{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"### Contents\n1. [Project Description](#project)\n    * [Data ](#data_provided)\n2. [Exploratory Data Analysis](#eda)\n    * [Distribution of Categories](#distribution)\n    * [Length of audio utterances](#audio_files)\n    * [Checking the voices](#voices)\n    * [Spectrogram of the voices](#spectrum)\n    * [Checking the noises](#noises)  \n    * [Spectrogram of the noises](#noises_spectrum)\n3. [Mel-scaled log filter-bank](#mslfb)\n    * [Why MS-LFB](#why_mslfb)\n    * [Spectrogram of a signal](#spectrum_fft)\n    * [MS-LFB frequency filter banks](#mslfb_banks)\n    * [MS-LFB architecture](#mslfb_architecture)\n    * [MS-LFB CNN model](#mslfb_cnn)\n    * [Implementing MS-LFB](#mslfb_implmentation)\n    * [MS-LFB CNN model performance](#mslfb_performance)\n    * [Measuring accuracy on commands](#balanced_accuracy)\n4. [MFCC (Mel Frequency Cepstral Coefficients)](#mfcc)\n    * [Difference between MFCC and MS-LFB](#mfcc_mslfb)\n    * [Generating MFCC using Librosa](#librosa_mfcc)\n    * [Implementation of MFCC](#implementation_mfcc)\n    * [MFCC CNN model performance](#mfcc_performance)\n5. [Ensemble Model](#ensemble_model)\n    * [Combining the models](#combining)\n    * [Full implementation of the ensemble model](#ensemble_implementation)\n6. [Results and Conclusion](#conclusion)\n7. [References](#refrences)\n","metadata":{}},{"cell_type":"markdown","source":"<a id=\"project\"></a>\n## <center>1. Project Description</center>","metadata":{}},{"cell_type":"markdown","source":"This is a project to detect the 10 following 1 second voice commands sampled at 16kHz :\n\nyes, no, up, down, left, right, on, off, stop, go\n\nThe code also recognizes if there is silence or if the word is not recognized.","metadata":{}},{"cell_type":"markdown","source":"<a id=\"data_provided\"></a>\n### Data \nThe training data is provided by the Google Brain challenge named: TensorFlow Speech Recognition Challenge and contains about 23k samples of the 10 voice commands mentioned above and a total of 64721 utterances in total. In addition to the command voices, there are 20 other word utterances to be used as sample other words that might be mentioned and need to be categorized as unknown words. All the data has been divided to 70% for training and 30% to validation in this work. \n\nThe data is gathered by thousands of volunteers across the world. \n\nAlso, there have been sample noises provided which were randomly selected and added to the train and validation sets to make the train and validation more real world like scenarios. ","metadata":{}},{"cell_type":"markdown","source":"\n<a id=\"eda\"></a>\n## <center>2. Exploratory Data Analysis</center>\n\n<a id=\"distribution\"></a>\n### Distribution of Categories\n\nHere is how many times each utterance is present in the data. using the following code:","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns \nimport os\n\n!apt-get install -y p7zip-full\n!7z x ../input/tensorflow-speech-recognition-challenge/train.7z","metadata":{"_kg_hide-output":true,"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-05-05T22:21:30.628916Z","iopub.execute_input":"2022-05-05T22:21:30.629318Z","iopub.status.idle":"2022-05-05T22:23:29.380552Z","shell.execute_reply.started":"2022-05-05T22:21:30.629189Z","shell.execute_reply":"2022-05-05T22:23:29.378677Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import matplotlib.pyplot as plt \nimport seaborn as sns \nfrom scipy.io import wavfile\ntrain_directory = 'train/audio/'\ntrain_labels = []\ntrain_samples = []\n# Loading all the waves and labels\nfor trains in os.listdir(train_directory):\n    if trains == '_background_noise_':\n        continue\n    for wav_file in os.listdir(os.path.join(train_directory, trains)):\n        if wav_file[-4:] != '.wav':\n            continue\n        sample_rate, sample = wavfile.read(os.path.join(os.path.join(train_directory, trains), wav_file))\n        train_labels.append(trains)\n        train_samples.append((sample))\n        \ntrain_pd = pd.DataFrame({'label':train_labels})\nfig, axis = plt.subplots(figsize=(20, 8))\nsns.countplot(ax=axis, x=\"label\", data=train_pd)\nprint(train_pd.label.unique())\nplt.show()","metadata":{"_kg_hide-output":false,"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-05-05T22:23:29.385299Z","iopub.execute_input":"2022-05-05T22:23:29.387566Z","iopub.status.idle":"2022-05-05T22:23:38.354849Z","shell.execute_reply.started":"2022-05-05T22:23:29.387502Z","shell.execute_reply":"2022-05-05T22:23:38.353761Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"audio_files\"></a>\n### Length of the Audio Utterances\nNot all utterances in the data have the full length of 16k samples. Overall 6469 utterances don't have the full length which would be padded with zeros later on. There are also 58252 full length utterances available. Here is the distribution of the length of the utterances:\n\n![Length_of_samples_vs_their_occurance.PNG](attachment:22f7c051-b13c-4614-91c9-e92ec9e88619.PNG)\n\n<a id=\"voices\"></a>\n### Checking the Voices\n\nHere is how a sample utterance sound like when played using the following code: 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"}}},{"cell_type":"code","source":"import IPython.display as ipd\nipd.Audio(train_directory + r'/bed/00f0204f_nohash_0.wav', rate=16000)","metadata":{"execution":{"iopub.status.busy":"2022-05-05T22:23:38.35641Z","iopub.execute_input":"2022-05-05T22:23:38.356717Z","iopub.status.idle":"2022-05-05T22:23:38.367064Z","shell.execute_reply.started":"2022-05-05T22:23:38.356675Z","shell.execute_reply":"2022-05-05T22:23:38.366179Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"\n\n\n\n\nLooking at the utterances here is how a few randomly selected ones look like in time domain with the word mentioned above each plot:\n\n![Capture.PNG](attachment:9939d006-52cc-41f9-8475-afb265dac545.PNG)\n\nOf course this is before any noises is added to the samples. Also, the utterances are normally not taking the full 1 second so they could possibly be trimmed based on the energy of the signal. Here however, they have not been trimmed in case when the model is tested latter the utterance would take longer or their energy could not be clearly distinguished from the noise.\n\n<a id=\"spectrum\"></a>\n### Spectrogram of the Voices\n\nHere is how the Bed utterance looks like after a 512 point FFT operation on windowed signal and applying a Hanning window with size 20 and overlap of 10 samples which would be explained more later. 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"}}},{"cell_type":"code","source":"from scipy import signal\ndef log_specgram(audio, sample_rate, window_size=20,\n                 step_size=10, eps=1e-10):\n    nperseg = int(round(window_size * sample_rate / 1e3))\n    noverlap = int(round(step_size * sample_rate / 1e3))\n    freqs, times, spec = signal.spectrogram(audio, fs=sample_rate,window='hann',nperseg=nperseg,noverlap=noverlap,detrend=False)\n    return freqs, times, np.log(spec.T.astype(np.float32) + eps)\n\nfreqs, times, spectrogram = log_specgram(train_samples[0], sample_rate)\nfig = plt.figure(figsize=(14, 8))\nax1 = fig.add_subplot(211)\nax1.set_title('Raw wave of Bed utterance')\nax1.set_ylabel('Amplitude')\nax1.plot(np.linspace(0, sample_rate/len(train_samples[0]), sample_rate), train_samples[0])\nax2 = fig.add_subplot(212)\nax2.imshow(spectrogram.T, aspect='auto', origin='lower',\n           extent=[times.min(), times.max(), freqs.min(), freqs.max()])\nax2.set_yticks(freqs[::16])\nax2.set_xticks(times[::16])\nax2.set_title('Spectrogram of Bed utterance')\nax2.set_ylabel('Freqs in Hz')\nax2.set_xlabel('Seconds')","metadata":{"_kg_hide-input":true,"_kg_hide-output":false,"execution":{"iopub.status.busy":"2022-05-05T22:24:18.364213Z","iopub.execute_input":"2022-05-05T22:24:18.364525Z","iopub.status.idle":"2022-05-05T22:24:18.972682Z","shell.execute_reply.started":"2022-05-05T22:24:18.364497Z","shell.execute_reply":"2022-05-05T22:24:18.972034Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"noises\"></a>\n### Checking the Noises\n\nThere are 6 noise files with a total of ~400 Seconds provided. 1 second long portions of the noises have been randomly selected and added to the raw utterances so that they would be closer to real world scenarios. \n\n<a id=\"noises_spectrum\"></a>\n### Spectrogram of the Noises\n\nHere is the waveform and spectrum of a sample noise file using the same 512 point FFT and Hanning window with size 20 and overlap of 10 samples","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport matplotlib.pyplot as plt\nimport librosa\nimport os\n\nnoise_directory = 'train/audio/_background_noise_'\nnoise_samples = []\nfor noises in os.listdir(noise_directory):\n    if noises[-4:] != '.wav':\n        continue\n    noise_sample_rate, noise_sample = wavfile.read(os.path.join(noise_directory, noises))\n    #noise_resampled = librosa.resample(noise_sample.astype(np.float), orig_sr=noise_sample_rate, target_sr=sample_rate)\n    noise_resampled = noise_sample\n    noise_samples.append(noise_resampled)\n\n\ndef log_specgram(audio, sample_rate, window_size=20,\n                 step_size=10, eps=1e-10):\n    nperseg = int(round(window_size * sample_rate / 1e3))\n    noverlap = int(round(step_size * sample_rate / 1e3))\n    freqs, times, spec = signal.spectrogram(audio, fs=sample_rate,\n                                    window='hann',\n                                    nperseg=nperseg,\n                                    noverlap=noverlap,\n                                    detrend=False)\n    return freqs, times, np.log(spec.T.astype(np.float32) + eps)\n\nfreqs, times, spectrogram = log_specgram(noise_samples[0], sample_rate)\nfig = plt.figure(figsize=(14, 8))\nax1 = fig.add_subplot(211)\nax1.set_title('Raw wave of Sample Noise')\nax1.set_ylabel('Amplitude')\nx = np.linspace(0, len(noise_samples[0])/ sample_rate, len(noise_samples[0]))\nax1.plot(x, noise_samples[0])\nax1.set_xticks(np.arange(0, len(x)/ sample_rate , 10))\nax2 = fig.add_subplot(212)\nax2.imshow(spectrogram.T, aspect='auto', origin='lower',\n           extent=[times.min(), times.max(), freqs.min(), freqs.max()])\nax2.set_yticks(freqs[::16])\nax2.set_xticks(times[::1000])\nax2.set_title('Spectrogram of Sample Noise')\nax2.set_ylabel('Freqs in Hz')\nax2.set_xlabel('Seconds')\nplt.show()\n","metadata":{"_kg_hide-output":false,"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-05-05T22:27:02.876662Z","iopub.execute_input":"2022-05-05T22:27:02.877122Z","iopub.status.idle":"2022-05-05T22:27:03.755568Z","shell.execute_reply.started":"2022-05-05T22:27:02.877077Z","shell.execute_reply":"2022-05-05T22:27:03.754744Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"mslfb\"></a>\n## <center>3. Mel-scaled log filter-bank</center>\n\n<a id=\"why_mslfb\"></a>\n### Why MS-LFB\n\nBased on the book  “Automatic Speech Recognition: A Deep Learning Approach.” at reference [1], the most used raw features for speech recognition are Mel Frequency Cepstral Coefficients (MFCC) and Perceptual Linear Predictive (PLP) which both are derived from Mel-Scaled Log Filter-Bank features (MS-LFB). Experiments by this book are showing that MS-LFB can outperform MFCC when tested on a full multiple word speech with a relative Word Error Rate (WER) improvement of 4.4% . So MS-LFB is considered as a good candidate to be used as a feature for this work. \n\n<a id=\"spectrum_fft\"></a>\n### Spectrogram of a Signal\n\nTo calculate the MS-LFB of a signal we first need to calculate its spectrum. Since frequency content of voices are changing over time and they are not periodic signals with the fixed frequency content, their Discrete Fourier Transform (DFT) can not be calculated directly on the entire signal. So a work around is to consider only a small portion (window of tens of ms) of the voice as stationary with fixed frequencies. i.e we can find the frequency content of each small window and show the frequency content as they are changing over these small windows. One issue with this approach is the edges of these selected windows which will have sharp edges and introduce unwanted high frequency content. To alleviate this problem a filter can be multiplied to each window to reduce the value of the edges of the signal in each window. Lastly, to make sure that there is not lost data in between windows, a portion of the selected windows are overlapped. A good representation of this process can be found in reference [2] and it is shown here: \n\n![Windowing_and_FFT.PNG](attachment:5101e084-ff7d-4b61-b9c7-569724defe96.PNG)\n\n<a id=\"mslfb_banks\"></a>\n### MS-LFB Frequency Filter Banks\n\nThe idea of Mel-Scaling is that the human ear can hear different frequency resolutions at different frequencies. In other words, we are more sensitive to the lower range of our hearing range as compared to its higher frequencies. So a scaling method is developed to change the frequencies to Mel_Scale which is based on having the same human ear resolution at all scales. The formula used to convert the frequency in Hz to Mel-Scale are the following: \n\nm = 2959 * log10 ( 1 + freq / 700) \n\nHere is a representation of this scaling which shows the conversion between frequency and Mel Scale for an utterance that has upto 8KHz frequency content. \n\n![Freq_mel_scale_graph.PNG](attachment:876999f2-997c-4059-a055-1fae9fddc71f.PNG)\n\nTo find the MS-LFB, a set of filters have been developed that are multiplied with the squared magnitude of the FFT results of each window of the signal. These filters add the frequency energy of the signal at each Mel_Scaled bin and only present the signal at each window with the values at these bins of frequency energy. A full signal would therefore be represented by the number of these filters times the number of windows for the length of the signal. \nHere is a set of 40 filters used for a signal that has been sampled at 16Khz and has frequency content up to 8kHz. \n\n![Mel_filter_banks_vs_Frequency_8Khz_v1.PNG](attachment:1c4f14fe-77df-43f6-854a-3a8ac2175c7e.PNG)\n\n<a id=\"mslfb_architecture\"></a>\n### MS-LFB Architecture\n\nThe overall architecture of the MS_LFB is what described above with the addition of a pre-emphasis state at the beginning to reduce the noise effect by subtracting a portion of the previous value of the signal from future one and a log operation at the end. \n\n![MS_LFB_arch.PNG](attachment:9c107280-0848-487d-a104-fe325c32a896.PNG)\n\n<a id=\"mslfb_cnn\"></a>\n### MS-LFB CNN Model\n\nA CNN model has been constructed based on the MS-LFB coefficients and using the 2D output of MS-LFB over time similar to a grayscale image. The image is fed into multiple layers of 2D convolution combined with pooling and dropout layers. Finally the layers have been flattened and with multiple dense layers predicted the output. The full model code is included in the ensemble model so it is not repeated here. But here is an image from reference [8] which describes this process: \n\n![Audio_to_prediction_image.PNG](attachment:ba928216-4b9f-42b0-a99c-6975684143d7.PNG)\n\n<a id=\"mslfb_implmentation\"></a>\n### Implementing MS-LFB\n\nHere is an implementation of the MS-LFB based on the reference 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"},"876999f2-997c-4059-a055-1fae9fddc71f.PNG":{"image/png":"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"},"9c107280-0848-487d-a104-fe325c32a896.PNG":{"image/png":"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"},"ba928216-4b9f-42b0-a99c-6975684143d7.PNG":{"image/png":"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"},"1c4f14fe-77df-43f6-854a-3a8ac2175c7e.PNG":{"image/png":"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MSLFB(signal_resampled):\n    pre_emphasis = 0.97\n    frame_size = 0.025\n    frame_stride = 0.01\n    NFFT = 512  # FFT Size\n    nfilt = 40  # number of filters\n    emphasized_signal = np.append(signal_resampled[0], signal_resampled[1:] - pre_emphasis * signal_resampled[:-1])\n    frame_length, frame_step = frame_size * sample_rate, frame_stride * sample_rate  # Convert from seconds to samples\n    signal_length = len(emphasized_signal)\n    frame_length = int(round(frame_length))\n    frame_step = int(round(frame_step))\n    num_frames = int(\n        np.ceil(float(np.abs(signal_length - frame_length)) / frame_step))  # Make sure that we have at least 1 frame\n\n    pad_signal_length = num_frames * frame_step + frame_length\n    z = np.zeros((pad_signal_length - signal_length))\n    pad_signal = np.append(emphasized_signal, z)  # Pad Signal to make sure that all frames have equal number of samples without truncating any samples from the original signal\n    indices = np.tile(np.arange(0, frame_length), (num_frames, 1)) + np.tile(\n        np.arange(0, num_frames * frame_step, frame_step), (frame_length, 1)).T\n    frames = pad_signal[indices.astype(np.int32, copy=False)]\n    frames *= np.hamming(frame_length)\n    mag_frames = np.absolute(np.fft.rfft(frames, NFFT))  # Magnitude of the FFT\n    pow_frames = ((1.0 / NFFT) * ((mag_frames) ** 2))  # Power Spectrum\n\n    low_freq_mel = 0\n    high_freq_mel = (2595 * np.log10(1 + (sample_rate / 2) / 700))  # Convert Hz to Mel\n    mel_points = np.linspace(low_freq_mel, high_freq_mel, nfilt + 2)  # Equally spaced in Mel scale\n    hz_points = (700 * (10 ** (mel_points / 2595) - 1))  # Convert Mel to Hz\n    bin = np.floor((NFFT + 1) * hz_points / sample_rate)\n\n    fbank = np.zeros((nfilt, int(np.floor(NFFT / 2 + 1))))\n    for m in range(1, nfilt + 1):\n        f_m_minus = int(bin[m - 1])  # left\n        f_m = int(bin[m])  # center\n        f_m_plus = int(bin[m + 1])  # right\n\n        for k in range(f_m_minus, f_m):\n            fbank[m - 1, k] = (k - bin[m - 1]) / (bin[m] - bin[m - 1])\n        for k in range(f_m, f_m_plus):\n            fbank[m - 1, k] = (bin[m + 1] - k) / (bin[m + 1] - bin[m])\n    filter_banks = np.dot(pow_frames, fbank.T)\n    filter_banks_eps = np.where(filter_banks == 0, np.finfo(float).eps, filter_banks)  # Numerical Stability\n    filter_banks_log = 20 * np.log10(filter_banks_eps)  # dB\n    filter_banks_log -= (np.mean(filter_banks_log, axis=0) + 1e-8)\n    return abs(filter_banks_log)","metadata":{"execution":{"iopub.status.busy":"2022-05-05T22:23:38.536981Z","iopub.status.idle":"2022-05-05T22:23:38.537683Z","shell.execute_reply.started":"2022-05-05T22:23:38.537467Z","shell.execute_reply":"2022-05-05T22:23:38.537494Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"mslfb_performance\"></a>\n### MS-LFB CNN model performance\n\nA CNN model based on MS-LFB has been set up and trained as an independent model. Here is the accuracy and loss vs the epoch. The code is included in the ensemble model provided later on in the document so it is not repeated here. \n\nTraining and validation accuracy and loss are shown below. The validation accuracy is reaching close to 91.51% over batches of 256 utterances.\n\n![MSLFB_40_Accuracy.PNG](attachment:d5eaf313-3fc5-48dc-802a-ee62360c025a.PNG)\n\n![MSLFB_40_Loss.PNG](attachment:93870b17-f971-4f9b-b07f-defe5d25a51f.PNG)\n\n<a id=\"balanced_accuracy\"></a>\n### Measuring Accuracy on Commands\n\nBecause a large portion of the samples are considered as 'unknown' words which are additional words to make sure not every command would be considered as one of the 10 commands, the database is an unbalanced dataset. To address this issue a separate code tests the performance when the non-command words and silence are excluded. In this case a validation accuracy of 83.06% has been measured over 10k randomly selected validation cases but with dropping the cases that are either a non-command or a silence. The code for this calculation is included in the ensemble implementation and has not been repeated here. 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"},"93870b17-f971-4f9b-b07f-defe5d25a51f.PNG":{"image/png":"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"}}},{"cell_type":"markdown","source":"<a id=\"mfcc\"></a>\n## <center>4. MFCC (Mel Frequency Cepstral Coefficients)</center>\n\n<a id=\"mfcc_mslfb\"></a>\n### Difference Between MFCC and MS-LFB\n\nMFCC is based on MS-LFB with an addition of a Discrete Cosine Transform (DCT) operation at the end to get the spectrum of the MS-LFB coefficients. This is because there are some correlation in between the MS-LFB values and by applying the DCT and keeping only first 12  coefficients (called cepstral coefficients) we will have a compressed representation of the signal. \n\n<a id=\"librosa_mfcc\"></a>\n### Generating MFCC Using Librosa\n\nThe MFCC can be implemented in python with the Librosa library with the following one line command. \n\n","metadata":{}},{"cell_type":"code","source":"mfccs = librosa.feature.mfcc(y=signal, sr=sample_rate, n_mfcc=12)","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"implementation_mfcc\"></a>\n### Implementation of MFCC\n\nHere, since the MS-LFB has been implemented, the MFCC was derived with a small additional function","metadata":{}},{"cell_type":"code","source":"def MFCC(signal_resampled):\n    num_ceps = 12\n    filter_banks = MSLFB(signal_resampled)\n    mfcc = dct(filter_banks, type=2, axis=1, norm='ortho')[:, 1: (num_ceps + 1)] \n    return mfcc","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"mfcc_performance\"></a>\n### MFCC CNN Model Performance\n\nThe MFCC model has also been implemented as a separate CNN model. The model is included in the ensemble code so it is not repeated here. Here is the performance of the MFCC with 12 coefficients. The validation accuracy here reaches 89.8% on the 256 batch size testing and 79.8% when the non-command words have been excluded (balanced data) on 10k randomly selected utterances similar to the MS-LFB case. Even though the performance was slightly lower, the training speed was significantly higher due to the smaller number of coefficients use. 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ID24HxeIRwVUQkaBYJvI70nPtwXfmIKLQpKMpBXq/YnaKRzj8CHTmaPSdB4RhRMZCivkEDQ+Fj5m8zEffL8vAwVlaBhAZCOu4OPlmug8IgsaLhDPTyrEEHjI8YSYB0xAto7WI9O0PidV6ixH/sjXNwXtWHaofiwKYxY9wSMe4eYBI0eb6x7rhsKDz4kT9Cwajg3ooK7lvtEUPlNZEHDEveILGi4RtmHQtcrRHHfsg0R8hU0z9XFtbCO1eEPz5pkn8gLBQjpuFRZ511HLlhx4VM4c7/UmH2h1oybj8LJq5BhvXCsyIKGm9JX0Dz3GWLKt+VVJrk/8iLiy7rXXhQZ2pnI71jl3B/vPbIY+4KljDVI5ZH2IN8CnkKY90feQ4B49nwnnJ9mCPI++2MlU1Ghrce3Pchj+vTpWvnBQqfi6fssaY/keDwXzocgeILlucrJOx7ciyciuNTZn++KdfIEUDZw3XxfVEx4vhzHg2vmG+c35K/Y4E/QOKb3fiILGs/TtyyITtAoH8kH/IZ74rvxxevEQp4BhJt18hjPkjKC79ifoMX2/nwJeUGjAMO/7I3puVJB4yFRC/JqjtSwKNxxA3i9HH1r4xQAdEDhoyQDIHbREVtBQ8AobDDvcblR0JJ5rqWgse4VhNSkqFFjlbAelaB5ri2EgMxHOybPMraCRkFCgcazpaDi3r0MG52gAW4a9mPh9wgIx0MEuF628Y569Oih7UfsF1tB4x1790FbCB8j78cTNApBCjG2YVHQ3sNHyzE8QaPDA8cgr2IRYHlGFjSeqfeMKbQQUH6DoCAsVyNoXicmXJLkHRZ6zpGfeSbkWQon8jL7cc+IE4U35+CauD7S+A1WKu449vEtdLFu6NjkWQwxCZonWFhivBOvrdQTNN4B4oFY4mrifLiYKDCBb9y7Zpboem3ynHmG7Mc3SEHLwrV57YhcH8+Dzk8MbaEiRv73OsYg1FwLFRXei3cMr2MK3yH5gfdFxc5LZwHKDa9dm2fGMfi++WY9lyCWKu3ltAnhUuNZenmK8otr4br4DfmJihbn8ypJ5CvyOoLNe/IqYgg1zzQ6yEfkC6+jCvmUdS//0gRA/ueaOTfuep4XHTaAshERZygD3yxlC71FvV6a5DHyIMcmb/B+eTaU4VhtgIBxvzx3hJU8wTrPnvvnWdNswP1TCfA8Lwjo1RDyghaZKxU0oAGWh4ULhAfHh8ALoID0aoBYD3yQ1Mh5cWRyRM4bNhAVsRU0rhVriBdLTYeC2BOsayVowAeEkPAh40bhYyed/ShcI4NoUZuicKfhlto14hFbQQPuh0KVayND4zYhPSZBowbntb9REPqOCfzxxx/1+fAucbN5vvfYChrHpvMCHzPvms4MuDg9QUM4qclzr6TTKQeB4RhegYALiEKfd8R28lhkQeM4tF9SEeAZ8gz4gKlYUfBejaBxD6R7z9eD3rBsJz/wLdAGw9/cE++bQsnLS+R33jnvEaGmsue5GH/99Vf9VrhW8giFGMeNSdC4dwSSc5EfvI49nqBRuaRw9PI13wGFp/ed8568wpe85q+C5UGbE/tFXnhXnhsVgeQe+WY4H98NlRfPZUjHFX/HwDUJPF/v3UZePHhXtMl5okQBj/DwvQPfPFYk98rz5BkibJ5Lj+dCQU9+IR2hQgDpdQhYiJRD3BfvifxKBZ2yICa4fn/X7pVVCBZCybvi3Dwn7sW3pyl5x98xEEPciP7SEGQMAiAf4oblfZIv+J6pzHguWvIP5RZlJt8yz4n78yodV0rICRoFDYUkbTy+H4sHD5F0L7N7+9PVk8IjKqhN4ZpC3FjIUJ6v14MaB8fnA+N4iIIneFHBPpzf1zXJy+IYkWtQXAP3xfkpyLxzeTVKroljedeF+U469wj8zzrH4INhP/b3/ThI57g8C/bhntnHuxa2c63sx++8nl/UQLk+f/CsuWavXY5nwzrPhnfE8b02OfDeke85ydjetXGeyL+JCs7JvvzW9/o4pvc+eQdePuD4wDWz7r0XL937kID3zTPmfngf/M3x2A48X66RdO6FdI7hvR+eL8fnN2znHrlG1tnXu16uFVce273n7uUr33fk20ORdc7rD7aT7hXMHvye7dwj74Vjc1/sz3nZ7vsb755I4z5978t7tvzP8+C47AveupfvPPid9575nfcO+Js04N68Y7OwP8/Hw3NHU4Hw3R4Zrp1jR144t++z5Zlw/5yLfOJ7TN6dv2PwroBzcDx/+/jiew6O6d0r8Ex5TqRxLP6O/J1xvWwnnWfsfTfAvjwv7x2STsUgumfjEdUz8r4JIJ9wfI7NOcgv3vVzDq7b3zHIA6T7S2PxvQeeAXmPc0TOg8D5vO+IxXM9Xg0hJ2hG3ELtEXcGViFuJixGakYxWaKGEZdQgGF10PuUWjqdkYzoQRioAOC+i7xEZ92GMyZoNxi40zzXKy4wfPwUHl7t3DCuB1gpuNtwezHUxteKMPyDJeM1GUResJJuREzQDMMwjLDABM0wDMMIC0zQDMMwjLAgbASNRmXGATGglHYiW2yxxRZbrt/CMBuGHfjrrR5XhI2g0YWUgaOMHWKsiS222GKLLddvIXgBY0S9YTDXgrCy0BjESEQOwzAM4/rC+DwGmkcedxaXmKAZhmEYQccELQBM0AzDMEIHE7QAMEEzDMMIHUzQAsAEzTAMI3QwQQsAEzTDMIzQwQQtAEzQDMMwQgcTtAAwQTMMwwgdTNACwATNMAwjdDBBCwATNMMwjMDYcGiDLN652F0LDBO0ADBBMwzDuHo2HNwgt3S/RVK1TSVPjnpSdhwLbE41E7QAMEEzDONGg3Jvy5Etsnb/Wjl69qi79b+c+PuETN88XZ4Z/Yy89sNr8stfv+j+5y+el8OnD8voNaMlXft08n/9/k+eHv203Nz9ZsnVLZd8s/Ib9whXjglaAJigGYYRjpw5f0b+OvyXLNq5SKZsnCI7j+3U8u70udPSY2EPubvf3ZK/V365/8v7pf4P9aXPkj4yY/MMWXdgnczdNleGrxguT41+SjJ0yCB5uuXRhb/Lf1Veqg2vJqWHlJZMHTPJvYPuldX7V8vfF/6W33f/Lm9PflvPd7WYoAWACZphGNeLcxfOyW+7f5Mhy4bI1I1T5c8Df8qRM0fkn4h/cOGfC7Jy70oZt3acHDx1UC0jhGPz4c3ScV5HeWvSW2o5vfnTmzLwt4GyfM9ymbd9nrwy4RVJ0y6NJGqZSJK2TirJ2ySXJK2SSNH+RaVY/2K6ftcXd0mDHxtIoT6FVJjStksryVsnl8QtE0uy1skkddvUkrVzVvnfjP+pCB4/e1xa/9parbAcXXJIkb5FVLy4h2BighYAJmiGYVwPth/dLh/8/IG67LJ0yqKCguhg8Qz4bYD8se8P+WzWZ5K9S3YVmdt73S7vTnlXBSxn15ySu1tuuW/wfVJ2SFkpNaiUbuP3iBii9caPb6jo9f+tv3y98mtpPrO51Py+plQdXlWPf/Lvk3odCNL6g+vVtfjV8q+ky4IuMuj3QTJx3UR1SV7856Lu54Eb8vT50+5a8DFBCwATNMMwrgWUNfO2zZP+S/vLRzM+UpcfQvX+1Pe1I8Xu47tl9tbZUmJACbWQMnbMqOlYW0t2LpFXJ74qKduklGStkqk4bT2yVY6eOaptWlh1+07uUwFioX0rsuWEMJ06d0qO/338PyIVSpigBYAJmmEYMYHrb/W+1dJzUU95afxLKkbPjnlWXX++YPUgMgdPH1SB2XV8l3a+GLV6lFpTCBXuunw98+n6mDVj3F/+y9kLZ6XP4j5qSdG5gjIKcENi1e0/tV/XwxUTtAAwQTMMIya+++M7KdC7gLYrlfuynFpLuArpUMEYLCystnPaameJikMraseJMkPKSMmBJVX8cCdW+KqCjFg1QsdrIY57TuyJ0lKiXKJTh9eWdiNhghYAJmiGcePA907HCwRn/J/j1fIChIUOFd0XdJeuC7pqL0DamRCytye9re1S9wy8R60uj/nb5qu1hVghdHSoyN45uwoY1lflryvLE98/IfUm1NNz0aHDiBkTtAAwQTOM8ABR2nZ0m/yw/gcVIywhXwsIi2f4yuEqQrRP0R5Fpwmsq87zO2vni1t73Kpd2emAwWBhtuXomkMaTmr4nwHDHHvmXzPVKsNioxMF5zACwwQtAEzQDCO0wJI5e/6suxY7aHeibYuxUmnbp5WkrZJqz8Ea39aQr1d8Ld0WdNM2L9yE9AhkvBRjrBC123repm1bL49/WTYd3qTtXjuP71QB23p0q4pkVEKFS5AOGSZkwcMELQBM0AwjdNh7cq88+u2j6sZr8nMT+W3Xb844rD/HyUfTP9Ju7N0WdpOxa8dqGxQcOHVAnhz9pLr9+C1dzmdtmSV1J9RVsbqpw01qZWF5IXr09AMsrHcmv6PbOe6ViqgRN5igBYAJmmHEPXxnFy467VVRQTrtTVhRjLXC2sLKwu2HBXVHnzt0ydU1l1pWdMigjev1H1+XlG1TqhXmiRUgWGv2r9HxVUTLIOZg5PFTJ8+d1O03YueLUMUELQBM0AwjbkFYWsxqoRZUpa8raaeLwcsGS6MpjeShbx7ScVi/bvlV6k+srwOD6bIOx84ek16Leml72N4Te3Wbxy9bfpG8PfNKwhYJdaxWj0U93BQjvmOCFgAmaIYROLQ70UuQ2IGHzxy+ZI0xWJgOFenbp5dHRjyivQvpeEGUCwLasn7nF3dK6napVZwQNyJRxAZiEzLAOLJlZsRvTNACwATNMPxDgFrGTUVuW2KgMAOK6byBqBD1gjFaiBQDhokRSLQLOmTQ1Z0u723mtNHOEwwK3nRok7r56HTBOp0ulu1Zpq5BolhcCbgKfXsyGvEfE7QAMEEzbmQIOos7j8HBfx35SztaIFgfTvtQhQg3IV3b6cWH2NC9nR6EpCVulVjbsghsi6XVZFoT7XTBAGLGYhXsXVCFru+Svu7ZDCNmTNACwATNCHewpAh0SwcID4QLcWIOq9KDS6t1xdgrAuPiCqQzBlHWieZOJw3chnS+oI2Ljhu0a7Wb005az26tU454gW4Bqwmh5By4Ig3jSjBBCwATNCOcQcxa/tpSUrRJoV3X+Rs3Ij0IE7ZMqPNb1R5ZW60oLLEXxr4gj333mHaX59vAMkPAaN9iwXXoufgQLusdaAQbE7QAMEEzwhHmzKLLOmKEaDGImB6FdHlnqvwqX1dRYWO/mGDQMkJIz8SYut4bRqCYoAWACZoRLtDT74d1P+icWbRjMaiY8Vm9F/fWNLrB43pkTBaTRV6pdWXWmHEtCBtB40Y+//xzyZEjh2TIkEEaNWok+/f/d6qEzZs3y3PPPSdZs2bVfVu3bi0nTjhdffft2ycNGzaUjBkzalrz5s0vpfnDBM0IZbCIaIdasmuJxgokCsbQ5UO13YoIGj9v+lkD6WKBMUMxnTSydc6m0S+YzHHOtjnukQwjfhAWgoawID7JkyeXBg0aSJs2bSRFihQqNr4gTk888YQkS5ZMWrRoIY0bN5aUKVPKwIED9RhNmzaVJEmSyKeffiqvvfaaJEyYUEXywgX/rhITNCNUIPL796u/ly+Xfylzts6RRTsWaccMomMweBjBYlZiBIvIGQlaJNDp9W/pcYuU/7K8NJ7aWN2ICB3T5RtGfCQsBO3AgQNSrFgxyZ49u6xevVouXrwohQsXlptvvtndwwGLrWzZspI6dWoVoQULFkiCBAmkTp06cv78ebnrrrskd+7c+vsNGzaouJUvX96vpQcmaEYowOzCr/34mgoVIoWrkLYuusfX/K6mzp/FxJG4DVkOnT6kg5j5H/GiV6G1bxnhQFgI2pYtW6RQoUIqRlu3btVtCFHSpEn1bw8srU6dOqnwZcuWTfLly6ei9eCDD6qgsa1o0aK6LyLG74sXLy7bt2/XbR5z5syR4cOHy9dffy2PPvqoCZoR5zCXFt3d6epOhAv+H7N2jCzcsVC7xeMufP2H12XCnxO0xyHjuhjcTKXLMG4UwkLQdu/eLUWKFJGcOXPK+vXrdVuJEiUkc+bM+rcvZ86ckaVLl8r06dNl5syZkjhxYnnyySdV0BA4Fti2bZsKWunSpWXPHicyt8eiRYtkzJgxMnr0aKlVq5YJmnFVMNaq6fSm8stfv7hb/IOY1RlVR8dx0X0+X698GnRXJ4WM+D99h/Qa4zC2YZ8MI1wJC0HDRfjUU0+pK3Ho0KGyYsUKbRt75plnZO/evSpSbdu21X1XrlypVtzOnTulbt26Klr9+/fXYzz//PPabjZ//nwZPHiwJEqUSOrVqyfnzp3T30bGXI5GbKGLO+GbCAVFjz+mLSG8E25CJo1kskdvv+1Ht+tYLoQMVyGBdxkL1m5uu0u9BXER0t7VaV4nGbV6lLkMDSOCsBA0WLdunTz88MPaezF9+vRSsWJFWb58uQoX7WR0AIFBgwapyxHrLVeuXPL+++9faiNbvHixPPDAA9pLMkuWLFK1alVZs2aNpvnDBM2IDYgYEeOLDyiuE0F2md9FygwpowOUCY7L33STH7ZimEbXINIG7V9YY0TiYIZkLLBr6T6kPIjt6ULJq8l1HzokcuSIyPHjwb+28+dFfvvNObYReoSNoAG9GHE/7tq1S44dO6YFAO1mO3bsiMjgETk8gtOnT6sLEaGjm/7Zs/8GT2X/o0eP6u85TnRd9sEEzYgNiBHuwWrfVNOehsQxJM4h3eaJnMFMx4SNSt4muYaKonfi6v2rpd/Sftp9nv9jM4g5WPz+u0ipUiLPPuuIQ1TguBg9WuSuu0RatuTbchOuIQgWn1+bNiI1aojkzSsRFVZnyZFD5I03JOKbdne+Qk6dEqFJ3hNF/v/8c5GbbhIpWVLkr7+c7ZE5cEDk++9F6tVz9vv2W9rv3cQrgPMNHEglPPYCSnP/Z5+J3HefyOuvi0yaRCHvJt4AhJWgXWtM0AwPwkTRhsUgZCyyo2ePyvZj23VgMgL2yoRXLqXRWePPA5fnGaLIfzLzE43QEdtByIjNV1+JtGsnMnu2RFTErrzg3LJFZNw4kWnTRObPF+ncWSRjRpH8+Z3/S5cW+eUXJ23ECEe4WFq0ELn3XpE0aSSiABHJkEHkwQed48ydKzJlilMQN2sm8uSTIo8+KvL00yINGoh8+aUjmhH1TBWMdeucZds25x4WLBB5912R225zzt+woQgtBm+9JVK9urNwnIhPT8qWFUmZUiR3bhH6cz3wgMgTT4g89phI5crOPVSsiPfFOfbevc55Fi1ynh0C1by5yCefiHz9tciSJSKrVjnPAUFMntwRdu6nfn2RZMnocCaSJ4/IrbeKjBzpiAjiHlE/ll69HDFF9AoVErn7bpHUqZ1jLFxIk4cITp+I+vRl7wrxQkAvusH/eTavviqSOLHzbDnGQw+JPPywSOHCIsWLi/Tv7zw/7mnqVJHHH3eeBdddooTzDtOmdX5brpxI06bOfUTU1fU8mzeLfPSRCN0GnnvOeb9z5oj88INzbJ4RFilwfxMnOs+1TBnn3nif3FN0eQ47gmOSJ7gndIbnP368CE6zF190rpv3yXk3bfr3nFeDCVoAmKDd2PD+mb5k8O+D5fmxz2tIKEJEVf+2ulQaVkldjGnbpZXqI6rr3F7BZPVqpyCggKXASp/esaq6dfu3UAQK2xkz8F64G3yYN88p+Cg0kyRxCuGECUXefNM5/uTJTnqmTE4a56IQpwBkQVi8Ap3/77zTuZZ06UQSJRJJlUrkjjtEHnlEpHZt538sFt9CFxEqUMBZihVz0jlfzpyOkL38srMdweL+OE6dOo7QcQ21aokMGeK4ASkwfa1ECuExY5zCN1s25/f8juNxDu6bY5BO4c91Zc3q3CP38corTmWBddIQ706dRA4eFFm61BEXnjvigmjff7+zD7+bNUtkwwan8O7XzzkGfdQYScQ5uU+vEOf6X3vNESyEj0oAAsQz533OnCnSsaNTKeA8773nPAeeL5UJ7ilFCuc6EFTEm35sFEs//yzSvbsjWFQQ+A3WG+crUsS5JoSTygn3iADy7sgPuXKJjBrliC3vl2eDQPPbDz903hnC/s47In36ONf1wgvOtSJgVJS4J45JnuB9k2d5/l7eqFLF2cbf5C/yEM/4ajFBCwATtPgHhX0UfXwuwbfAwn4seKUpKHXbxXOyau8qaTW7lZTof48kaZFCkrVKrjEPmQWZeIe0ed3eo5BU7v+M1P/iSzl45NxlIgMUEtTUsSIo5Cjg+agpmEnzhd8eO+ZYENSyKdSwPCh0+/Z1xOq775xCiYIIi4TCtEMHp5DyBItCDeuI2nzPnv8W6FhEGzc6hSvn9wX3GQUiNerDh92NUXDmjOOCxKJDXCLfswcWAhYQBRmC9fHHzvL88yKVKjnXjbUSLLBgEI+aNUWqVXPEgGcZWeTZDxdfo0aOoHtggXzxhWN9+kKeoMCvWtURNkQSV6O/+8Z6Gz5cpHdvkdatHfHj/fFesAIRQgSDgp/tCDgViujA8kFgEBasq5iscywfRAYRRFBuv92xwjxwoWLpc610K0DwuBZElf8RYd/3gmhiDSOmLOyDeHl5jgVR7trVyZ9YttwfVvX06Zc/J/I81h7vhmu8WkzQAsAELXTwV4jQduD7AfKaKCxpV/EtsDwoECjUn3rKsQJeeslZaJuhAGJ7/c+WSJqGD0rqerUlUaVPJVmpr6TEcxOkY78dMmXKP1oIjRz5j9ZWac/ho+b/Vq1EVqxw3F7U8KmVU6BgHVCQ43phHXcSH7Z3PYge7UMUWhQWFEYVKjj74wb0hbYiz1VGoYKrihpzly5OLZwCiYKS7RSg3BfXZAQGhTFiiPjHFu/d4palsoD7jzxMpeGPP5z1yBUbf3gVriuBb4I8FlO7HNYlViFWOxUvrikynB+hZ8FtTGWFCg0iSEWIio0v5P2YXIqxue+oMEELABO00ACXDIV1+/bOB0PBQEFB4Y8riVo/BTsFPTVixtvj/uDj8+A3WC9YPri7sHKKFr0ot91xTIqU2yp3VlkkSbJtkASJzknC1AckScqTkizZPyoQfPAICLV0aqDUfnGfIGrUohEsarC4vbDGPBcW7hgsIywbFgoMrDRcPVw/hYknTs8847TtUHDSdoZ14O/Dp6BkKCZtTrRTeYJOwUOtm0KKmjhtFdZTz4gJRBrrD2ssEKG5VpigBYAJ2rUBSyuq2i+1U9pRcPcgRjTIIxhYM/jqsaxwy2D94OLCt0/7BvtgOeF+QxBxi2C5FL7nkIxZuFh7GuI6JIwU/9M78f5BD0j/kZu1wwKuI8QBsIyooQ4b5rhWaDz3jZaGWOLK4Xe4C+k88f77jhsxMlhdiBoihlXG/r/+GrM7yTAME7SAMEGLW6gR0nEB64Tea3RBjlxL/OknxyrChYeofPCB0y6DHx4RxL2BVYM7xOswgMAgYjlznVeXIBZWoiR/S+r7hsvdnStJ5k6ZdRbmRlMaaXgpBj0T7Hf/Sf8xPa+U6Gq6pGFZ4YbCeotuX8MwLscELQBM0P5LsApgrBd6uSE4NDbjxsNthyvOs1Zwp+HGwz0YU4eFyDD2K2Pb7JLo7Tsl0UeZJHGLxBpaqsSAEjrNyvG/zR9nGPENE7QAMEG7nLVrHVca1pAHAoeLj84SWBz+GoTZh/yHa5HxOfQ0o/su7Ud04GDsDo8YlyG9pug2zGDVJk2ctip6j3lCSvf4ZbuX6XivqNh5bKdUHlZZsnbOquPExq0dJ5M2TNKxYLxTwzDiJyZoAWCC9i9YTURGYAwL/9PJAWj/YawLHSZos6K3FINXfaHnIe1ddBOm3QhLDKuLnlh0ZvBgkCb70r3Z6yrMGByv4wNxDxkPRtf5h4Y/pEJFXMSNhzbKmn1rZPme5bJk5xIdL4ZbEVeiCZhhhA8maAFggvYvdEGm4wUDLXERjh3rDLhlbBSWFoMt6fZOOgM86S5OLzsiNdDrkO7r9FREyHArRqcziCedOYg04NuVeMiyITqRZY0RNSRfz3w6pQqTW+JKJAgw4acI8kusRKZiIeyUYRjhgwlaAJig/QsRChAyeunhGkTE6KFH70PC7XgQYYEu86TT2YO2MdrKrmQMjz9+3/27Rq3HQiPy/JYjW3QGZ9rDmMWZwL/frPpGvvvjO5m+ebqcPu8TUsIwjLDABC0ATND+hQHBjPIHQu/QBZ4OHQzqjQzjoHBDJojICYzVotdhIOBq/L9+/ye39rhVo3gYhnFjYoIWACZoDoT/wTqjC70HwU0RK9/xWL4QMeObb/zHGIwNPHuC/2J5lR1SVl2N/Zf2j3VgX8Mwwg8TtAAwQXNchXTkoHMG4708Ih5NRKZyV4LMsbPHpN2cdlK0X1FtF6vwVQWZvHHyNZ1ixTCM0MMELQBuFEHz5xJEsOiGT69F2sF69HAT4pDT505L36V9NRAwUezvGXiPjF071mZrNgxDMUELgBtB0Og6z1QRuBO9PELvRMI8MVaMWImMA4vr/LPv5D55/cfX5aYON8lL416SiesmqqVmGIbhYYIWAOEsaHSNJ3I7YaUIDYUVRuR5phphPiUGNCNmBMzFWgsmZ86fkc7zO0uB3gV0XrHmM5tLyYEltet969mtNd0wDCMyJmgBEK6CxvQVTN7IPE10vWc6CLrWE4UecWNSRiLbX+3U9v6g/Wvl3pXSZk4bubn7zWqJ0dmj1KBSkrdHXhW3Xot76czQhmEY/jBBC4BwFDRmuCXaOwOgme2X6BxA/iDCBxMYMm1/oF3tfSHkVP2J9bXbffoO6dW1OHfbXNl/ar/sPrFb/tj3h/x54E993oZhGFFhghYA4SJo6ATCRVd7pl0haofvTLZxBZ05CEVFTMV07dNJ7ZG1Zd0Bn0CQhmEYV4AJWgDEd0Ej3uKyZc7MsrSL0V5GeCrCWMU1jBf7avlXGt2D3ooaV9HGkBmGEQAmaAEQXwWNqVmIis8kl0SvJ5biPfc4gYS9OcPiEtrBmk5rKqnappJKX1fSHowmZoZhBIoJWgDEN0HDrUgX+1tuceYRK1/eETYC/eJ2DCYE/qVbPT0SeU6I2PGzx2XN/jVSZ1Qd7bH46sRX5dDpQ+4vDMMwAsMELQDim6ARioru9/RgZI6yiHcfJ/Bcui7oql3uq4+oLrVG1pLHv3tcKn9dWe7oc4e6GXE32jgywzCCiQlaAMQnQcPNmDKlyGefuRvikBmbZ2gnj0wdM+lULenbp9foHrf3ul2Fjcj4hmEYwcYELQDik6C1ayeSPft/J9cMNrSHlfuynI4b23Bwgz6jk3+ftMHQhmHEOSZoARBfBA3XIuPKHnwwuIOhI8PzeGHcC5KxY0ZZuGOhu9UwDOPaYIIWAPFF0CZPFkmRwrHSggn3jxX2xo9vSIkBJSRt+7Ta2aPV7FYW0cMwjGuOCVoAxAdBOx+hK/RkTJLEiY4fTJj5uVj/Yto+Vv+H+hq2ihmhreeiYRjXg7ARNMSld+/ekitXLsmQIYN8+umnenOROXz4sNSrV08yZ84s6dOnlxo1asj69es1bfjw4ZIsWTJJmDDhpaU/4TOiID4IGvOVlSrl9GwMJoN+HyQJWiSQ/L3yy6bDm9ythmEY14+wEDSEpWPHjpI0aVKpXbu2NGjQQFKkSCFt27Z19/iXRo0aSeLEiaVOnTry9ttvS4IECXR/8ATtnXfe0eOxLF++XNP8ER8Ebe5cZzZpAgwHi/UH16uQlRlSRmMsGoZhhAJhIWiHDh2SkiVLStasWVWAzp07JwULFpT8zG8SiWbNmqnlxf4VK1ZUK+2bb77RNE/QSKtatap0795dzp49q2m+sI0Hd/z4cWnSpElIC9rTT0vECxY5ccLdEAS+WPKFJGmVRBZsX+BuMQzDuP6EhaBt2bJFChUqJLlz55atW7fqtvLly6vFFpkdO3bIvffeKzfffLOKXt68eWUqoTIimDhxopQrV05q1aolBQoUUOvtww8/lAtMDuYD23hoLIhoqAoalxVhjOrYs2BFx6ezB1O6PDziYXeLYRhGaBAWgrZr1y4pUqSI5MyZUzZs2KDbsLIyZsyof3twk2+++aakTJlSZsyYIfv27VNBepD+7BGcPn1arTuYOXOmuiZJO3jwoG7zOH/+vB4LSw2LLxQFDQ1+4w2RzJkDj5zvO4Zs7NqxkrZdWvlp/U/uFsMwjNAgLAQNC+qRRx6RtGnTqpW1Z88eSZUqlTz66KMqWoULF5ZOnTrJ0aNHpVKlStq+NmXKFDly5IikTp1aSpUqpe1hs2bNkt27d+vfw4YNk0SJEslDDz0kxwiz4YdQbkOjnwse14jbDcg6W7xzseTplkdemfiKbDu6TXJ1zaUDpxlAbRiGEUqEhaDBsmXLVJiyZMmi7WLFixeX+fPny86dO9V12LhxYxWggQMHatsavRxZbrvtNhk0aJCmde7cWXLkyKHuSKy7YsWKqUBGRSgL2oABTtxGYjZeLQQYfuuntzSE1S3db1HLjJ6Nned3tuj4hmGEHGEjaIDrceHChSpktKVhueEWnD17tmzevFn3waVIN/0FCxbosm7duksdP+jSv2LFCv394sWLZdu2bSpaURHKglahgkjFio7r8WrZcmSLxmFsO6etrNq7SprPbC6Pfvuo7D+5393DMAwjdAgrQbvWhKKgnTol0qWLSLJkIuPHuxuvAjp/1Pi2hhTsXVCFzTAMI9QxQQuAUBM0b+LORIlEGjbE4nQTroKpm6ZKwhYJ5eOZH1sYK8Mw4gUmaAEQaoL2+utON/2PPmKsnLvxKmCeMqyzpK2SytajzjAIwzCMUMcELQBCSdD++ssRMyy0q+3VSCeQFXtWSI0RNTRifrcF3dwUwzCM0McELQBCSdB69hTJlInxc+6GK4Reiz+u/1FDWtE1nyDD5mo0DCM+YYIWAKEiaFhkVaqIFChAT0934xVy4u8TUnZIWbmt522y9sBad6thGEb8wQQtAEJF0LZsEcmXT6Rmzat3NxI9n2lgZmye4W4xDMOIX5igBUCoCNqUKSIZMogMGeJuuEL2ntirg6ZrjawlJ//+75Q7hmEY8QETtAAIFUHr1EkkefKrczfSTvbRjI8keZvk8sO6H9ythmEY8Q8TtAAIBUHDxVi7tkiZMu6GWHD63GmN/vHWpLek4aSGkrtbbqk+ovplQYgNwzDiGyZoARAKgsZ7y5FDpEMHd0MsoJ0scavEkrpdal1u6nCT7Di2w001DMOIn5igBUAoCBozUhOEOLZTxNBGVqx/ManwVQVZs3+NrN2/1kJbGYYRFpigBcD1FjSmbnvsMZEiRUS2b3c3xsBXy76S5K2TS/+l/S1ivmEYYYUJWgBcT0EjMsjTTztBiJs2jV2oq4OnD+pYs9t73a49Gw3DMMIJE7QAuF6CtnYtM3KLZM8u0r+/E5Q4Nkz4c4J2z2fMmWEYRrhhghYA10vQGjcWyZJFZMYVjoEm4HCRvkX0ug3DMMINE7QAuB6CRjf9smVFihUTOXjQ3RgLVu5dKanbpjbrzDCMsMUELQCuh6Dt3y9y660ijzxyZWGumGm6YJ+Csv7geneLYRhGeGGCFgDXQ9B++00ka1aR5s3dDbGAKWEYb/bKxFcsgr5hGGGLCVoAXA9BGztWJHVqkXHj3A0xcOGfC9Li1xaSqGUimbdtnrvVMAwj/DBBC4DrIWjduokkSiSybZu7IQYOnDog9w2+T7vr27gzwzDCGRO0ALjWgnb+vMjbbzvd9SNOHSt+3vSzuht/+esXd4thGEZ4YoIWANda0M6cEalWTeTxx90NsaDa8GpSZkgZOXnOpoUxDCO8MUELgGstaCdOiNx2W+wDEa/et1rbzoisz7UahmGEMyZoAXCtBW3HDifU1axZ7oZo4NrenvS2ZO6UWRbuWOhuNQzDCF9M0ALgWgsaPRszZnTiOMbEtqPb5K4v7lJ3o3XVNwzjRsAELQCutaC9+65I0aIie2MRV3j0mtEaGWTMmjHuFsMwjPDGBC0ArrWgIWZMF3P8uLshGl4a/5IU7F3QZqE2DOOGwQQtAK6loNEhJGFCp9v+hQvuxig4fPqwpGufTjrO6+huMQzDCH9M0ALgWgoaM1InTizSvbu7IQqYkbrGiBpyW8/bdEZqwzCMG4WQE7QFCxbIxSuJuuvDsGHD5J577pE777xTunbtKqdPn3ZT/uX48ePSpEkTufvuu+WOO+6QevXqyZYtWzTt3Llz0q9fPylatKg+lC5dukR7LddS0AYOFEmeXOSnn9wNUdB3aV9J3DKxtJrdSsNeGYZh3CiEnKAlTZpUSpUqJT179pRly5apAMUEwoIQJY4wYcqXLy81atSQFClS6DEi88EHH0iiRInkwQcflFq1akmCBAnkrbfe0rRBgwZJypQppUKFClKxYkVJmDChtG7dWi5E4eO7loLWqJFImjQi66MJlr/x0Ead76zYgGJy7GwsZ/00DMMIE0JO0Hr16iVVq1aVZMmSSa5cuaRatWrSrVs32bVrl7vHfzl69KiULl1asmTJIkuWLJEzZ87IbbfdJnfddZe7x7+8//77KmgPPfSQvPDCC5I2bVrp37+/itbDDz+sgrp//37ZunWr/l2mTBnZs2eP+2sHHhbWHw/vww8/jHNBw9CsXl0kWzaRs2fdjX54deKrkrNrTvnzQNwLrGEYRqgRkm1oiMuOHTvkiSeeUKuLJVOmTDJ37lx3j8vBZVioUCHJnTu3ChFgqSFIkTly5IhaYKlSpVIxK1CggCxcuFDOnz+vrsqszM0SAa5GRJX0DRs26DaPunXrSvr06XVJnjx5nAvazp0i99zjiFpUMO4sYcsIi3J2awtCbBjGDUnICdrUqVOlWbNmUqRIEUmTJo3cf//96tarUqWKWl3+2BlR4hcuXFhy5swpmzZt0m333nuvCo4vtJHRfoY78qeffpLt27dLxowZ1QpERIsXL66/wZWIlYegYeVt3rzZPYIDxyEdK61p06ZxLmgrV4rcfLNI587uBj/QozFTp0wya0sswogYhmGEISEnaBkyZFDLqmbNmjJr1iw5ePCgWktDhw6VW5mq2Q8IDKKULl06mTx5sroMESZcl/we9+KAAQPk2LFjUqlSJRW06dOn6zq/KVmypJ7j5Zdf1nazpUuXqtWWJEkSPS4uTX9cqza0X36RiGsWWbLE3RCJsxfOSunBpeWOPnfIodOH3K2GYRg3FiEnaHTQWLPmyrubz5s3T/LlyyeZM2dWMeNvRAvrjY4fjRs3VgHq2LGjZM+eXV2Y7IuLkR6RgIDidkTksNxujjCLxo8fr2n+uFaCFqHFkjIlwu1uiAQzUufullsa/NTA3WIYhnHjEXKCNnjwYJk9e7b+TQ9HxGbmzJm6HhMIy6hRo+Tbb7+V5cuXa7vYqVOn1LqjswicPXtW5s+fL99//71899132i7HPoCV9scff2gaC70sEa2ouFaC9uabThtaVAxbMUySt04us7c6z80wDONGJOQEjZ6NtG950LmD7vWhyLUStNKlRerVc1cicfGfi/L6j69Lrq65ohVfwzCMcCfkBO2mm26SESNG6N9YTnSbpx0rFLkWgsZ7SZtWpFs3d0Mkzl04J/l755cmPzdxtxiGYdyYhJyg0TvxlltukYYNG8rjjz+uA50/+ugjNzW0uBaCtmyZEyHkhx/cDZFgrrMUbVLI3G3+hzQYhmHcKIScoP0QUXLTm5FxYnTuIJQVvRZDkWshaL16ieTIIbJ4sbshEi+Ne0nu7ne3bD+23d1iGIZxYxJygkZHDjpj0GEDcdu3b5+bEnpcC0F76imRwoUZPO5u8IEu+mnbpZUXxr5g08QYhnHDE3KCRk/DVatWaU/F4cOH6/Lzzz+7qaFFXAtahLbLLbeIVKhAe6K70YcJf06QRC0TaUBiwzCMG52QE7TPPvtMw0kRb9FbCFUVisS1oDEzNfEbsdIiQyT9RlMaSZJWSSx2o2EYRgQhJ2h022dKF+I30ikkb968OrYsFIlrQSOKV+bMzji0yOw7uU/KfVlOSgwsYdPEGIZhRBBygkaEjmnTpqmV1rlzZw1b9aa/Ej0EiGtBW76cYQwin3zibvBh2e5lkqVTFhn0+yB3i2EYxo1NyAkaPRx//PFHyZ8/v07CyZQwWGqhSFwL2pw5IsRX9jcGjXazDB0yyJEzR9wthmEYNzYhJ2hE2h89erR2BiE4MK5HejuGInEtaJMnO5N6DhvmbvCh0rBKUn1ENPPJGIZh3GCElKAhEPRopKs+fzMPmTe/WSgS14I2cqQTlDjCYL2M3Sd262DqrgucoMqGYRhGCAoaUUKIkh8fiGtBGzxYJFkykfnz3Q0ufZf0lcydMtvcZ4ZhGD6EnMuxTp060qpVK53H7PDhw7oQdT8UiWtB695dJHFikXXr3A0udcfXlQK9C8jGQxvdLYZhGEbICRrzmDHBZ4ECBXQG6WLFismrr77qpoYWcS1orVuLJEwo4hv5i+j69wy8R0oMKCFHz/ifeNQwDONGJOQErXTp0v9ZGjQIzYkr41LQLl4Uado04mFFPK0LPsPMDp46KHl75JVqw6vp+Q3DMAyHkBO0+ERcChqzU7/1lkimTO4Gl9X7Vkv2Ltnl3SnvulsMwzAMCDlBe/LJJ/+zEA4rFIlLQTt7VuTFF0XuvNPd4DJ983Qdf9b/t/7uFsMwDANCTtBSp059aUmRIoXGcqxSpYqbGlrEpaARjLhmTZEHHnA3uAxfOVy77M/ZOsfdYhiGYUDICdrSpUsvLePGjZM77rhD+vTp46aGFnEpaHTsrFRJ5Omn3Q0R/BPxr+O8jhphf//J0JwjzjAM43oR0m1oCEaNGjVuyNBXR46IlCol0qiRuyGC8xfPyzuT35HsnbOruBmGYRj/EnKCRld9b7n99tu1C/9rr73mpoYWcSlohw5JhHUq0ratuyGCsxfOyuPfPS6Vv67sbjEMwzA8Qk7Q7r//filXrpwulStXlnfffVc2b97spoYWcSlojD3LnduJFuJx6twpKTagmLw/9X13i2EYhuERcoKGSLB4RF4PJeJS0PbscSLt+8ZlPnb2mIa8Grp8qLvFMAzD8Ag5QWvfvr3MmuXEKOTiPv/8cxkzZoyuhxpxKWg7dogkSSKyeLG7IYJNhzdJ4paJZcmuJe4WwzAMwyPkBC1nzpwyadIk/fvixYtStWpVefTRR3U91IhLQfvjj4gHFfGk/vrL3RDBmDVjJFPHTPLXEZ+NhmEYhhJygnbTTTdJ//799cL27t0rRYsWlUceecRNDS3iUtCYcCB1apFdu9wNEfxvxv/krr53yZ4Te9wthmEYhkfICdpjjz0mOXLkkNq1a0v58uUlefLk0qNHDzc1tIhLQRsxQiRbNokQdXdDBFWHV9UejjZLtWEYxn8JOUH7448/tLt+woQJdXn++efV9RiKxKWgdesmEc9B5MABd0MEdAh5YdwLcub8GXeLYRiG4RFygnbhwgU5cuSILFmyRNatWydnzpy5IQWtWTORYsVEDh921ved3CcJWySUptOa6nkNwzCMywk5QWPus1GjRunfx44dk6eeekq++OILXY+J8ePHS61atbTN7csvv1Qx9IXjvfPOO+rK9F06deqk6RMmTPhP2q+//qpp/ohLQatbV6RcOa7ZWV+wfYEkbpVYei3u5WwwDMMwLiPkBC1btmwydepUd020l2P16tXdtaj55ptvNJAxsR+5IdreEDVfTpw4ocMAvCj+RYoUUbfmJ598oul9+/aVBAkSaLgtb5+FCxdqmj/iUtDoB8MSccnKyNUjJVnrZDJ6zWhng2EYhnEZISdomTNn1rFoiMWOHTvkrrvu0o4i0XH8+HGNMJIpUyaZP3++3lSePHk0fFZUnDp1Sh588EHJnj27LFiwQLd5gvb+++9LmzZtZObMmX7dnefOnVPr7/Tp09K0adM4ETQuncDEEadQui7oKinbpLQo+4ZhGFEQcoJGIGKmjaGnIwKVOHFi6dUrejfbli1b1DLLnTu3bN26VbcROitZsmT6tz+mT58uGTJkkIcfflgFChC0tGnTSsGCBfUaUqZMKYMGDdI0X+rWrau/ZWG/uBC0XLlE6teXiBfjrDee2ljStEsj6w+udzYYhmEYlxFygrZq1SoVmXz58knhwoW1TW3jxo1uqn+2b9+ullyuCBXw4j6WLl1a0qRJo39H5vz589qWliRJEhU2j6NHj6rlhXU4ZMgQdWHWrFlTLTFfeFhs4+F9+OGHQRc0jMLkyUXee49OMhHr/1yUp0c/Lenap7Mu+4ZhGFEQcoIGhw4d0vnQaNuqVq2adt2PDkSoUqVKajEhUIcPH1bXZYUKFbTHJNH6R44c6e5NV/gDGpGE4MeIGyBiv/32m3Yc4e/BgwdHKWgecdWGRkcQooTQtBdxCjn590mpNrya5OmeR8XNMAzD+C8hI2iIA5026KrfrFkzSZcunQoK/yMqMTFt2jRJnz69uim9/ydOnCg7d+7UdrHGjRu7e4p8+umnOi3N7Nmz3S1OmK3XX39dz5c/f35JlSqVCuQIRjhHQVwJ2pYtEnHvIh07Out7T+6V0oNLS8VhFZ0NhmEYxn8IGUFDkHA1IkaEv6pYsaK6BLGsuMjYsGjRIuncubO0a9dOfvnlF20bw+KiZ6PXcxIR6tatm7bL0ZnElzVr1siAAQOkbdu20rNnTx0Lx/5REVeC9vvvEiG4tOk565sPb5bCfQvLmz+96WwwDMMw/kPICFrLli3VInv66adl/fr1alnRKQOLLVSJK0GL0HZJkUJk+HBnfeXelXJz95ulx8LQDAFmGIYRCoSMoPXr10+yZs2q48do+8KK4u/ly5e7e4QecSVo338vkioVA72ddQZV39ThJpmycYqzwTAMw/gPISNodN6YN2+ejv+id6MXy5Hu97j/QpG4EjRcjWnTisyc6axP3TRVkrRKIn8dtmljDMMwoiJkBC0ytIFVqVJFx4UxADoUiStBa91aJEMGkSXuPJ5DVwyVpK2SWg9HwzCMaAhZQQMCFTMujRiNoUhcCRodMjNmFFm71llvNbuV3NrjVmfFMAzD8EtIC1qoE1eC9vLLIlmyiOzY4azX/6G+3D/kfmfFMAzD8IsJWgDElaARujJ7dtoVnXUm9iRSiGEYhhE1JmgBEBeCRuCSKlVEcuYkCLKz7Y4+d8gHP3/grBiGYRh+MUELgLgQtIj3IRUqOLNVe6Rul1q6L+zurhmGYRj+MEELgLgQtEOHCKwsct99zvreE3slUctE8v3q750NhmEYhl9M0AIgLgRt926REiVEvDlN526bq9PG/LzpZ2eDYRiG4RcTtACIC0EjMHGRIiIvveSsf7nsS8nWJZss3BH1zNmGYRiGCVpAxIWgEbqyQAFnLBr8b8b/JF/PfLJ6/2png2EYhuEXE7QAiAtBW7lS5NZbRdq0cdbrjKoj/9fv/2T70e3OBsMwDMMvJmgBEBeCRrgruuz37x9x/Ih/iFmZIWVspmrDMIwYMEELgLgQtLlzRTJnFhk9WuTUuVOSq2suna36wsUL7h6GYRiGP0zQAiAuBG3GDJF06QjOLLL7+G7J2jmrPD/2eTfVMAzDiAoTtACIC0GbNMmZ3JO2tHUH1kmmTpmk0ZRGbqphGIYRFSZoARAXgjZunEiiRCI7d4os3bVUMnTIoNH2DcMwjOgxQQuAuBC04cMjHlDEEzpzRuSXv36RdO3TyRdLvnBTDcMwjKgwQQuAuBC0Pn1EUqZ0/p6wboKkbptavv/Dwl4ZhmHEhAlaAMSFoLVt60wdA8NXDpcUbVLI9M3TnQ2GYRhGlJigBUBcCFqzZiIFCzp/913SV5K2SirL9yx3NhiGYRhRYoIWAHEhaG++KXLvvc7fHeZ10Ej7249ZlBDDMIyYMEELgLgQtOeeE6la1Tl285nNJWGLhHLq71NuqmEYhhEVJmgBEBeCVqOGyFNPiZy/eF7HnzF1DCGwDMMwjOgxQQuAuBC0cuVEXntN5OyFs1J3Ql2NtG8YhmHEjAlaAMSFoN19t0iTJk4cx9oja0vZIWXdFMMwDCM6TNACIC4EjaljWrcWOfH3CanydRUVNcMwDCNmwkrQdu/eLYsXL5YFCxbItm3b5OLFi26Kw/nz52XlypUyZ86cy5YNGzZoOvtv3bpVFi5cqMfZtWuXbo+KuBC0jBlFevcWOXrmqNw3+D5pOKmhm2IYhmFER9gI2ooVK+Tee++VLFmySIYMGeSee+5RYfLlyJEj8uyzz0q+fPl0yZo1qyRIkEAaNXKC//76669SokQJ/X2mTJmkVKlSsnTpUk3zR7AFLeJwkiSJyNdfixw6fUju/OJOaT07wlwzDMMwYiQsBO3ChQtSvXp1SZs2rUycOFH27NkjqVKlkkcffdTdwz+vvfaa7jd+/Hi1zmrVqiUJEyaUjRs3ytixYyVx4sTyzDPPRPlwgi1oR49GPJyIpxNxC7L/1H7J0y2PDPp9kJtqGIZhREdYCBquwSJFikjOnDkvuQ9LliwpGfHfRQEixP7st3fvXnVH5s2bVwoUKKDpO3bskKRJk8p9992nrkxf2JcHdvbsWWnWrFnQBG3TJsdCmzZNZM+JPZK+Q3r5cf2PbqphGIYRHWEhaFu2bJFChQpJ7ty5tQ0Mypcvr4LkDyyrLl26RIhHEunRo4euI1LZsmWTokWL6j779+/X3xcvXly2b788UkfTpk11PxZ+EyxBW7RIJHVqXJ8i249u1yghS3YtcVMNwzCM6AgLQTt06JBaWrSJLV++XM6dOycFCxaU/Pnzq1CtWbNGrTCPEydOqOWVI0cOfQCA2xKBYhuW1+rVq1XwKlasKAcPHtR9PEjnd8ePH5cmTZoETdB++snpFELT34o9KyRhy4Sy9Ygj0IZhGEb0hIWgYWG1b99eLao6depIgwYNJHny5NKmTRt1F9LJ4+OPP3b3Fm0zY98+zNXiwjE+//xz3f7qq6/KE088oe1pHTt2/E9vSY9gt6ENHSoRgiry++8iUzdO1Sghu49f7u40DMMw/BMWggaITvfu3bVdLF26dNK8eXO1xHbu3Kk9GRs3bnxpP6+tjDRf2J82sZtuukkttU6dOkUpZhBsQevSxRmH9scfEeK2fKjk7JpT9p3c56YahmEY0RE2gnY9CLagffSRM3XM+vUiHeZ2kIK9C8rBU5e7Ow3DMAz/mKAFQLAFrX59J/TVli0i7055V0oOLClHzhxxUw3DMIzoMEELgGALWs2aDDdgGILIM6OfkYpDK8rxs8fdVMMwDCM6TNACINiCdv/9znLggEiFryrI4989rkGKDcMwjJgxQQuAYAsa7WeVKokcOyZSqHcheXHci3L2/Fk31TAMw4gOE7QACKagRRxKsmYVeeQRkTNnRDJ0yCBvTXpLzl085+5hGIZhRIcJWgAEU9BOnYoQsQwiTzwhcvrvszqoutn0ZnLxn6iHDRiGYRj/YoIWAMEUtP37RdKlE3nxRdHB1Ahamzlt3FTDMAwjJkzQAiCYgvbXXyJp04q8/bbIqn2rJEmrJNJrcS831TAMw4gJE7QACKagrVrlBCYmQtesLbMkeevk8tXyr9xUwzAMIyZM0AIgmIJGQOJUqUQ6dBAZs2aMpGqbSsauHeumGoZhGDFhghYAwRS06dNFUqYU6ddPZMBvAyRtu7QybfM0N9UwDMOICRO0AAimoE2YIJI8uci334q0ndtWJ/dctHORm2oYhmHEhAlaAART0L75RiRZMmdOtPd/fl8ydswoa/avcVMNwzCMmDBBC4BgClr//iJJkojMnSvy8viXJUunLLLj2A431TAMw4gJE7QACKagMRda4sQiK1f+IzW+rSHZu2SXY2ePuamGYRhGTJigBUAwBe3zz0USJhRZv/mMPDj0QcnbI69FCTEMw7gCTNACIJiC9sEHEQ8m4sls2XtISg8uLfcNvs9NMQzDMGKDCVoABEvQzp8Xeestpw1t65EdUrR/Uak9qrabahiGYcQGE7QACJagnT0r8vLLTrT99QfXS8HeBaXRlEZuqmEYhhEbTNACIFiCRqT9J58UuesukeV7lsst3W+RjvM6uqmGYRhGbDBBC4BgCRoTelavLvLAAyLzt8+XrJ2zyohVI9xUwzAMIzaYoAVAsATt8GFHzJ56SmTG5hmSrn06DVBsGIZhxB4TtAAIlqAdOCBSqpTTMeSHdT9I0lZJZcPBDW6qYRiGERtM0AIgWIK2Z4/TfsZYtG9WfiMJWiSQk3+fdFMNwzCM2GCCFgDBErSdO0Xy5hX54guRHgt7aKR9wzAM48owQQuAYAnatm0i2bKJjBol0nxmc8nXM5+bYhiGYcQWE7QACJagbd4skiaNyC+/iLzx4xsWJcQwDOMqMEELgGAJ2rp1TmDi1atFao2sJY99+5ibYhiGYcQWE7QACJagLVkS8VAinsrevSLlvyovr0581U0xDMMwYktYCRo3s2fPHtm9e7ccP35cBccf58+flwMHDsiuXbsiRGSvnDlzRrfz+507d162nD59WtP8ESxBmzJFJGVKkSNHRO784k7534z/uSmGYRhGbAkbQduwYYNUr15dsmbNKhkyZJDKlSvLihUr3NR/Qeg+/PBDue222yR79uySN29e+frrrzWtb9++EZZSAt2eK1cuXSZNmqRp/giWoDFbdZYsTsSQLJ2zSPeF3d0UwzAMI7aEhaBdvHhRnn76aUmdOrV89dVXsnz58giLJ6U888wz7h7/0q1bN0mWLJm0bNlSLTSWw4TqiMATtFWrVsm+fft0OUvk4CgIlqD17Ol02z969KIkaplIx6IZhmEYV0ZYCBouxiJFikjOnDll/fr1uq1EiRKSOXNm/dsD1yJWXJIkSaRo0aJy0003Sfny5WXx4sWajqCRhoWGpffyyy/LX3/9pWm+XLhwQd2W586dk2bNmgUsaJ99JnL33SLr9+xSQZu8cbKbYhiGYcSWsBC0LVu2SKFChSR37tyydetW3YZQJU2aVP/2OHLkiDz44IOSOHFiadiwoYwaNUotuVq1amn6smXL5Pvvv5cpU6ZI3bp1JWHChNKgQQMVLl86deokjz/+uC4FChQIWNAIeVWmjMisDYslddvU8uvWX90UwzAMI7aEhaDRwaNYsWJqWa1evVpdkIULF5abb75Z3YK0m+E6xEKrUaOGJE+eXH788UdNu+OOO3QBrC62wcyZM1X4Hn74YTlG45YPdBThmEePHpUPPvggYEF7+mmRqlVFvvl9jGTplEUW73QsRsMIV/jO+CZPnTpliy1XvFCWU85HJiwEzWvLQqjefPNNadu2raRIkULdgbgjs2TJIp9++qnui1sRoXr++eele/fuaqHVq1dPHw7r/HbIkCHyxBNPqIXWpEkTFTp/eOcNVNAqVxapXVuk4689dC60lXtXuimGEZ4cPHhQPSteO7YttlzJsn37ds0/kXuhh4WgwYkTJ+STTz6RHDlySPr06eXtt9/WTh10vaejR+PGjXU/lL1Hjx5qvSF0tJNt27ZNxWno0KH6MGhbu/XWW+Xzzz+/1GHEH8EStKJFnRmr3/2piRTqU8gi7RthDW3Q9Eqmps03ZIstV7pggFAp8spuj7ARtOsBDzIYgpYnj0jDhiJ1vntGig8oLjuO7XBTDCP8oLCh81ZUng/DiA24rOm0RwXJwwQtAIIlaKlSiTRrJlJ6UFm5/8v75cCpA26KYYQfJmhGMDBBCzLBEDSClBD2qnUbkVu63ypVh1e1udCMsOZ6CxrfLT2X/S2+hWNM0JxRsmRJbaKICZpDEiVKJOPGjXO3BA+umWu/0SoIJmhBJhiCtnu3SMKEIu07nZEMHTJIze9ryoWLsf+oDCO+cb0FjeE5RAhirCkdyWhjZ8xqtmzZpEOHDu5eDnzjUUG7/bBhw7RNPibmzp0rHTt21LbDYEIPbHpucw+MxaWjRFzDM4nuuVwrTNCCTDAEbc0aEYbLtey6R9K1Tyd1J9R1UwwjPLnegkbHMM6/JuLjq1ChgorB7Nmz9TuuU6eOPPbYY9K5c2epUqWKjB07VkaPHq29nkuXLi0PPfSQjl+lEKXT2YsvvigPPPCAHpee1PyGaERVq1bVSEWbmRsqAnpXE+zhl19+kXXr1unfdDp76623dGysF34P5syZo+d54YUX9Pzs+9NPP7mpl8M107mNoUeMu2U4kgflE2JbsWJFvcaBAwfqM2c8LsLNWF1CBH777bdy6NAheeWVV+Tee+/V3+7fv1/P26VLFz0Ow5O4pxEjRuixeH7fffedPProo/qbmjVryrRp0/S3QGc6OuKVKVNGg1nMmzdPmjdvrsfwxgoT1emee+6RH374QdevFBO0IBMMQYt4z5IihUjz7n9KmnZp5MNpH7ophhGe+Aoa3oh52+YFfdl6xCk0o4OechS2CBpdwYECHtdgvnz55Mknn9TClsIcUWCd7YTYY7wrLkcKZGLHAgLEb/Pnz6/HJcQeIfkAlyPDgHA5EpqPc6ZLl06tKwJCYClyDZs2bVLLMWPGjFKtWjXttc2+voLnC8LLeRBn9uUagUIegULkihcvroJMDFvE/I033tDtpUqVkkceeUQ++ugjDdJetmzZS8EouBbO+95772k5h2Ax3IlAEtwblib3hEA99dRT2muc9JUrV6pgsl+aNGmkUqVKug/i99tvv+nxv/zyS+1uz++4b7rgXw0maEEmGIJGhSri+5APey6QVG1TScd5Hd0UwwhPfAXt1LlTkqBFgqAvzFjB9xkdUQkaAkVgBeAYCxculFatWulQICww9sfa8SdoFOJYVdwbwR1wbYI/QWMsLM8Ca4l1rCuEi0KeCEUU1IyLJc2foPFbxLNcuXJ6Pn6D2NKVHcswbdq0GuIPNyT3wTAJ3KSpUqVS6wxRYTsBImIjaIQF5L0B27C6PvvsM7UyeQ7cH5YoFiy/ZUgUAsq18T/3g0WM5YcQIXrPPfecHu9qMEELMrzUQAVt2DCR9OlF3u09WVK0SSFDlg1xUwwjPPEVNL6hw6cPB305fS7qaZ88ohI0ZuLALQi44ohAREFPeL0777xT98et6E/QaIejvYxC9r777lOrCfwJGmUH19CvXz9dHzlypAwYMEDP5QWCwLIhzZ+g4YYkjeAQtAEipqxzLiwlxA33oO9YWsZusc+zzz7rbnHwFTSuCQuM/XwFDcvRFyxLRA4BwULj/nBRDho0SH/btGlTd89/6d27t1py3B/WrCeQV4MJWpAJhqDRnpwxo0iDL0ZIstbJ5Id1V+dPNoz4gq+gXU+iEjTcip6gbdy4US0dhOybb76R1157TfePTtCwXK5W0PgtgSFwEyJmtEGRFlnQ6NWIGxHRoh3rpZdeUvcmrsqCBQuqG8/rgYmVN378eBVAfnf//ffrORBP2ge5JkL50XaI2BBgon79+npeX0Hj3jyw9LAksfT4Pb/1BG3t2rV6XioAHIs2ut9//11/x0wmefLkUTcp9xZIHjBBCzLBELQWLSSi5iPyTO9OkrhlYlm+Z7mbYhjhSXwSNASgdevWagHRi5C/2T+uBI1nw7Hp6IHL8p133tE0gqb7QhseVhFCi9UFPE8CpiPAiBduRzqmIHIcj7Yyjs88kQgU+2F9tmnTRssyfoPYcNz3339fzxuVoAHXj3DxDGi7Qwy9TiQzZsxQi492Qo7HfQPXSNsZz6Jdu3a679VighZkgiFojRpFCFr2C1Kl2zuSpFWSWLlKDCM+EyqCFqrgssTCoi3Ms8KwbMIBAskTHxf3JfcZCCZoQSYYgvbiiyIZs52S0l2fknsG3uNuNYzwxQQterCG6DCBZUN7Xvv27f8ThDc+gvBgnWEt0nM00HsyQQsywRC0GjVE0mY9KAU7lpHGU50AyoYRzpigRQ8FPT0P6f5O21Y4PSdv2i1cuYFighZkAhW0ixdFypUTSZp5m6RvnV3GrQ1+WBzDCDVM0IxgYIIWZAIVNCzu++4TSZJtvSRtlUx2HLUo+0b4Y4JmBAMTtCATqKAdOiRSvLhI2ttXSN4eeeX438fdFMMIX0zQjGBgghZkAhU0egoXKSKS7v9mSeWvK8vp89bD0Qh/TNCMYGCCFmQCFTTilhYsKJK85DfS4McGcv6ifeBG+BNfBY2gwUTH6Nq1q64zZs2LnRgZ9iNOIhE4rgSi5zOomhiP3vgywz8maEEmUEFbvVrktttEEpbtrDEc/4n4ZxjhTnwVNKLJM9iYKPnAdDCEcvIH+zHgeDfzQ0UDcRyJrThr1ixdp4cjYaEYXE00jmBCtJEUKVJohI/IA7XjCsrIuMIELcgEKmhMXfTw07sk1TP15PvV1yaDGcb15noL2p49ezQCRzOmiXdhsC+xBykcBw8erKGfiLLBPt4cY5EFjWga3t9YVogTAXmJ0O8raDt27NBjE4yYdEJOcZ6ff/5ZC18ibBC0lzQigHBuonpwTPabOHGivPrqqzpVTf/+/TW6CBBpg+1Mw1KvXj39jRfxJDIU/nXr1tVYjYwD4958IfYjz4DwWQQcxjrkPEQ9ISgzQYSZ/oXu9gRfxjKdP3++/haL9c0339TrJQoKU/CwD9H9EX2u6eOPP9ZIKoTo6tWrlwYr9iAo8+uvv67pxIEkAot3DOD33F+LFi0uEyoTtCATqKBBmzltJFOnTLJg+wJ3i2GEN76CRgWeMjjYS0TZGiWMhcKlR2BdCksKUEIxNWrUSAtx5iejUCQqPNYM4asogCMLGqGwCP5LOdC9e3c9HvsSOstX0IiIkStXLo2hSGgpzkW4KQpy4i4SpBc3IwOqmWKFcFRM7cKcZGPGjFHBy5kzp8ZG5G8Kd87JPXAsbz40/kZk/YHrk4HaRB5BzAlojAABgYgJbIylyHnvvvtuDf1F/MVMmTKpVcfzIPQVz47YkFwzoboAcbvlllv0eqdMmaL3zvG5JoRq8eLFms798z+/Za40ID4m1014LmJPEpcSK5Vnz/7cJ8LGtSG0vpigBZlABQ0XY52RdSRPtzyy89hOd6thhDe+gnbqFO654C8Rn6WKZVT07NlTC9YhQ4ZoAU1cwwkTJmgawsU0KFhAFI4U0EuWLIlS0ChYiQmJoBGuinvzFTTCPeHuQ/QaNmyo4kEaRHY5MpjaV9Buv/12FUGCJHMs4kNyHuI0ImhctzddDaJHwF9/ECQY64xpcbAMuQYsHsAiRLSwHAFRwBJD4HlG7A/MPIB4xEbQsCY5BmUk1h4Birl/jsk1M60N4ohIcn88X0BkqVTwfqhMIIZYjgQz9uJrepigBZlABe3Y2WNScmBJKdKviE50aBg3Ar6Chvds+fLgL1hp0YEbEMugVq1aKkxYSlgxbEdQKPAJDoyFQgHNTNNRCRoWBVHnsUoAa85X0GgTIx4jVhohrSic+R9iEjSEhsKfa0MAEE6sNKwnBI19KfSBe2DfyFBOEcSY32F98TfXgAByTDqvEGCZ+/MFoUI8fd2DgNAjaMwGAPw+sqANY14sF1ySPE/Ei2vk3Dxbng0iyzVTEfAFF+itt96qM3cj0twr9+GLCVqQCVTQNhzcIPl75Zd6E+q5Wwwj/PEVtOsJ7UVYARTa7777rm6bOnWqFsi0/9CrEbdXTIKGJYKVg0Bi8WHp+AoaMzYTlX7BggXSp08fnbrFEzQmCqVQ/+KLL7T9DGvOV9C4RsQQgWAKGAp5LBrCR1HI4+L0rBtckv4Ebfbs2XptTDbKZKAs/M29c0zatHgGzHCNy5NI+cyhxjVxbbSPcQ4sQUSEdi62E4n/119/1euLLGgjRoxwzy7adoiI4Xrl2fAsEDTElGeDoGO9LV26VIWdfEEeqV27tl43ou5Zib6YoAWZQAVt29Ft8vbkt2XM2jHuFsMIf0JF0LACKMixXJjDC3B5YRXgFqtUqZKULl06RkEDrCTawRArOjf4ChrtYBT4WCgU0rR5eYKGRUgBzPloc8K16CtoWC504MBSZOF8XmeM2Aga7jvmcEMUhg8f7m4VvSbEgtmmES86bdDGxjm4boQCFyNtXUTGZzvHZ9brrVu36rNhG4JEe1d0gjZ58mRtV2R/OnswFY8naByLDids4zyIH0IF3gSmPGeuJTImaEEmUEEzjBuRUBE0I3ShbEUgETSsZ395xQQtyJigGcaVY4JmxATuTabOob1v4cKF7tbLMUELMiZohnHlmKAZMYF1RscXBMsbdxcZE7QgY4JmGFeOCZoRDEzQgowJmmFcOQgZgnYtCx0j/KBTCVFcfC04E7QAMEEzjCuH74aCiLFVjHGyxZYrXRAzIpxEDuAcNoJG91diodE1lkGCdI/lhiPDIEgCf9JFlq6ijMdgFDvQdZfQMIyT8LqQRh7w54sJmmFcHRQ4hJzavn27LbZc8UJ5768rf1gImjfWgpH6nTp10hhpjLtgW2QYFMiAQkKwMHaEHjSMheAYxB3zQrp4o+GJexaVr98EzTCuHr4fvjtbbLnShbzjj7AQNFwXhHRhkKEX76tYsWJqrfnCTRL8ksGUDFzEkiNsC5YZosVgRyw2wCXCaPiyZcvq8X3xPkR+Q4RrEzTDMIzrT1gIGuLDKHYm1cPaAmKrIUi+ECeNSNpYXoxOx/WIJcffiBMC6I20p9sov2f0PyauL0zXgIWH9caoehM0wzCM609YCNq+ffv0JrDQPHFBmFj3hfazhx9+WF2OuCWxtGhLY0HQCJxJrDSgOyiCRiw3ju8L8dZoW0M8CR1DDDIaKW2xxRZbbLl+C3PdxXtBQ5iYhA5ri8jWBPLkb7Zxg0SV9qZKoI2N2G2kEc+MwJgEAMWFyNQOpDGJHrHNsOQ++OCDKNvQ+A1tcrgxH3vssVgvRMzm2PzvLz0+LxUrVpT8+fP7TYvPC9N24Nb2lxafF+IBMhcVrnd/6fF54Z6Im3il32d8WO666y5tDvGXFl8X3hPRQapUqeI3PbYLwZTpCXmtCLqgAVYUN0JgTy9AKK5IelIRD8ybUA63Ix05cE+S2enV+Mcff2japk2b5Nlnn9W2NdyPdCpBEKMDsSPaNv/HdmFqdaJPU6Pwlx6fFyKGMzsvNSR/6fF1mTRpkkYf95cWnxe8FgTg5bvwlx6fF+6JILrco7/0+Lx06dJFAyb7S4uvC2UGhgZzvflLj+3CgOtrSZwIWnyC2gOCxocWbtAph44yWK/hBNOKYLmHG1TGmG+KSla4wT1VrlxZ7zHcoP2faWHCCcoM+iZEN1QqFLnhBY2aCDXHa12TuBaQGZnzKKputfEVhnhMnDjRXQsfqNHiag/HyhX39P77718WGilcGDVqlKxYscJdCw8QNOZmi9yrPNS54QUNmHcpHCFThqNQU/Bfy4bmawk9w8KtAgLcE/N3hSPkxXAUarxX8c27Y4JmGIZhhAUmaIZhGEZYcEMLmucGOXr06KVejvERGtppdOc+cJ/iZvTcVtwT90ZafHZnce30lON/D1wi3BdLfHSt+uY/Fu6Hbbh5eJ/cL//HN7dP5Pviby/fkVfJo5G3hyq4Er13wTX7lhHR3YtvWii2iXrlAvfFdXouU7b7liVcu+994V4N5fu6oQVt+vTpGnaLwMi5cuXSXj3xsUG+VatWOmaEYRIEc2YMCYPaKSAZC8ig9kyZMukgx++++879VfyBzi2FCxfWIR+MZ4Lly5frGBneHWO3GPLhhVqLD1BwDB8+XEqUKKFDVvLkyaPxSylMaIxn/CD3dvvtt0ufPn3cX8UPJk+erFF9GG7DvfH3rFmzdDgPwQ/Iiyz33nuv9lgNZX766ScNw0dsWpYFCxbodoLxUl5490KUIvYFKl2vvvqq3j/vkEhJBHwIJb7//nvNW/TwJu8xxAfo4ML9so2yhGhOc+bM0TTEj/vinniv5cqVk0WLFmlaqHDDChoFCrEiiUzCTAAM9iYaCYVJfKNv374yb948jajyxhtvSMKECaVt27by66+/aiSWd999V5YsWaIFCxmR+a/iC4hyvXr1VIzTpk2rgkZt+JlnntEB8SNGjNAZGvj7vffeizfWDD01KTToyk5hwjhNFgpMAhEwQwXvqU6dOhpwID69M4YeUOjRExUhI0ACvTeHDBmi31jr1q113BYFPoK+a9cu95ehB5UpZmt+4IEHLhM08h338vnnn2uX/ZtvvlkrXYTmo4KJUPTr108DrhPxCJEIpY4jlBWILBGZfAVt5syZ8vPPP2t68+bN9d099dRTWl527dpV1wk3iDHAfVHx8vWaXG9uWEGjgKfGX79+fS0EeZHU9CtUqODuET8ZPHiwZrru3btrAc89rlq1StMY4M6HFp+sNGqMiBkFOjVGBI0wZ0QKoUDBosElQqFPjZ8PLz7AODreEzV7LOt8+fKpMFNAIs49evTQ/b788kt9h507d9b1+AADjQmogGBhvWAJYD0Tp5V7Yd4s3hlBy5kaau7cue4vQxO8NoTp8xU0psfyvResFcqPGTNmqLeEYBEEicCtR8QM9vWCRoQKXBsi7CtoHtwTHgTKC+4VMeb7okJMV35cjkQi4rujLA0VblhBoxZCJsNtgKDxUfFx8YLjI2RAar18TNSQqWEhYNyjFyQalxazGwwcOFDXQx1qu9TgcY/gt/cEbePGjVrjRdA8i4x3d+edd8YbQevQoYO+m5IlS2oFg0KFe3r88cf1HVG7BwSd/Zo1a6br8QFcjohYkyZNNBIQ7nzcprw77sWzVHDF8U6p7Ycy/gTNEynvXkhPly6dxqXFk8B3iIjjTcDCYV+8KKFEdIJGkwUCRkXLG2PH31iiBIvnvh566CH1JmAMhAo3rKCtXLlSM1ndunW1UJw2bZqG2apWrZq7R/wBMcOFRU0fF4I3GJJCkHvEtcA+uOmocRE3Mz5AYY61Qi2QBVcqVg33SMBrCn78+hQq3BfBq+OLoOEm5n6I5AJMYJsmTRp58skndTtWDlD54B327t1b10MdOg3gbsSCplKFBcP7Qqz51riX3bt36zdXpEgRzbOeSIQq/gSNyiH3gruUb4v4otw3bn5iO9JujWeEihhxYtk31Np4/Qka90LZSEWD94N4eVABwQrl/R0+fFjdsHyXy5Ytc/e4/tywgkYhSAHIyySAMtYMtY2xY8e6e8QfsGAQY2pPBGjmHnAD4PsnA1KbpAClhkXNmZia8QGun5igLDRG0x7IPdI+SOcCxA5BQLi9thk+yPgAFRACdWOB0iaBi4rChU4SuHWwsnH5EPSW/UK5nckXBI3poygQeU+0u1Do0SZIRQrR5ltDsMmztCH6m+04VKANjfeD25tKE23tvCM6gGCREW+W0Fe8M8oTZv8YOnSoliVMaUVFBO9B1apVL3kTQgFi5dI8QfmHW7hjx45qKSPI5EVcxrw/yhLaCHmvtBtyX8TiJbA890WnkVDqYXzDChowmSg9AnER0EEEN098qeH74rk0KNRTp06tyyuvvKL3wseF+4MMis+b2ld8xNflCFihXo8rFjq++NYmQx3ezfjx41XEqHTQ25YOFGynHYa2NfIlHXlwj8cnqLHznngvFPTMoEGHF9xUtAVivSBmVLTokBXKIMJUpKg8ed8YlQysNto5qWxwL1hh3nRZdNlHIHC1kobohVolEpHmvvAGsCDWhABEnLlPPCFeWYIYY5Fxz+3atbvUmxqPD9ZaKHFDC5phGIYRPpigGYZhGGGBCZphGIYRFpigGYZhGGGBCZphGIYRFpigGUY8Y8eOHdpr0DCMyzFBM4wgwZijDz/88LKFoSHBhrFbREUxDONyTNAMI0gQLYLxO0TJYMA0S1yEOzJBMwz/mKAZRpBA0BjAvmfPHneLEzmDgcUMViVYNNEViFJOpAkiR2DBEUWDAbgMRGagvxdMmv+J7cjAawazYvFxPATtlltu0ZkVvPijXoBYBi4zkJ5jESyA2SPiS/QUwwgUEzTDCBIIGvElichC7D8WX0EjNNfIkSPViiMOHpFNatasqRFBiEhBpBrCEBGJAlEklh7rBPYlJBHBp4lCgaBxDOI8tmnTRmMMvvjiixrJgUgWRHYg6sikSZP0dyZoxo2CCZphBAlP0Jh4tEaNGrr4Cpo3bxSBlYlJyawBhB8i6Cshr4gDyJQqhIYiMDNhhxA+wg75gqBhfQGzRCB6TF8CnJOwRMRTJGZiKE3tYRhxjQmaYQSJmFyO3vxYxP9DcOipSCBY/mZeN29aHALG0vaG5UZ7HIFksbLYBzelbxva/PnzLxM05o3DKmMeNaK+M7+fN8WJYYQ7JmiGESR8LTTawlgmTJhwSdAQK9yIBIN96aWXdDZuJmLFfYioIUD8TTRzLDZmeWadWRIQJmYY4DdRCRpiRzBgAhoTaJYo91yLCZpxo2CCZhhBgk4fTHrou4wbN+6SoBFFnwjlTIfDWDJAoIh8TscQ5kIbMGDApWlGsMqYDojZFEhn+g6EjkkzmY8L1qxZo+kffPCBrtMJhHnHiGT/9ttvh9wsyYYRl5igGUYc4utyNAwjbrGvzDDiEAStXr162i3fMIy4xQTNMAzDCAtM0AzDMIywwATNMAzDCAtM0AzDMIywwATNMAzDCANE/h+wOyL2+hKfLQAAAABJRU5ErkJggg=="},"0dac74fd-0304-4ead-bdb7-fa5e7d22811d.PNG":{"image/png":"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"}}},{"cell_type":"markdown","source":"<a id=\"ensemble_model\"></a>\n## <center>5. Ensemble Model</center>\n\n<a id=\"combining\"></a>\n### Combining the Models\n\nTo improve the accuracy of the predictions, an ensemble of the two models mentioned above has been used. There are 3 methods to combine the models and create an ensemble which are explained with details in reference [1]. \n\nHere is a short description of the three methods: \n1. The features obtained from the utterances can be combined together and fed into a model, \n2. There could be two models using the features separately and a final portion of the model could combine the results \n3. Each model could make its own decision and the results could be looked at with a voting mechanism. \n\nHere the 2nd method has been used where a portion of the models are shared and a final layer will make the last call on what should be predicted. Below is an illustration of this method: \n\n![Ensemble_architecture.PNG](attachment:5aca0995-c1bf-4231-9dd3-5de64dd1e671.PNG)\n\n<a id=\"ensemble_implementation\"></a>\n### Full Implementation of the Ensemble Model\n\nBelow is the full implementation of the ensemble model. The key here is the combining of the model's outputs with an additional layers at the end which is implemented with concatinating the tensors of output of each model and running a last layer on the result. Also, the weights have been loaded from the training of each individual model when trained independently but they have not been frozen so that they can still be trained. \n\nLastly, the code has been run on a PyCharm environment and the directory references are for the local machine. 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ZSb0HcqF2BUp2GnbDU/v7o+XbFDY/kdQRwEMTQb25b+4wdeMZyGz56nm0zucTLqF0QhwrbxQLWBbb/meFm2w1Q+eXHU++1oUfMs0PPXJ7XCyAGQQwDZv1Tr9mP8suoL7IdTtevgLwYDaZukc7/8+M31GPs9JV5fQB6gyCGwnj9rT/arGvW2h4jLt9wGfVlT0SDKlXpfHXeOv8Lrl6b1wOgGQhiKJz33ze7buVj9o8nLLZhY6+xz1zQhl+K7qB0fjrPrx232Bb+8rH8/AFagSCGUrnroedt5MQbbLeRc23biWvso0tej4ZZ3aTz2HnSGusZMTc/P50nQH8hiKEtPPXCmzbp8lU25DszbcdTbrZPzKvYZdRNSuP+/Gk35+dxyiV35OcFMFAIYmgrumz3iuUP2N5HXGlfGrfMPj3r8WjgVU0a524/Xp6Pe9a1XH4MxUIQQ8dYsfoJ++8nLrE9xyzs/GXUEX1w+fFC+/ZJS2zp7U9sHDlAsRDE0HHuf/wlO3LKjTbssMts+7NW2ceufiUajO2Sjr/rxDvz8WhcGh9AmRDEUBmef+Vtmzb/Lht28Cz74qk32ifnPh0NyrKk4/3dT260oQfNsknz1uTjAWgHBDFUjn/5819s0YpHbJ8x8+1Lxy21LUq+jFr9D/vhUvvqUVfZnOsfzo8P0E4IYqg0t6592g44bZkNP/Iq23ryvfbhZW9Fw7RVqZ+dpq61niPm2SFnLM+PA9ApCGKoBet+86qNm36L9Rw0y3Y441b7+ML+XUatx31+/G3Wc+DFduwFt+T9AnQaghhqxWtv/iG/jHr44bPtiyddb5+a/WQ0cEOpndrrcdMW3Zv3A1AVCGKoNuvWmb2w+Y9m/vWv79vSW9bb149f1Otl1O7y433GLrL5N63PH7cJ774b7R+gnRDEUG3GjctcmtnUaZddzPbbz2zUKLMJE3L9ZsI0O/f7k+x/fmeKbXv2Xbbt7Mdt75OutYO/Nd5mHnJqvt9mzNjQlx63zz5mQ4aYbbHFB/0SxtBBMgcCVBitWP0g7kN//g9/a2u2/y/RfQ2lYAfoIJkLASqOVsGxAA2lFe7119s7f/jThpVvrE1M2WMAOknmQoAKo5cMtGKNBaivjSG8CXoJItY2FEEMHSZzIUDF0MsRq1dv/jpub5o/f+ODA9RHrH0otdNrzjo2QJvJHAhQERS+ekOt2fB10htxjVCwNhvGTlqBNwp2gBLIXAfQQRSUCtJWw9JJwd0XOkar4S7ptWn1zycqoGQytwF0gFZWv3qtV2EdvmnXTAg79Hlk/7GSXopo9k09VslQIpnDANqEVpYKv2ZWvwpotVWAOhTGbr8CtNXXcxX+fv/+42NB30iskqFgMlcBlIjCrtk33rRfq1+tPGMhq21qp75aDWGHC2MFeQztb3aV7MYKMEAyNwGUQCsvPWglGq5+G6GVa39D2KHw1Pj6opXXrnWuzYwfIELmIICCUEA2G14KaL3uqvAaaLCWjcaooI2dRyidu2oA0AKZcwAGSCurX/fGW9XDtxG6+KPZC0X0EkczK2/oejK3APSDgb7xVnd0LjqnZv74qEZqW9c/PlA6mUsAmkRBohWegqWvANL+3t54SwmtkvkYHAyAzBkAfVDWG2+poT84etmlmY/BqZaqKR+Dg4zMEQARXKik9sZbu2CVDC2QuQDAo5veeGsXza6SJVbJXUk289D1dPsbb+1Cf+S4WAQiZDMOXYlWsbzx1jm0Sm72Y3BaJWuuIFmyWYaugjfeqoVqq/mI1T+U/mgqwCE5stmF5OGNt3rQysUimiNWycmQzSgkSyurX954qw7uNftm3uBz/2vhDb5ak80kJAVvvKUFH4PrCrLZg9rDG2/p415e4mNwSZLNGNQW3njrTlglJ0c2U1Ar3MqIN95AsEpOgmx2oBbwxhv0hvzBxSK1JZsVqCy88Qb9QX+Em/0YnP64K8Sho2QzAZVCq1jeeIMi0B9l/XGOeSeU/Ka2+KgjZDMAlYA33qBMuFik0mRVh46h1QdvvEE70ctdzb7Bpza8wdcWsmpD22ll9csbb1AWfAyuMmQVhrbAG29QZZpdJUuskgsnqyqUhlaxvPEGdaKVVbLzKwyYrJpQGlo5xAzsizfeoKo0u0pWcMOAyKoIpaGVbcy4vPEGdUL/q+ttlcwnLAZMVkUog9vve9a+fdISe/PTW39gWN54g7oj/3ofg3t+m53twFOW5n6H/kMQF8yq+5+1/U5easPHXmNbXLTeDjtyhs3dfX875fvn5fsA6o58/KOR5+W+nvLNMbnP5feDT70Wj/cTgrggVj/wW9v/lGs3BPDMdTbohvc2kbZp36GnX5e3BagbeLw8COIBsuah52z/bCUw/NjFtsWMRzczZyi1UVuZVY8FqDp4vHwI4n5y98PP2wGnLbO9MsNtOeORqCF7kx4js37vzGV5XwBVA4+3D4K4Re559AX77unLbO9jF9kOF7VuzlBbTn/Edh+zyEaMX573DdBp8Hj7IYibZO26F+3AM39mex+TmXPmwM0ZassLH7bdj15oI85anh8LoN3g8c5BEPfBfet/Zwdl5vzymIW248yHowYrUp+54KHcrKMm/Dw/NkDZ4PHOQxA34P7HX7LDM6PsdfQC23HGQ1FDlSmZdY/s2EdMvD4fC0DR4PHqQBAHPPjrl21EZowvZwb53PT2mzPUZ6c9aHv8YH5uVo0NYKDg8epBEG/kocwAIzMj7HXU/MycD0YN00l99vwHbPiRV9mR59yQjxWgVfB4den6IH74iVfsB5N+YXtmBtjxgvujBqmSPnv+/blZNWaNHaAv8Hj16dogfvTJV+zoc1fYnqPn2eemVd+cobY67/587DoHnQtACB6vD10XxOufetXGTFlhexxxZWbO+6IGqJO2mnpffi46J50bAB6vH10TxI89/ZodM/UmG/79K+xz59ffnKG2mvKr/Nx0jjpX6D7weH1JPoh//czrNm7azTZ81Fzb6fxfRSc4JW09ZW1+rmPPvzk/d0gfPF5/kg3iJ377e/vxBb/cYM7z1kYnNGVtfe4Gsx6XmVW1gPTA4+l4PLkgfvK5N+zE6bfY8JFzbKep3WfOUFtPvjevxfHZE1a1gfqDxzdVCh5PJoifev5NO3nGStv98Mtt56n32oeufzc6ad0o1WKbyffktfnhhbfktYL6gccbq+4er30QP/3iW/aTmSttt+/Ntp3Ovds+9PN3ohOFMrNmtdlm0t15rcZlKyrVDqoPHm9edfV4bYP42d/9k51y0a2222GX2U6TM3P+7O3oxKDNpVptc05m1qx2P8pWWKolVA883n/VzeO1C+LnXn7bTpt1mw079FLbefJd9mHM2W+pdtuefVdeyxOzJ7xqC50Hjxenuni8NkH8/Cvv2BmX3G5DD8nMOSkz5/J/ihYetS7Vctuz1+S1nXjZ7Xmtof3g8fJUdY9XPohffPUdO/OyO2xYVsBdzlljH172VrTQaOBSbbebuDqv9dmz78hrD+WDx9unqnq8skH80uvv2vjMnEMPviQz52r7yLI3o4VFxUu13u6nq/PaT5qzKp8LKB483jlVzeOVC+KXf/+enTV7lfUcNMt2OTsz53VtNufIiTZo0KBN9Y3Rm7aZs/6DfbHt+reVdjFNWbmhTc++8f1tkGq/3U/vzOdi8tw787mBgdNxj0vOl75CP8r32q7nRLjdf0402y7Udrt+cGzdjrUpWVXxeGWC+NU3/mA/nZMV5LsX265n32kfufaNaOFKl8wUhp9M4hvFBam2+UYLA7bZdqF0fCk2lg5Ic7H9hCw4srmZcsWd+VxB61TG45L8pz/27v6J8zZs079umzwr74ZeDQO22Xa+5G0/uMPnSJvVaY93PIhff+uPdvbc1TbkgIts14mr7KNLfx8tVNvUKPxkFGccF6TOvM58bnt4v692jVSRIHbS3Gx/1h35XJ03b3U+d9A3lfO4JP/5QSw5n7r7LkjlQT8k3fZW2/Wmini9Ux7vWBDrBM+5co0N/s5M22XCHVkBXo8Wpu1qZAhnNN32g1TbYttbaddIFQtiJ83V9uPvyOfu/KvWEMgNqKzHJfkvDGLnS7fdBal7mSzc7h7XbLve1ErbNqjdHm97EL/1zv+xyfPussH7z7BdJ9xuf7OkQuaUGoWfv90PUt+8/vZW2jVSRYPYSXP3H8ffns/lBfPvyucWauBxyXmxt+1+OOpf58UwNJtt10g6XjPPhw6oXR5vexC/8fY/5yekE9MJ1iaIfYOFQarH6KWLcHuz7RqpBkGsoNFcjp+7Jp9bqIHHJfkvDGLny1gQS9qnly/C7c22ayTXPravw2qXxzv60oSW/HotRv8FqPxLE7HXiP0g1X3t97c3266RKhrEmiv9V1v/bTtzLq8VN6KyHpfkvzCIG71G7O7Lj+5NNX97s+1ics+H2L4Oqt0er8SbdXpRvOe7mVnPklkr+Gad7stY7n4sYJ2J/e3NtmukigWx5kZvNilYzrj8TgK4SSrncUn+84PYvTzgr0xjQarngdr525tt58s9Nyq2Eu6UxzsexA59XEQfG8nNOmFVZz++JoP4Cs0UC1hJoantrbYL5fb76mAgay70cSvNzWmzV/HxtX5SGY9Lob+k0KexgHWB7a9im23nS+39YzuFq/Q2qdMer0wQO9yH3YcceHH+QeuOfNgd5VLtdcGBPux+6mWruKCjIPB4dVQVj1cuiB3u8k8VSJcicvln+6Ra65JbXf55yqV3cIlzSeDxzqlqHq9sEDvcF6KoYPqyDr4QpTyptvrSGX0hysmzbudLf9oEHm+fqurxygexw31FYM8hl+RfZ8dXBBYn1VJfu9gjc17M12B2Cjxenqru8doEsUNf7KwveB566KX5Fz7zpdn9l2qnLx7vyWp5/Ay+GL4q4PHiVBeP1y6IHfrpE/0EyrDDLst/EoWfkWleqpV+emfoYbNt7HR+Kqmq4PH+q24er20QO/TjgPqRwGHfuzz/0UB+WLGxVBv9+GSPzHnhSn48tCbg8eZVV4/XPogd+vnsY6ZtNOvke/ipcU+qhX5+vSerjWrEz+nXEzzeWHX3eDJB7HjyuTfs6PNvtt1GzLGtJ98bnbRu0k5T11rP4XPymqg2UH/w+KZKwePJBbHjid/+3o4+LzPryLm29blroxOYsnY6LzPniLl5DVQLSA88no7Hkw1ix6+fed1+MOUm233UFbb1lPTNqnPsyZ6YOmedO6QPHq8/yQex47GnX7Mjs4nbLTPrVlN+FZ3gOkvn1JOdm85R5wrdBx6vL10TxI71T71qoyevsN2PuNK2mnpfdMLrJJ1Dz6gr83PSuQHg8frRdUHsePTJV+z75/zCho+eZ1udd3/UAFWWxjz0iHn5OehcAELweH3o2iB2PPzEKzZKZj3yKvvs+dU3q8bYk5lTY9bYAfoCj1efrg9ix0O/ftlGTrx+o1kfiBqkk9KYho6en49RYwVoFTxeXQjigAczA4zIjLDHD+bbZ6c9GDVMO6UxDD1yfj4mjQ1goODx6kEQN+D+x1+ywyf83PY4eoF95oKHogYqUzpmT2ZOjUFjASgaPF4dCOI+uG/97+x7Z7XPrDrG0KMW5MfUsQHKBo93HoK4Sdaue9EOHb/c9hyz0La88OGowQYi9Tn0qIX5MXQsgHaDxzsHQdwi9zz6gh1yxjLb85hFtuX0R6KGa0XqY+jRi/I+1TdAp8Hj7Ycg7id3P/y8HXz6Mtvr2MW25YzWzarHDB2zKO9DfQFUDTzePgjiAbLmoeds/1OvteGZWbeY8WjUkL7UZtgxi/PH6LEAVQePlw9BXBCrH/it7X9KZtax19gWM9dtbs5s29Bjrs7bqC1A3cDj5UEQF8yq+5+1/U5eusGsF63PNSy7rW3aB1B38HjxEMQlcft9z9oZB423c/c7Mb8NkBoPX3p17u9vn7QEjw8QgrhM9tvPbMiQjXcAEgN/FwZBXBbr1mXVzcorXX/9xo0AiYC/C4UgLotRoz4w6i67bNwIkAj4u1AI4jLwVwtOrBogFfB34WQVhMLxVwtOrBogFfB34WQVhEJ54QWzLbbY3KjS/PkbGwHUFPxdCln1oFBiqwUnVg1Qd/B3KWTVg8LobbXgxKoB6gr+Lo2sclAY48ZtbsxQMjJAHcHfpZFVDgqhmdWCE6sGqBv4u1SyqkEhTJiwuSEbiVUD1A38XSpZ1aAw3n33A4WrB60oAOoM/i6NrIJQCroG3zeqPgQPkAr4u1CyCkIpYFRIGfxdKFkFoRQwKqQM/i6UrIJQChgVUgZ/F0pWQSgFjAopg78LJasglAJGhZTB34WSVRBKAaNCyuDvQskqCKWwzz6bGnX16o07ABIAfxdKVkEoBYwKKYO/CyWrIJQCRoWUwd+FklUQSgGjQsrg70LJKgilgFEhZfB3oWQVhFLAqJAy+LtQsgpCKWBUSBn8XShZBaEU9ttvU6Pyc+OQEvi7ULIKQilgVEgZ/F0oWQWhFDAqpAz+LpSsglAKGBVSBn8XSlZBKAWMCimDvwslqyCUAkaFlMHfhZJVEEph1KhNjcpPjENK4O9CySoIpYBRIWXwd6FkFYRSwKiQMvi7ULIKQilgVEgZ/F0oWQWhFDAqpAz+LpSsglAKGBVSBn8XSlZBKIVx4zY16owZG3cAJAD+LpSsglAKGBVSBn8XSlZBKAWMCimDvwslqyCUAkaFlMHfhZJVEEoBo0LK4O9CySoIpYBRIWXwd6FkFYRSwKiQMvi7ULIKQilgVEgZ/F0oWQWhFCZM2NSoug+QCvi7ULIKQilgVEgZ/F0oWQWhFDAqpAz+LpSsglAKGBVSBn8XSlZBKAWMCimDvwslqyCUAkaFlMHfhZJVsHgG7z8DZfrKt87NFdvXrUqF2Ll1m/B3XP2htCAedMN7CG2i/pq0iuBxFBNBjCovghilLoIYVV4EMUpdBDGqvAhilLoIYlR5EcQodRHEqPIiiFHqIohR5UUQo9RFEKPKiyBGqYsgRpUXQYxSF0GMKi+CGKUughhVXgQxSl0EMaq8CGKUughiVHkRxCh1EcSo8iKIUeoiiFHlRRCj1EUQo8qLIEapiyBGlRdBjFJXOkE8Z70NGjRog06cF28jbbfrhjYjJ36wTe3dY31NWbnpY3v23XS/34eTtvlt9JiwjZP699s69Tb+LlRXBrHz6TdGx/dL2qc2ocdCD/blJ/fcadTOHSeU2x8+L6S+jhmO0UljibVPXOkEsQs1GbhR+LnAVRs/RJ0p/LahtD/sV/d9wzlD+m3Ud6MnkxtPmebTmHp7MtdAXRnEzqeNfOnCM/S787LvqUZ9OPUVxOrfP0YojcH3mPN1uJDxpfZ6XGxfUertnCqm9II4ZkQnmUn7Ww3iZkzTn1AliJtS1wax82UsTLTPza0fkrrt329GRQex2+Y/x0IRxJsovSDWvzETOLPp33C/M7zf3lczEyqjthp4zQSx+lUbp7Ct68PJnZc7X1/O+O4xsX5c/3493ePdvkbHDPuSCniydXUQh0HrpLqqzuF+3ddj/bZ9yXlF/cX2q//YGJw0ltD7bvz+Nl9q35c3tF/9OIX73fPWyY0/9KfkxhfWy23zx6J+1cb17+9TW79fPT/cvnC/O2YTSjOIXQH9/f4EqLC+SWLtnfx+Y/ud1Mbvsxk5w4Th6hQ+AcL2uu/vj41V+0NDuH5i28Ig7qudpPvu3N2T2o1B/7Zal0BdHcSxOfXnz/e15M+b2rntvcnNWaP2oQ9D6fnkeyzmkVBq7wdcqLDP8Dmq+30dM3ZOYb3cNn8s7lh9tQvnxo3B7Xfz5+73ojSDOGYs/76KqSK5fa7wobTP9dubqSS1CSe9L7mJC6VjuXMIjxuOPZQe449DZvINK7njxra54/n19Nupv/D4uu8M2my9WlBXB7Fuq7b+HPpzqn/DwJD0GPUh9eVL57VG7dS/68vJP6Z/rNj+mDTu8DGhh8LHaFujMbpz8P0aax+rl7a5Y0suD/w2Uti/pL7cXPjPgxaVZhDrvgrkCu5CxrVVsfwwaVR4Key3kdTG77MZuXHFQsvtiyk2dl+++XyjOIX18LeFQRyOzR0jlG9AHTPcNgB1fRD7/gwDJxYsvjQHrr2bUyc3P65P3ze+/OdSTOon9Ji29Tb/Yfj5innayR+j+gj3+8/TsL17THgu4Vh0/HBsYe18+ece29aE0g1iP1hUeL8wKrIzueQbPVRfJnVSny0Wf5MxNtoXbvflxu0/PhxreO5SrO9wLK6e4djC/nuT2kp+rfuhrg9i34Pa5oeE5ra3kJT68qbff2y/+u/tGLH+w+djKLX3z8NXeI4x6fHq39135+AfL3ZOsXqFY4kdv9HzISbXNhxPL0o3iCXdV9HDAqrIfjjottq4+6H6MqLUVx8xheHnK3Y+oTSm8Amgx/jmi7Vxx41tc2Nxxw/HptqF/fWmZp5Ufajrg1hyHgznNxYsofqaM81x2K8vd+zYPinWf1/+VftGvgi9GJMe69fHnYN/vNg5xeoVjiXm2b5qFJOO01vdPaUdxCqCtoWFDydRt9XOb+PLTUJYVN33J0b9hhOo/Y0moy/Dadxhf7rv2qtff7/aqz9/TGoTnr87H1cDVzt/LG5bODY3Zr/O6sf15d+WdOzw+C2KIM7k6i757cL5DedMfYTbQjk/+L7x1dccyoOhx7Ut9K6v0LuhtC88pn/u4ZjUXvt9X2qbX0Mp9K+rjz8WbYuNTWP2xyBpDK4v/7aktuHxGyjtIHbbQoOFE+Qmw28Tk9r4ihVZk+G38c0SypmitydJ2J9/fpIzoOTM7Z+ve5JJ/ljcsSU9xtXKjSW878t/rBQ+Cf0xxwzdoghib1tYa93359XNm6/e/OUUPkZyx1f//jFC+fPt1Ft7yXk1ts/J97YUnoe/zz2H/eeH71O/ljq2267b2uePJbzvy3+s5D/XJH+f2vr7elE6QYySVVcGMeoqEcSo8iKIUeoiiFHlRRCj1EUQo8qLIEapiyBGlRdBjFIXQYwqL4IYpS6CGFVeBDFKXQQxqrwIYpS6CGJUeRHEKHURxKjyIohR6iKIUeVFEKPURRCjyosgRqmLIEaVF0GMUhdBjCovghilLoIYVV4EMUpdBDGqvAhilLoIYlR5EcQodRHEqPIiiFHqqlwQIxRTKsTODSGpP5QSxAAA0DwEMQBAhyGIAQA6DEEMANBhCGIAgA5DEAMAdBiCGACgwxDEAAAdhiAGAOgwBDEAQEcx+/8gnDWkMDq34AAAAABJRU5ErkJggg=="}}},{"cell_type":"code","source":"import numpy as np\nfrom scipy.io import wavfile\nimport os\nfrom sklearn.preprocessing import LabelEncoder\nimport keras\nfrom sklearn.model_selection import train_test_split\nimport IPython.display as ipd\nimport keras.regularizers\nimport tensorflow as tf\nfrom keras.utils.generic_utils import get_custom_objects\nfrom keras.callbacks import LearningRateScheduler\nfrom datetime import datetime\nfrom tensorflow.keras.optimizers import Adam\nimport matplotlib.pyplot as plt\nimport time\nfrom scipy.fftpack import dct\nimport seaborn as sns\nfrom keras.layers import Input, Conv2D, Lambda, merge, Dense, Flatten,MaxPooling2D\nfrom keras.models import Model\n\ndef MSLFB(signal_resampled):\n    pre_emphasis = 0.97\n    frame_size = 0.025\n    frame_stride = 0.01\n    NFFT = 512  # FFT Size\n    nfilt = 40  # number of filters\n    emphasized_signal = np.append(signal_resampled[0], signal_resampled[1:] - pre_emphasis * signal_resampled[:-1])\n    frame_length, frame_step = frame_size * sample_rate, frame_stride * sample_rate  # Convert from seconds to samples\n    signal_length = len(emphasized_signal)\n    frame_length = int(round(frame_length))\n    frame_step = int(round(frame_step))\n    num_frames = int(\n        np.ceil(float(np.abs(signal_length - frame_length)) / frame_step))  # Make sure that we have at least 1 frame\n\n    pad_signal_length = num_frames * frame_step + frame_length\n    z = np.zeros((pad_signal_length - signal_length))\n    pad_signal = np.append(emphasized_signal, z)  # Pad Signal to make sure that all frames have equal number of samples without truncating any samples from the original signal\n    indices = np.tile(np.arange(0, frame_length), (num_frames, 1)) + np.tile(\n        np.arange(0, num_frames * frame_step, frame_step), (frame_length, 1)).T\n    frames = pad_signal[indices.astype(np.int32, copy=False)]\n    frames *= np.hamming(frame_length)\n    mag_frames = np.absolute(np.fft.rfft(frames, NFFT))  # Magnitude of the FFT\n    pow_frames = ((1.0 / NFFT) * ((mag_frames) ** 2))  # Power Spectrum\n\n    low_freq_mel = 0\n    high_freq_mel = (2595 * np.log10(1 + (sample_rate / 2) / 700))  # Convert Hz to Mel\n    mel_points = np.linspace(low_freq_mel, high_freq_mel, nfilt + 2)  # Equally spaced in Mel scale\n    hz_points = (700 * (10 ** (mel_points / 2595) - 1))  # Convert Mel to Hz\n    bin = np.floor((NFFT + 1) * hz_points / sample_rate)\n\n    fbank = np.zeros((nfilt, int(np.floor(NFFT / 2 + 1))))\n    for m in range(1, nfilt + 1):\n        f_m_minus = int(bin[m - 1])  # left\n        f_m = int(bin[m])  # center\n        f_m_plus = int(bin[m + 1])  # right\n\n        for k in range(f_m_minus, f_m):\n            fbank[m - 1, k] = (k - bin[m - 1]) / (bin[m] - bin[m - 1])\n        for k in range(f_m, f_m_plus):\n            fbank[m - 1, k] = (bin[m + 1] - k) / (bin[m + 1] - bin[m])\n    filter_banks = np.dot(pow_frames, fbank.T)\n    filter_banks_eps = np.where(filter_banks == 0, np.finfo(float).eps, filter_banks)  # Numerical Stability\n    filter_banks_log = 20 * np.log10(filter_banks_eps)  # dB\n    filter_banks_log -= (np.mean(filter_banks_log, axis=0) + 1e-8)\n    return abs(filter_banks_log)\n\n\ndef MFCC(signal_resampled):\n    num_ceps = 12\n    filter_banks = MSLFB(signal_resampled)\n    mfcc = dct(filter_banks, type=2, axis=1, norm='ortho')[:, 1: (num_ceps + 1)]  # Keep 2-13\n    #mfccs = librosa.feature.mfcc(y=xf, sr=sr, n_mfcc=4)\n    return mfcc\n\n\ndef step_decay_schedule(initial_lr=1e-3, decay_factor=0.75, step_size=10):\n    '''\n    Wrapper function to create a LearningRateScheduler with step decay schedule.\n    '''\n\n    def schedule(epoch):\n        return initial_lr * (decay_factor ** np.floor(epoch / step_size))\n\n    return LearningRateScheduler(schedule)\n\n\n# Defining directories\ntrain_directory = r'C:\\Users\\arasp\\Documents\\AI\\Kaggle\\word_detection\\train\\audio'\ntest_directory = r'C:\\Users\\arasp\\Documents\\AI\\Kaggle\\word_detection\\test\\audio'\nmain_directory = r'C:\\Users\\arasp\\Documents\\AI\\Kaggle\\word_detection'\nnoise_directory = r'C:\\Users\\arasp\\Documents\\AI\\Kaggle\\word_detection\\train\\audio\\_background_noise_'\n\nnoise_coef = 0.1\nsilence_coef = 0.1\ndrop_out_rate = 0.5\nnum_epochs = 120\nnum_silences = 1700\naudio_length = 16000\nsample_rate = 16000\nclasses = ['down', 'go', 'left', 'no', 'off', 'on', 'right', 'silence', 'stop', 'unknown', 'up', 'yes']\nipd.Audio(train_directory + r'\\bed\\00f0204f_nohash_0.wav')\n\n# To hold waves as xs and labels as y of training\ntrain_samples = []\ntrain_labels = []\nnoise_samples = []\nfor noises in os.listdir(noise_directory):\n    if noises[-4:] != '.wav':\n        continue\n    noise_sample_rate, noise_sample = wavfile.read(os.path.join(noise_directory, noises))\n    #noise_resampled = librosa.resample(noise_sample.astype(np.float), orig_sr=noise_sample_rate, target_sr=sample_rate)\n    noise_resampled = noise_sample\n    noise_samples.append(noise_resampled)\n\n# Loading all the waves and labels\nfor trains in os.listdir(train_directory):\n    if trains == '_background_noise_':\n        continue\n    for wav_file in os.listdir(os.path.join(train_directory, trains)):\n        if wav_file[-4:] != '.wav':\n            continue\n        sample_rate_init, sample = wavfile.read(os.path.join(os.path.join(train_directory, trains), wav_file))\n        signal_resampled = sample\n        #signal_resampled = librosa.resample(sample.astype(np.float), orig_sr=sample_rate_init, target_sr=sample_rate)\n        if len(signal_resampled) != audio_length:\n            zeros_needed = audio_length - len(signal_resampled)\n            signal_resampled = np.append(signal_resampled, np.zeros((zeros_needed))) # if the length is not right just pad with zeros\n        #adding noise to the samples\n        nois_type_indx = np.random.randint(0, len(noise_samples), 1)\n        nois_sample_indx = np.random.randint(0, len(noise_samples[int(nois_type_indx)]) - audio_length, 1)\n        sample_noise = signal_resampled + noise_coef * noise_samples[int(nois_type_indx)][int(nois_sample_indx):int(nois_sample_indx) + audio_length]\n        train_samples.append(sample_noise)\n        if trains not in ['yes', 'no', 'up', 'down', 'left', 'right', 'on', 'off', 'stop', 'go']:\n            train_labels.append('unknown')\n        else:\n            train_labels.append(trains)\n\n# adding portions of weakened background noise as silence\nfor num_sil in range(num_silences):\n    silence_type_indx = np.random.randint(0, len(noise_samples), 1)\n    silence_sample_indx = np.random.randint(0, len(noise_samples[int(silence_type_indx)]) - audio_length, 1)\n    sample_silence = silence_coef * noise_samples[int(silence_type_indx)][int(silence_sample_indx):int(silence_sample_indx) + audio_length]\n    train_labels.append('silence')\n    train_samples.append(sample_silence)\n\n# converting labels from text to int\nle = LabelEncoder()\ny_all = le.fit_transform(train_labels)\ny_all_hot = keras.utils.np_utils.to_categorical(y_all, len(le.classes_))\n# To make sure all arrays are having a defined size\nx_train, x_test, y_train_one_hot, y_test_one_hot = train_test_split(train_samples, y_all_hot, test_size=0.3, random_state=42)\n\nx_train_mslfb = []\nx_train_mfcc = []\nfor ind in range(len(x_train)):\n    x_train_mslfb.append(MSLFB(x_train[ind]))\n    x_train_mfcc.append(MFCC(x_train[ind]))\n\nx_test_mslfb = []\nx_test_mfcc = []\nfor ind in range(len(x_test)):\n    x_test_mslfb.append(MSLFB(x_test[ind]))\n    x_test_mfcc.append(MFCC(x_test[ind]))\n\nx_train_mslfb_reshaped = np.reshape(x_train_mslfb, (len(x_train_mslfb), len(x_train_mslfb[0]), len(x_train_mslfb[0][0]), 1))\nx_test_mslfb_reshaped = np.reshape(x_test_mslfb, (len(x_test_mslfb), len(x_test_mslfb[0]), len(x_test_mslfb[0][0]), 1))\nx_train_mfcc_reshaped = np.reshape(x_train_mfcc, (len(x_train_mfcc), len(x_train_mfcc[0]), len(x_train_mfcc[0][0]), 1))\nx_test_mfcc_reshaped = np.reshape(x_test_mfcc, (len(x_test_mfcc), len(x_test_mfcc[0]), len(x_test_mfcc[0][0]), 1))\n\n#Creatigng the model\n\ninput_shape_mfcc = (98, 12, 1)\ninput_shape_mslfb = (98, 40, 1)\nmfcc_input = Input(input_shape_mfcc)\nmslfb_input = Input(input_shape_mslfb)\n\nmodel_mfcc = tf.keras.models.Sequential([\n  tf.keras.layers.Conv2D(filters=16, kernel_size=(4, 4), padding='valid', activation='relu', input_shape=(x_train_mfcc_reshaped.shape[1], x_train_mfcc_reshaped.shape[2], 1)), #, kernel_regularizer=keras.regularizers.l2(0.0001)\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Conv2D(filters=32, kernel_size=(4, 4), padding='valid', activation='relu'),\n  tf.keras.layers.MaxPooling2D(2, 2),\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Conv2D(filters=64, kernel_size=(2, 2), padding='same', activation='relu'),\n  tf.keras.layers.MaxPooling2D(2, 2),\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Conv2D(filters=128, kernel_size=(2, 2), padding='same', activation='relu'),\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Flatten(),\n  tf.keras.layers.Dense(256,  activation='relu'),\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Dense(128,  activation='relu'),\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Dense(12, activation='relu')\n])\n\nmodel_mslfb = tf.keras.models.Sequential([\n  tf.keras.layers.Conv2D(filters=16, kernel_size=(4, 4), padding='valid', activation='relu', input_shape=(x_train_mslfb_reshaped.shape[1], x_train_mslfb_reshaped.shape[2], 1)), #, kernel_regularizer=keras.regularizers.l2(0.0001)\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Conv2D(filters=32, kernel_size=(4, 4), padding='valid', activation='relu'),\n  tf.keras.layers.MaxPooling2D(2, 2),\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Conv2D(filters=64, kernel_size=(2, 2), padding='same', activation='relu'),\n  tf.keras.layers.MaxPooling2D(2, 2),\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Conv2D(filters=128, kernel_size=(2, 2), padding='same', activation='relu'),\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Flatten(),\n  tf.keras.layers.Dense(256,  activation='relu'),\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Dense(128,  activation='relu'),\n  tf.keras.layers.Dropout(drop_out_rate),\n  tf.keras.layers.Dense(12, activation='relu')\n])\n\nmodel_mslfb.load_weights(r'C:\\Users\\arasp\\Documents\\AI\\Kaggle\\word_detection\\model\\conv2d_MSLFB20220503_125214lr_1em3.h5')\nmodel_mfcc.load_weights(r'C:\\Users\\arasp\\Documents\\AI\\Kaggle\\word_detection\\model\\conv2d_MFCC20220503_161206lr_1em3.h5')\n\n\nencoded_mfcc = model_mfcc(mfcc_input)\nencoded_mslfb = model_mslfb(mslfb_input)\nconcatinated = tf.concat([encoded_mfcc, encoded_mslfb], 1)\nprediction = Dense(12, activation='softmax')(concatinated)\nensemble_model = Model(inputs=[mfcc_input, mslfb_input], outputs=prediction)\n\nfile_date = datetime.now().strftime(\"%Y%m%d_%H%M%S\")\n# Call back Definitions\nlr_sched = step_decay_schedule(initial_lr=0.001, decay_factor=0.97, step_size=5)\ncb_earlystop = tf.keras.callbacks.EarlyStopping(monitor='val_accuracy', min_delta=0.003, patience=30, mode='max')\ncsv_logger = tf.keras.callbacks.CSVLogger(r'C:\\Users\\arasp\\Documents\\AI\\coding\\model\\csv_logger_' + file_date + '.tb', separator=\",\", append=False)\n# Compile and fitting the model\noptimizer = Adam(learning_rate=0.001)\nensemble_model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy'])\nhistory = ensemble_model.fit([x_train_mfcc_reshaped, x_train_mslfb_reshaped], y_train_one_hot, batch_size=256, epochs=num_epochs, callbacks=[lr_sched, cb_earlystop], validation_data=([x_test_mfcc_reshaped, x_test_mslfb_reshaped], y_test_one_hot), verbose=1)\nensemble_model.save(        r'C:\\Users\\arasp\\Documents\\AI\\Kaggle\\word_detection\\model\\ensemble_mfcc_mslfb' + file_date + 'lr_1em3.h5')\n\nensemble_model.summary()\n# Plotting the loss vs epoch\nloss_train = history.history['loss'][0:]\nloss_val = history.history['val_loss'][0:]\nepochs = range(1, len(history.epoch) + 1)\nplt.plot(epochs, loss_train, 'g', label='Training loss')\nplt.plot(epochs, loss_val, 'b', label='validation loss')\nplt.title('Ensemble MSLFB and MFCC loss ' + file_date)# Training and Validation\nplt.xlabel('Epochs')\nplt.ylabel('Loss')\nplt.legend()\nplt.show()\n\n# Plotting the accuracy vs epoch\ntrain_accuracy = history.history['accuracy'][0:]\nval_accuracy = history.history['val_accuracy'][0:]\nepochs = range(1, len(history.epoch) + 1)\nplt.plot(epochs, train_accuracy, 'g', label='Training Accuracy')\nplt.plot(epochs, val_accuracy, 'b', label='validation Accuracy')\nplt.title('Ensemble MSLFB and MFCC Accuracy ' + file_date)#Training and Validation\nplt.xlabel('Epochs')\nplt.ylabel('Accuracy')\nplt.legend()\nplt.show()\n\ncorrect_pred = 0\ninc_pred = 0\nfor val_ind in range(10000):\n    rand_ind = np.random.randint(0, len(x_test), 1)\n    if np.argmax(y_test_one_hot[rand_ind]) == 9 or np.argmax(y_test_one_hot[rand_ind]) == 7:\n        continue\n    prediction = ensemble_model.predict([x_test_mfcc_reshaped[rand_ind], x_test_mslfb_reshaped[rand_ind]])\n    if np.argmax(prediction) == np.argmax(y_test_one_hot[rand_ind]):\n        correct_pred += 1\n    else:\n        inc_pred += 1\nprint('Percent correct of known words', correct_pred / (correct_pred + inc_pred) * 100)\n\n\nresult_directory = os.path.join(main_directory, 'results')\noutfile = open(os.path.join(result_directory, 'predictions_Aras_Pirbadian_ensemble.csv'), 'w')\nfor test_file in os.listdir(test_directory):\n    if test_file[-4:] != '.wav':\n        continue\n    sample_rate, sample = wavfile.read(os.path.join(test_directory, test_file))\n    if len(sample) != audio_length:\n        zeros_needed = audio_length - len(sample)\n        sample = np.append(sample, np.zeros((zeros_needed)))\n    MSLFB_sample = MFCC(sample)\n    sample_reshaped = np.reshape(MSLFB_sample, (1, MSLFB_sample.shape[0], MSLFB_sample.shape[1], 1))\n    prediction = ensemble_model.predict(sample_reshaped)\n    onerow = '{},{}'.format(str(test_file), classes[int(np.argmax(prediction))]) + '\\n'\n    outfile.write(onerow)\noutfile.close()\n","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"conclusion\"></a>\n## <center>6. Results and Conclusion</center>\n\nOverall, MS-LFB with the size of 40 coefficients performs about 3.2% better on the command utterances and 1.7% when considering all utterances. The ensemble model performs 1.5% better than MS-LFB on command utterances and and about the same as MS-LFB when considering all utterances. This is likely because the MFCC here is using less coefficients and has been derived from the MS-LFB so despite its much faster training speed, its improvements to the ensemble model is limited. Here is a table summarizing these findings: \n\n![Summary_table.PNG](attachment:c43377a9-e0b1-4402-a828-5b5750893c77.PNG)\n","metadata":{},"attachments":{"c43377a9-e0b1-4402-a828-5b5750893c77.PNG":{"image/png":"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"}}},{"cell_type":"markdown","source":"<a id=\"refrences\"></a>\n## <center>7. References</center>\n\n[1] Yu, Dong and Li Deng. “Automatic Speech Recognition: A Deep Learning Approach.” (2014).\n\n[2] https://medium.com/analytics-vidhya/understanding-the-mel-spectrogram-fca2afa2ce53\n\n[3] https://medium.com/linagoralabs/computing-mfccs-voice-recognition-features-on-arm-systems-dae45f016eb6\n\n[4] https://haythamfayek.com/2016/04/21/speech-processing-for-machine-learning.html\n\n[5] Uday Kamath, John Liu, James Whitaker. \"Deep Learning for NLP and Speech Recognition\" (2019)\n\n[6] Jiang, Wenbin et al. “Speech Magnitude Spectrum Reconstruction from MFCCs Using Deep Neural Network.” Chinese Journal of Electronics 27 (2018): 393-398.\n\n[7] Dahl, George E. et al. “Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition.” IEEE Transactions on Audio, Speech, and Language Processing 20 (2012): 30-42.\n\n[8] Tanveer, Muhammad Hassan et al. “Mel-spectrogram and Deep CNN Based Representation Learning from Bio-Sonar Implementation on UAVs.” 2021 International Conference on Computer, Control and Robotics (ICCCR) (2021): 220-224.\n\n[9] Hönig, Florian et al. “Revising Perceptual Linear Prediction (PLP).” INTERSPEECH (2005).","metadata":{}}]}