From fa9196babab3e620fb3397e7b4edd856fb8b4dd3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Isak=20Sundstr=C3=B6m?= Date: Thu, 12 Jan 2023 12:10:48 +0100 Subject: [PATCH 1/4] someStuff --- .gitignore | 3 + .idea/.name | 1 + .idea/DataScienceProject.iml | 6 +- .idea/misc.xml | 2 +- .ipynb_checkpoints/Untitled-checkpoint.ipynb | 6 + Untitled.ipynb | 607 +++++++++++++++++++ main.py | 11 +- 7 files changed, 632 insertions(+), 4 deletions(-) create mode 100644 .gitignore create mode 100644 .idea/.name create mode 100644 .ipynb_checkpoints/Untitled-checkpoint.ipynb create mode 100644 Untitled.ipynb diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..5b00a67 --- /dev/null +++ b/.gitignore @@ -0,0 +1,3 @@ + +*.wav +*.csv diff --git a/.idea/.name b/.idea/.name new file mode 100644 index 0000000..11a5d8e --- /dev/null +++ b/.idea/.name @@ -0,0 +1 @@ +main.py \ No newline at end of file diff --git a/.idea/DataScienceProject.iml b/.idea/DataScienceProject.iml index 9b31378..31bac6b 100644 --- a/.idea/DataScienceProject.iml +++ b/.idea/DataScienceProject.iml @@ -1,8 +1,10 @@ - - + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml index d1e22ec..4b29a1b 100644 --- a/.idea/misc.xml +++ b/.idea/misc.xml @@ -1,4 +1,4 @@ - + \ No newline at end of file diff --git a/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/.ipynb_checkpoints/Untitled-checkpoint.ipynb new file mode 100644 index 0000000..363fcab --- /dev/null +++ b/.ipynb_checkpoints/Untitled-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Untitled.ipynb b/Untitled.ipynb new file mode 100644 index 0000000..17562fc --- /dev/null +++ b/Untitled.ipynb @@ -0,0 +1,607 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 20, + "id": "a15d336c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Id', 'path', 'speakerId', 'action', 'object',\n", + " 'Self-reported fluency level ', 'First Language spoken',\n", + " 'Current language used for work/school', 'gender', 'ageRange'],\n", + " dtype='object')\n", + "dsl_data/audio/speakers/2BqVo8kVB2Skwgyb/0ee42a80-4474-11e9-a9a5-5dbec3b8816a.wav\n" + ] + } + ], + "source": [ + "import csv\n", + "import pandas\n", + "import scipy\n", + "from scipy.io.wavfile import read\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "\n", + "df = pandas.read_csv(\"development.csv\")\n", + "print(df.columns)\n", + "\n", + "print(df[\"path\"][1])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "59e70e89", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'dsl_data/audio/speakers/2BqVo8kVB2Skwgyb/0ee42a80-4474-11e9-a9a5-5dbec3b8816a.wav'" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"path\"][1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "adc5b04b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "8b9fb319", + "metadata": {}, + "outputs": [], + "source": [ + "sr, rec = read(df[\"path\"][1])\n", + "sr1, rec1 = read(df[\"path\"][2])\n", + "sr2, rec2 = read(df[\"path\"][3])\n", + "sr3, rec3 = read(df[\"path\"][10])\n", + "sr4, rec4 = read(df[\"path\"][1243])\n", + "sr5, rec5 = read(df[\"path\"][121])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "78d4f74d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 0, 0, ..., 0, 0, 0], dtype=int16)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rec" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "72782947", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
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24.13249939, 24.19846094, 24.26442249, 24.33038404,\n", + " 24.39634559, 24.46230714, 24.52826869, 24.59423024, 24.66019179,\n", + " 24.72615334, 24.79211489, 24.85807644, 24.92403799, 24.98999954,\n", + " 25.05596109, 25.12192264, 25.18788419, 25.25384574, 25.31980729,\n", + " 25.38576884, 25.45173039, 25.51769194, 25.58365349, 25.64961504,\n", + " 25.71557659, 25.78153814, 25.84749969, 25.91346124, 25.97942279,\n", + " 26.04538434, 26.11134589, 26.17730744, 26.243269 , 26.30923055,\n", + " 26.3751921 , 26.44115365, 26.5071152 , 26.57307675, 26.6390383 ,\n", + " 26.70499985, 26.7709614 , 26.83692295, 26.9028845 , 26.96884605,\n", + " 27.0348076 , 27.10076915, 27.1667307 , 27.23269225, 27.2986538 ,\n", + " 27.36461535, 27.4305769 , 27.49653845, 27.5625 ]),\n", + " )" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "plt.xlabel('Seconds')\n", + "plt.ylabel('Frequency')\n", + "plt.hist(np.array(lenList)/16000, bins='auto', color='#0504aa',\n", + " alpha=0.7, rwidth=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "9d04b58a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[36, 55, 108, 121, 130, 134, 184, 200, 263, 332, 335, 341, 380, 471, 484, 493, 539, 568, 616, 628, 650, 746, 831, 844, 853, 939, 1144, 1174, 1230, 1288, 1374, 1392, 1481, 1506, 1509, 1555, 1574, 1597, 1616, 1639, 1643, 1753, 1852, 1854, 1936, 1981, 1993, 2008, 2011, 2096, 2123, 2131, 2189, 2232, 2253, 2262, 2306, 2334, 2419, 2556, 2593, 2597, 2738, 2765, 2777, 2826, 2835, 2879, 2888, 2933, 2940, 2958, 2985, 3008, 3066, 3067, 3081, 3093, 3109, 3112, 3187, 3190, 3219, 3322, 3331, 3350, 3396, 3480, 3592, 3597, 3609, 3657, 3784, 3823, 3827, 3896, 3952, 4000, 4047, 4089, 4125, 4173, 4183, 4261, 4394, 4433, 4460, 4521, 4524, 4531, 4690, 4699, 4715, 4723, 4768, 4853, 4866, 4985, 5038, 5108, 5136, 5167, 5225, 5238, 5240, 5244, 5246, 5285, 5292, 5321, 5326, 5452, 5476, 5497, 5574, 5580, 5595, 5636, 5859, 5866, 5881, 5906, 5930, 5956, 5983, 6047, 6050, 6264, 6297, 6364, 6377, 6406, 6499, 6504, 6509, 6599, 6691, 6699, 6704, 6717, 6723, 6765, 6790, 6810, 6911, 6969, 6995, 7096, 7115, 7188, 7219, 7265, 7330, 7367, 7383, 7404, 7431, 7502, 7548, 7588, 7600, 7617, 7706, 7792, 7871, 7950, 7975, 7994, 8013, 8085, 8095, 8154, 8223, 8286, 8316, 8430, 8468, 8576, 8648, 8654, 8677, 8696, 8703, 8710, 8719, 8732, 8742, 8747, 8751, 8757, 8767, 8793, 8800, 8818, 8838, 8845, 8849, 8890, 8898, 8901, 8925, 8946, 8949, 8953, 8958, 8959, 8963, 8971, 8987, 8996, 8999, 9014, 9017, 9026, 9036, 9041, 9042, 9054, 9098, 9107, 9126, 9128, 9131, 9149, 9158, 9163, 9164, 9179, 9202, 9207, 9213, 9225, 9232, 9234, 9240, 9248, 9258, 9269, 9270, 9275, 9279, 9290, 9305, 9309, 9338, 9363, 9369, 9395, 9400, 9449, 9454, 9467, 9479, 9486, 9489, 9499, 9502, 9503, 9508, 9510, 9524, 9525, 9556, 9559, 9568, 9593, 9596, 9616, 9630, 9639, 9663, 9665, 9687, 9688, 9704, 9724, 9784, 9829, 9832, 9833]\n" + ] + } + ], + "source": [ + "n = 0\n", + "longRecs = []\n", + "secList = np.array(lenList)/16000\n", + "for i in range(len(secList)):\n", + " if(secList[i] > 25):\n", + " n+=1\n", + " #print(df.loc[i, \"action\"])\n", + " #print(df.loc[i, \"object\"])\n", + " #print(\"-------\")\n", + " #print(i)\n", + " longRecs.append(i)\n", + "\n", + "print(longRecs)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "7fa0d187", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sr0, recLong = read(df[\"path\"][121])\n", + "plt.plot(recLong)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "48cdd5f4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "44d41d18", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0804ee56", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f5d93e6b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2f5ab7a4", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/main.py b/main.py index ce47b77..0e9d5e1 100644 --- a/main.py +++ b/main.py @@ -1 +1,10 @@ -print("hello") \ No newline at end of file +import csv +import pandas +import scipy + +df = pandas.read_csv("development.csv") +print(df.columns) + +print(df["path"][1]) + +prit From d548a4c804b355900f6beff473062f154a77c8cf Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Isak=20Sundstr=C3=B6m?= Date: Thu, 12 Jan 2023 12:17:38 +0100 Subject: [PATCH 2/4] smalll fix --- ...nt.ipynb => dataNotebook-checkpoint.ipynb} | 0 Untitled.ipynb => dataNotebook.ipynb | 193 ++++++++---------- 2 files changed, 87 insertions(+), 106 deletions(-) rename .ipynb_checkpoints/{Untitled-checkpoint.ipynb => dataNotebook-checkpoint.ipynb} (100%) rename Untitled.ipynb => dataNotebook.ipynb (87%) diff --git a/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/.ipynb_checkpoints/dataNotebook-checkpoint.ipynb similarity index 100% rename from .ipynb_checkpoints/Untitled-checkpoint.ipynb rename to .ipynb_checkpoints/dataNotebook-checkpoint.ipynb diff --git a/Untitled.ipynb b/dataNotebook.ipynb similarity index 87% rename from Untitled.ipynb rename to dataNotebook.ipynb index 17562fc..0f4d923 100644 --- a/Untitled.ipynb +++ b/dataNotebook.ipynb @@ -286,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 47, "id": "6f7c316a", "metadata": {}, "outputs": [ @@ -296,7 +296,7 @@ "9854" ] }, - "execution_count": 30, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -310,7 +310,7 @@ " \n", " sr, rec = read(i)\n", " recList.append(rec)\n", - " lenList.append(len(rec))\n", + " lenList.append(len(rec)/sr)\n", " #print(len(rec))\n", " #plt.plot(rec)\n", "len(lenList)" @@ -326,7 +326,7 @@ }, { "cell_type": "code", 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9.94093777e-04,\n", + " 9.98221296e-04, 1.00234882e-03, 1.00647634e-03, 1.01060386e-03,\n", + " 1.01473138e-03, 1.01885890e-03, 1.02298641e-03, 1.02711393e-03,\n", + " 1.03124145e-03, 1.03536897e-03, 1.03949649e-03, 1.04362401e-03,\n", + " 1.04775153e-03, 1.05187905e-03, 1.05600657e-03, 1.06013409e-03,\n", + " 1.06426161e-03, 1.06838913e-03, 1.07251665e-03, 1.07664417e-03,\n", + " 1.08077169e-03, 1.08489921e-03, 1.08902673e-03, 1.09315425e-03,\n", + " 1.09728177e-03, 1.10140929e-03, 1.10553681e-03, 1.10966433e-03,\n", + " 1.11379185e-03, 1.11791937e-03, 1.12204689e-03, 1.12617441e-03,\n", + " 1.13030193e-03, 1.13442945e-03, 1.13855697e-03, 1.14268449e-03,\n", + " 1.14681201e-03, 1.15093953e-03, 1.15506705e-03, 1.15919457e-03,\n", + " 1.16332209e-03, 1.16744961e-03, 1.17157713e-03, 1.17570464e-03,\n", + " 1.17983216e-03, 1.18395968e-03, 1.18808720e-03, 1.19221472e-03,\n", + " 1.19634224e-03, 1.20046976e-03, 1.20459728e-03, 1.20872480e-03,\n", + " 1.21285232e-03, 1.21697984e-03, 1.22110736e-03, 1.22523488e-03,\n", + " 1.22936240e-03, 1.23348992e-03, 1.23761744e-03, 1.24174496e-03,\n", + " 1.24587248e-03, 1.25000000e-03]),\n", + " )" ] }, - "execution_count": 31, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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plVde0S9+8QufNgsAAHClvAo7K1eu1JQpU/Tkk0/K6XS2WNOzZ08VFBS0qTkAAIC28irsHD169LI1wcHBmjRpkje7BwAA8BmvntkpLCzUm2++2Wz8zTff1KpVq9rcFAAAgK94FXYWLVqk6OjoZuPdunVTbm5um5sCAADwFa/CzrFjxxQXF9dsvFevXjp+/HibmwIAAPAVr8JOt27d9MknnzQbP3DggKKiotrcFAAAgK94FXYeeeQR/frXv9bOnTvV2NioxsZG7dixQ7Nnz9Yjjzzi6x4BAAC85tXbWAsXLtSxY8eUkpKiwMAfd9HU1KSJEyfyzA4AAGhXvAo7wcHBev311/W73/1OBw4cUEhIiBITE9WrVy9f9wcAANAmXoWd8/r27au+ffv6qhcAAACf8yrsNDY2qqioSNu3b1dFRYWampo8tu/YscMnzQEAALSVVw8oz549W7Nnz1ZjY6MSEhLUv39/j8UbeXl5stlsyszMNMcMw1BOTo5iYmIUEhKi5ORkHT582ONzbrdbs2bNUnR0tDp37qwxY8bo5MmTXvXQnqSnl/i7BQAALMGrmZ3169frjTfe0P333++TJvbs2aNXX31Vt912m8f44sWLlZ+fr6KiIvXt21cLFy5Uamqqjhw5orCwMElSZmam/vznP2v9+vWKiopSVlaWRo0apdLSUgUEBPikPwAA0HF5NbMTHBysPn36+KSB2tpaPfbYY3rttdfUtWtXc9wwDC1btkzz589XRkaGEhIStGrVKv3www9at26dJKmqqkoFBQVasmSJhg8frttvv11r167VwYMHtW3bNp/0BwAAOjavwk5WVpZ+//vfyzCMNjcwc+ZMPfDAAxo+fLjHeFlZmVwul9LS0swxu92uYcOGaffu3ZKk0tJSNTQ0eNTExMQoISHBrGmJ2+1WdXW1xwIAAKzJq9tYJSUl2rlzp7Zs2aJbb71VQUFBHtvffvvtVu1n/fr1Ki0t1d69e5ttc7lckiSHw+Ex7nA4dOzYMbMmODjYY0bofM35z7ckLy9Pzz//fKt6BAAAHZtXYeeGG27QuHHj2vTFJ06c0OzZs7V161Z16tTponU2m81j3TCMZmMXulzNvHnzNGfOHHO9urpasbGxrewcAAB0JF6FncLCwjZ/cWlpqSoqKjRw4EBzrLGxUR988IFWrFihI0eOSPpx9qZ79+5mTUVFhTnb43Q6VV9fr8rKSo/ZnYqKCiUlJV30u+12u+x2e5uPAQAAtH9ePbMjSefOndO2bdv0yiuvqKamRpJ06tQp1dbWturzKSkpOnjwoPbv328ugwYN0mOPPab9+/fr5z//uZxOp4qLi83P1NfXa9euXWaQGThwoIKCgjxqysvLdejQoUuGHQAAcP3wambn2LFjuu+++3T8+HG53W6lpqYqLCxMixcv1tmzZ/Xyyy9fdh9hYWFKSEjwGOvcubOioqLM8czMTOXm5io+Pl7x8fHKzc1VaGioJkyYIEmKiIjQ1KlTlZWVpaioKEVGRio7O1uJiYnNHngGAADXJ6/CzuzZszVo0CAdOHBAUVFR5vi4ceP01FNP+ay5uXPnqq6uTjNmzFBlZaUGDx6srVu3mv/GjiQtXbpUgYGBGj9+vOrq6pSSkqKioiL+jR0AACCpDW9jffjhhwoODvYY79Wrl7766iuvm3n//fc91m02m3JycpSTk3PRz3Tq1EnLly/X8uXLvf5eAABgXV49s9PU1KTGxsZm4ydPnvSYdQEAAPA3r8JOamqqli1bZq7bbDbV1tZqwYIFPvsJCQAAAF/w6jbW0qVLdc8996hfv346e/asJkyYoKNHjyo6Olp//OMffd0jAACA17wKOzExMdq/f7/++Mc/6u9//7uampo0depUPfbYYwoJCfF1jwAAAF7zKuxIUkhIiKZMmaIpU6b4sh8AAACf8irsrF69+pLbJ06c6FUzAAAAvub1v7PzUw0NDfrhhx8UHBys0NBQwg4AAGg3vHobq7Ky0mOpra3VkSNHdPfdd/OAMgAAaFe8/m2sC8XHx2vRokXNZn0AAAD8yWdhR5ICAgJ06tQpX+4SAACgTbx6ZmfTpk0e64ZhqLy8XCtWrNBdd93lk8YAAAB8wauwk56e7rFus9l044036t5779WSJUt80RcAAIBPeBV2mpqafN0HAADAVeHTZ3YAAADaG69mdubMmdPq2vz8fG++AgAAwCe8Cjv79u3T3//+d507d04333yzJOmzzz5TQECABgwYYNbZbDbfdAkAAOAlr8LO6NGjFRYWplWrVqlr166SfvyHBp988kn96le/UlZWlk+bBAAA8JZXz+wsWbJEeXl5ZtCRpK5du2rhwoW8jQUAANoVr8JOdXW1vv7662bjFRUVqqmpaXNTAAAAvuJV2Bk3bpyefPJJvfXWWzp58qROnjypt956S1OnTlVGRoavewQAAPCaV8/svPzyy8rOztbjjz+uhoaGH3cUGKipU6fqxRdf9GmDAAAAbeFV2AkNDdVLL72kF198UV988YUMw1CfPn3UuXNnX/cHAADQJm36RwXLy8tVXl6uvn37qnPnzjIMw1d9AQAA+IRXYef06dNKSUlR3759df/996u8vFyS9NRTT/HaOQAAaFe8Cju/+c1vFBQUpOPHjys0NNQcf/jhh/Xuu+/6rDkAAIC28irsbN26VS+88IJ69OjhMR4fH69jx475pDG0XXp6ib9bAADA77wKO2fOnPGY0Tnv22+/ld1ub3NTAAAAvuJV2Bk6dKhWr15trttsNjU1NenFF1/UPffc47PmAAAA2sqrV89ffPFFJScna+/evaqvr9fcuXN1+PBhfffdd/rwww993SMAAIDXvJrZ6devnz755BPdeeedSk1N1ZkzZ5SRkaF9+/apd+/evu4RAADAa1c8s9PQ0KC0tDS98sorev75569GTwAAAD5zxTM7QUFBOnTokGw229XoBwAAwKe8uo01ceJEFRQU+LoXAAAAn/PqAeX6+nr953/+p4qLizVo0KBmv4mVn5/vk+YAAADa6orCzpdffqmbbrpJhw4d0oABAyRJn332mUcNt7cAAEB7ckVhJz4+XuXl5dq5c6ekH38e4j/+4z/kcDiuSnMAAABtdUXP7Fz4q+ZbtmzRmTNnfNoQAACAL3n1gPJ5F4YfAACA9uaKwo7NZmv2TE5bntFZuXKlbrvtNoWHhys8PFxDhgzRli1bzO2GYSgnJ0cxMTEKCQlRcnKyDh8+7LEPt9utWbNmKTo6Wp07d9aYMWN08uRJr3sCAADWckXP7BiGocmTJ5s/9nn27FlNnz692dtYb7/9dqv216NHDy1atEh9+vSRJK1atUpjx47Vvn37dOutt2rx4sXKz89XUVGR+vbtq4ULFyo1NVVHjhxRWFiYJCkzM1N//vOftX79ekVFRSkrK0ujRo1SaWmpAgICruTwAACABV1R2Jk0aZLH+uOPP96mLx89erTH+r/9279p5cqV+uijj9SvXz8tW7ZM8+fPV0ZGhqQfw5DD4dC6des0bdo0VVVVqaCgQGvWrNHw4cMlSWvXrlVsbKy2bdumESNGtPi9brdbbrfbXK+urm7TcQAAgPbrisJOYWHh1epDjY2NevPNN3XmzBkNGTJEZWVlcrlcSktLM2vsdruGDRum3bt3a9q0aSotLTV/vuK8mJgYJSQkaPfu3RcNO3l5efzUBQAA10B6eok2brzbrz206QFlXzh48KC6dOkiu92u6dOna8OGDerXr59cLpckNXut3eFwmNtcLpeCg4PVtWvXi9a0ZN68eaqqqjKXEydO+PioAABAe+HVv6DsSzfffLP279+v77//Xv/zP/+jSZMmadeuXeb2Cx+ANgzjsg9FX67Gbrebzx21Z+npJf5uAQCADs/vMzvBwcHq06ePBg0apLy8PPXv31+///3v5XQ6JanZDE1FRYU52+N0OlVfX6/KysqL1gAAgOub38POhQzDkNvtVlxcnJxOp4qLi81t9fX12rVrl5KSkiRJAwcOVFBQkEdNeXm5Dh06ZNYAAIDrm19vYz333HMaOXKkYmNjVVNTo/Xr1+v999/Xu+++K5vNpszMTOXm5io+Pl7x8fHKzc1VaGioJkyYIEmKiIjQ1KlTlZWVpaioKEVGRio7O1uJiYnm21kAAOD65tew8/XXX+uJJ55QeXm5IiIidNttt+ndd99VamqqJGnu3Lmqq6vTjBkzVFlZqcGDB2vr1q3mv7EjSUuXLlVgYKDGjx+vuro6paSkqKioiH9jBwAASPJz2CkoKLjkdpvNppycHOXk5Fy0plOnTlq+fLmWL1/u4+4AAIAVtLtndgAAAHyJsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsNMBpKeX+LsFAAA6LMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMKORfG6OgAAPyLsAAAASyPsAAAASyPsAAAASyPsXCd4hgcAcL0i7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEvza9jJy8vTHXfcobCwMHXr1k3p6ek6cuSIR41hGMrJyVFMTIxCQkKUnJysw4cPe9S43W7NmjVL0dHR6ty5s8aMGaOTJ09ey0MBAADtlF/Dzq5duzRz5kx99NFHKi4u1rlz55SWlqYzZ86YNYsXL1Z+fr5WrFihPXv2yOl0KjU1VTU1NWZNZmamNmzYoPXr16ukpES1tbUaNWqUGhsb/XFYAACgHQn055e/++67HuuFhYXq1q2bSktLNXToUBmGoWXLlmn+/PnKyMiQJK1atUoOh0Pr1q3TtGnTVFVVpYKCAq1Zs0bDhw+XJK1du1axsbHatm2bRowY0ex73W633G63uV5dXX0VjxIAAPhTu3pmp6qqSpIUGRkpSSorK5PL5VJaWppZY7fbNWzYMO3evVuSVFpaqoaGBo+amJgYJSQkmDUXysvLU0REhLnExsZerUMCAAB+1m7CjmEYmjNnju6++24lJCRIklwulyTJ4XB41DocDnOby+VScHCwunbtetGaC82bN09VVVXmcuLECV8fDgAAaCf8ehvrp5555hl98sknKilp/rMGNpvNY90wjGZjF7pUjd1ul91u975ZAADQYbSLmZ1Zs2Zp06ZN2rlzp3r06GGOO51OSWo2Q1NRUWHO9jidTtXX16uysvKiNQAA4Prl17BjGIaeeeYZvf3229qxY4fi4uI8tsfFxcnpdKq4uNgcq6+v165du5SUlCRJGjhwoIKCgjxqysvLdejQIbMGAABcv/x6G2vmzJlat26d/vSnPyksLMycwYmIiFBISIhsNpsyMzOVm5ur+Ph4xcfHKzc3V6GhoZowYYJZO3XqVGVlZSkqKkqRkZHKzs5WYmKi+XYWAAC4fvk17KxcuVKSlJyc7DFeWFioyZMnS5Lmzp2ruro6zZgxQ5WVlRo8eLC2bt2qsLAws37p0qUKDAzU+PHjVVdXp5SUFBUVFSkgIOBaHQoAAGin/Bp2DMO4bI3NZlNOTo5ycnIuWtOpUyctX75cy5cv92F3AADACtrFA8oAAABXC2EHAABYGmHnOpKe3vzfMAIAwOoIOwAAwNIIO+1IenoJsy8AAPgYYQcAAFgaYQcAAFgaYaeduFa3r7hNBgC43hB2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2rmPp6SX+bgEAgKuOsAMAACyNsAMAACyNsHOd4hYWAOB6QdgBAACWRtgBAACW5tew88EHH2j06NGKiYmRzWbTxo0bPbYbhqGcnBzFxMQoJCREycnJOnz4sEeN2+3WrFmzFB0drc6dO2vMmDE6efLkNTwKAADQnvk17Jw5c0b9+/fXihUrWty+ePFi5efna8WKFdqzZ4+cTqdSU1NVU1Nj1mRmZmrDhg1av369SkpKVFtbq1GjRqmxsfFaHQYAAGjHAv355SNHjtTIkSNb3GYYhpYtW6b58+crIyNDkrRq1So5HA6tW7dO06ZNU1VVlQoKCrRmzRoNHz5ckrR27VrFxsZq27ZtGjFixDU7FgAA0D6122d2ysrK5HK5lJaWZo7Z7XYNGzZMu3fvliSVlpaqoaHBoyYmJkYJCQlmTUvcbreqq6s9lvaEN6UAAPCddht2XC6XJMnhcHiMOxwOc5vL5VJwcLC6du160ZqW5OXlKSIiwlxiY2N93D0AAGgv2m3YOc9ms3msG4bRbOxCl6uZN2+eqqqqzOXEiRM+6RUAALQ/7TbsOJ1OSWo2Q1NRUWHO9jidTtXX16uysvKiNS2x2+0KDw/3WK536ekl3D4DAFhSuw07cXFxcjqdKi4uNsfq6+u1a9cuJSUlSZIGDhyooKAgj5ry8nIdOnTIrAEAANc3v76NVVtbq88//9xcLysr0/79+xUZGamePXsqMzNTubm5io+PV3x8vHJzcxUaGqoJEyZIkiIiIjR16lRlZWUpKipKkZGRys7OVmJiovl2FgAAuL75Nezs3btX99xzj7k+Z84cSdKkSZNUVFSkuXPnqq6uTjNmzFBlZaUGDx6srVu3KiwszPzM0qVLFRgYqPHjx6uurk4pKSkqKipSQEDANT8eb3H7CACAq8evYSc5OVmGYVx0u81mU05OjnJyci5a06lTJy1fvlzLly+/Ch1aX3p6iTZuvNvfbQAAcNW022d2AAAAfIGwAwAALI2wAwAALI2wAwAALI2wg2Z4OwwAYCWEHQAAYGl+ffUcVx+zNACA6x0zOwAAwNIIOwAAwNIIO/DAbS8AgNUQdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdvyIN58AALj6CDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDt+wptYAABcG4QdAABgaYQdAABgaYQdXBK32wAAHR1h5zpEgAEAXE8IO7gswhEAoCMj7KBVWgo8hCAAQEdA2EGLCDIAAKsg7AAAAEsj7PgBsyYAAFw7hB0AAGBphB0AAGBphB1cEW7BAQA6GsIOAACwNMIOrlh6ekmzGR5mfAAA7RVhx88ICQAAXF2EnWvMauHmUsfT0gwQAADXmmXCzksvvaS4uDh16tRJAwcO1F/+8hd/t9ThXWlQuVw9wQcA4A+WCDuvv/66MjMzNX/+fO3bt0+/+tWvNHLkSB0/ftzfrVlKa8LK+Zqf1hJyAAD+ZImwk5+fr6lTp+qpp57SLbfcomXLlik2NlYrV670d2vmrRz+wvfE+QAAXCuB/m6grerr61VaWqpnn33WYzwtLU27d+9u8TNut1tut9tcr6qqkiRVV1f7vL+GhjPmn6urqz3W2+qBB9675HprtbWvCz/f0v7Oj/20x5b6/eMfh+jRR//abKwljz7614tuu7Dup/s5/7lLff6n21r7PVdae7HPtmUfVnXhf4cAOo6GhjNX5e9X6f/+3jYM45J1HT7sfPvtt2psbJTD4fAYdzgccrlcLX4mLy9Pzz//fLPx2NjYq9LjeRERV3X3XmtrXxd+vqX9tfY7rvSzV9L7T2vP/7m1+/b2e65Ua/q6nnFegI7pav9vt6amRhGX+JIOH3bOs9lsHuuGYTQbO2/evHmaM2eOud7U1KTvvvtOUVFRF/3MT1VXVys2NlYnTpxQeHh42xq/znEufYvz6VucT9/ifPoO5/JHhmGopqZGMTExl6zr8GEnOjpaAQEBzWZxKioqms32nGe322W32z3Gbrjhhiv+7vDw8Ov6IvMlzqVvcT59i/PpW5xP3+Fc6pIzOud1+AeUg4ODNXDgQBUXF3uMFxcXKykpyU9dAQCA9qLDz+xI0pw5c/TEE09o0KBBGjJkiF599VUdP35c06dP93drAADAzywRdh5++GGdPn1av/3tb1VeXq6EhARt3rxZvXr1uirfZ7fbtWDBgma3wnDlOJe+xfn0Lc6nb3E+fYdzeWVsxuXe1wIAAOjAOvwzOwAAAJdC2AEAAJZG2AEAAJZG2AEAAJZG2LlCL730kuLi4tSpUycNHDhQf/nLX/zdUoeUk5Mjm83msTidTn+31WF88MEHGj16tGJiYmSz2bRx40aP7YZhKCcnRzExMQoJCVFycrIOHz7sn2Y7gMudz8mTJze7Xn/5y1/6p9l2Li8vT3fccYfCwsLUrVs3paen68iRIx41XJ+t15rzyfV5eYSdK/D6668rMzNT8+fP1759+/SrX/1KI0eO1PHjx/3dWod06623qry83FwOHjzo75Y6jDNnzqh///5asWJFi9sXL16s/Px8rVixQnv27JHT6VRqaqpqamqucacdw+XOpyTdd999Htfr5s2br2GHHceuXbs0c+ZMffTRRyouLta5c+eUlpamM2f+78eBuT5brzXnU+L6vCwDrXbnnXca06dP9xj7xS9+YTz77LN+6qjjWrBggdG/f39/t2EJkowNGzaY601NTYbT6TQWLVpkjp09e9aIiIgwXn75ZT902LFceD4NwzAmTZpkjB071i/9dHQVFRWGJGPXrl2GYXB9ttWF59MwuD5bg5mdVqqvr1dpaanS0tI8xtPS0rR7924/ddWxHT16VDExMYqLi9MjjzyiL7/80t8tWUJZWZlcLpfHtWq32zVs2DCu1TZ4//331a1bN/Xt21dPP/20Kioq/N1Sh1BVVSVJioyMlMT12VYXns/zuD4vjbDTSt9++60aGxub/biow+Fo9iOkuLzBgwdr9erVeu+99/Taa6/J5XIpKSlJp0+f9ndrHd7565Fr1XdGjhyp//7v/9aOHTu0ZMkS7dmzR/fee6/cbre/W2vXDMPQnDlzdPfddyshIUES12dbtHQ+Ja7P1rDEz0VcSzabzWPdMIxmY7i8kSNHmn9OTEzUkCFD1Lt3b61atUpz5szxY2fWwbXqOw8//LD554SEBA0aNEi9evXSO++8o4yMDD921r4988wz+uSTT1RSUtJsG9fnlbvY+eT6vDxmdlopOjpaAQEBzf6fR0VFRbP/h4Ir17lzZyUmJuro0aP+bqXDO/9WG9fq1dO9e3f16tWL6/USZs2apU2bNmnnzp3q0aOHOc716Z2Lnc+WcH02R9hppeDgYA0cOFDFxcUe48XFxUpKSvJTV9bhdrv16aefqnv37v5upcOLi4uT0+n0uFbr6+u1a9curlUfOX36tE6cOMH12gLDMPTMM8/o7bff1o4dOxQXF+exnevzylzufLaE67M5bmNdgTlz5uiJJ57QoEGDNGTIEL366qs6fvy4pk+f7u/WOpzs7GyNHj1aPXv2VEVFhRYuXKjq6mpNmjTJ3611CLW1tfr888/N9bKyMu3fv1+RkZHq2bOnMjMzlZubq/j4eMXHxys3N1ehoaGaMGGCH7tuvy51PiMjI5WTk6MHH3xQ3bt31z/+8Q8999xzio6O1rhx4/zYdfs0c+ZMrVu3Tn/6058UFhZmzuBEREQoJCRENpuN6/MKXO581tbWcn22hh/fBOuQ/vCHPxi9evUygoODjQEDBni8/ofWe/jhh43u3bsbQUFBRkxMjJGRkWEcPnzY3211GDt37jQkNVsmTZpkGMaPr/cuWLDAcDqdht1uN4YOHWocPHjQv023Y5c6nz/88IORlpZm3HjjjUZQUJDRs2dPY9KkScbx48f93Xa71NJ5lGQUFhaaNVyfrXe588n12To2wzCMaxmuAAAAriWe2QEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AEAAJZG2AGAKzB58mSlp6f7uw0AV4CwA8AvKioqNG3aNPXs2VN2u11Op1MjRozQX//6V3+3BsBi+CFQAH7x4IMPqqGhQatWrdLPf/5zff3119q+fbu+++47f7cGwGKY2QFwzX3//fcqKSnRCy+8oHvuuUe9evXSnXfeqXnz5umBBx6QJFVVVelf/uVf1K1bN4WHh+vee+/VgQMHPPazadMmDRo0SJ06dVJ0dLQyMjLMbZWVlZo4caK6du2q0NBQjRw5UkePHjW3FxUV6YYbbtB7772nW265RV26dNF9992n8vJys6axsVFz5szRDTfcoKioKM2dO1cX/pzgW2+9pcTERIWEhCgqKkrDhw/XmTNnrsZpA+Alwg6Aa65Lly7q0qWLNm7cKLfb3Wy7YRh64IEH5HK5tHnzZpWWlmrAgAFKSUkxZ37eeecdZWRk6IEHHtC+ffu0fft2DRo0yNzH5MmTtXfvXm3atEl//etfZRiG7r//fjU0NJg1P/zwg/793/9da9as0QcffKDjx48rOzvb3L5kyRL913/9lwoKClRSUqLvvvtOGzZsMLeXl5fr0Ucf1ZQpU/Tpp5/q/fffV0ZGRrNABMDP/PmT6wCuX2+99ZbRtWtXo1OnTkZSUpIxb94848CBA4ZhGMb27duN8PBw4+zZsx6f6d27t/HKK68YhmEYQ4YMMR577LEW9/3ZZ58ZkowPP/zQHPv222+NkJAQ44033jAMwzAKCwsNScbnn39u1vzhD38wHA6Hud69e3dj0aJF5npDQ4PRo0cPY+zYsYZhGEZpaakhyfjHP/7RhjMB4GpjZgeAXzz44IM6deqUNm3apBEjRuj999/XgAEDVFRUpNLSUtXW1ioqKsqcBerSpYvKysr0xRdfSJL279+vlJSUFvf96aefKjAwUIMHDzbHoqKidPPNN+vTTz81x0JDQ9W7d29zvXv37qqoqJD042208vJyDRkyxNweGBjoMXvUv39/paSkKDExUQ899JBee+01VVZW+uYEAfAZwg4Av+nUqZNSU1P1//7f/9Pu3bs1efJkLViwQE1NTerevbv279/vsRw5ckT/+q//KkkKCQm56H6Ni9xGMgxDNpvNXA8KCvLYbrPZrugWVEBAgIqLi7Vlyxb169dPy5cv180336yysrJW7wPA1UfYAdBu9OvXT2fOnNGAAQPkcrkUGBioPn36eCzR0dGSpNtuu03bt2+/6H7OnTunjz/+2Bw7ffq0PvvsM91yyy2t6iUiIkLdu3fXRx99ZI6dO3dOpaWlHnU2m0133XWXnn/+ee3bt0/BwcEez/UA8D9ePQdwzZ0+fVoPPfSQpkyZottuu01hYWHau3evFi9erLFjx2r48OEaMmSI0tPT9cILL+jmm2/WqVOntHnzZqWnp2vQoEFasGCBUlJS1Lt3bz3yyCM6d+6ctmzZorlz5yo+Pl5jx47V008/rVdeeUVhYWF69tln9U//9E8aO3Zsq/ucPXu2Fi1apPj4eN1yyy3Kz8/X999/b27/+OOPtX37dqWlpalbt276+OOP9c0337Q6UAG4Ngg7AK65Ll26aPDgwVq6dKm++OILNTQ0KDY2Vk8//bSee+452Ww2bd68WfPnz9eUKVP0zTffyOl0aujQoXI4HJKk5ORkvfnmm/rd736nRYsWKTw8XEOHDjW/o7CwULNnz9aoUaNUX1+voUOHavPmzc1uXV1KVlaWysvLNXnyZP3sZz/TlClTNG7cOFVVVUmSwsPD9cEHH2jZsmWqrq5Wr169tGTJEo0cOdK3JwxAm9iMK7lBDQAA0MHwzA4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALA0wg4AALC0/w8QN0NqnoSPmQAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] From 78e3f3f1284e6879c393cce7039d0858eabafac5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Isak=20Sundstr=C3=B6m?= Date: Thu, 12 Jan 2023 12:20:05 +0100 Subject: [PATCH 3/4] fix --- .../dataNotebook-checkpoint.ipynb | 571 +++++++++++++++++- dataNotebook.ipynb | 141 ++--- 2 files changed, 632 insertions(+), 80 deletions(-) diff --git a/.ipynb_checkpoints/dataNotebook-checkpoint.ipynb b/.ipynb_checkpoints/dataNotebook-checkpoint.ipynb index 363fcab..83160d1 100644 --- a/.ipynb_checkpoints/dataNotebook-checkpoint.ipynb +++ b/.ipynb_checkpoints/dataNotebook-checkpoint.ipynb @@ -1,6 +1,573 @@ { - "cells": [], - "metadata": {}, + "cells": [ + { + "cell_type": "code", + "execution_count": 20, + "id": "a15d336c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Id', 'path', 'speakerId', 'action', 'object',\n", + " 'Self-reported fluency level ', 'First Language spoken',\n", + " 'Current language used for work/school', 'gender', 'ageRange'],\n", + " dtype='object')\n", + "dsl_data/audio/speakers/2BqVo8kVB2Skwgyb/0ee42a80-4474-11e9-a9a5-5dbec3b8816a.wav\n" + ] + } + ], + "source": [ + "import csv\n", + "import pandas\n", + "import scipy\n", + "from scipy.io.wavfile import read\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "\n", + "df = pandas.read_csv(\"development.csv\")\n", + "print(df.columns)\n", + "\n", + "print(df[\"path\"][1])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "59e70e89", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'dsl_data/audio/speakers/2BqVo8kVB2Skwgyb/0ee42a80-4474-11e9-a9a5-5dbec3b8816a.wav'" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"path\"][1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "adc5b04b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "8b9fb319", + "metadata": {}, + "outputs": [], + "source": [ + "sr, rec = read(df[\"path\"][1])\n", + "sr1, rec1 = read(df[\"path\"][2])\n", + "sr2, rec2 = read(df[\"path\"][3])\n", + "sr3, rec3 = read(df[\"path\"][10])\n", + "sr4, rec4 = read(df[\"path\"][1243])\n", + "sr5, rec5 = read(df[\"path\"][121])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "78d4f74d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 0, 0, ..., 0, 0, 0], dtype=int16)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rec" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "72782947", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(rec5)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "6f7c316a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "9854" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "recList = []\n", + "lenList = []\n", + "\n", + "for i in df[\"path\"]:\n", + " #print(i)\n", + " \n", + " sr, rec = read(i)\n", + " recList.append(rec)\n", + " lenList.append(len(rec)/sr)\n", + " #print(len(rec))\n", + " #plt.plot(rec)\n", + "len(lenList)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "db1147ae", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "ef57f140", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 3., 3., 0., 9., 24., 43., 54., 12., 89., 169., 176.,\n", + " 103., 408., 296., 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13.13180717,\n", + " 13.19784748, 13.2638878 , 13.32992811, 13.39596843, 13.46200875,\n", + " 13.52804906, 13.59408938, 13.66012969, 13.72617001, 13.79221032,\n", + " 13.85825064, 13.92429096, 13.99033127, 14.05637159, 14.1224119 ,\n", + " 14.18845222, 14.25449253, 14.32053285, 14.38657317, 14.45261348,\n", + " 14.5186538 , 14.58469411, 14.65073443, 14.71677474, 14.78281506,\n", + " 14.84885538, 14.91489569, 14.98093601, 15.04697632, 15.11301664,\n", + " 15.17905695, 15.24509727, 15.31113759, 15.3771779 , 15.44321822,\n", + " 15.50925853, 15.57529885, 15.64133916, 15.70737948, 15.7734198 ,\n", + " 15.83946011, 15.90550043, 15.97154074, 16.03758106, 16.10362137,\n", + " 16.16966169, 16.23570201, 16.30174232, 16.36778264, 16.43382295,\n", + " 16.49986327, 16.56590358, 16.6319439 , 16.69798422, 16.76402453,\n", + " 16.83006485, 16.89610516, 16.96214548, 17.02818579, 17.09422611,\n", + " 17.16026642, 17.22630674, 17.29234706, 17.35838737, 17.42442769,\n", + " 17.490468 , 17.55650832, 17.62254863, 17.68858895, 17.75462927,\n", + " 17.82066958, 17.8867099 , 17.95275021, 18.01879053, 18.08483084,\n", + " 18.15087116, 18.21691148, 18.28295179, 18.34899211, 18.41503242,\n", + " 18.48107274, 18.54711305, 18.61315337, 18.67919369, 18.745234 ,\n", + " 18.81127432, 18.87731463, 18.94335495, 19.00939526, 19.07543558,\n", + " 19.1414759 , 19.20751621, 19.27355653, 19.33959684, 19.40563716,\n", + " 19.47167747, 19.53771779, 19.60375811, 19.66979842, 19.73583874,\n", + " 19.80187905, 19.86791937, 19.93395968, 20. ]),\n", + " )" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "plt.xlabel('Seconds')\n", + "plt.ylabel('Frequency')\n", + "plt.hist(np.array(lenList), bins='auto', color='#0504aa',\n", + " alpha=0.7, rwidth=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "9d04b58a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[36, 55, 108, 121, 130, 134, 184, 200, 263, 332, 335, 341, 380, 471, 484, 493, 539, 568, 616, 628, 650, 746, 831, 844, 853, 939, 1144, 1174, 1230, 1288, 1374, 1392, 1481, 1506, 1509, 1555, 1574, 1597, 1616, 1639, 1643, 1753, 1852, 1854, 1936, 1981, 1993, 2008, 2011, 2096, 2123, 2131, 2189, 2232, 2253, 2262, 2306, 2334, 2419, 2556, 2593, 2597, 2738, 2765, 2777, 2826, 2835, 2879, 2888, 2933, 2940, 2958, 2985, 3008, 3066, 3067, 3081, 3093, 3109, 3112, 3187, 3190, 3219, 3322, 3331, 3350, 3396, 3480, 3592, 3597, 3609, 3657, 3784, 3823, 3827, 3896, 3952, 4000, 4047, 4089, 4125, 4173, 4183, 4261, 4394, 4433, 4460, 4521, 4524, 4531, 4690, 4699, 4715, 4723, 4768, 4853, 4866, 4985, 5038, 5108, 5136, 5167, 5225, 5238, 5240, 5244, 5246, 5285, 5292, 5321, 5326, 5452, 5476, 5497, 5574, 5580, 5595, 5636, 5859, 5866, 5881, 5906, 5930, 5956, 5983, 6047, 6050, 6264, 6297, 6364, 6377, 6406, 6499, 6504, 6509, 6599, 6691, 6699, 6704, 6717, 6723, 6765, 6790, 6810, 6911, 6969, 6995, 7096, 7115, 7188, 7219, 7265, 7330, 7367, 7383, 7404, 7431, 7502, 7548, 7588, 7600, 7617, 7706, 7792, 7871, 7950, 7975, 7994, 8013, 8085, 8095, 8154, 8223, 8286, 8316, 8430, 8468, 8576, 8648, 8654, 8677, 8696, 8703, 8710, 8719, 8732, 8742, 8747, 8751, 8757, 8767, 8793, 8800, 8818, 8838, 8845, 8849, 8890, 8898, 8901, 8925, 8946, 8949, 8953, 8958, 8959, 8963, 8971, 8987, 8996, 8999, 9014, 9017, 9026, 9036, 9041, 9042, 9054, 9098, 9107, 9126, 9128, 9131, 9149, 9158, 9163, 9164, 9179, 9202, 9207, 9213, 9225, 9232, 9234, 9240, 9248, 9258, 9269, 9270, 9275, 9279, 9290, 9305, 9309, 9338, 9363, 9369, 9395, 9400, 9449, 9454, 9467, 9479, 9486, 9489, 9499, 9502, 9503, 9508, 9510, 9524, 9525, 9556, 9559, 9568, 9593, 9596, 9616, 9630, 9639, 9663, 9665, 9687, 9688, 9704, 9724, 9784, 9829, 9832, 9833]\n" + ] + } + ], + "source": [ + "n = 0\n", + "longRecs = []\n", + "secList = np.array(lenList)/16000\n", + "for i in range(len(secList)):\n", + " if(secList[i] > 25):\n", + " n+=1\n", + " #print(df.loc[i, \"action\"])\n", + " #print(df.loc[i, \"object\"])\n", + " #print(\"-------\")\n", + " #print(i)\n", + " longRecs.append(i)\n", + "\n", + "print(longRecs)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "7fa0d187", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+ "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, "nbformat": 4, "nbformat_minor": 5 } diff --git a/dataNotebook.ipynb b/dataNotebook.ipynb index 0f4d923..83160d1 100644 --- a/dataNotebook.ipynb +++ b/dataNotebook.ipynb @@ -326,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 49, "id": "ef57f140", "metadata": {}, "outputs": [ @@ -360,90 +360,75 @@ " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 300.]),\n", - " array([4.06367188e-05, 4.47642385e-05, 4.88917582e-05, 5.30192779e-05,\n", - " 5.71467977e-05, 6.12743174e-05, 6.54018371e-05, 6.95293569e-05,\n", - " 7.36568766e-05, 7.77843963e-05, 8.19119161e-05, 8.60394358e-05,\n", - " 9.01669555e-05, 9.42944753e-05, 9.84219950e-05, 1.02549515e-04,\n", - " 1.06677034e-04, 1.10804554e-04, 1.14932074e-04, 1.19059594e-04,\n", - " 1.23187113e-04, 1.27314633e-04, 1.31442153e-04, 1.35569673e-04,\n", - " 1.39697192e-04, 1.43824712e-04, 1.47952232e-04, 1.52079751e-04,\n", - " 1.56207271e-04, 1.60334791e-04, 1.64462311e-04, 1.68589830e-04,\n", - " 1.72717350e-04, 1.76844870e-04, 1.80972390e-04, 1.85099909e-04,\n", - " 1.89227429e-04, 1.93354949e-04, 1.97482469e-04, 2.01609988e-04,\n", - " 2.05737508e-04, 2.09865028e-04, 2.13992547e-04, 2.18120067e-04,\n", - " 2.22247587e-04, 2.26375107e-04, 2.30502626e-04, 2.34630146e-04,\n", - " 2.38757666e-04, 2.42885186e-04, 2.47012705e-04, 2.51140225e-04,\n", - " 2.55267745e-04, 2.59395265e-04, 2.63522784e-04, 2.67650304e-04,\n", - " 2.71777824e-04, 2.75905343e-04, 2.80032863e-04, 2.84160383e-04,\n", - " 2.88287903e-04, 2.92415422e-04, 2.96542942e-04, 3.00670462e-04,\n", - " 3.04797982e-04, 3.08925501e-04, 3.13053021e-04, 3.17180541e-04,\n", - " 3.21308060e-04, 3.25435580e-04, 3.29563100e-04, 3.33690620e-04,\n", - " 3.37818139e-04, 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1.25000000e-03]),\n", + " array([ 0.6501875 , 0.71622782, 0.78226813, 0.84830845, 0.91434876,\n", + " 0.98038908, 1.04642939, 1.11246971, 1.17851003, 1.24455034,\n", + " 1.31059066, 1.37663097, 1.44267129, 1.5087116 , 1.57475192,\n", + " 1.64079224, 1.70683255, 1.77287287, 1.83891318, 1.9049535 ,\n", + " 1.97099381, 2.03703413, 2.10307445, 2.16911476, 2.23515508,\n", + " 2.30119539, 2.36723571, 2.43327602, 2.49931634, 2.56535666,\n", + " 2.63139697, 2.69743729, 2.7634776 , 2.82951792, 2.89555823,\n", + " 2.96159855, 3.02763887, 3.09367918, 3.1597195 , 3.22575981,\n", + " 3.29180013, 3.35784044, 3.42388076, 3.48992108, 3.55596139,\n", + " 3.62200171, 3.68804202, 3.75408234, 3.82012265, 3.88616297,\n", + " 3.95220328, 4.0182436 , 4.08428392, 4.15032423, 4.21636455,\n", + " 4.28240486, 4.34844518, 4.41448549, 4.48052581, 4.54656613,\n", + " 4.61260644, 4.67864676, 4.74468707, 4.81072739, 4.8767677 ,\n", + " 4.94280802, 5.00884834, 5.07488865, 5.14092897, 5.20696928,\n", + " 5.2730096 , 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10.15999296,\n", + " 10.22603328, 10.29207359, 10.35811391, 10.42415422, 10.49019454,\n", + " 10.55623485, 10.62227517, 10.68831549, 10.7543558 , 10.82039612,\n", + " 10.88643643, 10.95247675, 11.01851706, 11.08455738, 11.1505977 ,\n", + " 11.21663801, 11.28267833, 11.34871864, 11.41475896, 11.48079927,\n", + " 11.54683959, 11.61287991, 11.67892022, 11.74496054, 11.81100085,\n", + " 11.87704117, 11.94308148, 12.0091218 , 12.07516212, 12.14120243,\n", + " 12.20724275, 12.27328306, 12.33932338, 12.40536369, 12.47140401,\n", + " 12.53744433, 12.60348464, 12.66952496, 12.73556527, 12.80160559,\n", + " 12.8676459 , 12.93368622, 12.99972654, 13.06576685, 13.13180717,\n", + " 13.19784748, 13.2638878 , 13.32992811, 13.39596843, 13.46200875,\n", + " 13.52804906, 13.59408938, 13.66012969, 13.72617001, 13.79221032,\n", + " 13.85825064, 13.92429096, 13.99033127, 14.05637159, 14.1224119 ,\n", + " 14.18845222, 14.25449253, 14.32053285, 14.38657317, 14.45261348,\n", + " 14.5186538 , 14.58469411, 14.65073443, 14.71677474, 14.78281506,\n", + " 14.84885538, 14.91489569, 14.98093601, 15.04697632, 15.11301664,\n", + " 15.17905695, 15.24509727, 15.31113759, 15.3771779 , 15.44321822,\n", + " 15.50925853, 15.57529885, 15.64133916, 15.70737948, 15.7734198 ,\n", + " 15.83946011, 15.90550043, 15.97154074, 16.03758106, 16.10362137,\n", + " 16.16966169, 16.23570201, 16.30174232, 16.36778264, 16.43382295,\n", + " 16.49986327, 16.56590358, 16.6319439 , 16.69798422, 16.76402453,\n", + " 16.83006485, 16.89610516, 16.96214548, 17.02818579, 17.09422611,\n", + " 17.16026642, 17.22630674, 17.29234706, 17.35838737, 17.42442769,\n", + " 17.490468 , 17.55650832, 17.62254863, 17.68858895, 17.75462927,\n", + " 17.82066958, 17.8867099 , 17.95275021, 18.01879053, 18.08483084,\n", + " 18.15087116, 18.21691148, 18.28295179, 18.34899211, 18.41503242,\n", + " 18.48107274, 18.54711305, 18.61315337, 18.67919369, 18.745234 ,\n", + " 18.81127432, 18.87731463, 18.94335495, 19.00939526, 19.07543558,\n", + " 19.1414759 , 19.20751621, 19.27355653, 19.33959684, 19.40563716,\n", + " 19.47167747, 19.53771779, 19.60375811, 19.66979842, 19.73583874,\n", + " 19.80187905, 19.86791937, 19.93395968, 20. ]),\n", " )" ] }, - "execution_count": 48, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -456,7 +441,7 @@ "import numpy as np\n", "plt.xlabel('Seconds')\n", "plt.ylabel('Frequency')\n", - "plt.hist(np.array(lenList)/16000, bins='auto', color='#0504aa',\n", + "plt.hist(np.array(lenList), bins='auto', color='#0504aa',\n", " alpha=0.7, rwidth=1)\n" ] }, From bd257f9cccef369f123443af7432647f8db53a0d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Isak=20Sundstr=C3=B6m?= Date: Thu, 12 Jan 2023 12:21:35 +0100 Subject: [PATCH 4/4] fix2 --- .ipynb_checkpoints/dataNotebook-checkpoint.ipynb | 12 ++++++------ dataNotebook.ipynb | 12 ++++++------ 2 files changed, 12 insertions(+), 12 deletions(-) diff --git a/.ipynb_checkpoints/dataNotebook-checkpoint.ipynb b/.ipynb_checkpoints/dataNotebook-checkpoint.ipynb index 83160d1..3f50cd8 100644 --- a/.ipynb_checkpoints/dataNotebook-checkpoint.ipynb +++ b/.ipynb_checkpoints/dataNotebook-checkpoint.ipynb @@ -447,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 50, "id": "9d04b58a", "metadata": {}, "outputs": [ @@ -462,9 +462,9 @@ "source": [ "n = 0\n", "longRecs = []\n", - "secList = np.array(lenList)/16000\n", + "secList = np.array(lenList)\n", "for i in range(len(secList)):\n", - " if(secList[i] > 25):\n", + " if(secList[i] > 15):\n", " n+=1\n", " #print(df.loc[i, \"action\"])\n", " #print(df.loc[i, \"object\"])\n", @@ -478,17 +478,17 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 51, "id": "7fa0d187", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 46, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, diff --git a/dataNotebook.ipynb b/dataNotebook.ipynb index 83160d1..3f50cd8 100644 --- a/dataNotebook.ipynb +++ b/dataNotebook.ipynb @@ -447,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 50, "id": "9d04b58a", "metadata": {}, "outputs": [ @@ -462,9 +462,9 @@ "source": [ "n = 0\n", "longRecs = []\n", - "secList = np.array(lenList)/16000\n", + "secList = np.array(lenList)\n", "for i in range(len(secList)):\n", - " if(secList[i] > 25):\n", + " if(secList[i] > 15):\n", " n+=1\n", " #print(df.loc[i, \"action\"])\n", " #print(df.loc[i, \"object\"])\n", @@ -478,17 +478,17 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 51, "id": "7fa0d187", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 46, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" },