{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from multiprocessing import Pool, cpu_count\n", "\n", "import copy\n", "\n", "import cv2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | userID | \n", "Timestamp | \n", "Current_Task | \n", "Task_amount | \n", "TaskID | \n", "VersionID | \n", "RepetitionID | \n", "Actual_Data | \n", "Is_Pause | \n", "Image | \n", "
---|---|---|---|---|---|---|---|---|---|---|
56454 | \n", "12 | \n", "1553865148939 | \n", "1 | \n", "510 | \n", "17 | \n", "2 | \n", "0 | \n", "True | \n", "False | \n", "[0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, ... | \n", "
56455 | \n", "12 | \n", "1553865148981 | \n", "1 | \n", "510 | \n", "17 | \n", "2 | \n", "0 | \n", "True | \n", "False | \n", "[0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, ... | \n", "
56456 | \n", "12 | \n", "1553865149021 | \n", "1 | \n", "510 | \n", "17 | \n", "2 | \n", "0 | \n", "True | \n", "False | \n", "[0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, ... | \n", "
56457 | \n", "12 | \n", "1553865149060 | \n", "1 | \n", "510 | \n", "17 | \n", "2 | \n", "0 | \n", "True | \n", "False | \n", "[0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, ... | \n", "
56458 | \n", "12 | \n", "1553865149099 | \n", "1 | \n", "510 | \n", "17 | \n", "2 | \n", "0 | \n", "True | \n", "False | \n", "[0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, ... | \n", "
\n", " | userID | \n", "Timestamp | \n", "Current_Task | \n", "Task_amount | \n", "TaskID | \n", "VersionID | \n", "RepetitionID | \n", "Actual_Data | \n", "Is_Pause | \n", "Image | \n", "IsMax | \n", "MaxRepetition | \n", "ImageSum | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
178160 | \n", "1 | \n", "1553521741802 | \n", "16 | \n", "510 | \n", "0 | \n", "2 | \n", "0 | \n", "True | \n", "False | \n", "[[0, 1, 1, 1, 0, 1, 0, 4, 1, 0, 2, 1, 1, 0, 1]... | \n", "False | \n", "1 | \n", "286 | \n", "
178161 | \n", "1 | \n", "1553521741842 | \n", "16 | \n", "510 | \n", "0 | \n", "2 | \n", "0 | \n", "True | \n", "False | \n", "[[0, 1, 1, 1, 0, 1, 0, 4, 1, 0, 2, 1, 1, 0, 1]... | \n", "False | \n", "1 | \n", "319 | \n", "
178162 | \n", "1 | \n", "1553521741882 | \n", "16 | \n", "510 | \n", "0 | \n", "2 | \n", "0 | \n", "True | \n", "False | \n", "[[0, 1, 1, 1, 0, 1, 0, 4, 1, 0, 2, 1, 1, 0, 1]... | \n", "False | \n", "1 | \n", "72 | \n", "
178163 | \n", "1 | \n", "1553521741922 | \n", "16 | \n", "510 | \n", "0 | \n", "2 | \n", "0 | \n", "True | \n", "False | \n", "[[0, 1, 1, 1, 0, 1, 0, 4, 1, 0, 2, 1, 1, 0, 1]... | \n", "False | \n", "1 | \n", "288 | \n", "
178164 | \n", "1 | \n", "1553521741990 | \n", "16 | \n", "510 | \n", "0 | \n", "2 | \n", "0 | \n", "True | \n", "False | \n", "[[0, 1, 1, 1, 0, 1, 0, 4, 1, 0, 2, 1, 1, 0, 1]... | \n", "False | \n", "1 | \n", "308 | \n", "
\n", " | count | \n", "mean | \n", "std | \n", "min | \n", "25% | \n", "50% | \n", "75% | \n", "max | \n", "
---|---|---|---|---|---|---|---|---|
Input | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
Finger | \n", "59879.0 | \n", "17.3 | \n", "5.8 | \n", "12.0 | \n", "12.0 | \n", "16.0 | \n", "20.0 | \n", "56.0 | \n", "
Knuckle | \n", "24722.0 | \n", "14.8 | \n", "5.7 | \n", "12.0 | \n", "12.0 | \n", "12.0 | \n", "16.0 | \n", "72.0 | \n", "