " -0.05835384 -0.20703799 -0.06564838 -0.28004462 -0.05240506 -0.21510482\n",
      " -0.04965782 -0.1930421  -0.01591152 -0.21057317 -0.01967525 -0.27710623\n",
      " -0.0147531  -0.21767378 -0.01567793 -0.19690225  0.02578473 -0.20550022\n",
      "  0.02143466 -0.25876811  0.01886135 -0.21661586  0.01709527 -0.19262153]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0613569  -0.04399824 -0.10207796 -0.13371021\n",
      " -0.0833016  -0.21838942 -0.0371148  -0.24775872 -0.09158522 -0.19436312\n",
      " -0.10853761 -0.26978326 -0.09885061 -0.21056527 -0.08726895 -0.17933297\n",
      " -0.05191213 -0.20662859 -0.06295019 -0.28390783 -0.05905896 -0.21623465\n",
      " -0.05127847 -0.18966678 -0.01093853 -0.20864692 -0.0192129  -0.27852237\n",
      " -0.02141237 -0.21494007 -0.01694858 -0.18981409  0.03234684 -0.20351854\n",
      "  0.02009052 -0.26031139  0.01302081 -0.21534982  0.01671404 -0.18872499]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06019455 -0.04285526 -0.10210168 -0.1315434\n",
      " -0.08364755 -0.21531469 -0.03785557 -0.24441212 -0.09143132 -0.19491315\n",
      " -0.10890788 -0.26894775 -0.09862208 -0.206451   -0.08565068 -0.17390054\n",
      " -0.05157501 -0.20689026 -0.06392664 -0.2808893  -0.05913514 -0.2113075\n",
      " -0.05030662 -0.18565586 -0.01068878 -0.20882335 -0.02074313 -0.27631518\n",
      " -0.02199382 -0.2094298  -0.01689452 -0.18511391  0.0323751  -0.20336437\n",
      "  0.01879996 -0.25882375  0.01309705 -0.21117741  0.01788831 -0.1856384 ]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06228065 -0.04674935 -0.1041472  -0.13437462\n",
      " -0.08671004 -0.21675307 -0.03932112 -0.24384898 -0.09088004 -0.19752467\n",
      " -0.10982162 -0.26952431 -0.09954858 -0.20723313 -0.08574724 -0.17293751\n",
      " -0.05114532 -0.20870963 -0.06507021 -0.2832973  -0.06069243 -0.21546683\n",
      " -0.05099821 -0.18656698 -0.01011884 -0.20997328 -0.0215196  -0.27836901\n",
      " -0.02300346 -0.21226576 -0.01687145 -0.18449488  0.03322065 -0.20284605\n",
      "  0.0177477  -0.25939617  0.01143706 -0.21260589  0.01674193 -0.18485701]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06253022 -0.04608881 -0.1040619  -0.13654488\n",
      " -0.08765608 -0.22113827 -0.04157031 -0.24858993 -0.09466952 -0.19892767\n",
      " -0.11444324 -0.27207291 -0.09952456 -0.2133272  -0.08288544 -0.17748487\n",
      " -0.05436462 -0.21148127 -0.06872267 -0.28758472 -0.06057596 -0.22386399\n",
      " -0.04997271 -0.19416648 -0.01262373 -0.21418512 -0.02405536 -0.28072429\n",
      " -0.0229274  -0.21802917 -0.01620787 -0.19101888  0.03176022 -0.20858029\n",
      "  0.01541305 -0.26413435  0.01112443 -0.21785238  0.01748121 -0.18988481]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06344122 -0.04732233 -0.10359389 -0.13565868\n",
      " -0.08624583 -0.21944898 -0.04185927 -0.25033206 -0.0954898  -0.19901818\n",
      " -0.11408526 -0.27249801 -0.09943509 -0.22094533 -0.0827322  -0.18464512\n",
      " -0.05533671 -0.21159077 -0.06754541 -0.28871179 -0.05999404 -0.23225453\n",
      " -0.05020922 -0.20243138 -0.01349413 -0.21405929 -0.0224508  -0.28232631\n",
      " -0.02238393 -0.22542515 -0.01706809 -0.19873291  0.0305233  -0.20745653\n",
      "  0.01662928 -0.26412144  0.01172727 -0.22028896  0.01678383 -0.19238144]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06426477 -0.04755586 -0.10393888 -0.13661313\n",
      " -0.08597755 -0.22034767 -0.04051828 -0.2515851  -0.0945012  -0.20045519\n",
      " -0.11471123 -0.27488911 -0.10190672 -0.21831515 -0.08600563 -0.18175638\n",
      " -0.05409294 -0.21231884 -0.06788129 -0.28936452 -0.06163466 -0.22880074\n",
      " -0.05168831 -0.19939423 -0.01214534 -0.21430668 -0.02299112 -0.2827906\n",
      " -0.02365065 -0.22332636 -0.01770532 -0.19726771  0.03203511 -0.20787951\n",
      "  0.01661664 -0.26412547  0.01129752 -0.21945465  0.01714468 -0.19204006]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06399679 -0.0480535  -0.1049189  -0.13699394\n",
      " -0.08725357 -0.22135574 -0.04138249 -0.25270832 -0.09538877 -0.20180345\n",
      " -0.11477429 -0.27568498 -0.0997259  -0.21445876 -0.08352166 -0.17855585\n",
      " -0.05469477 -0.21375784 -0.0679903  -0.28930634 -0.06063211 -0.22289342\n",
      " -0.05166024 -0.19496274 -0.01284224 -0.21583021 -0.02309966 -0.28255033\n",
      " -0.02274358 -0.21762368 -0.01766986 -0.1927714   0.03085601 -0.20961505\n",
      "  0.01642418 -0.26499516  0.01180482 -0.21752775  0.01703119 -0.1911487 ]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06352055 -0.04718643 -0.10522681 -0.13626957\n",
      " -0.08680725 -0.22135308 -0.04098636 -0.25186041 -0.09600282 -0.19921702\n",
      " -0.11604899 -0.27358937 -0.10121489 -0.2076948  -0.08593702 -0.17295504\n",
      " -0.05561155 -0.21173733 -0.06931114 -0.2860831  -0.06160581 -0.21419936\n",
      " -0.05281413 -0.18826586 -0.01403952 -0.21402425 -0.02464384 -0.28049436\n",
      " -0.02418733 -0.21000221 -0.0190838  -0.18460029  0.02933019 -0.20862281\n",
      "  0.01578212 -0.26331332  0.01040059 -0.21404329  0.01478398 -0.18783662]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0629608  -0.04976517 -0.10482472 -0.1375134\n",
      " -0.08852273 -0.22132617 -0.04247081 -0.25031561 -0.09378213 -0.20149851\n",
      " -0.11470395 -0.27428454 -0.09977126 -0.21028769 -0.0836398  -0.17583495\n",
      " -0.05394065 -0.21330157 -0.06859839 -0.28737018 -0.06113189 -0.21755534\n",
      " -0.05117172 -0.19110021 -0.01259023 -0.21511114 -0.0241363  -0.28239769\n",
      " -0.02402759 -0.21501142 -0.01770818 -0.18907481  0.03076875 -0.20878863\n",
      "  0.01556629 -0.2651982   0.00999063 -0.21832094  0.0156371  -0.19155163]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.00000000e+00  0.00000000e+00 -6.55154586e-02 -4.97529507e-02\n",
      " -1.11340046e-01 -1.35912299e-01 -9.99410152e-02 -2.18454957e-01\n",
      " -5.25565147e-02 -2.41781384e-01 -8.76418948e-02 -2.04909652e-01\n",
      " -1.10023975e-01 -2.72164792e-01 -1.02102101e-01 -2.11127907e-01\n",
      " -8.72724652e-02 -1.80392325e-01 -4.98555899e-02 -2.15600759e-01\n",
      " -6.88486695e-02 -2.84151405e-01 -6.68627620e-02 -2.14560807e-01\n",
      " -5.50332069e-02 -1.87911510e-01 -1.00497603e-02 -2.16003925e-01\n",
      " -2.84579396e-02 -2.79115021e-01 -3.11039686e-02 -2.08895475e-01\n",
      " -2.12413073e-02 -1.80426598e-01  3.33552361e-02 -2.07816899e-01\n",
      "  8.61561298e-03 -2.58708835e-01  9.95397568e-05 -2.09241986e-01\n",
      "  7.97712803e-03 -1.81066275e-01]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.00000000e+00  0.00000000e+00 -6.48590326e-02 -4.74156141e-02\n",
      " -1.10991657e-01 -1.33898318e-01 -1.00774467e-01 -2.17348695e-01\n",
      " -5.32467961e-02 -2.42939204e-01 -8.75205994e-02 -2.05745071e-01\n",
      " -1.09820426e-01 -2.70455629e-01 -1.01788163e-01 -2.06017286e-01\n",
      " -8.64677429e-02 -1.77290201e-01 -4.91500497e-02 -2.16039389e-01\n",
      " -6.93410635e-02 -2.82104015e-01 -6.75067306e-02 -2.08332956e-01\n",
      " -5.46237826e-02 -1.84317887e-01 -8.91017914e-03 -2.16441184e-01\n",
      " -2.92997956e-02 -2.76250362e-01 -3.20351124e-02 -2.01409310e-01\n",
      " -2.08515525e-02 -1.74412370e-01  3.55979800e-02 -2.08984107e-01\n",
      "  8.09127092e-03 -2.55749524e-01  1.12116337e-04 -2.03630179e-01\n",
      "  9.55402851e-03 -1.76977158e-01]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06608599 -0.0473299  -0.11177909 -0.1320821\n",
      " -0.10152185 -0.21440938 -0.05504149 -0.24157026 -0.08630645 -0.20395568\n",
      " -0.10801381 -0.26891914 -0.10092425 -0.20903841 -0.08585733 -0.17976582\n",
      " -0.04861557 -0.2144599  -0.06840229 -0.28077471 -0.06688631 -0.21024501\n",
      " -0.05413741 -0.18524849 -0.00902414 -0.21521881 -0.02938282 -0.275823\n",
      " -0.03199631 -0.20249423 -0.02113211 -0.17457819  0.03518558 -0.20744631\n",
      "  0.00688058 -0.25542745 -0.00049669 -0.20270094  0.00906062 -0.17470193]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06416243 -0.04482073 -0.11073792 -0.13363093\n",
      " -0.0999133  -0.21733856 -0.05247748 -0.24214604 -0.08700496 -0.20808017\n",
      " -0.10905206 -0.26923192 -0.09991848 -0.20453808 -0.0835827  -0.17860913\n",
      " -0.04899609 -0.21882594 -0.06906086 -0.28072244 -0.06641603 -0.20503062\n",
      " -0.05284506 -0.18520078 -0.00929892 -0.21942857 -0.02989775 -0.27376497\n",
      " -0.03145969 -0.19624072 -0.01941448 -0.17371976  0.03496015 -0.21230221\n",
      "  0.00734562 -0.25423592  0.00069004 -0.19990414  0.01110017 -0.17707068]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.00000000e+00  0.00000000e+00 -6.50647879e-02 -4.44746614e-02\n",
      " -1.12239122e-01 -1.32206619e-01 -1.02555752e-01 -2.15639800e-01\n",
      " -5.49798608e-02 -2.38036305e-01 -8.66073966e-02 -2.03255743e-01\n",
      " -1.08509481e-01 -2.68057108e-01 -1.00315869e-01 -2.10296810e-01\n",
      " -8.38021040e-02 -1.81808352e-01 -4.87070680e-02 -2.15040326e-01\n",
      " -6.82147145e-02 -2.81127602e-01 -6.60586953e-02 -2.12955832e-01\n",
      " -5.27561903e-02 -1.89678073e-01 -9.15694237e-03 -2.16096282e-01\n",
      " -2.90117860e-02 -2.75139987e-01 -3.12978029e-02 -2.04681754e-01\n",
      " -2.02198029e-02 -1.79884195e-01  3.49308848e-02 -2.08799690e-01\n",
      "  7.04663992e-03 -2.53566563e-01 -1.58786774e-04 -2.02584624e-01\n",
      "  9.76151228e-03 -1.77698910e-01]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06552368 -0.04445106 -0.11258024 -0.13237107\n",
      " -0.10148042 -0.21613854 -0.05288237 -0.23987043 -0.08753961 -0.20406127\n",
      " -0.10929453 -0.26833773 -0.10138363 -0.20624411 -0.08564514 -0.17848301\n",
      " -0.04958093 -0.21546853 -0.0693081  -0.28004229 -0.06737244 -0.20733628\n",
      " -0.05410498 -0.18503031 -0.01008266 -0.21662804 -0.03003764 -0.27498376\n",
      " -0.03258663 -0.20077309 -0.02119052 -0.17604023  0.03405762 -0.20971498\n",
      "  0.00646168 -0.25294429 -0.00103635 -0.20122349  0.00904298 -0.17753118]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06466204 -0.0445677  -0.11189812 -0.13242346\n",
      " -0.10058612 -0.21587971 -0.05209738 -0.24010995 -0.08706498 -0.20627174\n",
      " -0.10929883 -0.26913187 -0.10086578 -0.20696619 -0.08435428 -0.17935896\n",
      " -0.04900032 -0.21731389 -0.06915641 -0.28054562 -0.06708187 -0.20737708\n",
      " -0.05358326 -0.18552089 -0.00936109 -0.21794975 -0.02975267 -0.2750445\n",
      " -0.03192675 -0.20016137 -0.02036524 -0.17621142  0.0348509  -0.21040553\n",
      "  0.00648898 -0.2532717  -0.00055331 -0.20001689  0.00979698 -0.17619103]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06426734 -0.04648417 -0.11033648 -0.13495898\n",
      " -0.0988481  -0.2182968  -0.05155063 -0.24395555 -0.08693445 -0.20836386\n",
      " -0.10953254 -0.27176777 -0.10016036 -0.20374435 -0.08438921 -0.17663229\n",
      " -0.04840201 -0.21856606 -0.06880325 -0.28254241 -0.06554872 -0.20542413\n",
      " -0.05244231 -0.18378615 -0.00800109 -0.2186909  -0.02838439 -0.27592057\n",
      " -0.02945298 -0.19799298 -0.01779729 -0.17316079  0.03689283 -0.21109387\n",
      "  0.0092932  -0.25572133  0.00257212 -0.2019425   0.01257199 -0.17746437]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.0642367  -0.04732192 -0.10992408 -0.13734794\n",
      " -0.09622788 -0.22204512 -0.04752141 -0.24664655 -0.0889526  -0.20418608\n",
      " -0.11013401 -0.27182016 -0.10119313 -0.20962363 -0.08683181 -0.18096995\n",
      " -0.0497089  -0.2149705  -0.0675258  -0.28483334 -0.06471068 -0.21405002\n",
      " -0.05346316 -0.18832767 -0.00911599 -0.21549803 -0.02568173 -0.27921286\n",
      " -0.02849758 -0.2082673  -0.02002835 -0.17929929  0.03532171 -0.20790219\n",
      "  0.01355898 -0.26106703  0.00527024 -0.21133566  0.0119608  -0.18224227]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06288856 -0.04792029 -0.10670894 -0.13799995\n",
      " -0.0910992  -0.22257406 -0.04391682 -0.24946672 -0.09498709 -0.20201609\n",
      " -0.11572272 -0.27306238 -0.10218    -0.20787746 -0.08653438 -0.17424142\n",
      " -0.05547094 -0.21399742 -0.07068276 -0.28677553 -0.06341016 -0.21459857\n",
      " -0.05274737 -0.18723762 -0.01435018 -0.21600986 -0.02686065 -0.28057593\n",
      " -0.02643192 -0.20996663 -0.01931405 -0.18300122  0.02975458 -0.20979929\n",
      "  0.01338637 -0.26428175  0.00813943 -0.21516749  0.01440787 -0.18838817]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06347138 -0.04906857 -0.10692883 -0.13761628\n",
      " -0.09082049 -0.22157672 -0.0444684  -0.25046828 -0.09376752 -0.19938111\n",
      " -0.11572117 -0.27324912 -0.10232168 -0.21465147 -0.08629137 -0.17926365\n",
      " -0.05405092 -0.21187222 -0.06960422 -0.2886782  -0.06311679 -0.22468087\n",
      " -0.0527634  -0.19452277 -0.01275861 -0.21453372 -0.02567482 -0.28323531\n",
      " -0.02596974 -0.2199598  -0.01935595 -0.19125807  0.03107488 -0.20877856\n",
      "  0.01397187 -0.26518735  0.00843036 -0.21927732  0.01471215 -0.19090766]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06294441 -0.04793549 -0.10648018 -0.13831264\n",
      " -0.08951217 -0.22283766 -0.04205304 -0.24922705 -0.09435046 -0.19967461\n",
      " -0.11493999 -0.2731497  -0.10106063 -0.20787284 -0.08617932 -0.17401737\n",
      " -0.05457795 -0.21220556 -0.06961709 -0.28769976 -0.06225163 -0.2169117\n",
      " -0.05238736 -0.18993407 -0.01320052 -0.2143268  -0.02540016 -0.28164929\n",
      " -0.02473074 -0.21336892 -0.01813471 -0.18764585  0.03059965 -0.20839691\n",
      "  0.01449955 -0.26401576  0.00969887 -0.21606547  0.01610166 -0.18964761]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06255448 -0.04880166 -0.10585803 -0.13964719\n",
      " -0.08734804 -0.22308221 -0.03970212 -0.24926406 -0.09243774 -0.2023991\n",
      " -0.11374718 -0.27330452 -0.09991872 -0.20729899 -0.0845651  -0.17391115\n",
      " -0.05277133 -0.21468911 -0.06817997 -0.28773782 -0.06158304 -0.21529248\n",
      " -0.05149174 -0.18937695 -0.01149035 -0.21632582 -0.02385432 -0.28118956\n",
      " -0.02390134 -0.21177045 -0.01692379 -0.18799961  0.03225398 -0.21000758\n",
      "  0.01576811 -0.26338118  0.01019567 -0.21479601  0.01680624 -0.19005382]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06318498 -0.04799706 -0.1067329  -0.13866466\n",
      " -0.08792365 -0.22314739 -0.03963006 -0.24881983 -0.09204704 -0.20042518\n",
      " -0.11344445 -0.27410862 -0.10113585 -0.20897365 -0.08613473 -0.17408687\n",
      " -0.05226672 -0.212125   -0.06789738 -0.28766766 -0.06210971 -0.21521464\n",
      " -0.05189067 -0.18560636 -0.01127303 -0.21352986 -0.0242635  -0.28121316\n",
      " -0.02472693 -0.21118921 -0.0176264  -0.18306386  0.03233498 -0.20693737\n",
      "  0.01584685 -0.26303571  0.00975609 -0.21535555  0.01615083 -0.18877822]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06230444 -0.04786617 -0.10426944 -0.13744491\n",
      " -0.08547139 -0.21982753 -0.03816241 -0.24421102 -0.09098274 -0.19733945\n",
      " -0.11054206 -0.27268457 -0.09889001 -0.21204424 -0.08511341 -0.17604518\n",
      " -0.05109155 -0.20886344 -0.06448305 -0.28672636 -0.05910498 -0.22095612\n",
      " -0.05034751 -0.18988523 -0.00989145 -0.21023077 -0.0203945  -0.28272682\n",
      " -0.02131826 -0.21955922 -0.01573366 -0.18971172  0.03347498 -0.20330498\n",
      "  0.01968491 -0.26145005  0.01297319 -0.21686566  0.01745927 -0.18822366]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06339771 -0.04974556 -0.1042223  -0.13417971\n",
      " -0.08881938 -0.21496338 -0.04130375 -0.24103227 -0.09164178 -0.19980353\n",
      " -0.11007839 -0.27083564 -0.09957111 -0.21213251 -0.0857954  -0.17735928\n",
      " -0.05141139 -0.21063879 -0.06435478 -0.2861518  -0.0600915  -0.22447318\n",
      " -0.0512169  -0.19436654 -0.00970721 -0.21189678 -0.02001679 -0.28075382\n",
      " -0.02172148 -0.22164401 -0.01623094 -0.19463861  0.0346086  -0.20411962\n",
      "  0.01884907 -0.26028994  0.01301968 -0.2165598   0.0184828  -0.18881935]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06068474 -0.04280019 -0.10141146 -0.12071705\n",
      " -0.08755666 -0.19672099 -0.04094881 -0.22250253 -0.08975714 -0.19727337\n",
      " -0.10806417 -0.26160777 -0.09764194 -0.21049061 -0.08361578 -0.17786944\n",
      " -0.04940611 -0.2078239  -0.06253594 -0.27632999 -0.05901903 -0.22014204\n",
      " -0.05146104 -0.19087669 -0.00753701 -0.20839635 -0.01778758 -0.27169412\n",
      " -0.02157086 -0.21748722 -0.01884258 -0.1919474   0.03695112 -0.19960275\n",
      "  0.02109206 -0.25189263  0.01448601 -0.20984587  0.01784438 -0.18241686]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06248224 -0.04140419 -0.10324025 -0.11804831\n",
      " -0.09021717 -0.19422507 -0.04611218 -0.2189979  -0.09280354 -0.19087401\n",
      " -0.11082447 -0.25656512 -0.09960085 -0.21477363 -0.08501959 -0.18006653\n",
      " -0.05219436 -0.20243374 -0.06433803 -0.27346838 -0.06043702 -0.22918752\n",
      " -0.05384481 -0.1995222  -0.00982332 -0.20415822 -0.01797253 -0.26706174\n",
      " -0.02158493 -0.22212791 -0.02016568 -0.19656581  0.03501028 -0.19658843\n",
      "  0.02194619 -0.24733549  0.01484793 -0.21064162  0.01619321 -0.18356866]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06156093 -0.04133081 -0.10136145 -0.1232391\n",
      " -0.08323514 -0.2015422  -0.03532404 -0.22621524 -0.08949637 -0.18979257\n",
      " -0.10872251 -0.25882915 -0.09949952 -0.21319151 -0.0856021  -0.17615288\n",
      " -0.0491336  -0.2020686  -0.06201941 -0.27671647 -0.06007236 -0.22966939\n",
      " -0.05241358 -0.19680479 -0.00757533 -0.2038109  -0.01695728 -0.2708905\n",
      " -0.02175093 -0.22579181 -0.01834011 -0.19668418  0.03665465 -0.19679084\n",
      "  0.02258724 -0.2502875   0.01509738 -0.21496347  0.01840955 -0.18599051]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06070393 -0.04094982 -0.1018455  -0.12360728\n",
      " -0.0872277  -0.20351398 -0.0416609  -0.22891128 -0.09162056 -0.19286722\n",
      " -0.10988146 -0.25985536 -0.09638572 -0.20927486 -0.08131218 -0.17430466\n",
      " -0.05136561 -0.20524079 -0.06489307 -0.27835542 -0.0585146  -0.22490835\n",
      " -0.04988229 -0.19374198 -0.00956315 -0.20708492 -0.01984322 -0.27283126\n",
      " -0.02051306 -0.22005555 -0.01593363 -0.19136059  0.03465801 -0.19953102\n",
      "  0.01947844 -0.2520631   0.01410109 -0.21185389  0.01848555 -0.18336618]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06176186 -0.04513639 -0.10337085 -0.13332438\n",
      " -0.08374745 -0.213902   -0.03595483 -0.23830217 -0.08887309 -0.19421706\n",
      " -0.10912007 -0.26437944 -0.09737682 -0.20202532 -0.08333236 -0.16907489\n",
      " -0.04912716 -0.20601559 -0.06415385 -0.27873996 -0.05854362 -0.2108576\n",
      " -0.04869163 -0.18447638 -0.00828296 -0.20730719 -0.0205453  -0.27389589\n",
      " -0.02106529 -0.20790043 -0.01427078 -0.18205905  0.03499162 -0.20065516\n",
      "  0.01938808 -0.25593501  0.01370919 -0.21020105  0.01990479 -0.184457  ]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06277716 -0.04413712 -0.1040619  -0.13397735\n",
      " -0.0846166  -0.21696061 -0.03845763 -0.24340004 -0.09009618 -0.19351378\n",
      " -0.10882002 -0.26584619 -0.0978741  -0.20587462 -0.08462566 -0.17297888\n",
      " -0.05076897 -0.20573485 -0.06471312 -0.28092697 -0.0594967  -0.21508926\n",
      " -0.05015433 -0.18762964 -0.01054829 -0.20753253 -0.0218752  -0.2748256\n",
      " -0.0223034  -0.20965827 -0.01632154 -0.18363488  0.03241384 -0.20157731\n",
      "  0.01750362 -0.25621688  0.01211846 -0.20981908  0.01743388 -0.18434   ]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06192654 -0.0461399  -0.10394585 -0.13531607\n",
      " -0.08484071 -0.21710244 -0.03807652 -0.24423653 -0.09105492 -0.1962117\n",
      " -0.11213356 -0.26929784 -0.09846306 -0.20278701 -0.08408701 -0.16942418\n",
      " -0.05139279 -0.20796442 -0.06657457 -0.28083944 -0.05933338 -0.20793697\n",
      " -0.05011868 -0.18304294 -0.01052439 -0.20936334 -0.02293348 -0.27598938\n",
      " -0.02190679 -0.20532227 -0.01544476 -0.18092573  0.03257561 -0.20299882\n",
      "  0.01717603 -0.25780237  0.0124743  -0.20886964  0.01846588 -0.18362063]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06281799 -0.04561681 -0.10455078 -0.1390366\n",
      " -0.08569652 -0.22570091 -0.0410617  -0.25160199 -0.09383923 -0.19426042\n",
      " -0.11438656 -0.26990968 -0.09862304 -0.20092598 -0.08441854 -0.17024571\n",
      " -0.05454701 -0.20709509 -0.06967038 -0.28034574 -0.06072962 -0.20195919\n",
      " -0.05156076 -0.17926073 -0.01399881 -0.20938879 -0.02626193 -0.2740255\n",
      " -0.02465773 -0.19791567 -0.01839632 -0.17457902  0.02863759 -0.20513377\n",
      "  0.01426733 -0.25872239  0.00989431 -0.20839053  0.0156635  -0.18455309]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06371349 -0.04749548 -0.10503852 -0.13960153\n",
      " -0.08650231 -0.22535068 -0.04303575 -0.25301692 -0.09339297 -0.19447169\n",
      " -0.11532968 -0.27004784 -0.09804249 -0.20357433 -0.08201104 -0.16924334\n",
      " -0.05490077 -0.20737347 -0.07088023 -0.28304097 -0.06082594 -0.20693433\n",
      " -0.05061114 -0.18046701 -0.01474261 -0.21021181 -0.02801549 -0.2764363\n",
      " -0.02581447 -0.20047843 -0.01904947 -0.17300296  0.0272547  -0.2058669\n",
      "  0.01108879 -0.26197699  0.00684237 -0.211555    0.01308155 -0.18414247]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06402147 -0.04900563 -0.10527396 -0.14102191\n",
      " -0.08827335 -0.22766566 -0.04570127 -0.25970569 -0.09459311 -0.1943717\n",
      " -0.11674106 -0.27057266 -0.09910738 -0.20314956 -0.08300036 -0.17042345\n",
      " -0.05640537 -0.20720601 -0.07324851 -0.28333905 -0.06249964 -0.20469263\n",
      " -0.05109197 -0.17836112 -0.01623356 -0.21054298 -0.03048801 -0.276568\n",
      " -0.02781337 -0.19900265 -0.01968241 -0.17155892  0.02618176 -0.20702639\n",
      "  0.00871319 -0.26337796  0.00477636 -0.21317285  0.01225501 -0.18633908]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06440681 -0.0502131  -0.10570449 -0.14542371\n",
      " -0.08843797 -0.2341373  -0.04449475 -0.26125377 -0.09436715 -0.19111702\n",
      " -0.1172688  -0.26952326 -0.09756148 -0.20488578 -0.08081108 -0.17338085\n",
      " -0.05654228 -0.2047441  -0.07384068 -0.28333369 -0.06138843 -0.20532149\n",
      " -0.0502122  -0.17798179 -0.01683599 -0.20957762 -0.03081238 -0.27767473\n",
      " -0.027107   -0.20023847 -0.0193693  -0.17116684  0.02503669 -0.20816746\n",
      "  0.00765067 -0.26463649  0.00407714 -0.21507373  0.01132333 -0.18743035]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06464893 -0.04966229 -0.10565901 -0.14451504\n",
      " -0.08840448 -0.2328375  -0.04452419 -0.2595762  -0.09556293 -0.1908848\n",
      " -0.11768055 -0.26963907 -0.09932613 -0.20242682 -0.08314449 -0.16988403\n",
      " -0.05750781 -0.20459789 -0.07393759 -0.28246057 -0.06304157 -0.20350459\n",
      " -0.0521459  -0.17684174 -0.01764411 -0.20872781 -0.03100801 -0.27649933\n",
      " -0.02825886 -0.19872481 -0.02066344 -0.17059439  0.02433473 -0.20657474\n",
      "  0.00772673 -0.26194462  0.00361526 -0.21206787  0.01072031 -0.18526962]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06327355 -0.04988354 -0.10483646 -0.14507747\n",
      " -0.08731163 -0.23356742 -0.0420891  -0.26001877 -0.0943253  -0.19236308\n",
      " -0.1182549  -0.27057981 -0.0988369  -0.20566085 -0.08070612 -0.17118168\n",
      " -0.05645406 -0.20667258 -0.07414079 -0.28471893 -0.06225681 -0.20800108\n",
      " -0.05004746 -0.17858565 -0.01645005 -0.21124369 -0.03095108 -0.27975523\n",
      " -0.02720886 -0.20240161 -0.01854599 -0.17105424  0.02596945 -0.20888376\n",
      "  0.00861728 -0.2657156   0.00485408 -0.21595442  0.01243538 -0.18733972]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06374544 -0.05058229 -0.10484499 -0.14554769\n",
      " -0.08821344 -0.23358673 -0.04448581 -0.2602306  -0.09300297 -0.19312471\n",
      " -0.11604762 -0.27187377 -0.09787029 -0.20472246 -0.08106434 -0.1715681\n",
      " -0.05529946 -0.20624942 -0.0725702  -0.28489244 -0.06169766 -0.2056886\n",
      " -0.04962987 -0.17784959 -0.0154078  -0.2100094  -0.02947563 -0.28005832\n",
      " -0.02705854 -0.2015723  -0.01843274 -0.17119801  0.02683771 -0.20730147\n",
      "  0.00910407 -0.26500335  0.00441903 -0.21494779  0.01188684 -0.18623108]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06369197 -0.0496012  -0.10502058 -0.14281851\n",
      " -0.08910829 -0.23015434 -0.04586041 -0.25764626 -0.09372884 -0.19460729\n",
      " -0.11636865 -0.27100638 -0.09892684 -0.20277226 -0.08229405 -0.16945201\n",
      " -0.05602479 -0.20766178 -0.07265079 -0.28373337 -0.06240654 -0.20441982\n",
      " -0.05055261 -0.17774189 -0.0159266  -0.21103695 -0.02991825 -0.27767906\n",
      " -0.02731347 -0.19870716 -0.01835322 -0.17010057  0.0267635  -0.20762402\n",
      "  0.00881863 -0.26384649  0.0049836  -0.21238506  0.01327473 -0.18443078]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06330043 -0.05309308 -0.10371107 -0.14244843\n",
      " -0.08618534 -0.22498006 -0.04165274 -0.25642332 -0.09239572 -0.20130816\n",
      " -0.11427218 -0.27438357 -0.10043573 -0.20647538 -0.0852679  -0.17249668\n",
      " -0.05400383 -0.21289331 -0.06982321 -0.28558117 -0.06250376 -0.20953363\n",
      " -0.05169153 -0.18403679 -0.01313537 -0.21475175 -0.02621454 -0.2813729\n",
      " -0.02590322 -0.20552343 -0.01849854 -0.17721754  0.02994376 -0.20878315\n",
      "  0.01325595 -0.26578796  0.00731146 -0.21494213  0.01327723 -0.18622345]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06223649 -0.05036777 -0.10435194 -0.14174014\n",
      " -0.08534789 -0.22600019 -0.03680199 -0.25356787 -0.09113503 -0.20154887\n",
      " -0.11368883 -0.27346858 -0.09907806 -0.20383623 -0.08274806 -0.17137188\n",
      " -0.05259395 -0.21308377 -0.06896895 -0.28619936 -0.06130105 -0.20731241\n",
      " -0.04961008 -0.18288624 -0.01193839 -0.21477795 -0.02544206 -0.27837682\n",
      " -0.02474749 -0.19991508 -0.01611012 -0.17413455  0.03126109 -0.20882133\n",
      "  0.01401758 -0.26452512  0.00906903 -0.21260956  0.01692414 -0.18612587]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06238848 -0.05193049 -0.10479242 -0.14370304\n",
      " -0.08665246 -0.22669399 -0.03992134 -0.25490245 -0.09148383 -0.20365581\n",
      " -0.11216146 -0.27375636 -0.09944636 -0.20355916 -0.0846833  -0.17196387\n",
      " -0.05249649 -0.21463862 -0.06779736 -0.28629613 -0.06145024 -0.20722732\n",
      " -0.05001312 -0.18270975 -0.01144421 -0.21566072 -0.02443057 -0.27791819\n",
      " -0.02464044 -0.20118272 -0.01628083 -0.17617917  0.03206527 -0.20922953\n",
      "  0.01506382 -0.26414844  0.00929666 -0.21285707  0.01650888 -0.18689656]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06226057 -0.05225587 -0.1044023  -0.14175063\n",
      " -0.08740789 -0.22521162 -0.04078406 -0.25204962 -0.09116918 -0.20166862\n",
      " -0.11187005 -0.27388757 -0.09840286 -0.20514357 -0.08352721 -0.17198378\n",
      " -0.05195558 -0.21259871 -0.06739217 -0.2864286  -0.06064129 -0.21019211\n",
      " -0.05016387 -0.18392283 -0.01089877 -0.21350199 -0.02410597 -0.27930433\n",
      " -0.02408147 -0.20455629 -0.01675737 -0.17754775  0.0325914  -0.20631108\n",
      "  0.01540297 -0.26221514  0.01001304 -0.21225509  0.01678115 -0.18565488]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06432772 -0.04784346 -0.10682136 -0.13997489\n",
      " -0.08887815 -0.2264958  -0.04258889 -0.25439912 -0.09507483 -0.19957525\n",
      " -0.11661041 -0.27325439 -0.10188484 -0.2076517  -0.08678091 -0.17586625\n",
      " -0.0550105  -0.21275765 -0.07023925 -0.28648454 -0.06270343 -0.21287933\n",
      " -0.05281997 -0.18860596 -0.01351237 -0.2147823  -0.02559882 -0.28309652\n",
      " -0.02511036 -0.21031693 -0.01828438 -0.18474478  0.03056836 -0.20924801\n",
      "  0.01580656 -0.26259184  0.00997669 -0.21318346  0.01572549 -0.18884659]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06383562 -0.04698217 -0.10682631 -0.14040285\n",
      " -0.08622867 -0.22699887 -0.03945899 -0.2510972  -0.09388053 -0.20091072\n",
      " -0.11479497 -0.27527571 -0.10163814 -0.20897514 -0.08681393 -0.17334515\n",
      " -0.05382872 -0.21334064 -0.06908619 -0.28734681 -0.06207812 -0.21249744\n",
      " -0.05243939 -0.18554407 -0.0124684  -0.21478561 -0.02523905 -0.28238201\n",
      " -0.02477455 -0.20767748 -0.01837355 -0.1799196   0.03089046 -0.20824125\n",
      "  0.01527858 -0.26307261  0.00972414 -0.2123948   0.01568931 -0.18607271]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06278777 -0.05099869 -0.10311282 -0.13954586\n",
      " -0.08649832 -0.2212075  -0.04303253 -0.25458118 -0.09032893 -0.20202142\n",
      " -0.1108796  -0.27440831 -0.09929305 -0.2098006  -0.08356506 -0.1739803\n",
      " -0.05145788 -0.21235347 -0.06618834 -0.28651255 -0.06140536 -0.21384215\n",
      " -0.05058563 -0.18286783 -0.01034617 -0.21379018 -0.02319562 -0.28022447\n",
      " -0.02466995 -0.20670304 -0.01755875 -0.17389715  0.03313595 -0.20662239\n",
      "  0.01663494 -0.2646175   0.00901526 -0.21412736  0.01390612 -0.18243915]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06325656 -0.05062085 -0.1047883  -0.14228153\n",
      " -0.08721519 -0.22636831 -0.04144031 -0.25242931 -0.09193873 -0.20365673\n",
      " -0.11308509 -0.27563605 -0.09983385 -0.20744932 -0.08442056 -0.17315173\n",
      " -0.05262387 -0.21498308 -0.06838989 -0.28771946 -0.0613094  -0.21295241\n",
      " -0.05028093 -0.18680507 -0.01145893 -0.21601942 -0.02443987 -0.2813572\n",
      " -0.02411199 -0.20816827 -0.01627725 -0.18149298  0.0321539  -0.20908833\n",
      "  0.01552939 -0.26484975  0.0100283  -0.21478659  0.01678324 -0.18771213]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n",
      "C:\\anaconda_installed_22_12_23\\Lib\\site-packages\\google\\protobuf\\symbol_database.py:55: UserWarning: SymbolDatabase.GetPrototype() is deprecated. Please use message_factory.GetMessageClass() instead. SymbolDatabase.GetPrototype() will be removed soon.\n",
      "  warnings.warn('SymbolDatabase.GetPrototype() is deprecated. Please '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06315416 -0.0457688  -0.10623181 -0.14037669\n",
      " -0.08653122 -0.22796631 -0.03916323 -0.25187388 -0.09323955 -0.1991508\n",
      " -0.11320418 -0.27445981 -0.10033268 -0.21185333 -0.08632118 -0.17685056\n",
      " -0.05284363 -0.21241182 -0.06752843 -0.28886592 -0.06142306 -0.21904317\n",
      " -0.052113   -0.19074404 -0.01128167 -0.21396285 -0.0233199  -0.28440505\n",
      " -0.02375555 -0.21411926 -0.01745653 -0.18462354  0.03254831 -0.20746544\n",
      "  0.01737362 -0.26359975  0.01059151 -0.21582511  0.01582634 -0.18876159]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06346077 -0.04860085 -0.106197   -0.14056301\n",
      " -0.08691674 -0.22642475 -0.03923911 -0.25436032 -0.09162229 -0.20165601\n",
      " -0.11335868 -0.27670425 -0.0995025  -0.2089861  -0.08383811 -0.17392105\n",
      " -0.05169779 -0.21340168 -0.06727761 -0.28833306 -0.06076008 -0.21275222\n",
      " -0.05075234 -0.18549079 -0.01047415 -0.21491376 -0.02353364 -0.28107184\n",
      " -0.023848   -0.20631173 -0.01720971 -0.17947167  0.03307545 -0.20873842\n",
      "  0.01651144 -0.26388079  0.01097441 -0.21282911  0.01729828 -0.18650359]\n",
      "<class 'mediapipe.python.solution_base.SolutionOutputs'>\n",
      "[ 0.          0.         -0.06309634 -0.0503794  -0.10618514 -0.1401366\n",
      " -0.08905178 -0.22465992 -0.04118353 -0.25265539 -0.09232169 -0.20464501\n",
      " -0.1136421  -0.27667707 -0.10026509 -0.20751753 -0.08464068 -0.17407233\n",
      " -0.05262071 -0.21617377 -0.0677799  -0.28914672 -0.06152433 -0.21229872\n",
      " -0.0509938  -0.18645597 -0.01126724 -0.21725726 -0.02413815 -0.28125662\n",
      " -0.02444386 -0.20592827 -0.01677859 -0.18026537  0.0326727  -0.21009105\n",
      "  0.01574832 -0.26490626  0.01016837 -0.21353179  0.01705098 -0.1873464 ]\n"
     ]
    }
   ],
   "source": [
    "# Rerun this piece of code manually with changing A, Y, U ... to collect the dataset as pandas dataframe \n",
    "# search for ASL sign language alphabets to see what gesture to make manually \n",
    "\n",
    "#Main function \n",
    "cap = cv2.VideoCapture(0) \n",
    "# Set mediapipe model  \n",
    "with mp_holistic.Holistic(min_detection_confidence=0.5, min_tracking_confidence=0.5) as holistic: \n",
    "    while cap.isOpened(): \n",
    "  \n",
    "        # Read feed \n",
    "        ret, frame = cap.read() \n",
    "        \n",
    "        frame = cv2.flip(frame,1)\n",
    "        \n",
    "        # Make detections \n",
    "        image, results = mediapipe_detection(frame, holistic) \n",
    "        print(results) \n",
    "          \n",
    "        # Draw landmarks \n",
    "        draw_styled_landmarks(image, results) \n",
    "  \n",
    "        # Show to screen \n",
    "        cv2.imshow('OpenCV Feed', image) \n",
    "          \n",
    "        zero_subs = [np.array([0, 0]) for _ in range(21)]\n",
    "        \n",
    "        # As I have mirrored the camera frame , left_hand_landmarks contains information for right hand\n",
    "        # I will only use right hand ASL sign language \n",
    "        rh = (np.array([[res.x, res.y] for res in results.left_hand_landmarks.landmark])) if results.left_hand_landmarks else zero_subs\n",
    "        \n",
    "        rh = [(rh[i]-rh[0]).tolist() for i in range(1,len(rh))]\n",
    "        if(rh!=zero_subs):\n",
    "            rh.insert(0, [0, 0])\n",
    "        \n",
    "        rh = np.array(rh)\n",
    "        rh = rh.flatten()\n",
    "        \n",
    "        print(rh)\n",
    "        \n",
    "        if not np.all(rh == 0):\n",
    "            data_S = data_S._append(pd.Series(rh), ignore_index=True)\n",
    "        \n",
    "        # Break gracefully \n",
    "        if cv2.waitKey(10) & 0xFF == ord('q'): \n",
    "            break\n",
    "    cap.release() \n",
    "    cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "2d76fb2c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# Just adding a class tag which will be the target class later while predicting \n",
    "\n",
    "data_A['class'] = 0\n",
    "data_Y['class'] = 1\n",
    "data_U['class'] = 2\n",
    "data_S['class'] = 3\n",
    "data_H['class'] = 4\n",
    "\n",
    "# print(data_A)\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "abccd09e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   class    0    1         2         3         4         5         6  \\\n",
      "0      0  0.0  0.0 -0.083955 -0.057687 -0.143967 -0.166604 -0.158132   \n",
      "1      0  0.0  0.0 -0.083900 -0.061100 -0.141032 -0.165363 -0.158884   \n",
      "2      0  0.0  0.0 -0.086185 -0.057912 -0.151771 -0.144644 -0.180921   \n",
      "3      0  0.0  0.0 -0.084918 -0.037873 -0.150861 -0.124648 -0.172609   \n",
      "4      0  0.0  0.0 -0.080348 -0.028174 -0.146617 -0.121466 -0.170870   \n",
      "\n",
      "          7         8  ...        32        33        34        35        36  \\\n",
      "0 -0.270313 -0.146678  ...  0.008286 -0.224137  0.067247 -0.265167  0.064527   \n",
      "1 -0.270144 -0.152182  ...  0.000033 -0.222951  0.056077 -0.252391  0.053019   \n",
      "2 -0.243660 -0.172599  ... -0.028672 -0.220826  0.027602 -0.257759  0.024671   \n",
      "3 -0.227299 -0.169301  ... -0.027564 -0.208170  0.024663 -0.242198  0.024185   \n",
      "4 -0.225190 -0.166369  ... -0.027546 -0.204892  0.024202 -0.238494  0.024323   \n",
      "\n",
      "         37        38        39        40        41  \n",
      "0 -0.321461  0.054204 -0.252515  0.051229 -0.222619  \n",
      "1 -0.318152  0.041167 -0.252924  0.037451 -0.220153  \n",
      "2 -0.321016  0.015170 -0.251215  0.013000 -0.224307  \n",
      "3 -0.302602  0.018889 -0.233397  0.013695 -0.208750  \n",
      "4 -0.299691  0.019614 -0.233342  0.013261 -0.208376  \n",
      "\n",
      "[5 rows x 43 columns]\n",
      "340\n",
      "330\n",
      "213\n",
      "304\n",
      "240\n"
     ]
    }
   ],
   "source": [
    "print(data_A.head())\n",
    "print(len(data_A))\n",
    "print(len(data_Y))\n",
    "print(len(data_U))\n",
    "print(len(data_S))\n",
    "print(len(data_H))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "d0584e7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   class    0    1         2         3         4         5         6  \\\n",
      "0      0  0.0  0.0 -0.083955 -0.057687 -0.143967 -0.166604 -0.158132   \n",
      "1      0  0.0  0.0 -0.083900 -0.061100 -0.141032 -0.165363 -0.158884   \n",
      "2      0  0.0  0.0 -0.086185 -0.057912 -0.151771 -0.144644 -0.180921   \n",
      "3      0  0.0  0.0 -0.084918 -0.037873 -0.150861 -0.124648 -0.172609   \n",
      "4      0  0.0  0.0 -0.080348 -0.028174 -0.146617 -0.121466 -0.170870   \n",
      "\n",
      "          7         8  ...        32        33        34        35        36  \\\n",
      "0 -0.270313 -0.146678  ...  0.008286 -0.224137  0.067247 -0.265167  0.064527   \n",
      "1 -0.270144 -0.152182  ...  0.000033 -0.222951  0.056077 -0.252391  0.053019   \n",
      "2 -0.243660 -0.172599  ... -0.028672 -0.220826  0.027602 -0.257759  0.024671   \n",
      "3 -0.227299 -0.169301  ... -0.027564 -0.208170  0.024663 -0.242198  0.024185   \n",
      "4 -0.225190 -0.166369  ... -0.027546 -0.204892  0.024202 -0.238494  0.024323   \n",
      "\n",
      "         37        38        39        40        41  \n",
      "0 -0.321461  0.054204 -0.252515  0.051229 -0.222619  \n",
      "1 -0.318152  0.041167 -0.252924  0.037451 -0.220153  \n",
      "2 -0.321016  0.015170 -0.251215  0.013000 -0.224307  \n",
      "3 -0.302602  0.018889 -0.233397  0.013695 -0.208750  \n",
      "4 -0.299691  0.019614 -0.233342  0.013261 -0.208376  \n",
      "\n",
      "[5 rows x 43 columns]\n",
      "1000\n"
     ]
    }
   ],
   "source": [
    "# Now combining the mini datasets I have gathered for the alphabets \n",
    "# I took 200 enteries for all the alphabets to ensure class balance \n",
    "\n",
    "dflist = [data_A.iloc[0:200],data_Y.iloc[0:200],data_U.iloc[0:200],data_S.iloc[0:200],data_H.iloc[0:200]]\n",
    "\n",
    "df = pd.concat(dflist, ignore_index=True)\n",
    "\n",
    "print(df.head())\n",
    "print(len(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "9891d0d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel(\"ASL_alphabets.xlsx\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe7ca2b7",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}