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Excercise 8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In fact, Luis already put his solution to github(https://github.com/luisandresilva/Kaggle/tree/master/Rain-II). He used Keras API and python 2. Here, we will reproduce his model for latest tf.keras API and python 3." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, download data of \"How Much Did It Rain? II\" competition and put it on `datasets/rain2` folder. Read the `train.csv`" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "rain2 = pd.read_csv('datasets/rain2/train.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's view some rows via `head()` method of pandas's `DataFrame`" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

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30 rows × 24 columns

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" + ], + "text/plain": [ + " Id minutes_past radardist_km Ref Ref_5x5_10th Ref_5x5_50th \\\n", + "0 1 3 10.0 NaN NaN NaN \n", + "1 1 16 10.0 NaN NaN NaN \n", + "2 1 25 10.0 NaN NaN NaN \n", + "3 1 35 10.0 NaN NaN NaN \n", + "4 1 45 10.0 NaN NaN NaN \n", + "5 1 55 10.0 NaN NaN NaN \n", + "6 2 1 2.0 9.0 5.0 7.5 \n", + "7 2 6 2.0 26.5 22.5 25.5 \n", + "8 2 11 2.0 21.5 15.5 20.5 \n", + "9 2 16 2.0 18.0 14.0 17.5 \n", + "10 2 21 2.0 24.5 16.5 21.0 \n", + "11 2 26 2.0 12.0 12.0 16.0 \n", + "12 2 31 2.0 22.5 19.0 22.0 \n", + "13 2 37 2.0 14.0 14.0 18.5 \n", + "14 2 42 2.0 12.0 11.0 12.5 \n", + "15 2 47 2.0 1.5 3.5 7.0 \n", + "16 2 53 2.0 16.0 14.5 18.0 \n", + "17 2 58 2.0 22.0 16.5 22.5 \n", + "18 3 4 10.0 NaN NaN NaN \n", + "19 3 9 10.0 NaN NaN NaN \n", + "20 3 14 10.0 NaN NaN NaN \n", + "21 3 18 10.0 NaN NaN NaN \n", + "22 3 23 10.0 NaN NaN NaN \n", + "23 3 28 10.0 NaN NaN NaN \n", + "24 3 33 10.0 NaN NaN NaN \n", + "25 3 38 10.0 NaN NaN NaN \n", + "26 3 43 10.0 NaN NaN NaN \n", + "27 3 48 10.0 NaN NaN NaN \n", + "28 3 53 10.0 NaN NaN NaN \n", + "29 3 58 10.0 NaN NaN NaN \n", + "\n", + " Ref_5x5_90th RefComposite RefComposite_5x5_10th RefComposite_5x5_50th \\\n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "5 NaN NaN NaN NaN \n", + "6 10.5 15.0 10.5 16.5 \n", + "7 31.5 26.5 26.5 28.5 \n", + "8 25.0 26.5 23.5 25.0 \n", + "9 21.0 20.5 18.0 20.5 \n", + "10 24.5 24.5 21.0 24.0 \n", + "11 20.0 16.5 17.0 19.0 \n", + "12 25.0 26.0 23.5 25.5 \n", + "13 21.0 19.5 20.0 21.0 \n", + "14 17.0 19.5 18.0 21.0 \n", + "15 10.5 18.0 16.5 18.5 \n", + "16 23.5 28.0 23.5 26.5 \n", + "17 26.5 31.5 26.5 29.0 \n", + "18 NaN NaN NaN NaN \n", + "19 NaN NaN NaN NaN \n", + "20 NaN NaN NaN NaN \n", + "21 NaN NaN NaN NaN \n", + "22 NaN NaN NaN NaN \n", + "23 NaN NaN NaN NaN \n", + "24 NaN NaN NaN NaN \n", + "25 NaN NaN NaN NaN \n", + "26 8.5 NaN NaN NaN \n", + "27 NaN NaN NaN NaN \n", + "28 NaN NaN NaN NaN \n", + "29 NaN NaN NaN NaN \n", + "\n", + " ... RhoHV_5x5_90th Zdr Zdr_5x5_10th Zdr_5x5_50th \\\n", + "0 ... NaN NaN NaN NaN \n", + "1 ... NaN NaN NaN NaN \n", + "2 ... NaN NaN NaN NaN \n", + "3 ... NaN NaN NaN NaN \n", + "4 ... NaN NaN NaN NaN \n", + "5 ... NaN NaN NaN NaN \n", + "6 ... 0.998333 0.3750 -0.1250 0.3125 \n", + "7 ... 1.005000 0.0625 -0.1875 0.2500 \n", + "8 ... 1.001667 0.3125 -0.0625 0.3125 \n", + "9 ... 1.001667 0.2500 0.1250 0.3750 \n", + "10 ... 0.998333 0.2500 0.0625 0.1875 \n", + "11 ... 0.998333 0.5625 0.2500 0.4375 \n", + "12 ... 1.001667 0.0000 -0.1875 0.2500 \n", + "13 ... 0.998333 0.5000 0.1875 0.4375 \n", + "14 ... 0.998333 0.6250 0.3750 0.6250 \n", + "15 ... 0.998333 0.3750 0.1875 0.5000 \n", + "16 ... 0.998333 0.8750 0.6250 0.9375 \n", + "17 ... 1.001667 0.3750 0.1875 0.3750 \n", + "18 ... NaN NaN NaN NaN \n", + "19 ... NaN NaN NaN NaN \n", + "20 ... NaN NaN NaN NaN \n", + "21 ... NaN NaN NaN NaN \n", + "22 ... NaN NaN NaN NaN \n", + "23 ... NaN NaN NaN NaN \n", + "24 ... NaN NaN NaN NaN \n", + "25 ... NaN NaN NaN NaN \n", + "26 ... NaN NaN NaN NaN \n", + "27 ... NaN NaN NaN NaN \n", + "28 ... 0.801667 NaN NaN NaN \n", + "29 ... NaN NaN NaN NaN \n", + "\n", + " Zdr_5x5_90th Kdp Kdp_5x5_10th Kdp_5x5_50th Kdp_5x5_90th \\\n", + "0 NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN \n", + "5 NaN NaN NaN NaN NaN \n", + "6 0.8750 1.059998 -1.410004 -0.350006 1.059998 \n", + "7 0.6875 NaN NaN NaN 1.409988 \n", + "8 0.6250 0.349991 NaN -0.350006 1.759994 \n", + "9 0.6875 0.349991 -1.059998 0.000000 1.059998 \n", + "10 0.5625 -0.350006 -1.059998 -0.350006 1.759994 \n", + "11 0.6875 -1.760010 -1.760010 -0.350006 0.709991 \n", + "12 0.6250 -1.059998 -2.120010 -0.710007 0.349991 \n", + "13 0.8125 0.000000 -1.760010 -0.350006 1.059998 \n", + "14 0.8750 -0.350006 -0.350006 0.000000 0.349991 \n", + "15 0.6875 0.349991 -2.110001 -0.350006 1.059998 \n", + "16 1.3750 -0.350006 -1.410004 -0.350006 2.119995 \n", + "17 0.8750 -1.410004 NaN -0.350006 0.699997 \n", + "18 NaN NaN NaN NaN NaN \n", + "19 NaN NaN NaN NaN NaN \n", + "20 NaN NaN NaN NaN NaN \n", + "21 NaN NaN NaN NaN NaN \n", + "22 NaN NaN NaN NaN NaN \n", + "23 NaN NaN NaN NaN NaN \n", + "24 NaN NaN NaN NaN NaN \n", + "25 NaN NaN NaN NaN NaN \n", + "26 NaN NaN NaN NaN NaN \n", + "27 NaN NaN NaN NaN NaN \n", + "28 2.0625 NaN NaN NaN NaN \n", + "29 NaN NaN NaN NaN NaN \n", + "\n", + " Expected \n", + "0 0.254000 \n", + "1 0.254000 \n", + "2 0.254000 \n", + "3 0.254000 \n", + "4 0.254000 \n", + "5 0.254000 \n", + "6 1.016000 \n", + "7 1.016000 \n", + "8 1.016000 \n", + "9 1.016000 \n", + "10 1.016000 \n", + "11 1.016000 \n", + "12 1.016000 \n", + "13 1.016000 \n", + "14 1.016000 \n", + "15 1.016000 \n", + "16 1.016000 \n", + "17 1.016000 \n", + "18 26.162014 \n", + "19 26.162014 \n", + "20 26.162014 \n", + "21 26.162014 \n", + "22 26.162014 \n", + "23 26.162014 \n", + "24 26.162014 \n", + "25 26.162014 \n", + "26 26.162014 \n", + "27 26.162014 \n", + "28 26.162014 \n", + "29 26.162014 \n", + "\n", + "[30 rows x 24 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rain2.head(n=30)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are 24 columns. First column `Id` is unique value representing a sequence. Last column `Expected` is target. We simply remove rows that `Ref` column is `NaN`. If `Ref` column is `NaN`, all other columns is `NaN` too." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "train_df = rain2.dropna(subset=['Ref'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using `describe()` method, we get the statistics for dataset. The features excluding `Id` and `Expected` has different scale. But the order of magnitude is not significant." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Idminutes_pastradardist_kmRefRef_5x5_10thRef_5x5_50thRef_5x5_90thRefCompositeRefComposite_5x5_10thRefComposite_5x5_50th...RhoHV_5x5_90thZdrZdr_5x5_10thZdr_5x5_50thZdr_5x5_90thKdpKdp_5x5_10thKdp_5x5_50thKdp_5x5_90thExpected
count6.349375e+066.349375e+066.349375e+066.349375e+065.269105e+066.156846e+066.349288e+066.349375e+065.550921e+066.207490e+06...4.600898e+064.069799e+063.577674e+064.095586e+064.600898e+063.494665e+062.978691e+063.511354e+064.062702e+066.349375e+06
mean5.894813e+052.927051e+019.286182e+002.292666e+011.998385e+012.302103e+012.812518e+012.540071e+012.256900e+012.541082e+01...1.013113e+005.295568e-01-6.975932e-013.815768e-012.057199e+003.230033e-02-3.409001e+00-3.781228e-014.038652e+001.714876e+01
std3.406124e+051.715383e+014.068784e+001.035516e+019.195141e+009.882618e+001.028228e+011.044013e+019.547383e+001.003713e+01...4.179456e-021.476643e+001.017368e+009.260191e-011.617217e+003.699795e+002.719573e+002.087361e+003.902270e+002.025279e+02
min2.000000e+000.000000e+000.000000e+00-3.100000e+01-3.200000e+01-3.200000e+01-2.850000e+01-2.800000e+01-3.050000e+01-2.750000e+01...2.083333e-01-7.875000e+00-7.875000e+00-7.875000e+00-7.875000e+00-9.604000e+01-8.079000e+01-7.168000e+01-1.002000e+021.000000e-02
25%2.923290e+051.400000e+016.000000e+001.600000e+011.450000e+011.650000e+012.150000e+011.850000e+011.650000e+011.850000e+01...9.983333e-01-1.875000e-01-1.062500e+000.000000e+001.062500e+00-1.410004e+00-4.540008e+00-7.100067e-012.059998e+005.080003e-01
50%5.906240e+052.900000e+011.000000e+012.250000e+012.000000e+012.300000e+012.750000e+012.500000e+012.250000e+012.500000e+01...1.005000e+003.750000e-01-6.250000e-013.125000e-011.687500e+000.000000e+00-2.820007e+000.000000e+003.509994e+001.425001e+00
75%8.883170e+054.400000e+011.200000e+012.950000e+012.600000e+012.950000e+013.500000e+013.200000e+012.900000e+013.200000e+01...1.051667e+001.062500e+00-1.875000e-016.875000e-012.562500e+001.409988e+00-1.740006e+003.499908e-015.629990e+004.064002e+00
max1.180945e+065.900000e+012.100000e+017.100000e+016.250000e+016.900000e+017.250000e+019.250000e+016.600000e+017.100000e+01...1.051667e+007.937500e+007.937500e+007.937500e+007.937500e+001.797500e+023.169998e+001.280000e+011.446000e+023.301773e+04
\n", + "

8 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " Id minutes_past radardist_km Ref Ref_5x5_10th \\\n", + "count 6.349375e+06 6.349375e+06 6.349375e+06 6.349375e+06 5.269105e+06 \n", + "mean 5.894813e+05 2.927051e+01 9.286182e+00 2.292666e+01 1.998385e+01 \n", + "std 3.406124e+05 1.715383e+01 4.068784e+00 1.035516e+01 9.195141e+00 \n", + "min 2.000000e+00 0.000000e+00 0.000000e+00 -3.100000e+01 -3.200000e+01 \n", + "25% 2.923290e+05 1.400000e+01 6.000000e+00 1.600000e+01 1.450000e+01 \n", + "50% 5.906240e+05 2.900000e+01 1.000000e+01 2.250000e+01 2.000000e+01 \n", + "75% 8.883170e+05 4.400000e+01 1.200000e+01 2.950000e+01 2.600000e+01 \n", + "max 1.180945e+06 5.900000e+01 2.100000e+01 7.100000e+01 6.250000e+01 \n", + "\n", + " Ref_5x5_50th Ref_5x5_90th RefComposite RefComposite_5x5_10th \\\n", + "count 6.156846e+06 6.349288e+06 6.349375e+06 5.550921e+06 \n", + "mean 2.302103e+01 2.812518e+01 2.540071e+01 2.256900e+01 \n", + "std 9.882618e+00 1.028228e+01 1.044013e+01 9.547383e+00 \n", + "min -3.200000e+01 -2.850000e+01 -2.800000e+01 -3.050000e+01 \n", + "25% 1.650000e+01 2.150000e+01 1.850000e+01 1.650000e+01 \n", + "50% 2.300000e+01 2.750000e+01 2.500000e+01 2.250000e+01 \n", + "75% 2.950000e+01 3.500000e+01 3.200000e+01 2.900000e+01 \n", + "max 6.900000e+01 7.250000e+01 9.250000e+01 6.600000e+01 \n", + "\n", + " RefComposite_5x5_50th ... RhoHV_5x5_90th Zdr \\\n", + "count 6.207490e+06 ... 4.600898e+06 4.069799e+06 \n", + "mean 2.541082e+01 ... 1.013113e+00 5.295568e-01 \n", + "std 1.003713e+01 ... 4.179456e-02 1.476643e+00 \n", + "min -2.750000e+01 ... 2.083333e-01 -7.875000e+00 \n", + "25% 1.850000e+01 ... 9.983333e-01 -1.875000e-01 \n", + "50% 2.500000e+01 ... 1.005000e+00 3.750000e-01 \n", + "75% 3.200000e+01 ... 1.051667e+00 1.062500e+00 \n", + "max 7.100000e+01 ... 1.051667e+00 7.937500e+00 \n", + "\n", + " Zdr_5x5_10th Zdr_5x5_50th Zdr_5x5_90th Kdp Kdp_5x5_10th \\\n", + "count 3.577674e+06 4.095586e+06 4.600898e+06 3.494665e+06 2.978691e+06 \n", + "mean -6.975932e-01 3.815768e-01 2.057199e+00 3.230033e-02 -3.409001e+00 \n", + "std 1.017368e+00 9.260191e-01 1.617217e+00 3.699795e+00 2.719573e+00 \n", + "min -7.875000e+00 -7.875000e+00 -7.875000e+00 -9.604000e+01 -8.079000e+01 \n", + "25% -1.062500e+00 0.000000e+00 1.062500e+00 -1.410004e+00 -4.540008e+00 \n", + "50% -6.250000e-01 3.125000e-01 1.687500e+00 0.000000e+00 -2.820007e+00 \n", + "75% -1.875000e-01 6.875000e-01 2.562500e+00 1.409988e+00 -1.740006e+00 \n", + "max 7.937500e+00 7.937500e+00 7.937500e+00 1.797500e+02 3.169998e+00 \n", + "\n", + " Kdp_5x5_50th Kdp_5x5_90th Expected \n", + "count 3.511354e+06 4.062702e+06 6.349375e+06 \n", + "mean -3.781228e-01 4.038652e+00 1.714876e+01 \n", + "std 2.087361e+00 3.902270e+00 2.025279e+02 \n", + "min -7.168000e+01 -1.002000e+02 1.000000e-02 \n", + "25% -7.100067e-01 2.059998e+00 5.080003e-01 \n", + "50% 0.000000e+00 3.509994e+00 1.425001e+00 \n", + "75% 3.499908e-01 5.629990e+00 4.064002e+00 \n", + "max 1.280000e+01 1.446000e+02 3.301773e+04 \n", + "\n", + "[8 rows x 24 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We removed the rows that `Ref` column is `NaN`. But there are still `NaN` values. Let's check How many `NaN` are in the `train_df`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Id 0\n", + "minutes_past 0\n", + "radardist_km 0\n", + "Ref 0\n", + "Ref_5x5_10th 1080270\n", + "Ref_5x5_50th 192529\n", + "Ref_5x5_90th 87\n", + "RefComposite 0\n", + "RefComposite_5x5_10th 798454\n", + "RefComposite_5x5_50th 141885\n", + "RefComposite_5x5_90th 67\n", + "RhoHV 2279576\n", + "RhoHV_5x5_10th 2771701\n", + "RhoHV_5x5_50th 2253789\n", + "RhoHV_5x5_90th 1748477\n", + "Zdr 2279576\n", + "Zdr_5x5_10th 2771701\n", + "Zdr_5x5_50th 2253789\n", + "Zdr_5x5_90th 1748477\n", + "Kdp 2854710\n", + "Kdp_5x5_10th 3370684\n", + "Kdp_5x5_50th 2838021\n", + "Kdp_5x5_90th 2286673\n", + "Expected 0\n", + "dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df.isna().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ok. For simplicity, just fill `NaN` cell with 0." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Id 0\n", + "minutes_past 0\n", + "radardist_km 0\n", + "Ref 0\n", + "Ref_5x5_10th 0\n", + "Ref_5x5_50th 0\n", + "Ref_5x5_90th 0\n", + "RefComposite 0\n", + "RefComposite_5x5_10th 0\n", + "RefComposite_5x5_50th 0\n", + "RefComposite_5x5_90th 0\n", + "RhoHV 0\n", + "RhoHV_5x5_10th 0\n", + "RhoHV_5x5_50th 0\n", + "RhoHV_5x5_90th 0\n", + "Zdr 0\n", + "Zdr_5x5_10th 0\n", + "Zdr_5x5_50th 0\n", + "Zdr_5x5_90th 0\n", + "Kdp 0\n", + "Kdp_5x5_10th 0\n", + "Kdp_5x5_50th 0\n", + "Kdp_5x5_90th 0\n", + "Expected 0\n", + "dtype: int64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df = train_df.fillna(0)\n", + "train_df.isna().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can group by `Id` column via `groupby` method. This is the sequence we feed into the model." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "train_seq = train_df.groupby(['Id'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's check the number of unique `Id` and maximum length of sequence. `size()` method return the length of each group. It's pandas's `Series` object that has `count()` and `max()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(731556, 19)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_seq_size = train_seq.size()\n", + "train_seq_size.count(), train_seq_size.max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we know number of sequence and max length of each sequence. So we can make numpy array `X` and `y`. `X` has 731,556 sequences. Each sequence has up to 19 rows. Each row has 22 features. `y` has just one column for `Expected`." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "X = np.zeros((731556, 19, 22))\n", + "y = np.zeros((731556, 1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Luis applied some preprocessing and feature extraction. Here, we just try to apply raw dataset to LSTM without any preprocessing." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "731556\n" + ] + } + ], + "source": [ + "i = 0\n", + "for name, group in train_seq:\n", + " # d.shape is (seq_length, 24)\n", + " d = group.values\n", + " # column 1~22 are features.\n", + " # column 0 is Id and column 23 is target.\n", + " # save 1~22 features to 0~21 index of dataset up to d.shape[0].\n", + " X[i, :d.shape[0], 0:22] = d[:, 1:23]\n", + " y[i, 0] = d[0, 23]\n", + " i += 1;\n", + "print(i)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We split dataset to train set and test set. In fact test set is validation set for this task. Total dataset size is 731,556. Test set is sufficient 10% of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate `steps_per_epoch` and `validation_steps` for `fit_generator()` method. We set `batch_size` is 1024." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(643.0, 72.0)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "batch_size = 1024\n", + "steps_per_epoch = np.ceil(X_train.shape[0] / batch_size)\n", + "validation_steps = np.ceil(X_test.shape[0] / batch_size)\n", + "steps_per_epoch, validation_steps" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This model has three layers. `LSTM` layer has 50 units. It is just Luis choice. Final `Dense` layer has 1 unit without activation for `Expected` target. All other parameters of `LSTM` and `Dense` layer use default value. Loss is `'mae'` for regression task. We choose `'adam'` optimizer with default values." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, LSTM, Bidirectional\n", + "from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint\n", + "\n", + "model = Sequential()\n", + "model.add(LSTM(50, input_shape=(None, 22), return_sequences=True))\n", + "model.add(LSTM(50))\n", + "model.add(Dense(1))\n", + "\n", + "model.compile(loss='mae', optimizer='adam')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Model training is simple. We just put the two generators and steps for epoch and validation. Let's try 150 epochs." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train on 493800 samples, validate on 164600 samples\n", + "Epoch 1/150\n", + "493800/493800 [==============================] - 42s 85us/step - loss: 23.2963 - val_loss: 23.1770\n", + "Epoch 2/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.2118 - val_loss: 23.1109\n", + "Epoch 3/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1849 - val_loss: 23.1646\n", + "Epoch 4/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1757 - val_loss: 23.1062\n", + "Epoch 5/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1713 - val_loss: 23.1158\n", + "Epoch 6/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1618 - val_loss: 23.0918\n", + "Epoch 7/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1564 - val_loss: 23.0897\n", + "Epoch 8/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1573 - val_loss: 23.0747\n", + "Epoch 9/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1489 - val_loss: 23.0772\n", + "Epoch 10/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1484 - val_loss: 23.0792\n", + "Epoch 11/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1462 - val_loss: 23.0741\n", + "Epoch 12/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1386 - val_loss: 23.0949\n", + "Epoch 13/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1352 - val_loss: 23.0888\n", + "Epoch 14/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1343 - val_loss: 23.0835\n", + "Epoch 15/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1309 - val_loss: 23.0896\n", + "Epoch 16/150\n", + "493800/493800 [==============================] - 40s 81us/step - loss: 23.1316 - val_loss: 23.1009\n" + ] + } + ], + "source": [ + "callbacks_list = [EarlyStopping(monitor='val_loss', patience=5), \n", + " ModelCheckpoint(filepath='14_ex_8.h5', monitor='val_loss', save_best_only=True)]\n", + "history = model.fit(X_train, y_train,\n", + " epochs=150, batch_size=512,\n", + " validation_split=0.25,\n", + " callbacks=callbacks_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "epochs = range(1, len(loss) + 1)\n", + "plt.plot(epochs, loss, 'bo', label='Training loss')\n", + "plt.plot(epochs, val_loss, 'r', label='Validation loss')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "model.load_weights('14_ex_8.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can make prediction for test data. Read the test.csv file and fill `NaN` with 0." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "rain2_test = pd.read_csv('datasets/rain2/test.csv')\n", + "test_df = rain2_test.fillna(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Test data has 23 columns not 24 columns. It doesn't have `Expected` column." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Id minutes_past radardist_km Ref Ref_5x5_10th Ref_5x5_50th \\\n", + "0 1 1 8.0 0.0 0.0 0.0 \n", + "1 1 5 8.0 10.0 0.0 10.0 \n", + "2 1 8 8.0 0.0 0.0 7.0 \n", + "3 1 12 8.0 14.0 0.0 9.0 \n", + "4 1 15 8.0 10.5 0.0 9.0 \n", + "\n", + " Ref_5x5_90th RefComposite RefComposite_5x5_10th RefComposite_5x5_50th \\\n", + "0 14.0 0.0 0.0 0.0 \n", + "1 18.0 11.5 0.0 11.0 \n", + "2 14.5 0.0 0.0 7.0 \n", + "3 16.0 14.0 0.0 9.0 \n", + "4 15.5 13.5 0.0 9.0 \n", + "\n", + " ... RhoHV_5x5_50th RhoHV_5x5_90th Zdr Zdr_5x5_10th \\\n", + "0 ... 0.0 0.0 0.0 0.0 \n", + "1 ... 0.0 0.0 0.0 0.0 \n", + "2 ... 0.0 0.0 0.0 0.0 \n", + "3 ... 0.0 0.0 0.0 0.0 \n", + "4 ... 0.0 0.0 0.0 0.0 \n", + "\n", + " Zdr_5x5_50th Zdr_5x5_90th Kdp Kdp_5x5_10th Kdp_5x5_50th Kdp_5x5_90th \n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + "[5 rows x 23 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ok. Let's check the number of sequences and maximum length just like above." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(717625, 19)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_seq = test_df.groupby(['Id'])\n", + "test_seq_size = test_seq.size()\n", + "test_seq_size.count(), test_seq_size.max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create `X_text` numpy array. Its size is (717625, 19, 22)." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "X_test = np.zeros((717625, 19, 22))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just like train data, copy `test_seq` to `X_test`." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "717625\n" + ] + } + ], + "source": [ + "i = 0\n", + "for name, group in test_seq:\n", + " # d.shape is (seq_length, 23)\n", + " d = group.values\n", + " # column 1~22 are features.\n", + " # save 1~22 features to 0~21 index of dataset up to d.shape[0].\n", + " X_test[i, :d.shape[0], 0:22] = d[:, 1:23]\n", + " i += 1;\n", + "print(i)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can feed `X_test` to our model and get the predictions!" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "pred = model.predict(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Making submission file, we stack `pred` array and its index horizontally. Using `numpy.savetxt`, we can make csv file with format(\"int, float\") and title(\"Id,Expected\")." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "pred_with_index = np.hstack((np.arange(1, pred.shape[0]+1).reshape(-1,1), pred))\n", + "np.savetxt(\"datasets/rain2/test_prediction.csv\", pred_with_index, \"%d,%f\", \n", + " delimiter=\",\", header=\"Id,Expected\", comments=\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Id,Expected\r\n", + "1,0.473683\r\n", + "2,0.250590\r\n", + "3,2.757972\r\n", + "4,5.341240\r\n", + "5,0.266192\r\n", + "6,0.785535\r\n", + "7,2.634934\r\n", + "8,0.696415\r\n", + "9,0.169597\r\n" + ] + } + ], + "source": [ + "!head \"datasets/rain2/test_prediction.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you submit this file to Kaggle competition(https://www.kaggle.com/c/how-much-did-it-rain-ii/submit), you will get about 23.76 score. It may be ranked before 100. Cool!\n", + "\n", + "You can stack another `LSTM` layer and change weight initializer or optimizer. If you want to search more parameters, it's better to use `keras.wrappers.scikit_learn.KerasClassifier` with scikit-learn's `GridSearchCV`." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}