{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\")
"
]
},
{
"cell_type": "markdown",
"source": [
"##Preliminaries"
],
"metadata": {
"id": "UqNpNL9YdW_F"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "AstQdmx7ecwk",
"collapsed": true
},
"outputs": [],
"source": [
"%%capture\n",
"%mkdir yearbook\n",
"%cd yearbook\n",
"!pip install --upgrade --no-cache-dir gdown\n",
"!gdown --id \"1NHT8NN8ClBEnUC5VqkP3wr2KhyiIQzyU\"\n",
"!unzip PHfiles.zip\n",
"%mkdir images\n",
"!pip install PyMuPDF\n",
"!pip install dlib\n",
"!pip install DeepFace\n",
"import os, shutil, fitz, cv2, numpy as np, pandas as pd, dlib, tensorflow as tf\n",
"from os.path import dirname, join\n",
"from deepface import DeepFace"
]
},
{
"cell_type": "markdown",
"source": [
"##PDF Conversion"
],
"metadata": {
"id": "5D4NGWwSdagp"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "rhGzknifXosP",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "b40db119-4e2a-4c94-8250-1ea17ea6d1b6"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Now copying images into ./images/1921\n",
"Now copying images into ./images/1961\n",
"Now copying images into ./images/1931\n",
"Now copying images into ./images/1941\n",
"Now copying images into ./images/1951\n",
"Now copying images into ./images/1911\n"
]
}
],
"source": [
"path = r'./'\n",
"pdfs = [f for f in os.listdir(path) if f.endswith('.pdf')]\n",
"for pdf in pdfs:\n",
" os.chdir(os.path.join('./images'))\n",
" os.mkdir((pdf.split(\".\")[0]))\n",
" newdir = (os.path.join('./images/' + os.path.join(pdf.split(\".\")[0])))\n",
" os.chdir(\"..\")\n",
" print (\"Now copying images into \" + (newdir))\n",
" shutil.copy(pdf, newdir)\n",
" os.chdir(newdir)\n",
" doc = fitz.open(pdf)\n",
" for page in doc:\n",
" pix = page.get_pixmap()\n",
" pix.save(\"page-%i.png\" % page.number)\n",
" os.chdir(os.path.dirname(os.getcwd()))\n",
" os.chdir(\"..\")\n",
"\n"
]
},
{
"cell_type": "markdown",
"source": [
"##Object Detection and Facial Recognition: Code"
],
"metadata": {
"id": "2jYcnBWodq7V"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "92YhmH4AhFR1",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "bb69661d-fdda-4eb7-bdb4-11d17c5717d7"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"New 'faces' directory created in 1961 folder\n",
"New 'faces' directory created in 1931 folder\n",
"New 'faces' directory created in 1911 folder\n",
"New 'faces' directory created in 1921 folder\n",
"New 'faces' directory created in 1951 folder\n",
"New 'faces' directory created in 1941 folder\n"
]
}
],
"source": [
"path = r'./'\n",
"\n",
"os.chdir(os.path.join(path + 'images'))\n",
"dirs = os.listdir(path)\n",
"for dir in dirs:\n",
" os.chdir(os.path.join(path + dir))\n",
" pngs = [f for f in os.listdir(path) if f.endswith('.png')]\n",
"\n",
" if not os.path.exists((dir) + ' faces'):\n",
" print(\"New 'faces' directory created in \" + (dir) + \" folder\")\n",
" os.makedirs((dir) + ' faces')\n",
"\n",
" count = 0\n",
" for png in pngs:\n",
" image = cv2.imread(png)\n",
"\n",
" greyscale_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
"\n",
" face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + \"haarcascade_frontalface_default.xml\")\n",
"\n",
" detected_faces = face_cascade.detectMultiScale(image=greyscale_image, scaleFactor=1.9, minNeighbors=4)\n",
"\n",
" count = 0\n",
" for (x,y,w,h) in detected_faces:\n",
" try:\n",
" xpadding = 20\n",
" ypadding = 40\n",
" crop_face = image[y-ypadding: y + h+ypadding, x-xpadding: x + w+xpadding]\n",
" count+=1\n",
" face = cv2.rectangle(crop_face,(x,y),(x+w,y+h),(255,0,0),2)\n",
" cv2.imwrite(path + (dir) + ' faces/' + str(count) + '_' + png, face)\n",
" except (Exception):\n",
" print(\"An error happened\")\n",
" continue\n",
" os.remove(os.path.join(path, png))\n",
" os.chdir(\"..\")\n"
]
},
{
"cell_type": "markdown",
"source": [
"##Identify Smiles: Code"
],
"metadata": {
"id": "ysjW9Atvd00g"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "26ben4VqkGwd",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "d22d37eb-4f1c-4e2e-bdec-690c4ee32349"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content/yearbook\n",
"24-01-31 16:15:20 - facial_expression_model_weights.h5 will be downloaded...\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"Downloading...\n",
"From: https://github.com/serengil/deepface_models/releases/download/v1.0/facial_expression_model_weights.h5\n",
"To: /root/.deepface/weights/facial_expression_model_weights.h5\n",
"100%|██████████| 5.98M/5.98M [00:00<00:00, 18.6MB/s]\n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[{'emotion': {'angry': 2.1246447489089073, 'disgust': 1.901664848713893e-08, 'fear': 0.034286557916850396, 'happy': 0.0002512492229182152, 'sad': 4.2414514879642145, 'surprise': 1.7301296109425963e-07, 'neutral': 93.59936194427468}, 'dominant_emotion': 'neutral', 'region': {'x': 28, 'y': 51, 'w': 63, 'h': 63}, 'face_confidence': 10.072929168702103}]\n",
"[{'emotion': {'angry': 2.7204811573028564, 'disgust': 3.8496024146184027e-07, 'fear': 1.0063357651233673, 'happy': 0.00680559896863997, 'sad': 10.03282368183136, 'surprise': 0.0020465062334551476, 'neutral': 86.23150587081909}, 'dominant_emotion': 'neutral', 'region': {'x': 30, 'y': 50, 'w': 65, 'h': 65}, 'face_confidence': 8.167705099273007}]\n",
"[{'emotion': {'angry': 0.4706279840320349, 'disgust': 5.386959975317573e-10, 'fear': 1.1910023167729378, 'happy': 0.000255436270890641, 'sad': 22.509941458702087, 'surprise': 5.6404114712194087e-08, 'neutral': 75.82817077636719}, 'dominant_emotion': 'neutral', 'region': {'x': 29, 'y': 51, 'w': 65, 'h': 65}, 'face_confidence': 9.6063381160493}]\n",
"[{'emotion': {'angry': 0.31714143697172403, 'disgust': 7.941276759446114e-12, 'fear': 0.020388436678331345, 'happy': 5.864576380076869e-07, 'sad': 19.37987059354782, 'surprise': 1.705554968089995e-09, 'neutral': 80.28260469436646}, 'dominant_emotion': 'neutral', 'region': {'x': 31, 'y': 50, 'w': 65, 'h': 65}, 'face_confidence': 9.139429102360737}]\n",
"[{'emotion': {'angry': 11.266442388296127, 'disgust': 1.0986424443804044e-10, 'fear': 0.03680420632008463, 'happy': 6.0797255230227165e-06, 'sad': 16.50884598493576, 'surprise': 2.14297538048136e-09, 'neutral': 72.18790054321289}, 'dominant_emotion': 'neutral', 'region': {'x': 30, 'y': 48, 'w': 64, 'h': 64}, 'face_confidence': 11.457762133039068}]\n",
"[{'emotion': {'angry': 1.367568678710978, 'disgust': 0.00016561574362075897, 'fear': 0.7811876945160445, 'happy': 12.975960253236309, 'sad': 1.9082431887533182, 'surprise': 0.11992568166483532, 'neutral': 82.84695046227876}, 'dominant_emotion': 'neutral', 'region': {'x': 31, 'y': 47, 'w': 67, 'h': 67}, 'face_confidence': 12.373736181471031}]\n",
"[{'emotion': {'angry': 8.665455132722855, 'disgust': 2.5844704509836447e-05, 'fear': 0.08394850883632898, 'happy': 0.0021509360522031784, 'sad': 11.723734438419342, 'surprise': 7.168196702878049e-06, 'neutral': 79.52467799186707}, 'dominant_emotion': 'neutral', 'region': {'x': 25, 'y': 46, 'w': 75, 'h': 75}, 'face_confidence': 8.09842800203478}]\n",
"[{'emotion': {'angry': 0.0330498005496338, 'disgust': 6.538615355671526e-13, 'fear': 0.02090466587105766, 'happy': 0.00010536838317420916, 'sad': 2.617831528186798, 'surprise': 2.720154270718922e-05, 'neutral': 97.32807874679565}, 'dominant_emotion': 'neutral', 'region': {'x': 18, 'y': 40, 'w': 48, 'h': 48}, 'face_confidence': 8.34060103126103}]\n",
"[{'emotion': {'angry': 89.96495544701548, 'disgust': 5.732453076399947e-07, 'fear': 0.003055058732767365, 'happy': 0.026231086048101548, 'sad': 1.4298222879959517, 'surprise': 1.4853172022792461e-05, 'neutral': 8.575923506970614}, 'dominant_emotion': 'angry', 'region': {'x': 20, 'y': 41, 'w': 42, 'h': 42}, 'face_confidence': 6.829005010367837}]\n",
"[{'emotion': {'angry': 0.18505931366235018, 'disgust': 8.469267243071954e-06, 'fear': 28.952136635780334, 'happy': 0.2322495449334383, 'sad': 21.60264104604721, 'surprise': 0.11671901447698474, 'neutral': 48.911187052726746}, 'dominant_emotion': 'neutral', 'region': {'x': 18, 'y': 38, 'w': 90, 'h': 90}, 'face_confidence': 7.377295072597917}]\n",
"[{'emotion': {'angry': 1.1159093119204044, 'disgust': 0.0003573559524738812, 'fear': 8.335452526807785, 'happy': 0.005502005660673603, 'sad': 78.93506288528442, 'surprise': 0.7879091426730156, 'neutral': 10.81981435418129}, 'dominant_emotion': 'sad', 'region': {'x': 21, 'y': 41, 'w': 84, 'h': 84}, 'face_confidence': 5.62356299435487}]\n",
"[{'emotion': {'angry': 15.119858086109161, 'disgust': 0.000262483717961004, 'fear': 17.35249012708664, 'happy': 0.008128312765620649, 'sad': 40.611714124679565, 'surprise': 0.06856766995042562, 'neutral': 26.838979125022888}, 'dominant_emotion': 'sad', 'region': {'x': 17, 'y': 37, 'w': 96, 'h': 96}, 'face_confidence': 10.974104181979783}]\n",
"[{'emotion': {'angry': 17.499010264873505, 'disgust': 7.565321979985384e-09, 'fear': 0.0004524767064140178, 'happy': 0.24210556875914335, 'sad': 3.3341292291879654, 'surprise': 1.2534459692403743e-06, 'neutral': 78.92429828643799}, 'dominant_emotion': 'neutral', 'region': {'x': 19, 'y': 39, 'w': 51, 'h': 51}, 'face_confidence': 6.396277112362441}]\n",
"[{'emotion': {'angry': 0.9802640415728092, 'disgust': 6.739641733588542e-07, 'fear': 1.2133591808378696, 'happy': 0.19040763145312667, 'sad': 4.018070176243782, 'surprise': 0.00722231125109829, 'neutral': 93.59067678451538}, 'dominant_emotion': 'neutral', 'region': {'x': 18, 'y': 37, 'w': 31, 'h': 31}, 'face_confidence': 7.111314190959092}]\n",
"[{'emotion': {'angry': 1.6416773200035095, 'disgust': 3.752921529098785e-07, 'fear': 0.1956549473106861, 'happy': 0.24489951319992542, 'sad': 28.213047981262207, 'surprise': 0.0002578372686912189, 'neutral': 69.70446109771729}, 'dominant_emotion': 'neutral', 'region': {'x': 36, 'y': 50, 'w': 62, 'h': 62}, 'face_confidence': 10.083684134238865}]\n",
"[{'emotion': {'angry': 30.04118502140045, 'disgust': 0.00018780583559419028, 'fear': 9.959126263856888, 'happy': 0.6617357023060322, 'sad': 22.937920689582825, 'surprise': 0.08301134221255779, 'neutral': 36.3168329000473}, 'dominant_emotion': 'neutral', 'region': {'x': 21, 'y': 42, 'w': 43, 'h': 43}, 'face_confidence': 9.443734073953237}]\n",
"[{'emotion': {'angry': 0.030710548162460327, 'disgust': 2.0403906830779306e-05, 'fear': 0.022688139870297164, 'happy': 8.911135047674179, 'sad': 0.4327877890318632, 'surprise': 0.003281169483670965, 'neutral': 90.59937596321106}, 'dominant_emotion': 'neutral', 'region': {'x': 18, 'y': 38, 'w': 49, 'h': 49}, 'face_confidence': 8.456178057647776}]\n",
"[{'emotion': {'angry': 16.91470694033545, 'disgust': 1.5321407279069488e-06, 'fear': 3.584178005705953, 'happy': 0.06096406504670173, 'sad': 74.29426159228454, 'surprise': 0.053925495316490255, 'neutral': 5.09196550202164}, 'dominant_emotion': 'sad', 'region': {'x': 18, 'y': 39, 'w': 49, 'h': 49}, 'face_confidence': 9.78201208304381}]\n",
"[{'emotion': {'angry': 20.158739387989044, 'disgust': 0.005278581738821231, 'fear': 24.394677579402924, 'happy': 0.0279199710348621, 'sad': 23.715591430664062, 'surprise': 0.008673645061207935, 'neutral': 31.689125299453735}, 'dominant_emotion': 'neutral', 'region': {'x': 14, 'y': 34, 'w': 99, 'h': 99}, 'face_confidence': 12.386783063120674}]\n",
"[{'emotion': {'angry': 0.047912256504767034, 'disgust': 9.653936537170361e-06, 'fear': 0.031599826316711384, 'happy': 36.461659458974566, 'sad': 0.5519188803833056, 'surprise': 0.033253447854165605, 'neutral': 62.873647384264906}, 'dominant_emotion': 'neutral', 'region': {'x': 18, 'y': 38, 'w': 52, 'h': 52}, 'face_confidence': 9.23434308724245}]\n",
"An error happened\n",
"[{'emotion': {'angry': 4.066537329094899e-06, 'disgust': 1.9566123591884416e-14, 'fear': 7.818965030992331e-07, 'happy': 92.90425777435303, 'sad': 0.0004836982043343596, 'surprise': 4.273586640124449e-06, 'neutral': 7.095248997211456}, 'dominant_emotion': 'happy', 'region': {'x': 33, 'y': 48, 'w': 60, 'h': 60}, 'face_confidence': 8.983738931303378}]\n",
"[{'emotion': {'angry': 0.3155781654641032, 'disgust': 9.355015428980096e-07, 'fear': 6.4515091478824615, 'happy': 0.5153384525328875, 'sad': 6.876081228256226, 'surprise': 0.03529866226017475, 'neutral': 85.80619692802429}, 'dominant_emotion': 'neutral', 'region': {'x': 28, 'y': 48, 'w': 67, 'h': 67}, 'face_confidence': 10.385024062532466}]\n",
"[{'emotion': {'angry': 0.6239258218556643, 'disgust': 5.923518511634362e-11, 'fear': 0.0005068426162324613, 'happy': 1.3001961463032785e-05, 'sad': 5.268103629350662, 'surprise': 1.802268195794099e-08, 'neutral': 94.10744905471802}, 'dominant_emotion': 'neutral', 'region': {'x': 26, 'y': 47, 'w': 70, 'h': 70}, 'face_confidence': 8.398158174823038}]\n",
"[{'emotion': {'angry': 2.3799060500095948e-05, 'disgust': 2.474185136283613e-10, 'fear': 0.00010816919484568643, 'happy': 35.003265738487244, 'sad': 0.07168137817643583, 'surprise': 2.8171908184049244e-05, 'neutral': 64.92489576339722}, 'dominant_emotion': 'neutral', 'region': {'x': 14, 'y': 35, 'w': 57, 'h': 57}, 'face_confidence': 9.05845206201775}]\n",
"[{'emotion': {'angry': 4.627562686800957, 'disgust': 0.0015246413568092976, 'fear': 4.280545562505722, 'happy': 0.09707342251203954, 'sad': 39.376842975616455, 'surprise': 0.017045911226887256, 'neutral': 51.59940719604492}, 'dominant_emotion': 'neutral', 'region': {'x': 27, 'y': 45, 'w': 74, 'h': 74}, 'face_confidence': 8.115547031280585}]\n",
"[{'emotion': {'angry': 6.470221281051636, 'disgust': 2.0724476357258936e-06, 'fear': 0.42834836058318615, 'happy': 0.033034017542377114, 'sad': 5.932604521512985, 'surprise': 0.0019178172806277871, 'neutral': 87.13387250900269}, 'dominant_emotion': 'neutral', 'region': {'x': 16, 'y': 38, 'w': 53, 'h': 53}, 'face_confidence': 8.064310145273339}]\n",
"[{'emotion': {'angry': 0.016482443606946617, 'disgust': 1.5538107689394565e-06, 'fear': 0.05150230717845261, 'happy': 0.8706727996468544, 'sad': 0.4849000833928585, 'surprise': 0.02058045065496117, 'neutral': 98.55586290359497}, 'dominant_emotion': 'neutral', 'region': {'x': 28, 'y': 48, 'w': 147, 'h': 147}, 'face_confidence': 9.39722520869691}]\n",
"[{'emotion': {'angry': 2.630654349923134, 'disgust': 2.4124993558416463e-06, 'fear': 3.9722569286823273, 'happy': 0.00010787327937578084, 'sad': 86.71320080757141, 'surprise': 0.0007922036274976563, 'neutral': 6.682990491390228}, 'dominant_emotion': 'sad', 'region': {'x': 21, 'y': 43, 'w': 77, 'h': 77}, 'face_confidence': 6.882154191494919}]\n",
"[{'emotion': {'angry': 78.7624180316925, 'disgust': 0.00264404861809453, 'fear': 3.8712866604328156, 'happy': 0.5816744174808264, 'sad': 10.755512863397598, 'surprise': 4.908131435513496, 'neutral': 1.1183273047208786}, 'dominant_emotion': 'angry', 'region': {'x': 19, 'y': 36, 'w': 90, 'h': 90}, 'face_confidence': 7.957146118336823}]\n",
"[{'emotion': {'angry': 0.03611544810494162, 'disgust': 1.1681543898855285e-11, 'fear': 1.8854040578150313e-05, 'happy': 97.13744487016736, 'sad': 0.01306800414827143, 'surprise': 0.006162987854436455, 'neutral': 2.807195446752959}, 'dominant_emotion': 'happy', 'region': {'x': 15, 'y': 35, 'w': 56, 'h': 56}, 'face_confidence': 10.45135113102151}]\n",
"[{'emotion': {'angry': 10.17809706069196, 'disgust': 3.223653906189397e-06, 'fear': 2.5578038090829622, 'happy': 1.720956311664109e-05, 'sad': 77.7017864825471, 'surprise': 2.4394572827709863e-06, 'neutral': 9.562292344843428}, 'dominant_emotion': 'sad', 'region': {'x': 24, 'y': 47, 'w': 72, 'h': 72}, 'face_confidence': 9.730558012786787}]\n",
"[{'emotion': {'angry': 0.02282898077079138, 'disgust': 6.9698809263750265e-12, 'fear': 0.10080608734564932, 'happy': 0.03414202831203153, 'sad': 0.1875342810485624, 'surprise': 0.000586518920612245, 'neutral': 99.6540964062099}, 'dominant_emotion': 'neutral', 'region': {'x': 19, 'y': 38, 'w': 27, 'h': 27}, 'face_confidence': 7.066521073167678}]\n",
"An error happened\n",
"[{'emotion': {'angry': 97.66356335065146, 'disgust': 8.383698312721919e-17, 'fear': 2.5144019921607186e-06, 'happy': 1.6016016135382082e-06, 'sad': 1.462876697652143, 'surprise': 2.2061514409710857e-14, 'neutral': 0.8735622800029683}, 'dominant_emotion': 'angry', 'region': {'x': 28, 'y': 46, 'w': 68, 'h': 68}, 'face_confidence': 6.288568131742068}]\n",
"[{'emotion': {'angry': 4.749762639403343, 'disgust': 2.6088122240253142e-05, 'fear': 0.29964412096887827, 'happy': 77.49799489974976, 'sad': 2.6777278631925583, 'surprise': 0.12069568037986755, 'neutral': 14.65415209531784}, 'dominant_emotion': 'happy', 'region': {'x': 18, 'y': 40, 'w': 46, 'h': 46}, 'face_confidence': 9.64491117344005}]\n",
"[{'emotion': {'angry': 99.93600248527557, 'disgust': 2.3828053484240287e-07, 'fear': 0.03318383346547436, 'happy': 0.012763078914651742, 'sad': 0.0175282772920276, 'surprise': 1.2412604647230903e-07, 'neutral': 0.0005262071854040443}, 'dominant_emotion': 'angry', 'region': {'x': 28, 'y': 47, 'w': 69, 'h': 69}, 'face_confidence': 9.897201155021321}]\n",
"[{'emotion': {'angry': 7.411506026983261, 'disgust': 2.836066315126118e-06, 'fear': 0.2551275072619319, 'happy': 12.986277043819427, 'sad': 2.0852480083703995, 'surprise': 0.05392092280089855, 'neutral': 77.20791697502136}, 'dominant_emotion': 'neutral', 'region': {'x': 18, 'y': 39, 'w': 28, 'h': 28}, 'face_confidence': 13.473649070772808}]\n",
"An error happened\n",
"An error happened\n",
"[{'emotion': {'angry': 0.3526274325029512, 'disgust': 1.227871779719685e-05, 'fear': 0.09922447507303804, 'happy': 2.5754611611641147, 'sad': 0.31063740130587825, 'surprise': 0.006954995165690491, 'neutral': 96.6550825032641}, 'dominant_emotion': 'neutral', 'region': {'x': 18, 'y': 38, 'w': 27, 'h': 27}, 'face_confidence': 7.097306105715688}]\n",
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"An error happened\n",
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"An error happened\n",
"[{'emotion': {'angry': 0.21207265090197325, 'disgust': 0.00010057822237286018, 'fear': 0.599934346973896, 'happy': 16.183842718601227, 'sad': 1.5203138813376427, 'surprise': 0.011168650962645188, 'neutral': 81.47256970405579}, 'dominant_emotion': 'neutral', 'region': {'x': 19, 'y': 40, 'w': 26, 'h': 26}, 'face_confidence': 5.665356005018111}]\n",
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"An error happened\n",
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"An error happened\n",
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"An error happened\n",
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"An error happened\n",
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"An error happened\n",
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"An error happened\n",
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"An error happened\n",
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"An error happened\n",
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"An error happened\n",
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"An error happened\n",
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"[{'emotion': {'angry': 5.663991942128632e-06, 'disgust': 2.7215038314334193e-17, 'fear': 5.095057622334087e-10, 'happy': 99.97370839118958, 'sad': 1.16601350796941e-07, 'surprise': 2.2657480336363278e-07, 'neutral': 0.026290371897630394}, 'dominant_emotion': 'happy', 'region': {'x': 23, 'y': 42, 'w': 79, 'h': 79}, 'face_confidence': 9.12728415231686}]\n",
"An error happened\n",
"An error happened\n",
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"[{'emotion': {'angry': 9.938715948010213e-05, 'disgust': 2.3923395274343118e-11, 'fear': 1.5863894020640146e-05, 'happy': 97.69042134284973, 'sad': 0.00021906655547354603, 'surprise': 0.0003984299382864265, 'neutral': 2.3088470101356506}, 'dominant_emotion': 'happy', 'region': {'x': 23, 'y': 43, 'w': 83, 'h': 83}, 'face_confidence': 7.418131055950653}]\n",
"[{'emotion': {'angry': 5.0217680633068085, 'disgust': 0.0001739091430863482, 'fear': 0.12204693630337715, 'happy': 0.034155588946305215, 'sad': 5.088804289698601, 'surprise': 0.00038659636629745364, 'neutral': 89.7326648235321}, 'dominant_emotion': 'neutral', 'region': {'x': 18, 'y': 37, 'w': 29, 'h': 29}, 'face_confidence': 6.86413004033966}]\n",
"An error happened\n",
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"[{'emotion': {'angry': 5.0774204580682885e-05, 'disgust': 9.789768863402953e-12, 'fear': 8.236242401626789e-07, 'happy': 91.98013496280521, 'sad': 0.00016033786597099823, 'surprise': 6.334754432229571e-07, 'neutral': 8.01965046046081}, 'dominant_emotion': 'happy', 'region': {'x': 31, 'y': 50, 'w': 68, 'h': 68}, 'face_confidence': 10.06172393396264}]\n",
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"[{'emotion': {'angry': 0.030595430871471763, 'disgust': 1.2887096945135568e-08, 'fear': 0.020282472542021424, 'happy': 0.01355950953438878, 'sad': 0.13201794354245067, 'surprise': 0.0006058184681023704, 'neutral': 99.80294108390808}, 'dominant_emotion': 'neutral', 'region': {'x': 19, 'y': 39, 'w': 26, 'h': 26}, 'face_confidence': 12.172578129160684}]\n",
"An error happened\n",
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"[{'emotion': {'angry': 3.2731529661390164e-06, 'disgust': 6.019698553577763e-10, 'fear': 0.04780765151110449, 'happy': 99.87260102466351, 'sad': 0.0009012592809676137, 'surprise': 0.0023818116061142115, 'neutral': 0.0763076170195709}, 'dominant_emotion': 'happy', 'region': {'x': 27, 'y': 45, 'w': 76, 'h': 76}, 'face_confidence': 9.169718021003064}]\n",
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"An error happened\n",
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"An error happened\n",
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"[{'emotion': {'angry': 99.99684095420349, 'disgust': 4.914697391119864e-14, 'fear': 0.000661138177150221, 'happy': 1.9948645910739478e-08, 'sad': 0.0024923697067789526, 'surprise': 2.6006600454472936e-10, 'neutral': 3.29488113039437e-06}, 'dominant_emotion': 'angry', 'region': {'x': 24, 'y': 41, 'w': 80, 'h': 80}, 'face_confidence': 5.13822909531882}]\n",
"[{'emotion': {'angry': 0.7084453012794256, 'disgust': 0.0019495926608215086, 'fear': 21.507902443408966, 'happy': 65.31878709793091, 'sad': 0.8532232604920864, 'surprise': 0.27835716027766466, 'neutral': 11.331337690353394}, 'dominant_emotion': 'happy', 'region': {'x': 18, 'y': 37, 'w': 89, 'h': 89}, 'face_confidence': 7.171645064547192}]\n",
"[{'emotion': {'angry': 1.7315123230218887, 'disgust': 6.706977728754282e-05, 'fear': 3.991231694817543, 'happy': 47.912004590034485, 'sad': 3.295886144042015, 'surprise': 0.006414196104742587, 'neutral': 43.062880635261536}, 'dominant_emotion': 'happy', 'region': {'x': 28, 'y': 49, 'w': 68, 'h': 68}, 'face_confidence': 10.267789135104977}]\n",
"[{'emotion': {'angry': 0.018406247545499355, 'disgust': 8.623156355636041e-09, 'fear': 0.011987332254648209, 'happy': 0.03731403558049351, 'sad': 0.40439777076244354, 'surprise': 0.0032506188290426508, 'neutral': 99.52464699745178}, 'dominant_emotion': 'neutral', 'region': {'x': 19, 'y': 38, 'w': 28, 'h': 28}, 'face_confidence': 8.413846958836075}]\n",
"[{'emotion': {'angry': 4.237141832709312, 'disgust': 1.477773103886193e-06, 'fear': 17.365528643131256, 'happy': 0.0075762131018564105, 'sad': 37.47586905956268, 'surprise': 0.028846992063336074, 'neutral': 40.88503420352936}, 'dominant_emotion': 'neutral', 'region': {'x': 22, 'y': 38, 'w': 86, 'h': 86}, 'face_confidence': 7.763360115408432}]\n",
"[{'emotion': {'angry': 1.9171012914082643e-16, 'disgust': 6.206001084670814e-22, 'fear': 1.8560738629234312e-13, 'happy': 99.9994158744812, 'sad': 2.6753896475062607e-12, 'surprise': 2.781338900241081e-12, 'neutral': 0.0005853411948919529}, 'dominant_emotion': 'happy', 'region': {'x': 21, 'y': 44, 'w': 80, 'h': 80}, 'face_confidence': 8.283435061981436}]\n",
"[{'emotion': {'angry': 0.00039057040339685045, 'disgust': 1.4981132778757456e-05, 'fear': 0.004194876601104625, 'happy': 94.8945939540863, 'sad': 0.027488527121022344, 'surprise': 0.0012305681593716145, 'neutral': 5.072085186839104}, 'dominant_emotion': 'happy', 'region': {'x': 14, 'y': 36, 'w': 54, 'h': 54}, 'face_confidence': 8.97290798672475}]\n",
"[{'emotion': {'angry': 2.484499964702097e-11, 'disgust': 4.910556052059824e-16, 'fear': 1.3500369711039184e-07, 'happy': 100.0, 'sad': 9.491515212678436e-10, 'surprise': 2.140005837467096e-10, 'neutral': 4.07168831983995e-07}, 'dominant_emotion': 'happy', 'region': {'x': 34, 'y': 52, 'w': 136, 'h': 136}, 'face_confidence': 6.292403086961713}]\n",
"[{'emotion': {'angry': 0.0001968440081334282, 'disgust': 3.1631383952561698e-06, 'fear': 0.008324922501891926, 'happy': 99.78082773456904, 'sad': 0.05212950675988278, 'surprise': 0.00010395132324002392, 'neutral': 0.15841809360079093}, 'dominant_emotion': 'happy', 'region': {'x': 23, 'y': 44, 'w': 75, 'h': 75}, 'face_confidence': 7.389382062887307}]\n",
"[{'emotion': {'angry': 0.15384603757411242, 'disgust': 1.7325034207260614e-05, 'fear': 45.26447653770447, 'happy': 50.44006705284119, 'sad': 3.5275347530841827, 'surprise': 0.05553089431487024, 'neutral': 0.5585296545177698}, 'dominant_emotion': 'happy', 'region': {'x': 18, 'y': 40, 'w': 86, 'h': 86}, 'face_confidence': 10.576239208399784}]\n",
"57\n"
]
}
],
"source": [
"%cd ..\n",
"number_smiles = 0\n",
"smile_counts = []\n",
"number_nonsmiles = 0\n",
"nonsmile_counts = []\n",
"num_errors = 0\n",
"error_counts = []\n",
"pngs = []\n",
"\n",
"file_count = 0\n",
"file_count_list = []\n",
"\n",
"years = ['1911', '1921', '1931', '1941', '1951', '1961']\n",
"\n",
"for year in years:\n",
" path = r'./images' + '/' + year\n",
" for root, dirs, files in os.walk(path):\n",
" for dir in dirs:\n",
" path = path + '/' + (year + ' faces')\n",
" if(file_count != 0):\n",
" file_count_list.append(file_count)\n",
" file_count = 0\n",
" for f in os.listdir(path):\n",
" if f.endswith('.png'):\n",
" pngs.append(path + '/' + f)\n",
" file_count = file_count + 1\n",
"\n",
"file_count_list.append(file_count)\n",
"\n",
"total_loops = 0\n",
"count = 0\n",
"iterator = 0\n",
"for png in pngs:\n",
" try:\n",
" total_loops = total_loops + 1\n",
" count = count + 1\n",
" if(count != (file_count_list[iterator] + 1)):\n",
" demography = DeepFace.analyze(png, actions = ['emotion'])\n",
" print(demography)\n",
" if(demography[0]['dominant_emotion'] == 'happy'):\n",
" number_smiles = number_smiles + 1\n",
" else:\n",
" number_nonsmiles = number_nonsmiles + 1\n",
"\n",
" else:\n",
" count = count - 1\n",
" smile_counts.append(number_smiles / count)\n",
" nonsmile_counts.append(number_nonsmiles / count)\n",
" error_counts.append(num_errors / count)\n",
" number_smiles = 0\n",
" number_nonsmiles = 0\n",
" num_errors = 0\n",
" iterator = iterator + 1\n",
" count = 0\n",
"\n",
" except (Exception):\n",
" num_errors = num_errors + 1\n",
" print(\"An error happened\")\n",
" continue\n",
"\n",
"smile_counts.append(number_smiles / count)\n",
"nonsmile_counts.append(number_nonsmiles / count)\n",
"error_counts.append(num_errors / count)\n",
"\n",
"dict = {'Years': years, 'Smiles': smile_counts, 'Non-Smiles': nonsmile_counts, \"Error Weight\": error_counts}\n",
"data = pd.DataFrame(dict)\n",
"data.to_csv('YearbookOutput.csv', index=False)\n",
"print(count)\n"
]
},
{
"cell_type": "markdown",
"source": [
"##Download and results"
],
"metadata": {
"id": "Sa2rV4Hzd5NE"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17
},
"id": "QxBepnRtns50",
"outputId": "88cf3816-bead-493e-c63b-9e4c70d4b672"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"application/javascript": [
"\n",
" async function download(id, filename, size) {\n",
" if (!google.colab.kernel.accessAllowed) {\n",
" return;\n",
" }\n",
" const div = document.createElement('div');\n",
" const label = document.createElement('label');\n",
" label.textContent = `Downloading \"${filename}\": `;\n",
" div.appendChild(label);\n",
" const progress = document.createElement('progress');\n",
" progress.max = size;\n",
" div.appendChild(progress);\n",
" document.body.appendChild(div);\n",
"\n",
" const buffers = [];\n",
" let downloaded = 0;\n",
"\n",
" const channel = await google.colab.kernel.comms.open(id);\n",
" // Send a message to notify the kernel that we're ready.\n",
" channel.send({})\n",
"\n",
" for await (const message of channel.messages) {\n",
" // Send a message to notify the kernel that we're ready.\n",
" channel.send({})\n",
" if (message.buffers) {\n",
" for (const buffer of message.buffers) {\n",
" buffers.push(buffer);\n",
" downloaded += buffer.byteLength;\n",
" progress.value = downloaded;\n",
" }\n",
" }\n",
" }\n",
" const blob = new Blob(buffers, {type: 'application/binary'});\n",
" const a = document.createElement('a');\n",
" a.href = window.URL.createObjectURL(blob);\n",
" a.download = filename;\n",
" div.appendChild(a);\n",
" a.click();\n",
" div.remove();\n",
" }\n",
" "
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"application/javascript": [
"download(\"download_870cdeae-a26f-4143-8060-94e99cf63038\", \"YearbookOutput.csv\", 282)"
]
},
"metadata": {}
}
],
"source": [
"from google.colab import files\n",
"files.download('YearbookOutput.csv')"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}