\n",
" What El Niño Means for Southern California\n",
" \n",
" What El Niño Means for Southern CaliforniaWeb Mapping Application by NWS.LOX_noaa\n",
" Last Modified: June 15, 2018\n",
" 0 comments, 8,067 views\n",
"
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"
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" "
],
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"agol_gis = GIS(set_active=False)\n",
"story_map = agol_gis.content.search(\n",
" 'What El Niño Means for Southern California')[0]\n",
"story_map"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import IFrame\n",
"IFrame(width=\"100%\", height=\"600px\", \n",
" src=story_map.url)"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 4,
"hidden": false,
"row": 21,
"width": 12
},
"report_default": {}
}
}
}
},
"source": [
"Accurate characterization of ENSO is critical for understanding the trends. In climate science, ENSO is characterized through [Southern Oscillation Index](https://www.ncdc.noaa.gov/teleconnections/enso/indicators/soi/) (SOI), a standardized index based on the observed sea level pressure differences between Tahiti and Darwin, Australia. If SOI exhibits warm (greater than 0.5) or cool phase conditions for at least five consecutive values, it officially becomes an El Niño or La Niña event. Therefore, predicting SOI is the first step of ENSO forecasting. This notebooks consists of 3 sections: \n",
" \n",
"1. Data exploration \n",
"- correlation analysis\n",
"- Time series analysis"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 7,
"hidden": false,
"row": 25,
"width": 12
},
"report_default": {}
}
}
}
},
"source": [
"### Data used\n",
"The following four variables were used in this example as ENSO is beleived to be related to sea surface temperature, sea level pressure, precipitation, etc. \n",
"1. Oceanic Nino Index (ONI), a climate index used for sea surface temperature (SST).\n",
"2. Eastern Tropical Pacific SST (Nino 3), another climate index used for SST focusing on a slightly different region.\n",
"3. Pacific North American Index (PNA). PNA is a closely related phenomena to ENSO.\n",
"4. Precipitation monthly mean. Historical global precipitation monthly mean in raster format.\n",
"\n",
"**Note**: to run this sample, you need a few extra libraries in your conda environment.\n",
"\n",
"```\n",
"conda update conda\n",
"conda install scikit-learn\n",
"conda install -c conda-forge keras \n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 4,
"hidden": false,
"row": 32,
"width": 12
},
"report_default": {}
}
}
}
},
"source": [
"## Part 1. Data exploration\n",
"The first three variables along with SOI has been put into a .CSV file. To give you an overview, let's read it and look at the first few lines."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Set environment variables\n",
"warnings.filterwarnings('ignore')\n",
"data_dir = \"/arcgis/samplesdata\"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,5))\n",
"plt.plot(df.soi)\n",
"plt.title('How SOI changes over Time')\n",
"plt.xlabel('Time')"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 8,
"height": 4,
"hidden": false,
"row": 36,
"width": 4
},
"report_default": {}
}
}
}
},
"source": [
"Let us put all four variables together and see how they are distributed or if there is any visual relationship."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 9,
"hidden": false,
"row": 40,
"width": 4
},
"report_default": {}
}
}
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"i = 1\n",
"fig = plt.figure(figsize=(15,10))\n",
"for col in df.columns.tolist():\n",
" fig.add_subplot(len(df.columns.tolist()), 1, i)\n",
" df[col].plot()\n",
" plt.title(col, y=0.8, loc='right')\n",
" if i != len(df.columns.tolist()):\n",
" plt.tick_params(\n",
" axis='x', # changes apply to the x-axis\n",
" which='both', # both major and minor ticks are affected\n",
" bottom=False, # ticks along the bottom edge are off\n",
" top=False, # ticks along the top edge are off\n",
" labelbottom=False) # labels along the bottom edge are off\n",
" plt.xlabel('')\n",
" i += 1\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 4,
"hidden": false,
"row": 49,
"width": 12
},
"report_default": {}
}
}
}
},
"source": [
"As we can see, there is some relationship between the input variables (i.e., oni, nino3, pna) and output variable, soi. For example, oni and soi look highly negatively correlated. We will cover how to model SOI using these variables in the time series analysis, but first let's look at how to bring in the last variable - precipitation."
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 7,
"hidden": false,
"row": 53,
"width": 12
},
"report_default": {}
}
}
}
},
"source": [
"## Part 2. Correlation analysis\n",
"Global precipitation monthly mean is avaialble in raster format on ArcGIS online. In this part, we will cover how to indentify the most correlated (on time dimension) grid cell through lagged correlation analysis. There are two rationals behind this. \n",
"1. In climate science, a phenomenon that is happening now could be a result of what has happend in the past. In other words, SOI of this month could be most correlated with the ONI of last month or the month before depending on the actual physical process.\n",
"2. ENOS is a type of teleconnection which refers to climate anomalies being related to each other at large distances."
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 4,
"hidden": false,
"row": 70,
"width": 12
},
"report_default": {}
}
}
}
},
"source": [
"Let us read the precipitation data and visualize it through `skimage` and `matplotlib` to get a sense of what the data looks like. Because the spatial resolution is `2.5` by `2.5` degrees, there are `72` rows and `144` columns. The third dimension is the time dimension as the data contains monthly mean from `1970.1` to `2017.10`, which is `466` months in total."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 4,
"height": 10,
"hidden": false,
"row": 60,
"width": 4
},
"report_default": {}
}
}
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(72, 144, 466)\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"precip_full = io.imread(os.path.join(data_dir,'precipitation.tif'))\n",
"precip_full = np.flip(precip_full, 0)\n",
"\n",
"# print the dimension of the precip_full, (lat, lon, time)\n",
"print(precip_full.shape)\n",
"# let's print out the first month/band of this data\n",
"plt.figure(figsize=(15,6))\n",
"plt.imshow(precip_full[:,:,0], extent=[-180, +180, -90, 90])"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 4,
"hidden": false,
"row": 74,
"width": 12
},
"report_default": {}
}
}
}
},
"source": [
"Thus, the image above has `466` bands, each referring to data from a single month from `1970.1` to `2017.10`. Before calculating the correlation, let's transform the precipitation monthly mean to precipitation anomaly, which a usually provides better signal than absolute precipitation. For short, anomaly means how much precipitation departs from what is normal for that time of year at a specific location. Let's say, we would like to know the anomaly of a specific grid in October this year. We need to compute the historial mean of October precipitation and then caculate its difference with value of this October."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 8,
"height": 9,
"hidden": false,
"row": 60,
"width": 4
},
"report_default": {}
}
}
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# calculate the historical mean for each month\n",
"a = np.zeros(shape = (precip_full.shape[0], precip_full.shape[1], \n",
" math.ceil(precip_full.shape[2]/12)*12))\n",
"a[:,:,0:precip_full.shape[2]] = precip_full\n",
"a = a.reshape(a.shape[0], a.shape[1], int(a.shape[2]/12), 12)\n",
"monthly_sum = np.sum(a, axis=2)\n",
"\n",
"montly_mean_1_10 = monthly_sum[:,:,0:10]/a.shape[2]\n",
"montly_mean_11_12 = monthly_sum[:,:,-2:]/(a.shape[2] - 1)\n",
"monthly_mean = np.append(montly_mean_1_10, montly_mean_11_12, axis=2)\n",
"\n",
"# calculate the difference\n",
"for i in range(a.shape[3]):\n",
" a[:,:,i,:] -=monthly_mean\n",
"\n",
"# reshape the data back to its orginial dimension\n",
"a = a.reshape(a.shape[0], a.shape[1], a.shape[2]*a.shape[3])\n",
"\n",
"# visualize the first month anomaly\n",
"plt.figure(figsize=(15,6))\n",
"plt.imshow(a[:,:,0], extent=[-180, +180, -90, 90])"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 4,
"hidden": false,
"row": 78,
"width": 12
},
"report_default": {}
}
}
}
},
"source": [
"Now we have the anomaly. Let us calculate **Pearson correlation coefficient** between SOI and precipitation anomaly across all the grids based on a range of time lags from 0 to 5. The goal is the find the grid that has the greatest absolute Pearson correlation."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(464, 4)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 10,
"hidden": false,
"row": 82,
"width": 4
},
"report_default": {}
}
}
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lag = 5\n",
"fig, axs = plt.subplots(nrows=3, ncols=2, figsize=(14, 12))\n",
"fig.subplots_adjust(left=0.03, right=0.97, hspace=0.4, wspace=0.4)\n",
"\n",
"for t in range(lag+1):\n",
" soi = df.values[t:,0]\n",
" soi = soi.reshape(soi.shape[0], 1)\n",
"\n",
" precip = a[:,:,0:-4-t]\n",
" \n",
" r2 = []\n",
" for i in range(precip.shape[0]):\n",
" for j in range(precip.shape[1]):\n",
" r2_index = pearsonr(soi, precip[i,j,:].reshape(\n",
" precip.shape[2], 1))[0]\n",
" r2.append(r2_index)\n",
"\n",
" r2_map = np.array(r2).reshape(precip.shape[0], precip.shape[1])\n",
" max_index = np.unravel_index(r2_map.argmax(), r2_map.shape)\n",
"\n",
" im = axs.flat[t-1].imshow(np.abs(r2_map), \n",
" extent=[-180, +180, -90, 90])\n",
" fig.colorbar(im, ax = axs[t//2, t%2])\n",
" \n",
" # we only care only absolute correlation in this case\n",
" r2_map = np.abs(r2_map)\n",
" max_index = np.unravel_index(r2_map.argmax(), r2_map.shape)\n",
" axs.flat[t-1].set_title(\n",
" 'lag=' + str(t) + '\\n' + 'max_index=' + \n",
" str(max_index) + '\\n' + 'max_absolute_correlation=' + \n",
" str(float(\"%.3f\" % r2_map[max_index])))\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 8,
"height": 4,
"hidden": false,
"row": 44,
"width": 4
},
"report_default": {}
}
}
}
},
"source": [
"As can be seen, the largest correlation results from `lag=0` at (row, column) = (34, 74). We will then take the precipitation anomaly of this grid and combine it with the other variables to predict SOI in another notebook."
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {}
}
}
}
},
"source": [
"## Part 3. Time Series Analysis/LSTM\n",
"\n",
"The third part of ENSO prediction focuses on time seris analysis. Here our SOI time series prediction problem is formulated as a regression problem and the idea is **to use prior time steps to predict the next time step(s)**. Specifically, this analysis consists of three sections:\n",
"1. **Data cleanup and transformation**: transform the raw data into format that supervised machine learning algorithms can take, and split out training and test datasets\n",
"2. **Model training**: train a [Long short-term memory](https://en.wikipedia.org/wiki/Long_short-term_memory) (LSTM) neural network.\n",
"3. **Prediction and evaluation**: evaluate the models on test dataset and plot the results."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data cleanup and transformation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Time series data can be phrased as supervised learning if we think of by previous time steps as input variables and the next time step(s) as the output variable. Before we do any transformationm, let's first import all the necessary packages and take a look at what our data looks like."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" soi oni nino3 pna precip\n",
"date \n",
"1951-01-01 1.5 -0.8 -0.72 -1.18 NaN\n",
"1951-02-01 0.9 -0.5 -0.43 -2.11 NaN\n",
"1951-03-01 -0.1 -0.2 -0.63 -1.09 NaN\n",
"1951-04-01 -0.3 0.2 0.00 0.47 NaN\n",
"1951-05-01 -0.7 0.4 -0.12 1.19 NaN"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def parser(x):\n",
" if x.endswith('11') or x.endswith('12')or x.endswith('10'):\n",
" return pd.datetime.strptime(x, '%Y%m')\n",
" else:\n",
" return pd.datetime.strptime(x, '%Y0%m')\n",
"\n",
"df = pd.read_csv(os.path.join(data_dir,'enso_ready.csv'), \n",
" header=0, parse_dates=[0], index_col=0, \n",
" date_parser=parser)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As precipitation data is not available until 1979, let's remove the first few rows, standardize each column by calcuting the z-score, and move soi (input variable) to the last column of the table."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" oni nino3 pna precip soi\n",
"date \n",
"1979-01-01 -0.059963 -0.150376 -1.537109 1.424196 -0.441750\n",
"1979-02-01 0.056451 -0.271512 -2.725606 0.200227 0.997371\n",
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"1979-05-01 0.172865 0.036835 1.269344 -0.270530 0.483399"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"start = 336 \n",
"df = df.iloc[start:]\n",
"df = (df - df.mean()) / df.std()\n",
"\n",
"cols = df.columns.tolist()\n",
"cols = cols[1:] + cols[:1]\n",
"df = df[cols]\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Most supervised learning algorithms require all input variables to be on the same row with its corresponding output variable. In SOI prediction, the goal is to use the variables (i.e., oni, nino3, pna, precip, and soi) of the previous time steps (e.g. 12) to predict the SOI of the next time steps (e.g. 3). Formally, the use of prior time steps to predict the next time step is called the **sliding window approach** (aka window or lag method) in time series analysis/prediction. Therefore, let's define a method that transforms Pandas time series into format that supervised learning algorithms can take."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"def series_to_supervised(data, n_in=1, n_out=1, dropnan=True):\n",
" \"\"\"\n",
" This method takes a time series and returns transformed data.\n",
" data: time series as pandas dataframe\n",
" n_in: number of previous time steps as input (X)\n",
" n_out: number of next time steps as output (y)\n",
" dropnan: whether or not to drop rows with NaN values\n",
" \"\"\"\n",
"\n",
" n_vars = 1 if type(data) is list else data.shape[1]\n",
" df = pd.DataFrame(data)\n",
" cols, names = list(), list()\n",
" # input sequence (t-n, ... t-1)\n",
" for i in range(n_in, 0, -1):\n",
" cols.append(df.shift(i))\n",
" names += [('var%d(t-%d)' % (j+1, i)) for j in range(n_vars)]\n",
" # forecast sequence (t, t+1, ... t+n)\n",
" for i in range(0, n_out):\n",
" cols.append(df.shift(-i).iloc[:,-1])\n",
" if i == 0:\n",
" names += ['VAR(t)']\n",
" else:\n",
" names += ['VAR(t+%d)' % i]\n",
" # put it all together\n",
" agg = pd.concat(cols, axis=1)\n",
" agg.columns = names\n",
" # drop rows with NaN values\n",
" if dropnan:\n",
" agg.dropna(inplace=True)\n",
" return agg"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that after transformation, there are some edges cases where the input or output variable could be `NaN`. For example, as data before 1979 is not available, there is no way to form a row for SOI of 1979. That's why there is a dropnan option is the method."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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var3(t-11)
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var4(t-11)
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var5(t-11)
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var5(t-2)
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VAR(t)
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" var1(t-12) var2(t-12) var3(t-12) var4(t-12) var5(t-12) var1(t-11) \\\n",
"12 -0.059963 -0.150376 -1.537109 1.424196 -0.441750 0.056451 \n",
"13 0.056451 -0.271512 -2.725606 0.200227 0.997371 0.172865 \n",
"14 0.172865 -0.139364 0.080846 -0.530831 0.072222 0.289280 \n",
"15 0.289280 0.213033 -0.148864 -0.755133 -0.133367 0.172865 \n",
"16 0.172865 0.036835 1.269344 -0.270530 0.483399 -0.059963 \n",
"\n",
" var2(t-11) var3(t-11) var4(t-11) var5(t-11) ... var4(t-2) \\\n",
"12 -0.271512 -2.725606 0.200227 0.997371 ... 0.061769 \n",
"13 -0.139364 0.080846 -0.530831 0.072222 ... -0.032382 \n",
"14 0.213033 -0.148864 -0.755133 -0.133367 ... -0.076689 \n",
"15 0.036835 1.269344 -0.270530 0.483399 ... -0.804978 \n",
"16 0.279107 -1.636982 -0.068382 0.586194 ... 0.269456 \n",
"\n",
" var5(t-2) var1(t-1) var2(t-1) var3(t-1) var4(t-1) var5(t-1) \\\n",
"12 -0.441750 0.638523 0.587453 -0.678194 -0.032382 -0.750133 \n",
"13 -0.750133 0.638523 0.411255 -1.007778 -0.076689 0.380605 \n",
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"16 -0.441750 0.405694 -0.007215 1.658851 -0.359143 -0.647339 \n",
"\n",
" VAR(t) VAR(t+1) VAR(t+2) \n",
"12 0.380605 0.277811 -0.441750 \n",
"13 0.277811 -0.441750 -0.647339 \n",
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"15 -0.647339 -0.030572 -0.030572 \n",
"16 -0.030572 -0.030572 -0.030572 \n",
"\n",
"[5 rows x 63 columns]"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# specify the size of our sliding window and number of features\n",
"enso = df.values.astype('float32')\n",
"lag = 12\n",
"ahead = 3\n",
"n_features = 1\n",
"reframed = series_to_supervised(enso, lag, ahead)\n",
"reframed.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Model training"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we have the data, let's define a method that trains a LSTM model. For the purpose of simplicity, we define a two layer neural network with one LSTM layer and one dense layer."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"def fit_lstm(train, n_lag, n_ahead, n_batch, nb_epoch, n_neurons):\n",
" \"\"\"\n",
" This method takes training data and returns a LSTM model\n",
" train: training data\n",
" n_lag: number of previous time steps\n",
" n_ahead: number of next time steps\n",
" nb_epoch: number of epochs\n",
" n_neurons: number of n_neurons in the first layer\n",
" \"\"\"\n",
" \n",
" # reshape training into [samples, timesteps, features]\n",
" X, y = train[:, :-n_ahead], train[:, -n_ahead:]\n",
" X = X.reshape(X.shape[0], n_lag, int(X.shape[1]/n_lag))\n",
"\n",
" # design neural network architecture. This is a simple LSTM \n",
" # just for demo purpose\n",
" model = Sequential()\n",
" model.add(LSTM(n_neurons, batch_input_shape=(n_batch, X.shape[1], \n",
" X.shape[2]), \n",
" stateful=True))\n",
" model.add(Dense(n_ahead))\n",
" model.compile(loss='mean_squared_error', optimizer='adam')\n",
" \n",
" # fit the NN\n",
" for i in range(nb_epoch):\n",
" model.fit(X, y, epochs=1, batch_size=n_batch, \n",
" verbose=2, shuffle=False)\n",
" model.reset_states()\n",
" \n",
" return model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's split our transformed data into training and test sets and feed the model training method. The first 80 precent will be used for training purpose and the last 20 percent will be using as test set. \n",
"\n",
"
Note: In time series analysis, we don't do random shuffle because it's important to preserve time dependency/order.
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's fit a LSTM model with the transformed data. Model fitting can be very time-consuming. In our experiment, it takes around 20~30 mins using a regular CPU. Therefore a pre-trained model is included in the data folder"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model file found, loading it. \n",
"\n",
"CPU times: user 915 ms, sys: 45.1 ms, total: 960 ms\n",
"Wall time: 1.06 s\n"
]
}
],
"source": [
"values = reframed.values\n",
"n_train = int(len(values) * 0.8)\n",
"train = values[:n_train, :]\n",
"test = values[n_train:, :]\n",
"\n",
"file_path = os.path.join(data_dir,'my_model.h5')\n",
"\n",
"if not os.path.exists(file_path):\n",
" print('Model file not found. Training... \\n')\n",
" model = fit_lstm(train, lag, ahead, 1, 30, 30)\n",
" file_path_new = os.path.join(\"/arcgis/home\",'my_model_new.h5') #we don't have access to /arcgis/samplesdata folder\n",
" model.save(file_path_new)\n",
"else:\n",
" print('Model file found, loading it. \\n')\n",
" model = load_model(file_path)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"lstm_4 (LSTM) (1, 30) 4320 \n",
"_________________________________________________________________\n",
"dense_4 (Dense) (1, 3) 93 \n",
"=================================================================\n",
"Total params: 4,413\n",
"Trainable params: 4,413\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Prediction and evaluation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's apply the model to the test set and evaluate the accuracy for each of those three next time steps."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# predict the SOI values for next three time steps given a \n",
"# single input sample \n",
"def forecast_lstm(model, X, n_batch, n_lag):\n",
" # reshape input pattern to [samples, timesteps, features]\n",
" X = X.reshape(1, n_lag, int(len(X)/n_lag))\n",
" # make forecast\n",
" forecast = model.predict(X, batch_size=n_batch)\n",
" # convert to array\n",
" return [x for x in forecast[0, :]]\n",
"\n",
"# make prediciton for a list of input samples\n",
"def make_forecasts(model, n_batch, train, test, n_lag, n_ahead):\n",
" forecasts = list()\n",
" for i in range(len(test)):\n",
" X = test[i, :-n_ahead]\n",
" # make forecast\n",
" forecast = forecast_lstm(model, X, n_batch, n_lag)\n",
" # store the forecast\n",
" forecasts.append(forecast)\n",
" return forecasts"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-1.5042609, -1.4436339, -1.52989]\n",
"CPU times: user 1.14 s, sys: 201 ms, total: 1.34 s\n",
"Wall time: 667 ms\n"
]
}
],
"source": [
"%%time\n",
"forecasts = make_forecasts(model, 1, train, test, lag, ahead)\n",
"# pring out the output for the first input sample\n",
"print(forecasts[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As mentioned in the very beginning, time series prediction is treated as a regression problem in our case, so let's compute mean square error (MSE) for each next time step."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Evaluation results (RMSE) for each next tim step:\n",
"t+1 time step: 0.795490\n",
"t+2 time step: 0.843505\n",
"t+3 time step: 0.907717\n"
]
}
],
"source": [
"def evaluate_forecasts(y, forecasts, n_lag, n_seq):\n",
" print('Evaluation results (RMSE) for each next tim step:')\n",
" for i in range(n_seq):\n",
" actual = [row[i] for row in y]\n",
" predicted = [forecast[i] for forecast in forecasts]\n",
" rmse = np.sqrt(mean_squared_error(actual, predicted))\n",
" print('t+%d time step: %f' % ((i+1), rmse))\n",
" \n",
"# evaluate forecasts\n",
"actual = [row[-ahead:] for row in test]\n",
"evaluate_forecasts(actual, forecasts, lag, ahead)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To to a better understanding of the prediction result, let's plot it out and compare with with the original data."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot the forecasts in the context of the original dataset, \n",
"# multiple segments\n",
"def plot_forecasts(series, forecasts, n_test, xlim, ylim, n_ahead, linestyle = None):\n",
" plt.figure(figsize=(15,8))\n",
" if linestyle==None:\n",
" plt.plot(series, label='observed')\n",
" else:\n",
" plt.plot(series, linestyle, label='observed')\n",
" plt.xlim(xlim, ylim)\n",
" # plt.legend(loc='upper right')\n",
" count = 0;\n",
" # plot the forecasts in red\n",
" for i in range(len(forecasts)):\n",
" # this ensures not all segements are plotted, it is plotted every n_ahead\n",
" if i%n_ahead ==0:\n",
" off_s = len(series) - n_test + 2 + i - 1\n",
" off_e = off_s + len(forecasts[i]) + 1\n",
" xaxis = [x for x in range(off_s, off_e)]\n",
" yaxis = [series[off_s]] + forecasts[i] \n",
" if count==0:\n",
" plt.plot(xaxis, yaxis, 'r', label='predicted')\n",
" else:\n",
" plt.plot(xaxis, yaxis, 'r')\n",
" count+=1;\n",
" plt.legend(loc='upper right')\n",
" plt.title('Predicting SOI using LSTM')\n",
" plt.xlabel('Months - from 1970.1 - 2017.10')\n",
" plt.ylabel('SOI')\n",
" fig.tight_layout()\n",
" plt.show()\n",
" \n",
"plot_forecasts(df['soi'].values, forecasts, test.shape[0] + ahead - 1, 0, 500, ahead)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here the blue line is the ogriginal time series, the red line is the prediction results. As we can see, it is doing a reasonable job. ENSO prediction is considered one of the most difficult task in climate science, but with more sophisicated modeling tuning and architecture desgin, we believe better results could be achieved."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusion"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this notebook, we observed how ENSO prediction can be performed using a LSTM neural network model. We started with a correlation to find the most correlated grid in terms of precipitation. Then we performed time series analysis and LSTM to predict SOI based a few input variables including precipitation from prior time steps. With a basic LSTM example, we were able to acheive a reasonable accuracy from our evaluation as ENSO prediction is one of the most challenging tasks in climatology today."
]
}
],
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"language": "python",
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"title_cell": "**Table of Contents**",
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