From a288171189e268d5545b850cde8015dfbf811e39 Mon Sep 17 00:00:00 2001 From: kicap1992 Date: Sat, 26 Mar 2022 23:21:35 +0800 Subject: [PATCH] added installed package --- Pengujian Notebook.ipynb | 38 +++++++++++++++++++------------------- requirements.txt | Bin 0 -> 3310 bytes spec.png | Bin 23134 -> 26184 bytes spec1.png | Bin 27762 -> 30616 bytes 4 files changed, 19 insertions(+), 19 deletions(-) create mode 100644 requirements.txt diff --git a/Pengujian Notebook.ipynb b/Pengujian Notebook.ipynb index 9f83eac..186139e 100644 --- a/Pengujian Notebook.ipynb +++ b/Pengujian Notebook.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 3, "id": "55e239c0", "metadata": {}, "outputs": [], @@ -24,17 +24,17 @@ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", - "y1, sr1 = librosa.load('bacaan/ustazah/1/ustazah/1/1.wav')\n", - "y2, sr2 = librosa.load('1~12.wav')\n", + "y1, sr1 = librosa.load('bacaan/ustazah/b&t/b2.wav') #load bacaan ustazah ke librosa\n", + "y2, sr2 = librosa.load('bp5.wav') #load bacaan pengujian ke librosa\n", "\n", "\n", "# plt.subplot(1, 2, 1) \n", - "mfcc1 = librosa.feature.mfcc(y1,sr1) #Computing MFCC values\n", + "mfcc1 = librosa.feature.mfcc(y1,sr1) #Computing MFCC values , mengubah suara menjadi 2D array\n", "# # print(mfcc1)\n", "# display.specshow(mfcc1)\n", "\n", "# plt.subplot(1, 2, 2)\n", - "mfcc2 = librosa.feature.mfcc(y2,sr2) \n", + "mfcc2 = librosa.feature.mfcc(y2,sr2) #Computing MFCC values , mengubah suara menjadi 2D array\n", "# # print(mfcc2)\n", "# display.specshow(mfcc2)" ] @@ -49,13 +49,13 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 4, "id": "b181d059", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -83,13 +83,13 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 5, "id": "137ac26f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 6, "id": "31bc2889", "metadata": {}, "outputs": [ @@ -125,7 +125,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Normalized distance between the two sounds: 35539.630615234375\n" + "Normalized distance between the two sounds: 97968.37252807617\n" ] } ], @@ -142,12 +142,12 @@ "id": "00f25b00", "metadata": {}, "source": [ - "#### Menghitung kesamaan/kemiripan dua suara dengan sumus cosine_similarity" + "#### Menghitung kesamaan/kemiripan dua suara dengan rumus cosine_similarity" ] }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 7, "id": "ccb9aca0", "metadata": { "scrolled": true @@ -157,7 +157,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.6609852797540173\n" + "0.5548609644670542\n" ] } ], @@ -165,21 +165,21 @@ "\n", "\n", "def dot(A,B): \n", - " return (sum(a*b for a,b in zip(A,B)))\n", + " return (sum(a*b for a,b in zip(A,B))) #rumus cosine similarity\n", "\n", "def cosine_similarity(a,b):\n", - " return dot(a,b) / ( (dot(a,a) **.5) * (dot(b,b) ** .5) )\n", + " return dot(a,b) / ( (dot(a,a) **.5) * (dot(b,b) ** .5) ) #rumus cosine similarity\n", " \n", "\n", - "array1 = []\n", + "array1 = [] \n", "for nums in mfcc1:\n", " for val in nums:\n", - " array1.append(val)\n", + " array1.append(val) # mengubah 2D array menjadi 1D array\n", " \n", "array2 = []\n", "for nums in mfcc2:\n", " for val in nums:\n", - " array2.append(val)\n", + " array2.append(val) # mengubah 2D array menjadi 1D array\n", " \n", "\n", "print(cosine_similarity(array1, array2))" diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..b28163baeaed439a8ece56dde05e9ee45b1af85c GIT binary patch literal 3310 zcmZ{m$!;S@5Jc;2z@I`vY-+ZHuRa(sFaymGaFg5=H?f!idfLD>ft(3>TYiq5 zl!fs7h_II@$FOZPvh7N*=TM%?TIfXK`=-1b{DVlA_5ja}evTLiA=YBO8aUnr%TM89 zq2HH^u+-nJ91}7ii*5!^Tk;LJ)0P{u-Spr=`wLgRj)= 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