From 068929b2c0a730dfa8887642fea88e94b539bbe4 Mon Sep 17 00:00:00 2001 From: Jennifer Wang Date: Fri, 2 Nov 2018 04:28:16 -0700 Subject: [PATCH] Train new model --- Explorations.ipynb | 578583 ++++++++++++----------------------- models/286pt_model.joblib | Bin 0 -> 1040 bytes trim_ms.csv | 201 + utils.py | 25 +- 4 files changed, 193379 insertions(+), 385430 deletions(-) create mode 100644 models/286pt_model.joblib create mode 100644 trim_ms.csv diff --git a/Explorations.ipynb b/Explorations.ipynb index ed772b8..17cdad4 100644 --- a/Explorations.ipynb +++ b/Explorations.ipynb @@ -2,19 +2,11 @@ "cells": [ { "cell_type": "code", - "execution_count": 94, + "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - }, { "data": { "text/html": [ @@ -55,7 +47,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "3.6.7 |Anaconda, Inc.| (default, Oct 23 2018, 14:01:38) \n", + "2.7.14 |Anaconda, Inc.| (default, Dec 7 2017, 11:07:58) \n", "[GCC 4.2.1 Compatible Clang 4.0.1 (tags/RELEASE_401/final)]\n" ] } @@ -63,19 +55,20 @@ "source": [ "%load_ext autoreload\n", "%autoreload 2\n", + "\n", "import plotly\n", "plotly.tools.set_credentials_file(username='jewang', api_key='KTVYkl1qBwfdOOKPjF2G')\n", - "\n", "import plotly.plotly as py\n", + "from plotly.offline import iplot\n", + "import plotly.graph_objs as go\n", + "plotly.offline.init_notebook_mode(connected=True)\n", "import cufflinks as cf\n", - "from plotly.offline import init_notebook_mode\n", - "init_notebook_mode(connected=True)\n", "cf.go_offline()\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import glob\n", - "from matplotlib import pyplot as plt\n", + "import random\n", "\n", "# Make sure we are running Python 3\n", "import sys\n", @@ -91,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -109,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 3, "metadata": { "scrolled": true }, @@ -119,11 +112,11 @@ "output_type": "stream", "text": [ "wingardium/wingardium000.csv\n", - "(300, 24)\n", - "wingardium/wingardium001.csv\n", "(301, 24)\n", + "wingardium/wingardium001.csv\n", + "(297, 24)\n", "wingardium/wingardium002.csv\n", - "(301, 24)\n", + "(298, 24)\n", "wingardium/wingardium003.csv\n", "(301, 24)\n", "wingardium/wingardium004.csv\n", @@ -131,7 +124,7 @@ "wingardium/wingardium005.csv\n", "(300, 24)\n", "wingardium/wingardium006.csv\n", - "(301, 24)\n", + "(300, 24)\n", "wingardium/wingardium007.csv\n", "(301, 24)\n", "wingardium/wingardium008.csv\n", @@ -139,7 +132,7 @@ "wingardium/wingardium009.csv\n", "(301, 24)\n", "wingardium/wingardium010.csv\n", - "(300, 24)\n", + "(301, 24)\n", "wingardium/wingardium011.csv\n", "(300, 24)\n", "wingardium/wingardium012.csv\n", @@ -149,17 +142,17 @@ "wingardium/wingardium014.csv\n", "(300, 24)\n", "wingardium/wingardium015.csv\n", - "(300, 24)\n", + "(299, 24)\n", "wingardium/wingardium016.csv\n", "(300, 24)\n", "wingardium/wingardium017.csv\n", "(300, 24)\n", "wingardium/wingardium018.csv\n", - "(300, 24)\n", + "(301, 24)\n", "wingardium/wingardium019.csv\n", "(300, 24)\n", "wingardium/wingardium020.csv\n", - "(300, 24)\n", + "(298, 24)\n", "wingardium/wingardium021.csv\n", "(299, 24)\n", "wingardium/wingardium022.csv\n", @@ -169,13 +162,13 @@ "wingardium/wingardium024.csv\n", "(300, 24)\n", "wingardium/wingardium025.csv\n", - "(300, 24)\n", + "(301, 24)\n", "wingardium/wingardium026.csv\n", "(300, 24)\n", "wingardium/wingardium027.csv\n", "(300, 24)\n", "wingardium/wingardium028.csv\n", - "(297, 24)\n", + "(300, 24)\n", "wingardium/wingardium029.csv\n", "(300, 24)\n", "wingardium/wingardium030.csv\n", @@ -183,113 +176,219 @@ "wingardium/wingardium031.csv\n", "(300, 24)\n", "wingardium/wingardium032.csv\n", - "(301, 24)\n", + "(297, 24)\n", "wingardium/wingardium033.csv\n", - "(300, 24)\n", - "wingardium/wingardium034.csv\n", "(299, 24)\n", + "wingardium/wingardium034.csv\n", + "(292, 24)\n", "wingardium/wingardium035.csv\n", "(300, 24)\n", "wingardium/wingardium036.csv\n", - "(300, 24)\n", + "(301, 24)\n", "wingardium/wingardium037.csv\n", - "(299, 24)\n", + "(300, 24)\n", "wingardium/wingardium038.csv\n", "(300, 24)\n", "wingardium/wingardium039.csv\n", "(300, 24)\n", "wingardium/wingardium040.csv\n", - "(299, 24)\n", - "wingardium/wingardium041.csv\n", "(300, 24)\n", + "wingardium/wingardium041.csv\n", + "(301, 24)\n", "wingardium/wingardium042.csv\n", - "(299, 24)\n", + "(300, 24)\n", "wingardium/wingardium043.csv\n", "(300, 24)\n", "wingardium/wingardium044.csv\n", - "(299, 24)\n", + "(301, 24)\n", "wingardium/wingardium045.csv\n", "(300, 24)\n", "wingardium/wingardium046.csv\n", - "(300, 24)\n", + "(296, 24)\n", "wingardium/wingardium047.csv\n", - "(300, 24)\n", + "(299, 24)\n", "wingardium/wingardium048.csv\n", - "(300, 24)\n", + "(301, 24)\n", "wingardium/wingardium049.csv\n", + "(300, 24)\n", + "wingardium/wingardium050.csv\n", + "(300, 24)\n", + "wingardium/wingardium051.csv\n", + "(300, 24)\n", + "wingardium/wingardium052.csv\n", "(299, 24)\n", - "flippendo/flippendo000.csv\n", + "wingardium/wingardium053.csv\n", "(300, 24)\n", - "flippendo/flippendo001.csv\n", + "wingardium/wingardium054.csv\n", + "(296, 24)\n", + "wingardium/wingardium055.csv\n", + "(300, 24)\n", + "wingardium/wingardium056.csv\n", + "(300, 24)\n", + "wingardium/wingardium057.csv\n", + "(300, 24)\n", + "wingardium/wingardium058.csv\n", "(301, 24)\n", - "flippendo/flippendo002.csv\n", + "wingardium/wingardium059.csv\n", + "(300, 24)\n", + "wingardium/wingardium060.csv\n", + "(300, 24)\n", + "wingardium/wingardium061.csv\n", + "(301, 24)\n", + "wingardium/wingardium062.csv\n", + "(300, 24)\n", + "wingardium/wingardium063.csv\n", + "(300, 24)\n", + "wingardium/wingardium064.csv\n", + "(300, 24)\n", + "wingardium/wingardium065.csv\n", + "(296, 24)\n", + "wingardium/wingardium066.csv\n", + "(300, 24)\n", + "wingardium/wingardium067.csv\n", + "(300, 24)\n", + "wingardium/wingardium068.csv\n", + "(300, 24)\n", + "wingardium/wingardium069.csv\n", + "(300, 24)\n", + "wingardium/wingardium070.csv\n", + "(300, 24)\n", + "wingardium/wingardium071.csv\n", + "(300, 24)\n", + "wingardium/wingardium072.csv\n", + "(300, 24)\n", + "wingardium/wingardium073.csv\n", + "(301, 24)\n", + "wingardium/wingardium074.csv\n", + "(300, 24)\n", + "wingardium/wingardium075.csv\n", + "(301, 24)\n", + "wingardium/wingardium076.csv\n", + "(300, 24)\n", + "wingardium/wingardium077.csv\n", + "(300, 24)\n", + "wingardium/wingardium078.csv\n", + "(300, 24)\n", + "wingardium/wingardium079.csv\n", + "(300, 24)\n", + "wingardium/wingardium080.csv\n", + "(297, 24)\n", + "wingardium/wingardium081.csv\n", + "(301, 24)\n", + "wingardium/wingardium082.csv\n", + "(299, 24)\n", + "wingardium/wingardium083.csv\n", + "(300, 24)\n", + "wingardium/wingardium084.csv\n", + "(300, 24)\n", + "wingardium/wingardium085.csv\n", + "(300, 24)\n", + "wingardium/wingardium086.csv\n", + "(300, 24)\n", + "wingardium/wingardium087.csv\n", + "(300, 24)\n", + "wingardium/wingardium088.csv\n", + "(301, 24)\n", + "wingardium/wingardium089.csv\n", + "(301, 24)\n", + "wingardium/wingardium090.csv\n", + "(301, 24)\n", + "wingardium/wingardium091.csv\n", + "(300, 24)\n", + "wingardium/wingardium092.csv\n", + "(301, 24)\n", + "wingardium/wingardium093.csv\n", + "(301, 24)\n", + "wingardium/wingardium094.csv\n", + "(300, 24)\n", + "wingardium/wingardium095.csv\n", + "(299, 24)\n", + "wingardium/wingardium096.csv\n", + "(300, 24)\n", + "wingardium/wingardium097.csv\n", + "(298, 24)\n", + "wingardium/wingardium098.csv\n", + "(300, 24)\n", + "wingardium/wingardium099.csv\n", + "(300, 24)\n", + "flippendo/flippendo000.csv\n", "(301, 24)\n", + "flippendo/flippendo001.csv\n", + "(300, 24)\n", + "flippendo/flippendo002.csv\n", + "(300, 24)\n", "flippendo/flippendo003.csv\n", "(300, 24)\n", "flippendo/flippendo004.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo005.csv\n", "(301, 24)\n", "flippendo/flippendo006.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo007.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo008.csv\n", - "(297, 24)\n", + "(300, 24)\n", "flippendo/flippendo009.csv\n", "(301, 24)\n", "flippendo/flippendo010.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo011.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo012.csv\n", "(300, 24)\n", "flippendo/flippendo013.csv\n", - "(301, 24)\n", + "(298, 24)\n", "flippendo/flippendo014.csv\n", "(300, 24)\n", "flippendo/flippendo015.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo016.csv\n", "(300, 24)\n", "flippendo/flippendo017.csv\n", "(300, 24)\n", + "flippendo/flippendo018.csv\n", + "(300, 24)\n", "flippendo/flippendo019.csv\n", "(301, 24)\n", "flippendo/flippendo020.csv\n", - "(300, 24)\n", + "(301, 24)\n", "flippendo/flippendo021.csv\n", "(300, 24)\n", "flippendo/flippendo022.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo023.csv\n", - "(299, 24)\n", + "(300, 24)\n", "flippendo/flippendo024.csv\n", "(300, 24)\n", "flippendo/flippendo025.csv\n", - "(300, 24)\n", + "(297, 24)\n", "flippendo/flippendo026.csv\n", "(300, 24)\n", "flippendo/flippendo027.csv\n", "(300, 24)\n", "flippendo/flippendo028.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo029.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo030.csv\n", - "(301, 24)\n", - "flippendo/flippendo033.csv\n", "(300, 24)\n", - "flippendo/flippendo034.csv\n", + "flippendo/flippendo031.csv\n", + "(300, 24)\n", + "flippendo/flippendo032.csv\n", + "(300, 24)\n", + "flippendo/flippendo033.csv\n", "(299, 24)\n", - "flippendo/flippendo035.csv\n", + "flippendo/flippendo034.csv\n", "(300, 24)\n", + "flippendo/flippendo035.csv\n", + "(301, 24)\n", "flippendo/flippendo036.csv\n", - "(299, 24)\n", + "(300, 24)\n", "flippendo/flippendo037.csv\n", "(300, 24)\n", "flippendo/flippendo038.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo039.csv\n", "(300, 24)\n", "flippendo/flippendo040.csv\n", @@ -297,11 +396,11 @@ "flippendo/flippendo041.csv\n", "(300, 24)\n", "flippendo/flippendo042.csv\n", - "(299, 24)\n", + "(300, 24)\n", "flippendo/flippendo043.csv\n", - "(297, 24)\n", + "(300, 24)\n", "flippendo/flippendo044.csv\n", - "(299, 24)\n", + "(301, 24)\n", "flippendo/flippendo045.csv\n", "(300, 24)\n", "flippendo/flippendo046.csv\n", @@ -309,21 +408,125 @@ "flippendo/flippendo047.csv\n", "(300, 24)\n", "flippendo/flippendo048.csv\n", - "(301, 24)\n", + "(300, 24)\n", "flippendo/flippendo049.csv\n", + "(301, 24)\n", + "flippendo/flippendo050.csv\n", + "(301, 24)\n", + "flippendo/flippendo051.csv\n", + "(300, 24)\n", + "flippendo/flippendo052.csv\n", + "(300, 24)\n", + "flippendo/flippendo053.csv\n", + "(297, 24)\n", + "flippendo/flippendo054.csv\n", + "(299, 24)\n", + "flippendo/flippendo055.csv\n", + "(300, 24)\n", + "flippendo/flippendo056.csv\n", + "(301, 24)\n", + "flippendo/flippendo057.csv\n", + "(300, 24)\n", + "flippendo/flippendo058.csv\n", + "(300, 24)\n", + "flippendo/flippendo059.csv\n", + "(301, 24)\n", + "flippendo/flippendo060.csv\n", + "(300, 24)\n", + "flippendo/flippendo061.csv\n", + "(299, 24)\n", + "flippendo/flippendo062.csv\n", + "(300, 24)\n", + "flippendo/flippendo063.csv\n", + "(300, 24)\n", + "flippendo/flippendo064.csv\n", + "(300, 24)\n", + "flippendo/flippendo065.csv\n", + "(300, 24)\n", + "flippendo/flippendo066.csv\n", + "(301, 24)\n", + "flippendo/flippendo067.csv\n", + "(298, 24)\n", + "flippendo/flippendo068.csv\n", + "(300, 24)\n", + "flippendo/flippendo069.csv\n", + "(301, 24)\n", + "flippendo/flippendo070.csv\n", + "(300, 24)\n", + "flippendo/flippendo071.csv\n", + "(299, 24)\n", + "flippendo/flippendo072.csv\n", + "(300, 24)\n", + "flippendo/flippendo073.csv\n", + "(300, 24)\n", + "flippendo/flippendo074.csv\n", + "(300, 24)\n", + "flippendo/flippendo075.csv\n", + "(300, 24)\n", + "flippendo/flippendo076.csv\n", + "(300, 24)\n", + "flippendo/flippendo077.csv\n", + "(301, 24)\n", + "flippendo/flippendo078.csv\n", + "(300, 24)\n", + "flippendo/flippendo079.csv\n", + "(300, 24)\n", + "flippendo/flippendo080.csv\n", + "(301, 24)\n", + "flippendo/flippendo081.csv\n", + "(299, 24)\n", + "flippendo/flippendo082.csv\n", + "(300, 24)\n", + "flippendo/flippendo083.csv\n", + "(301, 24)\n", + "flippendo/flippendo084.csv\n", + "(301, 24)\n", + "flippendo/flippendo085.csv\n", + "(300, 24)\n", + "flippendo/flippendo086.csv\n", + "(300, 24)\n", + "flippendo/flippendo087.csv\n", + "(300, 24)\n", + "flippendo/flippendo088.csv\n", + "(300, 24)\n", + "flippendo/flippendo089.csv\n", + "(300, 24)\n", + "flippendo/flippendo090.csv\n", + "(299, 24)\n", + "flippendo/flippendo091.csv\n", "(300, 24)\n", - "negative/negative0.csv\n", - "(5988, 24)\n", - "negative/negative1.csv\n", - "(5978, 24)\n", - "negative/negative2.csv\n", - "(5978, 24)\n", - "negative/negative3.csv\n", + "flippendo/flippendo092.csv\n", + "(301, 24)\n", + "flippendo/flippendo093.csv\n", + "(299, 24)\n", + "flippendo/flippendo094.csv\n", + "(300, 24)\n", + "flippendo/flippendo095.csv\n", + "(300, 24)\n", + "flippendo/flippendo096.csv\n", + "(300, 24)\n", + "flippendo/flippendo097.csv\n", + "(301, 24)\n", + "flippendo/flippendo098.csv\n", + "(300, 24)\n", + "flippendo/flippendo099.csv\n", + "(300, 24)\n", + "negative/negative000.csv\n", "(5987, 24)\n", - "negative/negative4.csv\n", - "(5988, 24)\n", - "negative/negative5.csv\n", - "(5989, 24)\n" + "negative/negative001.csv\n", + "(5986, 24)\n", + "negative/negative002.csv\n", + "(5972, 24)\n", + "negative/negative003.csv\n", + "(5971, 24)\n", + "negative/negative004.csv\n", + "(5982, 24)\n", + "negative/negative005.csv\n", + "(5980, 24)\n", + "negative/negative006.csv\n", + "(5982, 24)\n", + "negative/negative007.csv\n", + "(5984, 24)\n" ] } ], @@ -352,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -368,15 +571,299 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "DROPPING TRACE wingardium002 NOT ENOUGH DATA POINTS\n", - "DROPPING TRACE negative1_5500 NOT ENOUGH DATA POINTS\n" + "wingardium000\n", + "wingardium001\n", + "wingardium002\n", + "wingardium003\n", + "wingardium004\n", + "wingardium005\n", + "wingardium006\n", + "wingardium007\n", + "wingardium008\n", + "wingardium009\n", + "wingardium010\n", + "wingardium011\n", + "wingardium012\n", + "wingardium013\n", + "wingardium014\n", + "wingardium015\n", + "wingardium016\n", + "wingardium017\n", + "wingardium018\n", + "wingardium019\n", + "wingardium020\n", + "wingardium021\n", + "wingardium022\n", + "wingardium023\n", + "wingardium024\n", + "wingardium025\n", + "wingardium026\n", + "wingardium027\n", + "wingardium028\n", + "wingardium029\n", + "wingardium030\n", + "wingardium031\n", + "wingardium032\n", + "wingardium033\n", + "wingardium034\n", + "wingardium035\n", + "wingardium036\n", + "wingardium037\n", + "wingardium038\n", + "wingardium039\n", + "wingardium040\n", + "wingardium041\n", + "wingardium042\n", + "('DROPPING TRACE', 'wingardium043', 'TRIM IS TOO EARLY / BLACKLISTED')\n", + "wingardium045\n", + "('DROPPING TRACE', 'wingardium046', 'TRIM IS TOO EARLY / BLACKLISTED')\n", + "wingardium048\n", + "wingardium049\n", + "wingardium050\n", + "wingardium051\n", + "wingardium052\n", + "wingardium053\n", + "wingardium054\n", + "wingardium055\n", + "wingardium056\n", + "wingardium057\n", + "wingardium058\n", + "wingardium059\n", + "wingardium060\n", + "wingardium061\n", + "wingardium062\n", + "wingardium063\n", + "wingardium064\n", + "wingardium065\n", + "wingardium066\n", + "wingardium067\n", + "wingardium068\n", + "wingardium069\n", + "wingardium070\n", + "wingardium071\n", + "wingardium072\n", + "wingardium073\n", + "wingardium074\n", + "wingardium075\n", + "wingardium076\n", + "wingardium077\n", + "wingardium078\n", + "wingardium079\n", + "wingardium080\n", + "wingardium081\n", + "wingardium082\n", + "wingardium083\n", + "wingardium084\n", + "wingardium085\n", + "wingardium086\n", + "wingardium087\n", + "wingardium088\n", + "wingardium089\n", + "wingardium090\n", + "wingardium091\n", + "wingardium092\n", + "wingardium093\n", + "wingardium094\n", + "wingardium095\n", + "wingardium096\n", + "wingardium097\n", + "wingardium098\n", + "wingardium099\n", + "flippendo000\n", + "flippendo001\n", + "flippendo002\n", + "flippendo003\n", + "flippendo004\n", + "('DROPPING TRACE', 'flippendo005', 'TRIM IS TOO EARLY / BLACKLISTED')\n", + "flippendo007\n", + "flippendo008\n", + "flippendo009\n", + "flippendo010\n", + "flippendo011\n", + "flippendo012\n", + "flippendo013\n", + "flippendo014\n", + "flippendo015\n", + "flippendo016\n", + "flippendo017\n", + "flippendo018\n", + "flippendo019\n", + "flippendo020\n", + "flippendo021\n", + "flippendo022\n", + "flippendo023\n", + "flippendo024\n", + "flippendo025\n", + "flippendo026\n", + "flippendo027\n", + "flippendo028\n", + "flippendo029\n", + "flippendo030\n", + "flippendo031\n", + "flippendo032\n", + "flippendo033\n", + "flippendo034\n", + "flippendo035\n", + "flippendo036\n", + "flippendo037\n", + "flippendo038\n", + "flippendo039\n", + "flippendo040\n", + "flippendo041\n", + "flippendo042\n", + "flippendo043\n", + "flippendo044\n", + "flippendo045\n", + "flippendo046\n", + "flippendo047\n", + "flippendo048\n", + "flippendo049\n", + "flippendo050\n", + "flippendo051\n", + "flippendo052\n", + "flippendo053\n", + "flippendo054\n", + "flippendo055\n", + "flippendo056\n", + "flippendo057\n", + "flippendo058\n", + "flippendo059\n", + "flippendo060\n", + "flippendo061\n", + "flippendo062\n", + "flippendo063\n", + "flippendo064\n", + "flippendo065\n", + "flippendo066\n", + "flippendo067\n", + "flippendo068\n", + "flippendo069\n", + "flippendo070\n", + "flippendo071\n", + "flippendo072\n", + "flippendo073\n", + "flippendo074\n", + "flippendo075\n", + "flippendo076\n", + "flippendo077\n", + "flippendo078\n", + "flippendo079\n", + "flippendo080\n", + "flippendo081\n", + "flippendo082\n", + "flippendo083\n", + "flippendo084\n", + "flippendo085\n", + "flippendo086\n", + "flippendo087\n", + "flippendo088\n", + "flippendo089\n", + "flippendo090\n", + "flippendo091\n", + "flippendo092\n", + "flippendo093\n", + "flippendo094\n", + "flippendo095\n", + "flippendo096\n", + "flippendo097\n", + "flippendo098\n", + "flippendo099\n", + "negative000_0\n", + "negative000_500\n", + "negative000_1000\n", + "negative000_1500\n", + "negative000_2000\n", + "negative000_2500\n", + "negative000_3000\n", + "negative000_3500\n", + "negative000_4000\n", + "negative000_4500\n", + "negative000_5000\n", + "negative000_5500\n", + "('DROPPING TRACE', 'negative001_0', 'NOT ENOUGH DATA POINTS')\n", + "negative001_1000\n", + "negative001_1500\n", + "negative001_2000\n", + "negative001_2500\n", + "negative001_3000\n", + "negative001_3500\n", + "negative001_4000\n", + "negative001_4500\n", + "negative001_5000\n", + "negative001_5500\n", + "('DROPPING TRACE', 'negative002_0', 'NOT ENOUGH DATA POINTS')\n", + "negative002_1000\n", + "negative002_1500\n", + "negative002_2000\n", + "negative002_2500\n", + "negative002_3000\n", + "negative002_3500\n", + "negative002_4000\n", + "negative002_4500\n", + "negative002_5000\n", + "negative002_5500\n", + "('DROPPING TRACE', 'negative003_0', 'NOT ENOUGH DATA POINTS')\n", + "negative003_1000\n", + "negative003_1500\n", + "negative003_2000\n", + "negative003_2500\n", + "negative003_3000\n", + "negative003_3500\n", + "negative003_4000\n", + "negative003_4500\n", + "negative003_5000\n", + "negative003_5500\n", + "('DROPPING TRACE', 'negative004_0', 'NOT ENOUGH DATA POINTS')\n", + "negative004_1000\n", + "negative004_1500\n", + "negative004_2000\n", + "negative004_2500\n", + "negative004_3000\n", + "negative004_3500\n", + "negative004_4000\n", + "negative004_4500\n", + "negative004_5000\n", + "negative004_5500\n", + "('DROPPING TRACE', 'negative005_0', 'NOT ENOUGH DATA POINTS')\n", + "negative005_1000\n", + "negative005_1500\n", + "negative005_2000\n", + "negative005_2500\n", + "negative005_3000\n", + "negative005_3500\n", + "negative005_4000\n", + "negative005_4500\n", + "negative005_5000\n", + "negative005_5500\n", + "('DROPPING TRACE', 'negative006_0', 'NOT ENOUGH DATA POINTS')\n", + "negative006_1000\n", + "negative006_1500\n", + "negative006_2000\n", + "negative006_2500\n", + "negative006_3000\n", + "negative006_3500\n", + "negative006_4000\n", + "negative006_4500\n", + "negative006_5000\n", + "negative006_5500\n", + "('DROPPING TRACE', 'negative007_0', 'NOT ENOUGH DATA POINTS')\n", + "negative007_1000\n", + "negative007_1500\n", + "negative007_2000\n", + "negative007_2500\n", + "negative007_3000\n", + "negative007_3500\n", + "negative007_4000\n", + "negative007_4500\n", + "negative007_5000\n", + "negative007_5500\n" ] } ], @@ -385,17 +872,27 @@ "for gesture in GESTURES:\n", " for i, trace in enumerate(traces[gesture]):\n", " filename = trace_names[gesture][i]\n", + " \n", " if filename in TRIMS:\n", - " trim = TRIMS[filename]\n", + " trim = TRIMS[filename] \n", + " if np.isnan(trim) or trim < SEGMENT_LEN_MS:\n", + " print('DROPPING TRACE', filename, 'TRIM IS TOO EARLY / BLACKLISTED')\n", + " del traces[gesture][i]\n", + " del trace_names[gesture][i]\n", + " continue\n", + " trim += random.randrange(0, 200)\n", " trace = trace[trim - SEGMENT_LEN_MS:trim]\n", + " \n", " if len(trace) < SEGMENT_LEN:\n", " print('DROPPING TRACE', filename, 'NOT ENOUGH DATA POINTS')\n", " del traces[gesture][i]\n", " del trace_names[gesture][i]\n", - " while len(trace) > SEGMENT_LEN:\n", - " trace = trace.iloc[1:]\n", + " continue\n", + " \n", + " traces[gesture][i] = trace.iloc[len(trace) - SEGMENT_LEN:]\n", + " print(filename)\n", " trace.index = trace.index - trace.index[0]\n", - " " + " traces[gesture][i] = trace" ] }, { @@ -407,7 +904,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 6, "metadata": { "scrolled": false }, @@ -416,12 +913,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Index(['Unnamed: 0', 'delta_ms', 'accel_ms2_x', 'accel_ms2_y', 'accel_ms2_z',\n", - " 'mag_uT_x', 'mag_uT_y', 'mag_uT_z', 'gyro_degs_x', 'gyro_degs_y',\n", - " 'gyro_degs_z', 'euler_deg_x', 'euler_deg_y', 'euler_deg_z',\n", - " 'quaternion_w', 'quaternion_x', 'quaternion_y', 'quaternion_z',\n", - " 'lin_accel_ms2_x', 'lin_accel_ms2_y', 'lin_accel_ms2_z',\n", - " 'gravity_ms2_x', 'gravity_ms2_y', 'gravity_ms2_z', 'accel', 'gyro'],\n", + "Index([u'Unnamed: 0', u'delta_ms', u'accel_ms2_x', u'accel_ms2_y',\n", + " u'accel_ms2_z', u'mag_uT_x', u'mag_uT_y', u'mag_uT_z', u'gyro_degs_x',\n", + " u'gyro_degs_y', u'gyro_degs_z', u'euler_deg_x', u'euler_deg_y',\n", + " u'euler_deg_z', u'quaternion_w', u'quaternion_x', u'quaternion_y',\n", + " u'quaternion_z', u'lin_accel_ms2_x', u'lin_accel_ms2_y',\n", + " u'lin_accel_ms2_z', u'gravity_ms2_x', u'gravity_ms2_y',\n", + " u'gravity_ms2_z', u'accel', u'gyro'],\n", " dtype='object')\n" ] } @@ -433,20 +931,42 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "SENSORS_LIST = [\"accel\", \"gyro_degs_x\", \"gyro_degs_y\", u'gyro_degs_z']\n", - "#SENSORS_LIST = [\"accel_ms2_x\", \"accel_ms2_y\", \"accel_ms2_z\"]\n", + "SENSORS_LIST = [\"accel_ms2_x\", \"accel_ms2_y\", \"accel_ms2_z\", \"gyro_degs_z\"]\n", + "SENSORS_LIST = [\"accel\", \"gyro\"]\n", "def plot_all(gesture):\n", " for i, trace in enumerate(traces[gesture]):\n", - " trace[SENSORS_LIST].iplot(title = trace_names[gesture][i] + ' Trace', filename='jupyter-basic_bar')" + " data = [] \n", + " annotations = []\n", + " for sensor in SENSORS_LIST:\n", + " data.append(go.Scatter(\n", + " x = trace.index,\n", + " y = trace[sensor],\n", + " name = sensor,\n", + " line = dict(width = 4)))\n", + " \n", + " annotations.append(dict(xref='paper', x=1, y=trace[sensor].iloc[-1],\n", + " xanchor='left', yanchor='middle',\n", + " text=sensor,\n", + " showarrow=False))\n", + " layout = go.Layout(\n", + " title = trace_names[gesture][i],\n", + " annotations = annotations,\n", + " font=dict(size=28),\n", + " showlegend=False,\n", + " xaxis = dict(title='Time (ms)'),\n", + " yaxis = dict(range=[0, 25])\n", + " )\n", + " iplot({'data': data, 'layout': layout}, filename='jupyter-basic_bar')" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 8, "metadata": { "scrolled": true 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"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0mp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrace\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtraces\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mgesture\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 22\u001b[0;31m \u001b[0mz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcalc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrace\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mSENSORS_LIST\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgesture\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 23\u001b[0m \u001b[0mname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrace_names\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mgesture\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mp\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mcalc\u001b[0;34m(trace, title)\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mcalc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mhalf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mSEGMENT_LEN\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mscaled_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mscaler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrace\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'gyro_degs_y'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'gyro_degs_z'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'gyro_degs_y'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'gyro_degs_z'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;31m#scaled_df.iplot(title = title)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Users/jenniferwang/anaconda2/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2131\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2132\u001b[0m \u001b[0;31m# either boolean or fancy integer index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2133\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2134\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2135\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Users/jenniferwang/anaconda2/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m_getitem_array\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2175\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_take\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2176\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2177\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_convert_to_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2178\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_take\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2179\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Users/jenniferwang/anaconda2/lib/python2.7/site-packages/pandas/core/indexing.pyc\u001b[0m in \u001b[0;36m_convert_to_indexer\u001b[0;34m(self, obj, axis, is_setter)\u001b[0m\n\u001b[1;32m 1267\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1268\u001b[0m raise KeyError('{mask} not in index'\n\u001b[0;32m-> 1269\u001b[0;31m .format(mask=objarr[mask]))\n\u001b[0m\u001b[1;32m 1270\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1271\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0m_values_from_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: \"['gyro_degs_y' 'gyro_degs_z'] not in index\"" + ] + } + ], + "source": [ + "# # Sandbox\n", + "# from sklearn import preprocessing\n", "\n", - "scaler = preprocessing.MinMaxScaler()\n", - "def calc(trace, title):\n", - " half = int(SEGMENT_LEN/2)\n", - " scaled_df = pd.DataFrame(scaler.fit_transform(trace[['gyro_degs_y', 'gyro_degs_z']]), columns=['gyro_degs_y', 'gyro_degs_z'])\n", + "# scaler = preprocessing.MinMaxScaler()\n", + "# def calc(trace, title):\n", + "# half = int(SEGMENT_LEN/2)\n", + "# scaled_df = pd.DataFrame(scaler.fit_transform(trace[['gyro_degs_y', 'gyro_degs_z']]), columns=['gyro_degs_y', 'gyro_degs_z'])\n", " \n", - " #scaled_df.iplot(title = title)\n", - " corr = (scaled_df['gyro_degs_y'] * scaled_df['gyro_degs_z'])[:SEGMENT_LEN]\n", - " print(sum(corr))\n", - "# fft = np.fft.fft(trace['accel'])\n", - " return corr\n", - "# pd.Series(corr).iplot()\n", - "# print(corr[0])\n", - "# print(corr[25])\n", - "# trace.iplot()\n", + "# #scaled_df.iplot(title = title)\n", + "# corr = (scaled_df['gyro_degs_y'] * scaled_df['gyro_degs_z'])[:SEGMENT_LEN]\n", + "# print(sum(corr))\n", + "# # fft = np.fft.fft(trace['accel'])\n", + "# return corr\n", + "# # pd.Series(corr).iplot()\n", + "# # print(corr[0])\n", + "# # print(corr[25])\n", + "# # trace.iplot()\n", "\n", - "for gesture in GESTURES:\n", - " p = None\n", - " for i, trace in enumerate(traces[gesture]):\n", - " z = calc(trace[SENSORS_LIST], gesture)\n", - " name = trace_names[gesture][i]\n", - " if p is None:\n", - " p = pd.DataFrame(z, columns = [name])\n", - " else:\n", - " p[name] = z\n", - " p.iplot(title = gesture + ' gyro_degs_y vs gyro_degs_z correlation')" + "# for gesture in GESTURES:\n", + "# p = None\n", + "# for i, trace in enumerate(traces[gesture]):\n", + "# z = calc(trace[SENSORS_LIST], gesture)\n", + "# name = trace_names[gesture][i]\n", + "# if p is None:\n", + "# p = pd.DataFrame(z, columns = [name])\n", + "# else:\n", + "# p[name] = z\n", + "# p.iplot(title = gesture + ' gyro_degs_y vs gyro_degs_z correlation')" ] }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -388634,7 +196539,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -388666,185 +196571,80 @@ " \n", " \n", " max_accel\n", - " 23.702650\n", - " 30.905323\n", - " 18.202518\n", + " 22.140673\n", + " 24.138036\n", + " 14.908660\n", " \n", " \n", " min_accel\n", - " 1.454094\n", - " 2.142361\n", - " 5.967618\n", + " 1.300394\n", + " 2.239699\n", + " 6.627922\n", " \n", " \n", " range_accel\n", - " 22.248556\n", - " 28.762962\n", - " 12.234899\n", + " 20.840278\n", + " 21.898336\n", + " 8.280737\n", " \n", " \n", " mean_accel\n", - " 11.262771\n", - " 11.952118\n", - " 10.284668\n", + " 9.972772\n", + " 12.445062\n", + " 9.976962\n", " \n", " \n", " std_accel\n", - " 4.596323\n", - " 4.979533\n", - " 2.757039\n", - " \n", - " \n", - " var_accel\n", - " 21.692386\n", - " 25.238615\n", - " 15.297187\n", + " 5.647169\n", + " 5.408084\n", + " 1.478801\n", " \n", " \n", " max_gyro\n", - " 15.907289\n", - " 22.335086\n", - " 3.899989\n", + " 13.245858\n", + " 15.395331\n", + " 3.693669\n", " \n", " \n", " min_gyro\n", - " 0.097524\n", - " 0.076042\n", - " 0.263556\n", + " 0.615477\n", + " 0.606935\n", + " 0.220477\n", " \n", " \n", " range_gyro\n", - " 15.809765\n", - " 22.259045\n", - " 3.636433\n", + " 12.630381\n", + " 14.788396\n", + " 3.473192\n", " \n", " \n", " mean_gyro\n", - " 4.183878\n", - " 5.182496\n", - " 1.651198\n", + " 5.928398\n", + " 7.563064\n", + " 1.276698\n", " \n", " \n", " std_gyro\n", - " 4.308564\n", - " 4.888624\n", - " 0.929623\n", - " \n", - " \n", - " var_gyro\n", - " 18.948462\n", - " 24.342893\n", - " 1.515120\n", - " \n", - " \n", - " max_gyro_degs_y\n", - " 7.076984\n", - " 11.051655\n", - " 1.943584\n", - " \n", - " \n", - " min_gyro_degs_y\n", - " -8.617528\n", - " -9.720686\n", - " -1.692050\n", - " \n", - " \n", - " range_gyro_degs_y\n", - " 15.694512\n", - " 20.772340\n", - " 3.635634\n", - " \n", - " \n", - " mean_gyro_degs_y\n", - " 0.006011\n", - " -0.025902\n", - " 0.018427\n", - " \n", - " \n", - " std_gyro_degs_y\n", - " 2.929450\n", - " 4.201780\n", - " 0.916299\n", - " \n", - " \n", - " var_gyro_degs_y\n", - " 9.055266\n", - " 18.926025\n", - " 1.236261\n", - " \n", - " \n", - " max_gyro_degs_z\n", - " 14.204240\n", - " 20.171348\n", - " 2.254992\n", - " \n", - " \n", - " min_gyro_degs_z\n", - " -11.405669\n", - " -8.868227\n", - " -2.297778\n", - " \n", - " \n", - " range_gyro_degs_z\n", - " 25.609909\n", - " 29.039574\n", - " 4.552770\n", - " \n", - " \n", - " mean_gyro_degs_z\n", - " 0.099934\n", - " 0.273704\n", - " 0.061921\n", - " \n", - " \n", - " std_gyro_degs_z\n", - " 4.932777\n", - " 5.139022\n", - " 1.208923\n", - " \n", - " \n", - " var_gyro_degs_z\n", - " 24.932656\n", - " 26.813932\n", - " 2.705240\n", - " \n", - " \n", - " gyro_y_z_similarity\n", - " 83.699699\n", - " 50.355265\n", - " 38.268528\n", + " 3.809469\n", + " 3.928755\n", + " 0.757407\n", " \n", " \n", "\n", "" ], "text/plain": [ - " wingardium flippendo negative_trim\n", - "max_accel 23.702650 30.905323 18.202518\n", - "min_accel 1.454094 2.142361 5.967618\n", - "range_accel 22.248556 28.762962 12.234899\n", - "mean_accel 11.262771 11.952118 10.284668\n", - "std_accel 4.596323 4.979533 2.757039\n", - "var_accel 21.692386 25.238615 15.297187\n", - "max_gyro 15.907289 22.335086 3.899989\n", - "min_gyro 0.097524 0.076042 0.263556\n", - "range_gyro 15.809765 22.259045 3.636433\n", - "mean_gyro 4.183878 5.182496 1.651198\n", - "std_gyro 4.308564 4.888624 0.929623\n", - "var_gyro 18.948462 24.342893 1.515120\n", - "max_gyro_degs_y 7.076984 11.051655 1.943584\n", - "min_gyro_degs_y -8.617528 -9.720686 -1.692050\n", - "range_gyro_degs_y 15.694512 20.772340 3.635634\n", - "mean_gyro_degs_y 0.006011 -0.025902 0.018427\n", - "std_gyro_degs_y 2.929450 4.201780 0.916299\n", - "var_gyro_degs_y 9.055266 18.926025 1.236261\n", - "max_gyro_degs_z 14.204240 20.171348 2.254992\n", - "min_gyro_degs_z -11.405669 -8.868227 -2.297778\n", - "range_gyro_degs_z 25.609909 29.039574 4.552770\n", - "mean_gyro_degs_z 0.099934 0.273704 0.061921\n", - "std_gyro_degs_z 4.932777 5.139022 1.208923\n", - "var_gyro_degs_z 24.932656 26.813932 2.705240\n", - "gyro_y_z_similarity 83.699699 50.355265 38.268528" + " wingardium flippendo negative_trim\n", + "max_accel 22.140673 24.138036 14.908660\n", + "min_accel 1.300394 2.239699 6.627922\n", + "range_accel 20.840278 21.898336 8.280737\n", + "mean_accel 9.972772 12.445062 9.976962\n", + "std_accel 5.647169 5.408084 1.478801\n", + "max_gyro 13.245858 15.395331 3.693669\n", + "min_gyro 0.615477 0.606935 0.220477\n", + "range_gyro 12.630381 14.788396 3.473192\n", + "mean_gyro 5.928398 7.563064 1.276698\n", + "std_gyro 3.809469 3.928755 0.757407" ] }, "metadata": {}, @@ -388865,60 +196665,30 @@ "name": "wingardium", "text": "", "type": "scatter", - "uid": "ec0a5842-dcac-11e8-803a-80e6500e7424", + "uid": "c89d7717-de91-11e8-bcd0-80e6500e7424", "x": [ "max_accel", "min_accel", "range_accel", "mean_accel", "std_accel", - "var_accel", "max_gyro", "min_gyro", "range_gyro", "mean_gyro", - "std_gyro", - "var_gyro", - "max_gyro_degs_y", - "min_gyro_degs_y", - "range_gyro_degs_y", - "mean_gyro_degs_y", - "std_gyro_degs_y", - "var_gyro_degs_y", - "max_gyro_degs_z", - "min_gyro_degs_z", - "range_gyro_degs_z", - "mean_gyro_degs_z", - "std_gyro_degs_z", - "var_gyro_degs_z", - "gyro_y_z_similarity" + "std_gyro" ], "y": [ - 23.702649889277634, - 1.45409393633198, - 22.248555952945658, - 11.26277091351201, - 4.596322516619445, - 21.692386401280363, - 15.90728945418275, - 0.09752443167547631, - 15.809765022507273, - 4.183878158641198, - 4.308564456482558, - 18.94846236203268, - 7.076984126984124, - -8.617528344671202, - 15.694512471655331, - 0.006011167975755552, - 2.9294503244218184, - 9.055265549155461, - 14.204240362811788, - -11.405668934240364, - 25.609909297052155, - 0.09993425241680931, - 4.932777222226878, - 24.932655797837004, - 83.69969935518378 + 22.140672705272618, + 1.3003943983694388, + 20.840278306903176, + 9.972771702895637, + 5.647168633218747, + 13.245858175974837, + 0.6154772959538132, + 12.630380880021018, + 5.928397667955578, + 3.809468750094082 ] }, { @@ -388932,60 +196702,30 @@ "name": "flippendo", "text": "", "type": "scatter", - "uid": "ec0a5a2c-dcac-11e8-bf4a-80e6500e7424", + "uid": "c89d798f-de91-11e8-9e53-80e6500e7424", "x": [ "max_accel", "min_accel", "range_accel", "mean_accel", "std_accel", - "var_accel", "max_gyro", "min_gyro", "range_gyro", "mean_gyro", - "std_gyro", - "var_gyro", - "max_gyro_degs_y", - "min_gyro_degs_y", - "range_gyro_degs_y", - "mean_gyro_degs_y", - "std_gyro_degs_y", - "var_gyro_degs_y", - "max_gyro_degs_z", - "min_gyro_degs_z", - "range_gyro_degs_z", - "mean_gyro_degs_z", - "std_gyro_degs_z", - "var_gyro_degs_z", - "gyro_y_z_similarity" + "std_gyro" ], "y": [ - 30.905322675823914, - 2.142360503158549, - 28.762962172665365, - 11.952118155857782, - 4.979533115851495, - 25.23861530404974, - 22.335086424328587, - 0.0760418727400033, - 22.25904455158858, - 5.182496429309286, - 4.888624152949602, - 24.34289336903043, - 11.051654846335698, - -9.720685579196218, - 20.77234042553191, - -0.025901630327300643, - 4.201779903933949, - 18.926024871987302, - 20.1713475177305, - -8.868226950354611, - 29.039574468085114, - 0.27370394058430014, - 5.139022094159694, - 26.81393237094879, - 50.35526516388196 + 24.138035530594838, + 2.239699255893224, + 21.89833627470161, + 12.445061673262595, + 5.408083575974737, + 15.395330933807237, + 0.6069345163179878, + 14.788396417489254, + 7.563063767849391, + 3.9287548868079534 ] }, { @@ -388999,60 +196739,30 @@ "name": "negative_trim", "text": "", "type": "scatter", - "uid": "ec0a5b62-dcac-11e8-8be0-80e6500e7424", + "uid": "c89d7aeb-de91-11e8-b286-80e6500e7424", "x": [ "max_accel", "min_accel", "range_accel", "mean_accel", "std_accel", - "var_accel", "max_gyro", "min_gyro", "range_gyro", "mean_gyro", - "std_gyro", - "var_gyro", - "max_gyro_degs_y", - "min_gyro_degs_y", - "range_gyro_degs_y", - "mean_gyro_degs_y", - "std_gyro_degs_y", - "var_gyro_degs_y", - "max_gyro_degs_z", - "min_gyro_degs_z", - "range_gyro_degs_z", - "mean_gyro_degs_z", - "std_gyro_degs_z", - "var_gyro_degs_z", - "gyro_y_z_similarity" + "std_gyro" ], "y": [ - 18.202517732462134, - 5.96761846369106, - 12.234899268771068, - 10.284668475261412, - 2.757038743119572, - 15.297186891584229, - 3.899988753773814, - 0.26355581933128447, - 3.636432934442529, - 1.651197676599411, - 0.929622529165721, - 1.5151202946053182, - 1.9435837245696397, - -1.6920500782472616, - 3.635633802816904, - 0.01842690832163415, - 0.9162987977157165, - 1.2362606775514924, - 2.254992175273865, - -2.2977777777777777, - 4.552769953051644, - 0.06192117356831204, - 1.2089225727926445, - 2.7052401024205555, - 38.268528254499365 + 14.90865965070069, + 6.6279223998932215, + 8.280737250807457, + 9.976962279659105, + 1.478801096114924, + 3.6936689637487783, + 0.22047651220488693, + 3.47319245154389, + 1.276697792060559, + 0.7574073859869785 ] } ], @@ -389095,10 +196805,10 @@ } }, "text/html": [ - "
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" + "
" ] }, "metadata": {}, @@ -389114,7 +196824,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 28, "metadata": { "scrolled": false }, @@ -389123,14 +196833,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "(111, 25)\n", - "(56, 25)\n" + "('wingardium', 98)\n", + "('flippendo', 99)\n", + "('negative_trim', 89)\n", + "(191, 10)\n", + "(95, 10)\n" ] } ], "source": [ "# Put data in SKLearn format and split into train/test datasets\n", "\n", + "for gesture in GESTURES:\n", + " print(gesture, len(traces[gesture]))\n", + " \n", "from sklearn.model_selection import train_test_split\n", "\n", "# Flatten the data\n", @@ -389157,7 +196873,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 29, "metadata": { "scrolled": true }, @@ -389166,15 +196882,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Score: 0.9821428571428571\n" + "('Score:', 1.0)\n" ] }, { "data": { "text/plain": [ - "array([[13, 0, 1],\n", - " [ 0, 24, 0],\n", - " [ 0, 0, 18]])" + "array([[30, 0, 0],\n", + " [ 0, 29, 0],\n", + " [ 0, 0, 36]])" ] }, "metadata": {}, @@ -389208,8 +196924,8 @@ " \n", " \n", " 0\n", - " negative_trim\n", - " negative_trim\n", + " wingardium\n", + " wingardium\n", " \n", " \n", " 1\n", @@ -389218,13 +196934,13 @@ " \n", " \n", " 2\n", - " wingardium\n", + " flippendo\n", " flippendo\n", " \n", " \n", " 3\n", - " flippendo\n", - " flippendo\n", + " negative_trim\n", + " negative_trim\n", " \n", " \n", " 4\n", @@ -389233,8 +196949,8 @@ " \n", " \n", " 5\n", - " wingardium\n", - " wingardium\n", + " flippendo\n", + " flippendo\n", " \n", " \n", " 6\n", @@ -389243,38 +196959,38 @@ " \n", " \n", " 7\n", - " flippendo\n", - " flippendo\n", + " wingardium\n", + " wingardium\n", " \n", " \n", " 8\n", - " negative_trim\n", - " negative_trim\n", + " flippendo\n", + " flippendo\n", " \n", " \n", " 9\n", - " negative_trim\n", - " negative_trim\n", + " wingardium\n", + " wingardium\n", " \n", " \n", " 10\n", - " wingardium\n", - " wingardium\n", + " flippendo\n", + " flippendo\n", " \n", " \n", " 11\n", - " wingardium\n", - " wingardium\n", + " flippendo\n", + " flippendo\n", " \n", " \n", " 12\n", - " wingardium\n", - " wingardium\n", + " flippendo\n", + " flippendo\n", " \n", " \n", " 13\n", - " flippendo\n", - " flippendo\n", + " negative_trim\n", + " negative_trim\n", " \n", " \n", " 14\n", @@ -389283,8 +196999,8 @@ " \n", " \n", " 15\n", - " wingardium\n", - " wingardium\n", + " negative_trim\n", + " negative_trim\n", " \n", " \n", " 16\n", @@ -389293,20 +197009,20 @@ " \n", " \n", " 17\n", - " flippendo\n", - " flippendo\n", - " \n", - " \n", - " 18\n", " negative_trim\n", " negative_trim\n", " \n", " \n", - " 19\n", + " 18\n", " wingardium\n", " wingardium\n", " \n", " \n", + " 19\n", + " negative_trim\n", + " negative_trim\n", + " \n", + " \n", " 20\n", " flippendo\n", " flippendo\n", @@ -389318,8 +197034,8 @@ " \n", " \n", " 22\n", - " wingardium\n", - " wingardium\n", + " negative_trim\n", + " negative_trim\n", " \n", " \n", " 23\n", @@ -389328,13 +197044,13 @@ " \n", " \n", " 24\n", - " negative_trim\n", - " negative_trim\n", + " flippendo\n", + " flippendo\n", " \n", " \n", " 25\n", - " flippendo\n", - " flippendo\n", + " negative_trim\n", + " negative_trim\n", " \n", " \n", " 26\n", @@ -389343,8 +197059,8 @@ " \n", " \n", " 27\n", - " flippendo\n", - " flippendo\n", + " negative_trim\n", + " negative_trim\n", " \n", " \n", " 28\n", @@ -389353,201 +197069,234 @@ " \n", " \n", " 29\n", - " negative_trim\n", - " negative_trim\n", - " \n", - " \n", - " 30\n", " wingardium\n", " wingardium\n", " \n", " \n", - " 31\n", - " negative_trim\n", - " negative_trim\n", + " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 32\n", - " negative_trim\n", - " negative_trim\n", + " 65\n", + " wingardium\n", + " wingardium\n", " \n", " \n", - " 33\n", + " 66\n", " negative_trim\n", " negative_trim\n", " \n", " \n", - " 34\n", - " negative_trim\n", - " negative_trim\n", + " 67\n", + " wingardium\n", + " wingardium\n", " \n", " \n", - " 35\n", + " 68\n", " wingardium\n", " wingardium\n", " \n", " \n", - " 36\n", - " negative_trim\n", - " negative_trim\n", + " 69\n", + " wingardium\n", + " wingardium\n", " \n", " \n", - " 37\n", - " negative_trim\n", - " negative_trim\n", + " 70\n", + " flippendo\n", + " flippendo\n", + " \n", + " \n", + " 71\n", + " wingardium\n", + " wingardium\n", + " \n", + " \n", + " 72\n", + " wingardium\n", + " wingardium\n", " \n", " \n", - " 38\n", + " 73\n", " flippendo\n", " flippendo\n", " \n", " \n", - " 39\n", + " 74\n", " negative_trim\n", " negative_trim\n", " \n", " \n", - " 40\n", + " 75\n", " wingardium\n", " wingardium\n", " \n", " \n", - " 41\n", - " wingardium\n", - " wingardium\n", + " 76\n", + " flippendo\n", + " flippendo\n", + " \n", + " \n", + " 77\n", + " flippendo\n", + " flippendo\n", " \n", " \n", - " 42\n", + " 78\n", " negative_trim\n", " negative_trim\n", " \n", " \n", - " 43\n", + " 79\n", " flippendo\n", " flippendo\n", " \n", " \n", - " 44\n", + " 80\n", " negative_trim\n", " negative_trim\n", " \n", " \n", - " 45\n", + " 81\n", " flippendo\n", " flippendo\n", " \n", " \n", - " 46\n", + " 82\n", " wingardium\n", " wingardium\n", " \n", " \n", - " 47\n", + " 83\n", + " flippendo\n", + " flippendo\n", + " \n", + " \n", + " 84\n", " negative_trim\n", " negative_trim\n", " \n", " \n", - " 48\n", + " 85\n", " wingardium\n", " wingardium\n", " \n", " \n", - " 49\n", - " negative_trim\n", - " negative_trim\n", + " 86\n", + " flippendo\n", + " flippendo\n", " \n", " \n", - " 50\n", - " negative_trim\n", - " negative_trim\n", + " 87\n", + " flippendo\n", + " flippendo\n", " \n", " \n", - " 51\n", + " 88\n", " flippendo\n", " flippendo\n", " \n", " \n", - " 52\n", + " 89\n", " wingardium\n", " wingardium\n", " \n", " \n", - " 53\n", + " 90\n", " flippendo\n", " flippendo\n", " \n", " \n", - " 54\n", + " 91\n", " negative_trim\n", " negative_trim\n", " \n", " \n", - " 55\n", + " 92\n", + " wingardium\n", + " wingardium\n", + " \n", + " \n", + " 93\n", + " flippendo\n", + " flippendo\n", + " \n", + " \n", + " 94\n", " wingardium\n", " wingardium\n", " \n", " \n", "\n", + "

95 rows × 2 columns

\n", "" ], "text/plain": [ " 0 1\n", - "0 negative_trim negative_trim\n", + "0 wingardium wingardium\n", "1 negative_trim negative_trim\n", - "2 wingardium flippendo\n", - "3 flippendo flippendo\n", + "2 flippendo flippendo\n", + "3 negative_trim negative_trim\n", "4 negative_trim negative_trim\n", - "5 wingardium wingardium\n", + "5 flippendo flippendo\n", "6 negative_trim negative_trim\n", - "7 flippendo flippendo\n", - "8 negative_trim negative_trim\n", - "9 negative_trim negative_trim\n", - "10 wingardium wingardium\n", - "11 wingardium wingardium\n", - "12 wingardium wingardium\n", - "13 flippendo flippendo\n", + "7 wingardium wingardium\n", + "8 flippendo flippendo\n", + "9 wingardium wingardium\n", + "10 flippendo flippendo\n", + "11 flippendo flippendo\n", + "12 flippendo flippendo\n", + "13 negative_trim negative_trim\n", "14 wingardium wingardium\n", - "15 wingardium wingardium\n", + "15 negative_trim negative_trim\n", "16 negative_trim negative_trim\n", - "17 flippendo flippendo\n", - "18 negative_trim negative_trim\n", - "19 wingardium wingardium\n", + "17 negative_trim negative_trim\n", + "18 wingardium wingardium\n", + "19 negative_trim negative_trim\n", "20 flippendo flippendo\n", "21 wingardium wingardium\n", - "22 wingardium wingardium\n", + "22 negative_trim negative_trim\n", "23 wingardium wingardium\n", - "24 negative_trim negative_trim\n", - "25 flippendo flippendo\n", + "24 flippendo flippendo\n", + "25 negative_trim negative_trim\n", "26 negative_trim negative_trim\n", - "27 flippendo flippendo\n", + "27 negative_trim negative_trim\n", "28 flippendo flippendo\n", - "29 negative_trim negative_trim\n", - "30 wingardium wingardium\n", - "31 negative_trim negative_trim\n", - "32 negative_trim negative_trim\n", - "33 negative_trim negative_trim\n", - "34 negative_trim negative_trim\n", - "35 wingardium wingardium\n", - "36 negative_trim negative_trim\n", - "37 negative_trim negative_trim\n", - "38 flippendo flippendo\n", - "39 negative_trim negative_trim\n", - "40 wingardium wingardium\n", - "41 wingardium wingardium\n", - "42 negative_trim negative_trim\n", - "43 flippendo flippendo\n", - "44 negative_trim negative_trim\n", - "45 flippendo flippendo\n", - "46 wingardium wingardium\n", - "47 negative_trim negative_trim\n", - "48 wingardium wingardium\n", - "49 negative_trim negative_trim\n", - "50 negative_trim negative_trim\n", - "51 flippendo flippendo\n", - "52 wingardium wingardium\n", - "53 flippendo flippendo\n", - "54 negative_trim negative_trim\n", - "55 wingardium wingardium" + "29 wingardium wingardium\n", + ".. ... ...\n", + "65 wingardium wingardium\n", + "66 negative_trim negative_trim\n", + "67 wingardium wingardium\n", + "68 wingardium wingardium\n", + "69 wingardium wingardium\n", + "70 flippendo flippendo\n", + "71 wingardium wingardium\n", + "72 wingardium wingardium\n", + "73 flippendo flippendo\n", + "74 negative_trim negative_trim\n", + "75 wingardium wingardium\n", + "76 flippendo flippendo\n", + "77 flippendo flippendo\n", + "78 negative_trim negative_trim\n", + "79 flippendo flippendo\n", + "80 negative_trim negative_trim\n", + "81 flippendo flippendo\n", + "82 wingardium wingardium\n", + "83 flippendo flippendo\n", + "84 negative_trim negative_trim\n", + "85 wingardium wingardium\n", + "86 flippendo flippendo\n", + "87 flippendo flippendo\n", + "88 flippendo flippendo\n", + "89 wingardium wingardium\n", + "90 flippendo flippendo\n", + "91 negative_trim negative_trim\n", + "92 wingardium wingardium\n", + "93 flippendo flippendo\n", + "94 wingardium wingardium\n", + "\n", + "[95 rows x 2 columns]" ] }, "metadata": {}, @@ -389556,10 +197305,10 @@ { "data": { "text/plain": [ - "['models/167pt_model.joblib']" + "['models/286pt_model.joblib']" ] }, - "execution_count": 116, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -389646,14 +197395,14 @@ "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.7" + "pygments_lexer": "ipython2", + "version": "2.7.14" } }, "nbformat": 4, diff --git a/models/286pt_model.joblib b/models/286pt_model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..084c489ded427c23ce76ecf4857d29b13d0ab99f GIT binary patch literal 1040 zcmZXTTWl0n7{_<^Lf2`x7g0+oii*M_cGxYYluH~*DJ31V4_gnsG>&IyPdlS?*>7fc z+YL0EDrisB|N+l96#GGoZskKq02@*)7kv1`EiC}_Ci1o~DQy)AJlbkvE zzWM!s-<*M<;ykYtY@32pFa$-%jzb*&Da~Z>IuEz<5ZL-6aQzUBqp)r{4unw5fjqWJ zR#r8$hd>x{tq^G!e-HQzMGf31Yc8>2O~=V0E`Z7k#Lid_fifw8V%?f6YbHBZNX~`m zFsiVznY9eraj{F_t`v%{P{_cq!jV2!VPf48p0hH#mJ!Unkt@nMO=0wW%G>O>ZCpHJ z<6Mr|Jd`u+ihhX2Q6%dYa|9|Czl8U9JXE1jXL1KrO96>{6>8FOcU%e~?ij31rBYH% z;-r8J_heASQ8BB&R|*ZneJEntSr)8Tji9KL&-kFQZl$xC#U26=b%@8hZuQEBfpf5a zIG^d(HHO7vdWuZagI%paWY^Y=Ugi+nSuJm{6I5pU=47ZZ^%NA#CW4XIU9HsHQLv6# zybWp<3TjPoe~JHrG;H+w_rZgVzhjv#|KX*0D1*Ygs<;3=JOrE4@Cd3|^)Gw<7y&#g zaj1+DV%;smW)##LVGAnvKP;D0#!<*B*sv8v6pM7r@R;f;-qsI~$JI)Yrn?0iN;EATvu+A8i}{ROibMr2hSY8)gpaM zhihghH@z`IN1l12HhKJ_77yq;7!dC~eO-1ha!;ZPf3k8f N(Rx%D_NDR};a}3kndJZg literal 0 HcmV?d00001 diff --git a/trim_ms.csv b/trim_ms.csv new file mode 100644 index 0000000..d7b2e61 --- /dev/null +++ b/trim_ms.csv @@ -0,0 +1,201 @@ +trace,gesture end ms +wingardium000,1770 +wingardium001,1880 +wingardium002,1700 +wingardium003,1840 +wingardium004,2050 +wingardium005,1860 +wingardium006,1815 +wingardium007,1875 +wingardium008,2010 +wingardium009,1580 +wingardium010,1670 +wingardium011,1705 +wingardium012,1700 +wingardium013,1840 +wingardium014,2020 +wingardium015,1800 +wingardium016,1790 +wingardium017,1800 +wingardium018,1600 +wingardium019,1775 +wingardium020,1640 +wingardium021,1600 +wingardium022,1590 +wingardium023,2822 +wingardium024,1810 +wingardium025,1630 +wingardium026,1815 +wingardium027,1700 +wingardium028,1710 +wingardium029,1700 +wingardium030,1630 +wingardium031,1810 +wingardium032,1635 +wingardium033,2100 +wingardium034,1975 +wingardium035,1660 +wingardium036,2290 +wingardium037,1860 +wingardium038,1740 +wingardium039,1870 +wingardium040,1780 +wingardium041,1520 +wingardium042,1563 +wingardium043,1405 +wingardium044,1510 +wingardium045,1505 +wingardium046,1430 +wingardium047,1650 +wingardium048,1560 +wingardium049,1702 +wingardium050,1675 +wingardium051,1654 +wingardium052,1853 +wingardium053,2088 +wingardium054,1785 +wingardium055,1770 +wingardium056,1835 +wingardium057,1855 +wingardium058,2122 +wingardium059,1800 +wingardium060,1622 +wingardium061,1870 +wingardium062,1820 +wingardium063,1800 +wingardium064,1585 +wingardium065,1950 +wingardium066,1780 +wingardium067,1915 +wingardium068,1950 +wingardium069,2100 +wingardium070,1750 +wingardium071,1830 +wingardium072,1935 +wingardium073,2075 +wingardium074,1900 +wingardium075,1840 +wingardium076,1910 +wingardium077,1900 +wingardium078,2165 +wingardium079,2040 +wingardium080,1900 +wingardium081,1920 +wingardium082,1641 +wingardium083,1680 +wingardium084,2030 +wingardium085,1750 +wingardium086,1832 +wingardium087,1870 +wingardium088,1750 +wingardium089,1840 +wingardium090,1822 +wingardium091,1860 +wingardium092,1750 +wingardium093,1770 +wingardium094,1730 +wingardium095,1730 +wingardium096,1770 +wingardium097,1890 +wingardium098,1854 +wingardium099,1780 +flippendo000,1860 +flippendo001,2060 +flippendo002,2070 +flippendo003,1990 +flippendo004,2000 +flippendo005,xxxxxx +flippendo006,2200 +flippendo007,2530 +flippendo008,2220 +flippendo009,2220 +flippendo010,2060 +flippendo011,2075 +flippendo012,1820 +flippendo013,1930 +flippendo014,1965 +flippendo015,2330 +flippendo016,1750 +flippendo017,1750 +flippendo018,1940 +flippendo019,1888 +flippendo020,1920 +flippendo021,1910 +flippendo022,1970 +flippendo023,2000 +flippendo024,1825 +flippendo025,1800 +flippendo026,1885 +flippendo027,1950 +flippendo028,1890 +flippendo029,1895 +flippendo030,2040 +flippendo031,1921 +flippendo032,1951 +flippendo033,1610 +flippendo034,1900 +flippendo035,2000 +flippendo036,1900 +flippendo037,1775 +flippendo038,1890 +flippendo039,1890 +flippendo040,2040 +flippendo041,1865 +flippendo042,1845 +flippendo043,1835 +flippendo044,1790 +flippendo045,1811 +flippendo046,1840 +flippendo047,1910 +flippendo048,1800 +flippendo049,1900 +flippendo050,1830 +flippendo051,1785 +flippendo052,1820 +flippendo053,1860 +flippendo054,1895 +flippendo055,1760 +flippendo056,1820 +flippendo057,1960 +flippendo058,1822 +flippendo059,1820 +flippendo060,1750 +flippendo061,1750 +flippendo062,1750 +flippendo063,1725 +flippendo064,1743 +flippendo065,1785 +flippendo066,1780 +flippendo067,1943 +flippendo068,1730 +flippendo069,1830 +flippendo070,1900 +flippendo071,1760 +flippendo072,1930 +flippendo073,1770 +flippendo074,2030 +flippendo075,1920 +flippendo076,1905 +flippendo077,1877 +flippendo078,1915 +flippendo079,1695 +flippendo080,1830 +flippendo081,1855 +flippendo082,1765 +flippendo083,1905 +flippendo084,1886 +flippendo085,1730 +flippendo086,1790 +flippendo087,1910 +flippendo088,1845 +flippendo089,1530 +flippendo090,1800 +flippendo091,2100 +flippendo092,2070 +flippendo093,1905 +flippendo094,1700 +flippendo095,1720 +flippendo096,1895 +flippendo097,1940 +flippendo098,1760 +flippendo099,1855 \ No newline at end of file diff --git a/utils.py b/utils.py index 64f8f17..93a9990 100644 --- a/utils.py +++ b/utils.py @@ -7,14 +7,13 @@ def get_features(series, generate_feature_names=False): if generate_feature_names: - return ['max', 'min', 'range', 'mean', 'std', 'var'] + return ['max', 'min', 'range', 'mean', 'std'] features = [] features.append(max(series)) features.append(min(series)) features.append(max(series) - min(series)) features.append(series.mean()) features.append(series.std()) - features.append(series.var()) return features def get_model_features(trace, generate_feature_names=False): @@ -26,23 +25,23 @@ def get_model_features(trace, generate_feature_names=False): (trace['gyro_degs_x'], trace['gyro_degs_y'], trace['gyro_degs_z']), axis=0) - for sensor in ['accel', 'gyro', 'gyro_degs_y', 'gyro_degs_z']: + for sensor in ['accel', 'gyro']: features_temp = get_features(trace[sensor], generate_feature_names) if generate_feature_names: features.extend([x + '_' + sensor for x in features_temp]) else: features.extend(features_temp) - if generate_feature_names: - features.append("gyro_y_z_similarity") - else: - scaled_df = pd.DataFrame( - scaler.fit_transform(trace[['gyro_degs_y', 'gyro_degs_z']]), - columns=['gyro_degs_y', 'gyro_degs_z']) - - sim = sum(scaled_df['gyro_degs_y'] * scaled_df['gyro_degs_z']) - - features.append(sim) + # if generate_feature_names: + # features.append("gyro_y_z_similarity") + # else: + # scaled_df = pd.DataFrame( + # scaler.fit_transform(trace[['gyro_degs_y', 'gyro_degs_z']]), + # columns=['gyro_degs_y', 'gyro_degs_z']) + # + # sim = sum(scaled_df['gyro_degs_y'] * scaled_df['gyro_degs_z']) + # + # features.append(sim) return features