{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Modelling Solar generation across Multiple Sites - Part 1\n", "\n", "This example shows how `timeserio` helps building deep learning models for time series forecasting. Especially,\n", "we deal with the case of many related timeseries.\n", "\n", "We demonstrate some core functionality and concepts, without striving for model accuracy or seeking out additional features like historic weather forecasts.\n", "\n", "We will be using the dataset on solar (photo-voltaic, PV) generation potential across Europe, as collected by [SETIS](https://setis.ec.europa.eu/EMHIRES-datasets). The dataset presents solar generation, normalized to the solar capacity installed as of 2015." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download the data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2019-07-10 10:14:11-- https://setis.ec.europa.eu/sites/default/files/EMHIRES_DATA/Solar/EMHIRESPV_country_level.zip\n", "Resolving setis.ec.europa.eu (setis.ec.europa.eu)... 139.191.207.52\n", "Connecting to setis.ec.europa.eu (setis.ec.europa.eu)|139.191.207.52|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 93401258 (89M) [application/zip]\n", "Saving to: ‘EMHIRESPV_country_level.zip’\n", "\n", "EMHIRESPV_country_l 100%[===================>] 89.07M 4.15MB/s in 17s \n", "\n", "2019-07-10 10:14:28 (5.16 MB/s) - ‘EMHIRESPV_country_level.zip’ saved [93401258/93401258]\n", "\n", "Archive: EMHIRESPV_country_level.zip\n", " inflating: EMHIRESPV_TSh_CF_Country_19862015.xlsx \n" ] } ], "source": [ "!mkdir -p ~/tmp/datasets; cd ~/tmp/datasets; wget https://setis.ec.europa.eu/sites/default/files/EMHIRES_DATA/Solar/EMHIRESPV_country_level.zip; unzip -o EMHIRESPV_country_level.zip; rm EMHIRESPV_country_level.zip" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download data and save in a more performant format" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 32s, sys: 268 ms, total: 1min 33s\n", "Wall time: 1min 33s\n" ] } ], "source": [ "%%time\n", "df = pd.read_excel(\"~/tmp/datasets/EMHIRESPV_TSh_CF_Country_19862015.xlsx\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Time_stepDateYearMonthDayHourALATBABE...NOPLPTRORSSISKSEXKUK
011986-01-01 00:00:0019861100.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
121986-01-01 01:00:0019861110.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
231986-01-01 02:00:0019861120.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
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3 rows × 41 columns

\n", "
" ], "text/plain": [ " Time_step Date Year Month Day Hour AL AT BA BE \\\n", "0 1 1986-01-01 00:00:00 1986 1 1 0 0.0 0.0 0.0 0.0 \n", "1 2 1986-01-01 01:00:00 1986 1 1 1 0.0 0.0 0.0 0.0 \n", "2 3 1986-01-01 02:00:00 1986 1 1 2 0.0 0.0 0.0 0.0 \n", "\n", " ... NO PL PT RO RS SI SK SE XK UK \n", "0 ... 0.0 0.0 0.0 0.0 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 0.0 0.0 0.0 0.0 \n", "2 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "\n", "[3 rows x 41 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reshape data to tall format\n", "We add a `country` column to identify each table row." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "id_vars = ['Time_step', 'Date', 'Year', 'Month', 'Day', 'Hour']\n", "country_vars = list(set(df.columns) - set(id_vars))\n", "df_tall = pd.melt(df, id_vars=id_vars, value_vars=country_vars, var_name=\"country\", value_name=\"generation\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Store to parquet\n", "[Apache Parquet](https://parquet.apache.org/documentation/latest/) is a much preferred data format for columnar numerical data - it is much faster to read (see below), is fully compatible with tools like `pandas` and Spark, and allows easy partitioning of large datasets." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.4 s, sys: 188 ms, total: 1.59 s\n", "Wall time: 1.57 s\n" ] } ], "source": [ "%%time\n", "df_tall.to_parquet(\"~/tmp/datasets/EMHIRESPV_TSh_CF_Country_19862015_tall.parquet\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Store to partitioned parquet" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.07 s, sys: 806 ms, total: 3.88 s\n", "Wall time: 3.46 s\n" ] } ], "source": [ "%%time\n", "df_tall.to_parquet(\"~/tmp/datasets/EMHIRESPV_TSh_CF_Country_19862015_partitioned/\", partition_cols=[\"country\"])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[01;34m/home/igor/tmp/datasets\u001b[00m\n", "├── [4.0K] \u001b[01;34mEMHIRESPV_TSh_CF_Country_19862015_partitioned\u001b[00m [35 entries exceeds filelimit, not opening dir]\n", "├── [123M] EMHIRESPV_TSh_CF_Country_19862015_tall.parquet\n", "└── [ 95M] EMHIRESPV_TSh_CF_Country_19862015.xlsx\n", "\n", "1 directory, 2 files\n" ] } ], "source": [ "!tree -h --filelimit=10 ~/tmp/datasets" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the data from parquet" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 888 ms, sys: 542 ms, total: 1.43 s\n", "Wall time: 395 ms\n" ] } ], "source": [ "%%time\n", "df = pd.read_parquet(\"/tmp/datasets/EMHIRESPV_TSh_CF_Country_19862015_tall.parquet\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AL AT BA BE BG CH CY CZ DE DK EE EL ES FI FR HR HU IE IT LT LU LV ME MK NL NO PL PT RO RS SE SI SK UK XK\n" ] } ], "source": [ "print(' '.join(sorted(df['country'].unique())))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "plot_countries = ['ES', 'UK', 'FI', ]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 3))\n", "sns.lineplot(\n", " data=df[(df['Time_step'] < 500) & (df['country'].isin(plot_countries))],\n", " x='Date', y='generation', hue='country',\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "df_monthly = df.groupby(['Month', 'country']).mean().reset_index()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 3))\n", "sns.lineplot(\n", " data=df_monthly[df_monthly['country'].isin(plot_countries)],\n", " x='Month', y='generation', hue='country',\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "df_daily = df.groupby(['Hour', 'country']).mean().reset_index()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 3))\n", "sns.lineplot(\n", " data=df_daily[df_daily['country'].isin(plot_countries)],\n", " x='Hour', y='generation', hue='country',\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "df_yearly = df.groupby(['Year', 'country']).mean().reset_index()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 3))\n", "sns.lineplot(\n", " data=df_yearly[df_yearly['country'].isin(plot_countries)],\n", " x='Year', y='generation', hue='country',\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preliminary observations\n", "\n", "The timeseries for different countries exhibit a lot of similarity - they will have similar daily and seaonal shapes. At the same time, the curves have different scaling (due to latitudes and weather), and different time offsets (due to longitude). We can build models to incorporate these as external features, or learn the relevant features from the available data only!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Split into train-test sets" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2761080, 6442800)" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_dev = df.iloc[:100]\n", "df_train, df_test = df[df['Year'] < 1995], df[df['Year'] >= 1995]\n", "len(df_train), len(df_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature-based model with latent embeddings\n", "For our first model, we use datetime and country as the only features.\n", "\n", "To encode the datetime, we make use of periodic daily and yearly variables.\n", "\n", "For each country, we learn an embedding, i.e. a latent representation, at training time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define feature preprocessing\n", "#### Datetime encoding using periodic features" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from timeserio.pipeline import Pipeline\n", "from timeserio.preprocessing import (\n", " PandasValueSelector, PandasDateTimeFeaturizer, StatelessPeriodicEncoder\n", ")\n", "\n", "periodic_pipe = Pipeline([\n", " ('select', PandasValueSelector(['dayofyear', 'fractionalhour'])),\n", " ('encode', StatelessPeriodicEncoder(n_features=2, periodic_features='all', period=[365, 24])),\n", "])\n", "\n", "datetime_pipeline = Pipeline([\n", " ('featurize_dt', PandasDateTimeFeaturizer(\n", " column='Date', attributes=['dayofyear', 'fractionalhour'])),\n", " ('encode', periodic_pipe)\n", "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Country label encoding\n", "We convert countries to integer labels" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import OrdinalEncoder" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "country_list = sorted(df['country'].unique())\n", "country_encoder = OrdinalEncoder(categories=[country_list])\n", "country_encoder.categories_ = [country_list] # we can also call .fit()\n", "\n", "country_pipeline = Pipeline([\n", " ('select', PandasValueSelector(\"country\")),\n", " ('encode', country_encoder)\n", "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the Neural Network Architecture\n", "\n", "We define a regression network with two inputs: one for country feature, and one for datetime feature. It is easy to see how additional\n", "inputs can be added. The output is our prediction for PV generation in a given time and place." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "from timeserio.keras.multinetwork import MultiNetworkBase\n", "\n", "from keras.layers import Input, Dense, Embedding, Flatten, Concatenate\n", "from keras.models import Model\n", "\n", "class PVForecastingNetwork(MultiNetworkBase):\n", " def _model(\n", " self,\n", " location_dim=2, max_locations=100, # embedding parameters\n", " num_features=4, # number of real-valued features\n", " hidden_layers=2, hidden_units=8, # any other parameters of the network\n", " ):\n", " loc_input = Input(shape=(1,), name='location')\n", " feature_input = Input(shape=(num_features,), name='features')\n", " loc_emb = Flatten()(Embedding(max_locations, location_dim, name='embed_location')(loc_input))\n", " output = Concatenate(name='concatenate')([loc_emb, feature_input])\n", " for idx in range(hidden_layers):\n", " output = Dense(hidden_units, activation='relu', name=f'dense_{idx}')(output)\n", " output = Dense(1, name='generation', activation='relu')(output)\n", " \n", " loc_model = Model(loc_input, loc_emb)\n", " forecasting_model = Model([loc_input, feature_input], output)\n", " forecasting_model.compile(optimizer='Adam', loss='mse', metrics=['mae'])\n", " \n", " return {'location': loc_model, 'forecast': forecasting_model}\n", " \n", "multinetwork = PVForecastingNetwork()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Connect feature pipelines to the neural network\n", "\n", "Now, we combine feature pre-processing pipelines with the neural network(s) for an encapsulated, reusable model object." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "from timeserio.pipeline import MultiPipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we define a helper `MultiPipeline` object to keep all pipelines in one place." ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "multipipeline = MultiPipeline({\n", " \"country\": country_pipeline,\n", " \"datetime\": datetime_pipeline,\n", " \"target\": PandasValueSelector(\"generation\")\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can refer to the pipelines by names, and associate them with inputs and outputs of the `keras` models defined in `PVForecastingNetwork`:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "from timeserio.multimodel import MultiModel\n", "\n", "manifold = {\n", " # keras_model_name: (input_pipes, output_pipes)\n", " \"location\": (\"country\", None),\n", " \"forecast\": ([\"country\", \"datetime\"], \"target\")\n", "}\n", "\n", "multimodel = MultiModel(\n", " multinetwork=multinetwork,\n", " multipipeline=multipipeline,\n", " manifold=manifold\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit model from in-memory data\n", "\n", "Having defined all details of our model in one place, fitting it is as simple as calling `.fit()` on a `keras` model:\n", "\n", "```python\n", "multimodel.fit(df_train, model=\"forecast\", batch_size=2 ** 16, epochs=50, verbose=1)\n", "```\n", "\n", "We can also use aby batch generator - the pre-processing pipelines will be applied to each batch,\n", "as long as the pipelines provide a `.transform` method:\n", "\n", "```python\n", "batchgen = RowBatchGenerator(\n", " df=df_train, batch_size=2**15,\n", " columns=['Date', \"country\", \"generation\"],\n", " id_column=\"country\",\n", " batch_aggregator=3\n", ")\n", "multimodel.fit_generator(batchgen, model=\"forecast\", epochs=50, verbose=1, workers=8)\n", "```" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 2761080 samples, validate on 6442800 samples\n", "Epoch 1/50\n", "2761080/2761080 [==============================] - 4s 2us/step - loss: 0.0769 - mean_absolute_error: 0.1930 - val_loss: 0.0563 - val_mean_absolute_error: 0.1471\n", "Epoch 2/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0528 - mean_absolute_error: 0.1327 - val_loss: 0.0513 - val_mean_absolute_error: 0.1238\n", "Epoch 3/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0512 - mean_absolute_error: 0.1227 - val_loss: 0.0511 - val_mean_absolute_error: 0.1211\n", "Epoch 4/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0512 - mean_absolute_error: 0.1213 - val_loss: 0.0511 - val_mean_absolute_error: 0.1205\n", "Epoch 5/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0511 - mean_absolute_error: 0.1210 - val_loss: 0.0511 - val_mean_absolute_error: 0.1203\n", "Epoch 6/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0511 - mean_absolute_error: 0.1208 - val_loss: 0.0510 - val_mean_absolute_error: 0.1201\n", "Epoch 7/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0511 - mean_absolute_error: 0.1207 - val_loss: 0.0510 - val_mean_absolute_error: 0.1201\n", "Epoch 8/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0510 - mean_absolute_error: 0.1206 - val_loss: 0.0509 - val_mean_absolute_error: 0.1200\n", "Epoch 9/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0509 - mean_absolute_error: 0.1205 - val_loss: 0.0507 - val_mean_absolute_error: 0.1199\n", "Epoch 10/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0461 - mean_absolute_error: 0.1149 - val_loss: 0.0256 - val_mean_absolute_error: 0.0947\n", "Epoch 11/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0183 - mean_absolute_error: 0.0821 - val_loss: 0.0143 - val_mean_absolute_error: 0.0699\n", "Epoch 12/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0128 - mean_absolute_error: 0.0653 - val_loss: 0.0115 - val_mean_absolute_error: 0.0608\n", "Epoch 13/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0103 - mean_absolute_error: 0.0567 - val_loss: 0.0098 - val_mean_absolute_error: 0.0545\n", "Epoch 14/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0090 - mean_absolute_error: 0.0519 - val_loss: 0.0089 - val_mean_absolute_error: 0.0515\n", "Epoch 15/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0083 - mean_absolute_error: 0.0492 - val_loss: 0.0084 - val_mean_absolute_error: 0.0497\n", "Epoch 16/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0079 - mean_absolute_error: 0.0476 - val_loss: 0.0082 - val_mean_absolute_error: 0.0486\n", "Epoch 17/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0077 - mean_absolute_error: 0.0464 - val_loss: 0.0080 - val_mean_absolute_error: 0.0477\n", "Epoch 18/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0075 - mean_absolute_error: 0.0455 - val_loss: 0.0078 - val_mean_absolute_error: 0.0470\n", "Epoch 19/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0073 - mean_absolute_error: 0.0447 - val_loss: 0.0077 - val_mean_absolute_error: 0.0464\n", "Epoch 20/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0071 - mean_absolute_error: 0.0441 - val_loss: 0.0075 - val_mean_absolute_error: 0.0458\n", "Epoch 21/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0070 - mean_absolute_error: 0.0436 - val_loss: 0.0074 - val_mean_absolute_error: 0.0453\n", "Epoch 22/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0069 - mean_absolute_error: 0.0431 - val_loss: 0.0074 - val_mean_absolute_error: 0.0450\n", "Epoch 23/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0069 - mean_absolute_error: 0.0428 - val_loss: 0.0073 - val_mean_absolute_error: 0.0447\n", "Epoch 24/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0068 - mean_absolute_error: 0.0426 - val_loss: 0.0072 - val_mean_absolute_error: 0.0444\n", "Epoch 25/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0067 - mean_absolute_error: 0.0423 - val_loss: 0.0072 - val_mean_absolute_error: 0.0442\n", "Epoch 26/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0067 - mean_absolute_error: 0.0421 - val_loss: 0.0071 - val_mean_absolute_error: 0.0441\n", "Epoch 27/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0067 - mean_absolute_error: 0.0419 - val_loss: 0.0071 - val_mean_absolute_error: 0.0439\n", "Epoch 28/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0066 - mean_absolute_error: 0.0418 - val_loss: 0.0071 - val_mean_absolute_error: 0.0438\n", "Epoch 29/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0066 - mean_absolute_error: 0.0417 - val_loss: 0.0071 - val_mean_absolute_error: 0.0437\n", "Epoch 30/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0066 - mean_absolute_error: 0.0416 - val_loss: 0.0070 - val_mean_absolute_error: 0.0436\n", "Epoch 31/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0066 - mean_absolute_error: 0.0415 - val_loss: 0.0070 - val_mean_absolute_error: 0.0436\n", "Epoch 32/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0066 - mean_absolute_error: 0.0414 - val_loss: 0.0070 - val_mean_absolute_error: 0.0435\n", "Epoch 33/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0065 - mean_absolute_error: 0.0414 - val_loss: 0.0070 - val_mean_absolute_error: 0.0434\n", "Epoch 34/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0065 - mean_absolute_error: 0.0413 - val_loss: 0.0070 - val_mean_absolute_error: 0.0434\n", "Epoch 35/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0065 - mean_absolute_error: 0.0412 - val_loss: 0.0070 - val_mean_absolute_error: 0.0433\n", "Epoch 36/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0065 - mean_absolute_error: 0.0411 - val_loss: 0.0070 - val_mean_absolute_error: 0.0432\n", "Epoch 37/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0065 - mean_absolute_error: 0.0410 - val_loss: 0.0069 - val_mean_absolute_error: 0.0432\n", "Epoch 38/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0065 - mean_absolute_error: 0.0409 - val_loss: 0.0069 - val_mean_absolute_error: 0.0430\n", "Epoch 39/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0064 - mean_absolute_error: 0.0408 - val_loss: 0.0069 - val_mean_absolute_error: 0.0430\n", "Epoch 40/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0064 - mean_absolute_error: 0.0407 - val_loss: 0.0069 - val_mean_absolute_error: 0.0430\n", "Epoch 41/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0064 - mean_absolute_error: 0.0407 - val_loss: 0.0069 - val_mean_absolute_error: 0.0429\n", "Epoch 42/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0064 - mean_absolute_error: 0.0406 - val_loss: 0.0069 - val_mean_absolute_error: 0.0429\n", "Epoch 43/50\n", "2761080/2761080 [==============================] - 5s 2us/step - loss: 0.0064 - mean_absolute_error: 0.0405 - val_loss: 0.0069 - val_mean_absolute_error: 0.0428\n", "Epoch 44/50\n", "2761080/2761080 [==============================] - 4s 2us/step - loss: 0.0064 - mean_absolute_error: 0.0405 - val_loss: 0.0069 - val_mean_absolute_error: 0.0427\n", "Epoch 45/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0064 - mean_absolute_error: 0.0404 - val_loss: 0.0068 - val_mean_absolute_error: 0.0427\n", "Epoch 46/50\n", "2761080/2761080 [==============================] - 4s 2us/step - loss: 0.0064 - mean_absolute_error: 0.0403 - val_loss: 0.0068 - val_mean_absolute_error: 0.0426\n", "Epoch 47/50\n", "2761080/2761080 [==============================] - 4s 2us/step - loss: 0.0064 - mean_absolute_error: 0.0403 - val_loss: 0.0068 - val_mean_absolute_error: 0.0426\n", "Epoch 48/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0063 - mean_absolute_error: 0.0402 - val_loss: 0.0068 - val_mean_absolute_error: 0.0425\n", "Epoch 49/50\n", "2761080/2761080 [==============================] - 4s 1us/step - loss: 0.0063 - mean_absolute_error: 0.0402 - val_loss: 0.0068 - val_mean_absolute_error: 0.0425\n", "Epoch 50/50\n", "2761080/2761080 [==============================] - 4s 2us/step - loss: 0.0063 - mean_absolute_error: 0.0401 - val_loss: 0.0068 - val_mean_absolute_error: 0.0424\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "multimodel.fit(\n", " df_train, model=\"forecast\", batch_size=2 ** 16, epochs=50, verbose=1,\n", " validation_data=df_test\n", ")" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from kerashistoryplot.plot import plot_history\n", "history = multimodel.history[-1][\"history\"]\n", "plot_history(history, figsize=(15, 3), n_cols=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "persist the model:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "from timeserio.utils.pickle import loadf, dumpf\n", "dumpf(multimodel, \"/tmp/PV_model_1.pickle\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Look at predictions" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6442800/6442800 [==============================] - 1s 0us/step\n", "CPU times: user 4.88 s, sys: 970 ms, total: 5.85 s\n", "Wall time: 4.53 s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/igor/.pyenv/versions/3.6.4/envs/data/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ "%%time\n", "df_test[\"prediction\"] = multimodel.predict(df_test, model=\"forecast\", batch_size=2**16, verbose=1)" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=2, figsize=(15, 6))\n", "df_plot = df_test[(df_test['Year'] == 2000) & (df_test['Month'] == 4) & (df_test['Day'] < 15) & (df_test['country'].isin(plot_countries))]\n", "\n", "sns.lineplot(\n", " data=df_plot,\n", " x='Date', y='generation', hue='country',\n", " ax=axes[0]\n", ")\n", "\n", "sns.lineplot(\n", " data=df_plot,\n", " x='Date', y='prediction', hue='country',\n", " style='country',\n", " dashes=True,\n", " ax=axes[1]\n", ")" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "df_monthly = df_test.groupby(['Month', 'country']).mean().reset_index()" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=2, figsize=(15, 6))\n", "sns.lineplot(\n", " data=df_monthly[df_monthly['country'].isin(plot_countries)],\n", " x='Month', y='generation', hue='country',\n", " ax=axes[0]\n", ")\n", "sns.lineplot(\n", " data=df_monthly[df_monthly['country'].isin(plot_countries)],\n", " x='Month', y='prediction', hue='country',\n", " style='country',\n", " dashes=True,\n", " ax=axes[1]\n", ")" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [], "source": [ "df_daily = df_test.groupby(['Hour', 'country']).mean().reset_index()" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=2, figsize=(15, 6))\n", "sns.lineplot(\n", " data=df_daily[df_daily['country'].isin(plot_countries)],\n", " x='Hour', y='generation', hue='country',\n", " ax=axes[0]\n", ")\n", "sns.lineplot(\n", " data=df_daily[df_daily['country'].isin(plot_countries)],\n", " x='Hour', y='prediction', hue='country',\n", " style='country',\n", " dashes=True,\n", " ax=axes[1]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While our predictions do not capture short-range weather changes, they are excellent at seasonal level. Remember that all features such as location-specific scaling and time difference has been learned from the data!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspect the country embedding variables\n", "We can inspect what the model learned about individual countries by inspecting the individual embeddings using `multimodel`:" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['location', 'forecast']" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "multimodel.model_names" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2BA0.1349520.136902
\n", "
" ], "text/plain": [ " country generation prediction\n", "0 AL 0.167597 0.173074\n", "1 AT 0.125796 0.126038\n", "2 BA 0.134952 0.136902" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country_df = df_test.groupby(\"country\")['generation', 'prediction'].mean().reset_index()\n", "country_df.head(3)" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [], "source": [ "embeddings = multimodel.predict(country_df, model=\"location\")" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "data": { "image/png": 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tWLBAd911l5KSkiRJbrdbGRkZuuKKKzRgwABZlqU777zzvGsBAACNn7Esy5Ebp6SkWJmZmVXaNm3apL59+571s19+kK05/z232popSQoJC9GEX92mIanJdVZrU1Pb7zMAADjBGJNlWVZKTeeCcmQq+fKBGnBJkkLCQqq0h4SFaMAlSRr8o0EOVQYAAJqboNxnyuVy6RdTxyv7w3V67/WVOrinUDEdWuuKm0Zo8I8GyRjjdIkAAKCZCMowJZ0IVENSk5nOAwAAjgrKaT4AAIDGgjAFAABgA2EKAADABsJUDZYtW6bevXsrMTFRzzzzTLXzzz33nPr166eBAwfqiiuu0DfffFPl/NGjRxUXF6f77ruvoUoGAAAOCfowlb9zt9auWa/8nbvr5Hp+v1+TJ0/W0qVLlZOTo3nz5iknJ6dKn8GDByszM1Pr1q3T2LFj9dhjj1U5/5vf/EaXX355ndQDAAAat6ANUxvXbdbNP75T1181XpNvf1zXXzVeN//4Tm1ct9nWdVevXq3ExET16NFDISEhSk9P16JFi6r0GTFihCIiIiRJF110kfLz8wPnsrKytHfvXo0aNcpWHQAAIDgEZZjauG6zfnHTA9q04WuVlfpUdOy4ykp92rTha/3ipgdsBaqCggJ16dIlcBwXF6eCgoIz9p81a5auvvpqSVJlZaUeeeQRZWRknPf9AQBAcAnKMPXklD+ppKS0xnMlJaX6/a/+1CB1vPLKK8rMzNSjjz4qSfrb3/6ma665RnFxcQ1yfwAA4Lyg27Qzf+dubd+a94N9tuXmKX/nbsV17XjO1+/cubN27dr1/f3y89W5c+dq/VasWKGnn35aq1atUmhoqCTps88+00cffaS//e1vKioqks/nU1RUVI2L2AEAQNMQdGFq/94D8nq9KqvhJccneb1e7d974LzC1LBhw5Sbm6sdO3aoc+fOmj9/vl599dUqfdauXau77rpLy5YtU7t27QLtc+fODfx+9uzZyszMJEgBANDEBd00X9v2sSovL//BPuXl5WrbPva8ru/xeDRjxgyNHj1affv21U033aSkpCRNnTpVixcvliQ9+uijKioq0o033qjk5GSlpaWd170AAEDwM5ZlOXLjlJQUKzMzs0rbpk2b1Ldv37N+9uYf36lNG74+4/l+A3pp/pK/266xqart9xkAAJxgjMmyLCulpnNBNzIlSVP/8IjCw8NqPBceHqbf/PcjDVwRAABoroIyTCUN7KN/vP5/1G9AL4WGhSiqRaRCw0LUb0Av/eP1/6OkgX2cLhEAADQTQbcA/aSkgX00f8nflb9zt/bvPaC27WPPa8E5AACAHY0uTFmWJWNMrfvHde1IiDoHTq2RAwCgqWpU03xhYWE6ePAg/+DXE8uydPDgQYWF1bzeDAAAnLtGNTIVFxen/Px87d+/3+lSmqywsDB2aAcAoA41qjDl9XoVHx/vdBkAAAC11qim+QAAAIINYQoAAMAGwhQAAIANhCkAAAAbCFMAAAA2EKYAAABsIEwBAADYQJgCAACwgTAFAABgA2EKAADABsIUAACADYQpAAAAGwhTAAAANhCmAAAAbCBMAQAA2ECYAgAAsIEwBQAAYEOtwpQxZowxZosxZqsx5okz9LnJGJNjjNlojHm1bssEAABonDxn62CMcUv6q6SrJOVLWmOMWWxZVs4pfXpKmiLpUsuyCo0x7eqrYAAAgMakNiNTF0jaalnWdsuyfJLmS7rutD53SvqrZVmFkmRZ1r66LRMAAKBxqk2Y6ixp1ynH+d+1naqXpF7GmE+MMZ8bY8bUVYEAAACN2Vmn+c7hOj0lpUqKk/ShMWaAZVmHT+1kjJkkaZIkde3atY5uDQAA4JzajEwVSOpyynHcd22nype02LKscsuydkj6WifCVRWWZc20LCvFsqyUtm3bnm/NAAAAjUZtwtQaST2NMfHGmBBJ6ZIWn9bnbZ0YlZIxJlYnpv2212GdAAAAjdJZw5RlWRWS7pO0XNImSa9blrXRGPOkMSbtu27LJR00xuRIWinpUcuyDtZX0QAAAI2FsSzLkRunpKRYmZmZjtwbAADgXBhjsizLSqnpHDugAwAA2ECYAgAAsIEwBQAAYANhCgAAwAbCFAAAgA2EKQAAABsIUwAAADYQpgAAAGwgTAEAANhAmAIAALCBMAUAAGADYQoAAMAGwhQAAIANhCkAAAAbCFMAAAA2EKYAAABsIEwBAADYQJgCAACwgTAFAABgA2EKAADABsIUAACADYQpAAAAGwhTAAAANhCmAAAAbCBMAQAA2ECYAgAAsIEwBQAAYANhCgAAwAbCFAAAgA2EKQAAABsIUwAAADYQpgAAAGwgTAEAANhAmAIAALCBMAUAAGADYQoAAMAGwhQAAIANhCkAAAAbCFMAAAA2EKYAAABsIEwBAADYQJgCAACwgTAFAABgA2EKAADABsIUAACADYQpAAAAGwhTAAAANhCmAAAAbCBMAQAA2ECYAgAAsIEwBQAAYANhCgAAwAbCFAAAgA2EKQAAABsIUwAAADYQpgAAAGwgTAEAANhAmAIAALCBMAUAAGADYQoAAMAGwhQAAIANhCkAAAAbCFMAAAA2EKYAAABsIEwBAADYQJgCAACwgTAFAABgA2EKAADABsIUAACADYQpAAAAGwhTAAAANhCmAAAAbCBMAQAA2ECYAgAAsIEwBQAAYANhCgAAwAbCFAAAgA2EKQAAABsIUwAAADYQpgAAAGwgTAEAANhAmAIAALCBMAUAAGADYQoAAMAGwhQAAIANhCkAAAAbCFMAAAA2EKYAAABsIEwBAADYQJgCAACwgTAFAABgA2EKAADABsIUAACADYQpAAAAGwhTAAAANhCmAAAAbCBMAQAA2ECYAgAAsIEwBQAAYANhCgAAwAbCFAAAgA2EKQAAABtqFaaMMWOMMVuMMVuNMU/8QL+fGWMsY0xK3ZUIAADQeJ01TBlj3JL+KulqSf0k3WKM6VdDvxaSHpD0RV0XCQAA0FjVZmTqAklbLcvablmWT9J8SdfV0O/3kv4oqbQO6wMAAGjUahOmOkvadcpx/ndtAcaYIZK6WJb1Th3WBgAA0OjZXoBujHFJek7SI7XoO8kYk2mMydy/f7/dWwMAADiuNmGqQFKXU47jvms7qYWk/pI+MMbkSbpI0uKaFqFbljXTsqwUy7JS2rZte/5VAwAANBK1CVNrJPU0xsQbY0IkpUtafPKkZVlHLMuKtSyru2VZ3SV9LinNsqzMeqkYAACgETlrmLIsq0LSfZKWS9ok6XXLsjYaY540xqTVd4EAAACNmac2nSzLelfSu6e1TT1D31T7ZQEAAAQHdkAHAACwgTAFAABgA2EKAADABsIUAACADYQpAAAAGwhTAAAANhCmAAAAbCBMAQAA2ECYAgAAsIEwBQAAYANhCgAAwAbCFAAAgA2EKQAAABsIUwAAADYQpgAAAGwgTAEAANhAmAIAALCBMAUAAGADYQoAAMAGwhQAAIANhCkAAAAbCFMAAAA2EKYAAABsIEwBAADYQJgCAACwgTAFAABgA2EKAADABsIUAACADYQpAAAAGwhTAAAANhCmAAAAbCBMAQAA2ECYAgAAsIEwBQAAYANhCgAAwAbCFAAAgA2EKQAAABsIUwAAADYQpgAAAGwgTAEAANhAmAIAALCBMAUAAGADYQoAAMAGwhQAAIANhCkAAAAbCFMAAAA2EKYAAABsIEwBAADYQJgCAACwgTAFAABgA2EKAADABsIUAACADYQpAAAAGwhTAAAANhCmAAAAbCBMAQAA2ECYAgAAsIEwBQAAYANhCgAAwAbCFBDEjDF65JFHAscZGRmaNm1a4HjmzJnq06eP+vTpowsuuEAff/yxA1UCQNNGmAKCWGhoqN58800dOHCg2rklS5boxRdf1Mcff6zNmzfrhRde0K233qo9e/Y4UCkANF2EKSCIeTweTZo0Sc8//3y1c3/84x/17LPPKjY2VpI0ZMgQTZgwQX/9618bukwAaNIIU0CQmzx5subOnasjR45Uad+4caOGDh1apS0lJUUbN25syPIAoMkjTAFBrmXLlho/frz+/Oc/O10KADRLhCmgCXjwwQc1a9YsHT9+PNDWr18/ZWVlVemXlZWlpKSkhi4PAJo0whTQBLRp00Y33XSTZs2aFWh77LHH9Pjjj+vgwYOSpOzsbM2ePVv33nuvU2UCQJPkcboAAHXjkUce0YwZMwLHaWlpKigo0CWXXCJjjFq0aKFXXnlFHTt2dLBKAGh6jGVZjtw4JSXFyszMdOTeAAAA58IYk2VZVkpN55jmAwAAsIEwBQAAYANhCgAAwAbCFAAAgA2EKQAAABsIUwAAADYQpgAAAGxg006gEfCXlqmizKdKX7m8kRHyRIQ5XRIAoJYIU4DD/GU+7V+7UYc25kqSvFER6p52pbwR4Q5XBgCoDab5AIdVllcEgpQklRcV6+i2nQ5WBAA4F4QpwGE1vdKpsqLCgUoAAOeDMAU4zOX1KKprp++PQ7xq1TPewYoAAOeCNVOAwzxhoeo0fJjKCo+ovLhEkR3byRPOAnQACBaEKaAR8ISHEaAAIEgxzQcAAGADYQoAAMAGwhQAAIANhCkAAAAbCFMAAAA2EKYAAABsIEwBAADYQJgCAACwgTAFAABgA2EKAADABsIUAACADYQpAAAAGwhTAAAANhCmAAAAbCBMAQAA2ECYAgAAsIEwBQAAYANhCgAAwAbCFAAAgA2EKQAAABtqFaaMMWOMMVuMMVuNMU/UcP5hY0yOMWadMeY9Y0y3ui8VAACg8TlrmDLGuCX9VdLVkvpJusUY0++0bmslpViWNVDSQkn/U9eFAgAANEa1GZm6QNJWy7K2W5blkzRf0nWndrAsa6VlWcXfHX4uKa5uywQAAGicahOmOkvadcpx/ndtZ3KHpKV2igIAAAgWnrq8mDHm55JSJP3oDOcnSZokSV27dq3LWwMAADiiNiNTBZK6nHIc911bFcaYKyX9WlKaZVllNV3IsqyZlmWlWJaV0rZt2/OpFwAAoFGpTZhaI6mnMSbeGBMiKV3S4lM7GGMGS3pRJ4LUvrovEwAAoHE6a5iyLKtC0n2SlkvaJOl1y7I2GmOeNMakfdftWUlRkhYYY7KNMYvPcDk0sKioKElSXl6ewsPDlZycHPj18ssvO1wd0Hi53e4qf1/y8vL0wQcf6Nprr3W6NACNTK3WTFmW9a6kd09rm3rK76+s47pQDxISEpSdne10GUBQCA8Pr/b3JS8vz5liADRq7IAOAABgQ50+zYfGbdu2bUpOTg4c/+Uvf9Hw4cMdrAhovEpKSgJ/X+Lj4/XWW285XBGAxoow1YwwzQfUXk3TfABQE6b5AAAAbGBkCkCtPP3003r11Vfldrvlcrn04osv6vHHH9fu3bsVHh4uSUpMTNTChQsdrhQAGhZhqhk5fc3UL37xC91///0OVoRg8dlnn2nJkiX68ssvFRoaqgMHDsjn80mS5s6dq5SUFIcrBADnEKaauKKiIklS9+7dVVJS4nA1CFa7d+9WbGysQkNDJUmxsbEOV1T/Tv7dOVVqaqpSU1MbvhgAjRprpgCc1ahRo7Rr1y716tVL9957r1atWhU4d9tttwU2tnz00UcdrBIAnMHIFICzioqKUlZWlj766COtXLlSN998s5555hlJTPMBAGEKQK243e7ANNeAAQM0Z84cp0sCgEaBaT4AZ7Vlyxbl5uYGjrOzs9WtWzcHKwKAxoORKQBnVVRUpF/+8pc6fPiwPB6PEhMTNXPmTI0dO1a33XZbYGuE2NhYrVixwuFqAaBhGcuyHLlxSkqKlZmZ6ci9AQAAzoUxJsuyrBoXiDLNBwAAYANhKkhYlZbKjh5X4Y7dOlqwX76i4NszKi8vT/3796/SNm3aNGVkZGjixImBnbMPHTqkwYMH66WXXnKiTDQxleUV8hUVq+zocZWXlDpdDoAmiDVTQaL40BGt+dtbKj9+4h+DqA5tNOQ/fqLQFhEOV1a3jhw5otGjR2vSpEm6/fbbnS4HQa6i1KdDm3do58o1qvRVqGW3jkr4yeXyRoY7XRqAJoSRqSBQXlKmLYs/DgQpSSrac0i7134tq9KZNW/1oaioSPxvu0wAACAASURBVFdffbVuvfVW3XPPPU6XgyagoqRUecs/U6WvQpJ09Jvd2r16gyorKhyuDEBTQpgKApXlFTr27cFq7Yd37FZlhd+BiurHww8/rMsuu0wPPfSQ06WgiSg5cLha27Gde+T3EaYA1B3CVBBwh3rVukenau2xfbvL5XU7UNH5Mcb8YPvIkSO1aNEi7du3ryHLQhMW3rZ1tbYW3TrKHeJ1oBoATRVhKgh4QkPU65qLFdn++38YYvt2V7t+3c8YUBqjmJgYFRYWVmk7dOhQ4KW56enpuvvuu3XNNdfo2LFjTpSIJsYTHqr4qy8JhKfo+M7qMCxJLk/w/EcIgMaPBehBIqxVlIbemSa/r1zG5ZIn1CtvRJjTZZ2TqKgodezYUe+//75GjhypQ4cOadmyZXrggQe0cuVKSdJDDz2kPXv26IYbbtA777yjkJAQh6tuWirKfKoo8am08KjCWreUJzxEntCm+z32hIYopl8PRfeIkyxLLo9bnvDg+nsDoPEjTAWRpvDk3ssvv6zJkyfr4YcfliT99re/VUJCQpU+f/zjH3X77bdr3LhxmjdvnlwuBlDrgr+8Qgdy8rT1fz8KtCVee5naDkiQ29t0fxS4PB6FRDXdrw+A89gBHWgmyo4eV9ZfF6qy/PvF1y6PW0Pvu1GhLSMdrAwAGj92QAcgy19ZJUhJUmWFX5a/6TwRCgBOIEwBzYTL61ZYm5ZV2sJat5DLy5NtAGAHYQpoJkKiIpR062i17NpBxuVSy67tlXTbGIVEsRs4ANjBqkygGQlv01J9b7pClr9Sxu0KuidCAaAxIkwBzQwBCgDqFtN8AAAANjAyhXNW6ffLd7xUVmWlXB63QqOCf/8rAADOF2EK56SitEz7N+/Sxrc+lK+oRC07x2rwuNGKbNvK6dIAAHAE03w4J2XHSrT2leXyFZVIko4WHFDm/1uismPFDlcGAIAzCFM4J/s2fSOdtmn+8QNH5PeVO1MQAAAOI0zhnIS3blGtzbhcMm63A9UAAOA8whTOSevuHRQZG12lrfvlA+UJC3GoIgAAnMUCdJyT0BYRumjy9dqzYYeOFuxXx+SeatkpRl7CFACgmSJM4ZyFtoxUt0v6O10GAACNAtN8QCPidruVnJyspKQkDRo0SH/6059UWVkpSfrggw8UHR2t5OTkwK8VK1Y4XDF+yMk/z5O/nnnmGUlSamqqevfuHWgfO3asw5UCsIORKaARCQ8PV3Z2tiRp3759uvXWW3X06FH97ne/kyQNHz5cS5YscbJEnINT/zxPN3fuXKWkpDRwRQDqAyNTQCPVrl07zZw5UzNmzJBlWWf/AADAEYxMAY1Yjx495Pf7tW/fPknSRx99pOTk5MD5N954QwkJCU6Vh7MoKSmp8uc1ZcoU3XzzzZKk2267TeHh4ZKkq666Ss8++6wjNQKwjzAFBBGm+RqvqKgoFRUVBY7fe+89SaoyzVdeXq527dopMTGRaT6gCWGaD2jEtm/fLrfbrXbt2jldCs5RamqqLMtSfn5+oG358uVKTk5WSAhbiQBNCWEKaKT279+vu+++W/fdd5+MMU6Xg3Pkdrvldrv12muvBdrmz5+vW265xcGqANQH49TC1pSUFCszM9ORewONldvt1oABA1ReXi6Px6Nx48bp4Ycflsvl0gcffKDrrrtO8fHxgf7/9V//xWP1jcTp03yS5HK5FBYWpl69eqmyslJbt27V7t27dd1112n37t2BNVOxsbFscwE0csaYLMuyapybZ80U4LBTA1T//v01btw4PfTQQ4EAlZaWpiVLlig1NVW//OUvlZmZqUWLFik0NNTp0nEWlZWV6tGjh9544w2tXbtWc+fOVXR0tD744AOnSwNQhwhTgMPOtrfUSU899ZQ++eQTvfvuuwQph5w++vTkk0/qzTfflCQdP3488OTenXfeqcmTJ0uS0tPTNX/+fK1du5YpPqCJYpoPcNjp/0Bv375dw4YN04EDB7Rq1SplZGRoxIgRevPNN7V8+XJFRUU5WG3zVtNUniRVVFTI6/XWuB/Y+vXrNXbsWBUWFuqbb74JTO0BCC4/NM3HAnRAkjFGjzzySOA4IyND06ZNkyRNmzZNGRkZDVbL6XtLffLJJ3rhhRe0dOlSglQjFxcXF/j13HPPSZIGDBggr9erUaNGEaSAJoppPkBSaGio3nzzTU2ZMkWxsbFOl1NFYmKiCgsL9e9//1s/+9nPnC4HZxAdHV1lG4RTbdiwoYGrAdCQGJkCJHk8Hk2aNEnPP/+806VU21uqffv2evfdd/Xggw9q5cqVDlcHADgdI1NoVk4+OWdZltxut2bMmKFLLrlElmXpd7/7nSorK7V48WIdPHhQF154YYPXd6a9pXr16qU333xTP/3pT/XOO+9UeUUJAMBZhCk0K6c+Obd8+XJNmTJFq1atknRiOu2GG26Q1+tVeHh4jQuN68PJ97edvrfU6YYNG6aXXnpJaWlpWrlyJe/ka2BW5YnF5f7yCrm9/OgE8D1+IqDZOnr0qFq3bl2l7cEHH9SQIUN0++2327p22bFiFRceU3lxmVp2jJE3Mkxuj7vGvn6//4zXSU1NVWpqauB41KhR2rlzp63acO58RSXau2G7iouL1alDR3lCQ2RcRg8//HCNwRdA80KYQrNychSotLRUu3fv1vvvvx84t23bNo0cOVLFxcWaNm2aJk6cWOWzEydO1LXXXltlx/GaHpUvPXpcn/51kY7tPihJcod4dOkvb1Drbu3r7wtrok5Oy1ZUVKhv376aM2eOIiIizrhFQX0oLy3T10s/V/7qTXr3kRmSJG94qC79z3SFtYyUdGLN3eHDhxukHgCNDwvQ0aycnObbvHmzli1bpvHjxwf2BkpISFB2drbWr18vSerWrVvgc0899ZQWLFigu+66S3FxcWe8fqXfr52f5QSClCT5fRX68p//Vtmx4nr6qpquk39eGzZsUEhIiF544YUGr8FfVq6CzM1V2spLynTg610NXguAxokwhWbr4osv1oEDB7R//35t3Lgx0N6+fXtFRkZW2Wfq8OHDuvHGG/Xiiy+e8fF36URwOpBbUK29aF+hKv2Vdf41NCfDhw/X1q1bG/7GlmrcjLPSV9HwtQBolAhTaLY2b94sv9+vmJiYOrumO9SrmMRO1doj27aScfPX7XxVVFRo6dKlGjBgQP3fq8ynksJj2r/pGxXtLZRcRu3696jSx+Vxq22/bme4AoDmhjVTaFZOrpmSTow2zJkzR273iYXh27ZtC5wrKSnRn//8Z91///2Bz566VcGZ2lwul7pdkqT8zK9VtK/wRJvXrSE/v1KhUex+fa5O/fMaPny47rjjjnq9X0V5hfZu2KGv5r0nfTca1Wlob/VLu0zhraK0b8MOhbdpqT5plyokKqJeawEQPAhTaFbO9ORc9+7dVVJSEjiOioqqEqQkKSYmRoWFhYHjQ4cO1bhbeljLSF36wA0q3n9EvuJSRce1VUhkWI1hDD/s1K0sGkJFcZnWL/ggEKQk6dusLYq/fKB6XX2ReqQOkfG4FBIR1mA1AWj8mHcAaik1NVWvvfaafD6fJGn27NkaMWJE4LxVaankyHEd3Vsov69Cke1aqUP/eIW3imJfoiDh95Wrsrz6Wqgj+fvl9noU2jKCIAWgGn7CAzUoLi6u8tTeyf2EsrKyNHToULndbiUkJFR5uuzYvkKtmv6miguPSZI69OumC28fo7CWTAfVtTP9+ZyrSn+ljJGM68R/V7pDvfKEelVRVl6lX6uubGsB4MxMTU+pNISUlBQrMzPTkXsDda30aLFWPrdAR3cfqtLeP+1i9R1zgVwsPm9UykvKdHz/Ye34eL1CIsIUP3ygQltGSrJ0IDdfa+csU2XFiSnh+B8lK+GKoQqJZEQKaM6MMVmWZaXUdI6RKTQpvuOlKi/zyV/ulzcsRGEtImRc9b9WyV9eUS1ISdKurFwlXD5QYS0YnWosrMpK7du8U2tfXh5o++bT9frRo7cosm0rxSbGKfVX41R69LhCo8LlCQ2RNyLUwYoBNHaEKTQZpceKlTlvpfJWb5YsKaJ1C4144HpFd46Ry1W/I0Mut0tur0f+09bbRLSJOuNrZOAMX1GpNi3+pEpbZblfW1dkqf/YH8kd4pE7xKOw6EiHKgQQbJh7QJNgVVr6ZvUW5X1xIkhJUnHhMb0//U2VHSv54Q/XAW9EqPqOGValzbhcGnjdZfKGM6rRmFiy5Dte/f8TpUePB6b2AOBcMDKFoHZiJMiovNSn7Z/lVDtfcrhI5aU+hdfzKIMnxKvE1EFq072Dtn74lUKjwtVnVIoi2rSo1/vi3HlCveo0KFH5mVuqtHe9KIngC+C8EKYQlMqOl+ronkJtXvGlXG6XBvzkIoW1qHlTTLe3YabZQqPC1bF/d7Xt2VnG5Wqw++LceEJD1CftUlX4yrVn/Q65vR4ljBismMTOTpcGIEgRphB0/H6/dq3dqs/+8f0C4v1bv9Wld16tb9fnVXmPWpchifKEehu0voa+H85dWIsIDUq/Qv1vOLHGzRsRyl5gAM4bPz0QdEJCQtSlTUdZlSdC0wMjJ2rT7q0aN/ABdevWTUcPHlZKwiA99dsnFX9xP/nL/dqXWyCXx63INi3qfcoPNSsrKpH/u5cDu0O9CnV4qwFveCjTegDqBGEKQSc8PFy//8lDVdoOFB1SQkxXff7FGpX5fLrg4gt1MLxEHY4Uafkzr6nseKkkKSq2pcY8ka6o2GgnSm+2So4c1+p/LNX+3AJJUvuk7ho27io2NAXQJPA0H4JS6y5tq7WFRYXLuIyiY1pp8JDB+mb7Dq362/8GgpQkFR04qs//+Z58xaXVPo/6UV7q0/q3Pg4EKUnauzFPm5evqbaVBAAEI0amEHRKSko0ZeH/6Ni+w4qNaK0Hrpio0Mhwteocq9DIcBUWFio3N1cXT71YH33wdrXPf7sxTxW+CoUwKGLbnj179OCDD2rNmjVq1aqV2rdvr9GjR+ull14K9Cn3+ZSzaZOeT39Cca07BNrzv8xV71EpCo/mxxCA4MZPMQSd8PBwfbVunUqPlejY3kMyLpfWblmn526bpUGDBik3N1cPPvigOnbqKE+YVxWlVd+zFhXTUsbU/67oTZ1lWbr++us1YcIEzZ8/X5L01Vdf6ejRo3rggQcC/R575FG190RXCVKSFNYyQq4G2J0eAOob03wISi63SxGtItW+dxe169lZoVHhGj58uL766itt3LhRs2bNUk7uZg1Ku6TaZ1NuTmWtTh1YuXKlvF6v7r777kDboEGDNHz48MDxhx9+qDcXvaW/zvhbtc8PuP4yhfKaHQBNAGEKTU58fLyeeOIJ/em5P6nX5QN01SNjFTeoh7qm9NSPp/5cHfp0qbeRqT179ig9PV0JCQkaOnSorrnmGn399dfq379/lX7Tpk1TRkZGvdTQUDZs2KChQ4fq6aefVlJSkgYOHKjk5GR98cUXSk1N1cqVKzVx4kTNmTNHCSn9NOLRm9R5SKLiUnrpiiduUZtuHc5+EwAIAkzzoUm6++67lZGRod0H9qr7gHi1Tewk43LJW497QJ1p2mvv3r31dk+nffvtt/r888/15ZdfKjQ0VAcOHJDP55Mk/eEPf9C4ceN06aWXSpJi4jtq2PjRMpLcIfzoAdB08BMNQaeoqKhaW2pqqlJTUwPH4eHhKij4/umxkAbYT+hM0155eXn1fm8nJCUl6YUXXlBCQoJCQ098f2NjYyWdGKHzer36zW9+U+UzHkIUgCaIn2xAHTk57VWTbdu2KTk5OXC8Z88e/ed//mdDlVYvRo4cqYiICGVnZ6tXr1668sorlZKSooSEBO3YsUOvvfaaPB5+xABo+lgzBTSAhIQEZWdnB36dOnoVrIwxWrx4sS666CIVFRVpwYIFuueee3TPPffI7/frscceU3JycuDXRx995HTJAFAv+M9GoI4kJSVp4cKFTpfRoDp16qQFCxYEjhcuXKg5c+aoXbt2ysjIUEpKioPVAUDDYGQKqCMjR45UWVmZZs6cGWhbt26ddu3a5WBVtff222/LGKPNmzdr/fr1gRGlNm3aKD4+XsnJybryyiurfGbLli3Kzc0NHGdnZ6tbt24NXToAOIowBdQRY4zeeustrVixQgkJCUpKStKUKVPUoUNwbAEwb948XXbZZZo3b54GDBgQmJJMS0vTs88+q+zsbK1YsaLKZ4qKijRhwgT169dPAwcOVE5OjqZNm+bMFwAADjGWZTly45SUFCszM9ORewOoqqioSL1799bKlSv1k5/8RFu2bAmcmzhxoq699lqNHTvWwQoBwFnGmCzLsmpcu8DIFBxTVlyqwm8PKnPRZ9qwYq2KDh6Vv8LvdFnN0qJFizRmzBj16tVLMTExysrKcrokAAgaLECHI3ylPm35aINW/r9lgTZPqFc3Pjle7Xp0dLCy5mnevHmB9+mlp6dr3rx5Z9zmAQBQFWEKjvAVl+nD2f+u0lZRVq5//98luv6/blVEdKRDlTU/hw4d0vvvv6/169fLGCO/3y9jjJ599lleCA0AtcA0Hxxxpim9A3l7meprYAsXLtTPf/5zbfpqozauXa/cnK8VHx/PvlAAUEuMTMER4S0jztjucpHxG9LcV+bq5z++SW//erZKjxWrbWInXXPlGL366qu6/PLLnS4PABo9/tWCI0IiQtVjWK9q7Ren/0jhLWoOWqgfr/5tjtwbj6v0WLEkaf/Wb9Vlbws990yGJGn27Nk8yQcAP4CRKTgivEWErrjrx+rcr6s2fbBO3rAQDbv+UnXsHSeXx/mM7yvxyVdSpvKycnnDvAqPCpfb2/T+uvhKyrRh6WpJUqvOserUr6sqfBX6JitXx/YdVkSrKIcrBIDGr+n964CgEREdqeSrL1Cf4QNkXKbRjEiVHCtW5tufae07q+Wv8Cs0KkxX3vVjdU/uoZDwUKfLq1uWJVnS8Duvlsvj1jeZuQqJCNUV9/9U3vCQerllVFSUioqKAsezZ89WZmamZsyYoWnTpunvf/+72rZtK5/Pp9/85je65ZZb6qUOAKgrzg8BoFlzuV2KiI5sNEFKknau26HMRZ8FFsKXFZXqnefe0PHDxx2urO6FRIRp6E0/0qGd+7Xq/y5R3pot+nrVOi3942uqKCt3pKaHHnpI2dnZWrRoke666y6Vl5+o4+mnn1ZSUpIGDhyo5ORkffHFF0pNTdXJzX937Nihnj17avny5Y7UDaD5IkwBpyg9VqLspTXszG9Jmz/e0PAFNYCwFuHKWfFllTbLX6kvXl2p0mMlDlUl9ezZUxERESosLNRnn32mJUuW6Msvv9S6deu0YsUKdenSJdA3Pz9fY8aM0Z/+9CeNHj3asZoBNE9M8wGnMtKZtlZyNdE9l/zlFbL8ldXaj+45pEp/3W9TUVJSouTk5MDxoUOHlJaWVq3fl19+qZ49e6pdu3b6+OOPFRsbq9DQE9OssbGxgX67d+/W+PHj9fTTT9d4HQCob4xMAacIiwpX8jUXVGs3LqPelyU5UFH984aFKCSi+lqwDn26yBPqrfP7hYeHB16inJ2drSeffLLK+eeff15JSUm68MIL9etf/1qSNGrUKO3atUu9evXSvffeq1WrVgX6T5gwQffddx9PHAJwDGEKOE2X/t104djL5A45MXAb3jJC1/7nWEVEN/4n2yzLUvHh4zpeWKRyX+3WPIVGhmn4f1xdZbfzsJYRuiB9hCML7h966CFt3LhRb7zxhu644w6VlpYqKipKWVlZmjlzptq2baubb75Zs2fPliRdeeWVeuWVV1RcXNzgtQKAxDQfUE14iwgN++klGjhqqCp85fKGhiisRbjcHrfTpf2g0qIS5a3dqsy3PlFZUakSL+qjlOsvU2TrHw6Bbq9Hnfp3143P3aU9m3YqNCpcMd3bK9zhV/qkpaVp1qxZmjNnju666y653W6lpqYqNTVVAwYM0Jw5cyRJjz32mP75z3/qxhtv1KJFi+Tx8GMNQMNiZAqogTcsRFFtWqhVhzaKbB3V6INUZWWltq3eon/PWKzCgoMqPnJc65Znacn/vK7iI2d/CtEbFqKomJZKvKy/uiQnKKJVVKN4L9/UqVP13HPPadOmTcrNzQ20Z2dnq1u3boHj6dOnq2XLlrrjjjtkWZYTpQJoxoxTP3hSUlKsk480A7Cn+HCRXvvVSyo6eLTaudv+NElt4to6UFXdycrK0i9/+UsdPnxYHo9HiYmJmjlzpsaOHauMjAylpKTI5/Pp2muv1aBBg/Tss886XTKAJsYYk2VZVkpN5xgPB5oASzrjCNS5bG8QFRWlzz77TOPGjZMk7dy5U9HR0YqOjlZsbKxWrFhRF+Wes6FDh+rTTz+t1v7BBx8Efh8SEqJ//etfDVgVAJxAmAKaAG+IV90HJ2j7mq+rtLu9HkV3aH1O1xowYICys7MlSRMnTtS1117Lk3IA8ANqtWbKGDPGGLPFGLPVGPNEDedDjTGvfXf+C2NM97ouFMCZhUSEaviEUWrRNjrQ5nK7NOqXaQqNCHOwMgBo+s46MmWMcUv6q6SrJOVLWmOMWWxZVs4p3e6QVGhZVqIxJl3SHyXdXB8FA6hZy7bRuvGpiTq697BKi0rUtnt7hUaG1cteUQCA79Vmmu8CSVsty9ouScaY+ZKuk3RqmLpO0rTvfr9Q0gxjjLF4rAZoUJGtohTZqvHvhwUATUltpvk6S9p1ynH+d2019rEsq0LSEUkxdVEgAABAY9ag+0wZYyYZYzKNMZn79+9vyFsDqAfFR07stl5WXObI/aOiqo7CzZ49W/fdd5+kE4vnFy5c+IP9AaAu1CZMFUjqcspx3HdtNfYxxngkRUs6ePqFLMuaaVlWimVZKW3bBve+N0Bz5isu0851O/T2U/P0zwdf0L9mLNKRvYWyKs8+s1985LiKDh3V8cIiVdbwguWG4Ha7lZycrEGDBmnIkCHVtl2YPn26wsLCdOTIEUfqAxBcarNmao2knsaYeJ0ITemSbj2tz2JJEyR9JmmspPdZLwUEn6KioirHJ99/d7pDBQf09lOvBo53ZOZqz5YC3Zpx5xlfX+Ov8Kuw4ID+/bcl2rd9tyKiI3XRzZer58X9FBYVXmdfQ22cfNmyJC1fvlxTpkyp8vLkefPmadiwYXrzzTd1++23N2htAILPWUemvlsDdZ+k5ZI2SXrdsqyNxpgnjTFp33WbJSnGGLNV0sOSqm2fAKBpKCsu1eevf1itveRYsQo2fXPGz5UcLdbr/zVH+7bvlnRihOr9mUtVkLPzvGspKSlRcnJy4NfUqVPP+RpHjx5V69bf78W1bds2FRUV6amnntK8efPOuzYAzUetNu20LOtdSe+e1jb1lN+XSrqxbksD0Bj5K/wqOVpc47miQ8fO+Lmd67arvNRXrT3z7U/VqW8XhbeIOOdaTh1hkk6MpJ18TVVN7xY82XYyhJWWlmr37t16//33A33mz5+v9PR0DR8+XFu2bNHevXvVvn37c64NQPPBi44BnJPQyDD1vLhPjee6D0484+fKjte8SN1XUlartVbnKiYmRoWFhYHjQ4cOKTY2VtL3IWzz5s1atmyZxo8fH3hB8rx585Seni6Xy6Wf/exnWrBgQZ3XBqBpIUwBOCdut1v9RiSrQ+9Tdkgx0kU3Xa6I6Mgzfi5+aM1Bq++PBio0qu53aU9NTdVrr70mn+/EaNjs2bM1YsSIav0uvvhiHThwQPv379f69euVm5urq666St27d9f8+fOZ6gNwVrybD8A5i4iO1E8evUnHC4t07MARxXRtq9CIMIVGnjkUhbeM0Mi7rtGqWcvlr/BLkroPTlC/EYPkdrvrvMZrr71WWVlZGjp0qNxutxISEvTCCy9U67d582b5/X7FxMRo+vTpmjZtmqZMmRI4Hx8fr2+++UbdunWr8xoBNA3GqYfuUlJSrJNrGwA0D+WlPpUVl6no4FGFtQhXaGTYea2VssvtdmvAgAH6/+3deXhURb7G8W+ls3XSCSQhLG4IChElGiCCQQdRRJHtioqAuCCOu4OC+6gzPneuDjrM6FVER+UKzkgAdwQFGRY30LCKAUFcCCgqJASyd5JO3T8SIpAmRDrpk+X9PA+P6arT6VfLE345VacOgLWWxx57jCFDhtC5c2fee+89Tjnl12nMSZMm0a5dO+67776g5xSRxsMYs8Zam+q3T8VUy3LgXyIAo0eP5v7772f+/Pk8/PDDVFRUUFZWxh133MFNN93kYFIJRFFeId6iUkoKivHEe4iIiiQ8MtzpWCIiTVZtxZSm+VqYQ+9+AigrK+PGG28kIyOD4447Dq/Xy7Zt25wJKAEryC3gnSff4Pt13wIQGh7KRTcOpts53YmsZRpORESOjhagC/n5+ZSXl5OQUPk4xYiICJKSkhxOJUejrLSMFW98XF1IAZSXlrNg6jwKcg+/bYGIiBw9FVMtzKGbHM6ZM4f4+HiGDx9Ox44dGTNmDK+++ioVFc485kMC4y0oYcOS9X77vlz6RZDTyNHY/6ib7t27M2zYMPbu3Vvdt3HjRs4//3ySkpLo0qULf/nLX9DDJkScp2Kqhdk/zbf/z6hRowB46aWXWLJkCb1792bKlCmMHz/e4aRytExIzc0qa2uXxmX/OZqZmUl8fDzPPvssUPmL0PDhw7n//vvZsmULX3zxBStWrGDatGkOJxYRFVNSLTk5mYkTJ7J48WLeeOMNp+PIUYiMcZNyQQ+/fcnnnRHkNBKotLQ0fvyx8rnys2bN4uyzz+bCCy8EICoqiqlTpzJ58mQnI4oIKqaEyofbLl++vPr1+vXrtadOExUaFspZI86ma59fb+0Pd4czfNKleOJiHExWu4K9BezK+oUfvtpO/p58ykvLnI7kOJ/Px5IlSxg+vPIRqBs3bqRXr14HHXPSSSdRUFBAXl6eExFFpIru5mth9q+Z2m/QoEE8+OCDPPHEvctFFwAAFkRJREFUE9x000243W6io6OZMWOGcyElINGtPQy74xJKS0opLS4l0uPG7YkkNDzM6Wh+7du9l1l/eoWcH7IBCIsIY8Q9I+l0RmfCjrCdQ3F+Eft27WXDf9YSHhnB6QN74onzEO6OCEb0BrH/HP3xxx/p1q0bAwcOdDqSiByBiqkWxufz+W1/7733/LZL0+SOiXJkM8zfqji/mPlPv1NdSAGUect4/a+zuf2libUWU96iEtYsyODT2cur2zLeWcGlD4ymc8+TCWmAXdWDYf+aqaKiIi666CKeffZZJkyYwKmnnspHH3100LHfffcdHo+H2NhYh9KKCGiaT0QcVOYt5fv139Zor/BVsGPT9lrf6y3ysmLuhwe12QrLwmnvUpRXVK85g2H/XXxFRUUMGzaM0tJSnn76aaZMmcLtt9/Ok08+yezZs0lKSuL777+nuLiYCRMmcO+99zodXaTFUzElIo4xxmBC/P8YCg2r/cL5vl/2YitqbgtQmFtAeWl5veQLpv1XpKKioqrv4uvRowdt2rQhIyODL7/8kjVr1hAfH8/AgQNJTk7mzDPP5Pbbb3c6ukiLp2k+EXFMuDuCbn1PZdMnmQe1h0WGc0zSsbW+1xPv8dseFhGGK6xpTvFB5Q0hzz//PBs2bADgqquu4vvvvyckJITk5GRWrlzpcEIROZSuTImIYyKiIrjwxovp3OPk6rbYNrFc9T/jiIqNrv290W469+pSo733iLOJ9LjrPWuwHHoX3xVXXMG7775LSkoKd911F+vWrXM4oYgcSg86FhHHFeUVUeYtxVfmI9wdTlRsNCGuI/+uV7SvkA1L1pG59AtCI0I5c3ganXue3CQW3x9q/0PI99/Ft2zZMlxVi+i9Xi9Lly5l6dKlTJ8+nddee40BAwY4nFikZantQccqpkSkSfP5fJTkF2OMIapV7VezGjOPx0NBQUH1XXwjR45kwoQJNY6bMmUKWVlZPPPMMw6kFGm5aiumNM3XRJWVlpGbvZev1n3NV+u+Jjd7L6VebXQoLY/L5SK6tadJF1IHioqK4umnn+bvf/875eXlrF27lp07dwJQUVHBhg0btKmuSCOjBehNkLeklM3rvuZ/H3iekiIvABHuCCY8diOn9kwioglvWCgi0KNHD04//XTS09NJTEzkhhtuwOutPNd79+6tO/hEGhlN8zVBOb/s4c5L/lhjA06Xy8WTbz1Km/YJDiUTERFpnjTN18ys+Wi9353MfT4fq5bpTh+RxsAYw1Vjx1K4r5CifYWUlZWRmJjI0KFDAZgxYwaJiYmkpKRU/9m0aVODZNm/IegZZ5xBz549WbFiRXXf1q1bGTp0KCeddBK9evXivPPOq7HTuojUTtN8TVBebkEtfXrgqUhjEB0dzarPVjHzwZeICI+gJLGcDh06HHTMqFGjmDp1aoNn2b8hKMCiRYt44IEH+PDDDykpKWHIkCFMmTKleiuGzMxMVq9eTb9+/Ro8l0hzoStTTVCvfmccti+1f88gJhERf4oLivGV+Wgf0paPVn7MT1t38uKzL5B6ci8qfBWOZsvLyyMuLg6AV199lbS0tOpCCqB79+6MGzfOoXQiTZOuTDVBbdrH0/u8nmQsW3tQe+q5KSR20HopEaeVFnmp8PlIPuY0ln39EUntuvJL/i7ML5aK6F+LqTlz5vDJJ59Uv165ciVud/1vOFpcXExKSgolJSX89NNPLF26FICNGzfSs6d+ARMJlIqpJiimdQzj77+Kcwan8Z83lgMw4NJ+JJ3Rhdi4GGfDiQiFeyun4tvHtmNv8T6+3JlJ17YnQ0UFFQesd3Rimm/lypVcc801ZGZm1jhuxIgRbN26la5du/Lmm282eC6R5kLFVBMVGxdD6rkpnJaahLUQ1YQfnyHS3LRuH0+Iy0Vc+zhOadeVhZv+w/i0q/FWlBLicva5gWlpaWRnZ7N7925OO+20gxabv/XWW6xevZq7777bwYQiTY/WTDVx7mi3CimRRqK0pJQ9P+Ww4s3Kqbvzx13Iff/9AAO69ad9bDtOH5BSp8fkNKTNmzfj8/lISEjgyiuv5NNPP2XevHnV/UVFRQ6mE2madGVKRKQeVPgq2LFpO//+00wqKirw+XzMfnQWZ5yfwpQX/k5ktJvN2zezaPXi6vccumZq2rRp9O3bt96z7V8zBWCtZebMmbhcLtxuN/Pnz2fSpEnceeedtGvXjpiYGB566KF6zyDSnGnTThGRepC/J58X7phGXk7N7Ulue24CbTu2cyCViNQXbdopItLAykvL/BZSANs3ZgU5jYgEk4opEZF64Ap14Qr1v7i8dbu4IKcRkWDSmqlauFwukpOTKS8vp1u3bjz11FMMGTIEgJ9//hmXy0ViYiIAGRkZhIeHOxlXRBwUGe2m16BUMuZ/flB7bJtWtO/c3qFUIhIMKqZqceDeLGPHjmXOnDnVrx955BE8Ho9uIRYRAMLd4fQfOwB3TBSfv7uS0qJSuvY+hYtvHoxH+7+JNGsqpurod7/7HRs2bHA6hog0YtGtouk3uj+9h/TBAmERYURGRzodS0QamNZM1UF5eTnvv/8+ycnJTkcRkUYuNCwUT3wMMfEx9VJI7dixg06dOrFnzx4AcnJy6HRiJ7Zt20b37t2rj3vxxRfp1asXubm5AX+miPw2KqZqsX9vltTUVE444QSuv/56pyOJSJCVl5aTl5NHzs4c8nLyKCstC+rnH3/88dxyyy3ce8+95P68h2suvZqzkvrw9aot1Q9N/te//sUzzzzDokWLqh9iLCLBo2m+Why4ZkpEWp6i/CLWLF7DBzMXU1JYQoQ7gvPGnEfa0LOIio0KWo6JEydyevfTufKCMazJWstNZ/+e9559l33Z+3jl5Vd4fMrjLFmyhDZt2gQtk4j8SlemREQOY1vmNuZNe5eSwhIAvMVeFv7fQras3hLUHKWFpQxMOp+FGz/gom4DcYVUbsGQnZvNxLsm8sEHH9C+ve4YFHGKiikRET8K9xWydNZSv33L0pdRkFsQtCw+n4+MDavwRHjYlb+7uj0qPIqE2Hjmzp0btCwiUpOm+WpRUHD4H5aPPPJI8IKISNBV+CoozPP/0N/CvCIqbEXQsmRu/JJte7P4fdo4/u+zV+je4VQAwlxhPP+357nloVtp27YtY8eODVomEfmVrkyJiPjh9rg5te+pfvu6nXUKkVHB2fLAWsuke+/i4Xv/RCt3K/p2OovFm5cAEOIynDmgNwsXLuSPf/wjixYtCkomETmYiikRET9Cw0M59/J+xHeIP6i9VZtWXHDVBYRHBueJBy+++CIdO3Zk/B/Gc/l9oxh89iByivcQl5RAXPt4PHEeOnXqxLx58xg/fjwZGRlBySUivzLWWkc+ODU11a5evdqRzxYRqav8Pfl8s/5bvtvwLR1PO5GuvboQGx/rSBZrLYV7C7HWEh4ZTkRUBMYYxo4dy7///W+gcl+8Dh060KdPH+bPn8+MGTNYvXo1U6dOpaKiguuuuw6Xy8X06dMxxjjy7yHSFBlj1lhrU/31ac2UiEgtYuJj6HF+Cj3OT3E6CsYYPHGeg9qio6PJzMykuLgYt9vN4sWLOfbYY2u811rLzTffTFlZGS+//LIKKZF6pGk+EZEmbvDgwSxYsACA9PR0xowZU+OYCRMmkJOTwyuvvEJIiH70i9SnFnFGlZeVs3tXDjuyfuTnnbvYm5vndCQRkXozevRoZs+eTUlJCRs2bKBPnz4H9c+aNYu1a9cye/ZsQkM1ISFS35p9MZW3L5/5b33AyIuvZ0i/K7kwbSQTb3qIH7bvdDqaiMhRefvttzHGsHnzZgBiY2NZsGAB6enpDB48uMbxPXv2JCsrS4vTRRpIsy6mrLV89ska/nTP4+zJ/vXhn2s+/4Jxl/+B7N17HEwnInJ00tPTOeecc0hPT69ui4mJ4e677/Y7xXfKKacwd+5cRo0axcaNG4MZVaRFaNbFVE52Lk9N/qffvl2/ZJOxYm2QE4lIS1dWWkbhvkJKS0qP6v0FBQV88sknTJ8+ndmzZ1e3x8XF8ec//5nk5GS/7+vbty/PPfccQ4cOZfv27Uf12SLiX7OePC8vL691Om/lx6u5ePgA3dUiIg3OV+4jb08ey+Yu59vMbbQ/oS0XXj2QuLatCY+o+55V77zzDoMGDaJr164kJCSwY8cOAMLCwpgwYUKt7x02bBjZ2dkMGjSIjz/+mISEhID+nUSkUrO+MuUKCSEq2n3Y/hM6HqtCSkSCYm/2Ph677gmWvvYhWV9l8fmiVTx67WR2fvvTb/o+6enpjB49GqhceH7rrbfWOKZ///7Mnz8fgHHjxjF16tTqvuuuu44tW7YwYMAAUlJSSElJYfLkydXv0/5/Ir9ds74y1ap1LJdfOZxXXpxTo8/lcjFkxEAHUolIS+Mt8bJw5gcUFxQf1F7hq2DuU69zyxM3EdPac5h3/2rPnj0sXbqUL7/8EmMMPp8PYwy33Xbbb8rjdrtZv379b3qPiBxes74yFR4RznU3j6F3Wo+D2kPDQpky7RHi4ls5lExEWhJvkZet67f67du+ZQcV5b46fZ/XX3+dq6++mqysLLZt28aOHTvo1KlT9VSfiDijWV+ZAkhoE8ffpj3Crp+z+XzFWuLiW9O7bw9iW8XgdgfnQaUi0rK5wkKJaxdH9s6cGn2x8bFQx+UG6enp3HfffQe1XXbZZfz1r39ly5YtHHfccdXtTz75JCNHjvT7fYqLi0lJ+XVH9wceeIBRo0bVKYOI1KRn84mIBME3G77lqT88U6N95B2Xcs5/nY3L5QpaFo/HQ0FBQY32/v37M2XKFFJT/T5+TKRFq+3ZfM16mk9EpLE4tvMxjH/kWlonVi4vcHvcXHLzMFIH9ApqISUi9a/ZT/OJiDQGbo+blH5ncNLpJ+Er9+EKDSE6NprQMP0YFmnqdBaLiARJiCuEVgmxfvvKvGUU5hfhLfISFhlGZFQkUZ7Db+0SiEPXTA0aNKh6e4QhQ4YQFhYGQFpaGq+99lqDZBBpTlRMiYg4rDC/iM8WZvD2C/PxFnsxIYae56YwZtJIYuNi6v3zfD7/dw8uX7683j9LpCXQmikREYdlbd7OnP99A2+xFwBbYVmzbB1vPjePkiKvw+lE5EhUTImIOKgwr5D3Zi7y2/f5B6soLiz22ycijYem+UREHFBSVEJRQQm+snLycvP9HuMr9+Gr44aeIuIcFVMiIkGWl5vPWy+8y0fzV3DOkDSSenTh56xfahzX5pgEwiLCHEgoIr+FpvlERILIW+xl3svvseztj/GV+/jsg1WkDe5T4y6/EFcIV987pkEWoItI/dKVKRGRICoqKObDeZ9Wv/YWe5n5+Cxueez3fPFJJt9mfkfiMW248MoBxLeNwxzhUTPeYi8lxV7CwkKJiolq6Pgi4oeKKRGRICov81HmLTuoLevrHTx2yz84++I+XP/wNUS3iiY8IrzW7+Mr97FnVy7zZrzP1i++IaF9AiNuGMoxJ3ZosP2pRMQ/FVMiIkEUFhFKXGJrcnfvPai9vKycgrxCIqMij1hIAWT/nMOfrnm0euuEn7J+IfPzTdz6PzeQel6KHlEjEkRaMyUiEkSxrWO48s6RNdrDI8IYecsluOtwVamkqIQ3/ul/D6pX/zGH/NyaDzEWkYajK1MiIkEU4grhtN7deOiFe3jzxXfZvTObk7t35pLfDyG+XXydvkdJkZct67b67du3J49Sb2l9RhaRI1AxJSISZFEeNycnd+a2R2+gvLSMCHcEkVGRdX6/KzSE1m1asTd7X80+V4geniwSZJrmExFxSHRMFK0SWv2mQgogpnUMw8cP8duXNqiPFqCLBJmKKRGRJigp5WTGTLicyKgIAEyI4ayBqYy6bcRvLs5EJDC6Fiwi0gR5YqMZcNm59BmYirfYS3hkOJFRkboqJeIAFVMiIk1UWEQYcYmtnY4h0uJpmk9EREQkACqmRERERAKgYkpEREQkACqmRERERAKgYkpEREQkACqmRERERAKgYkpEREQkACqmRERERAKgYkpEREQkACqmRERERAKgYkpEREQkACqmRERERAKgYkpEREQkACqmRERERAKgYkpEREQkACqmRERERAKgYkpEREQkACqmRERERAKgYkpEREQkACqmRERERAKgYkpEREQkACqmRERERAKgYkpEREQkACqmRERERAJgrLXOfLAxu4EsRz7cGW2AbKdDyGFpfBo3jU/jpvFp3DQ+9aOjtTbRX4djxVRLY4xZba1NdTqH+Kfxadw0Po2bxqdx0/g0PE3ziYiIiARAxZSIiIhIAFRMBc8LTgeQWml8GjeNT+Om8WncND4NTGumRERERAKgK1MiIiIiAVAx1UCMMfHGmMXGmK1V/4zzc0yKMWalMWajMWaDMWaUE1lbEmPMIGPMFmPMN8aY+/30Rxhj5lT1f26MOTH4KVuuOozPJGPMpqrzZYkxpqMTOVuqI43PAcddZoyxxhjdQRYkdRkbY8wVVefPRmPMrGBnbM40zddAjDFPAHustZOr/seOs9bed8gxXQFrrd1qjDkGWAN0s9budSBys2eMcQFfAwOBH4BVwBhr7aYDjrkVON1ae7MxZjQwwlqrIjcI6jg+5wGfW2uLjDG3AP01PsFRl/GpOi4GWACEA7dba1cHO2tLU8dzpwswFzjfWptrjGlrrd3lSOBmSFemGs5/ATOrvp4JXHLoAdbar621W6u+3gnsAvxuCCb1ojfwjbX2O2ttKTCbynE60IHj9jowwBhjgpixJTvi+Fhrl1lri6pefgYcF+SMLVldzh+AvwCPAyXBDNfC1WVsbgCetdbmAqiQql8qphpOO2vtT1Vf/wy0q+1gY0xvKn+T+7ahg7VgxwI7Dnj9Q1Wb32OsteXAPiAhKOmkLuNzoOuB9xs0kRzoiONjjOkJHG+tXRDMYFKnc6cr0NUY86kx5jNjzKCgpWsBQp0O0JQZY/4DtPfT9eCBL6y11hhz2PlUY0wH4F/AtdbaivpNKdL8GGOuAlKBc53OIpWMMSHAP4BxDkcR/0KBLkB/Kq/ofmSMSdaykvqhYioA1toLDtdnjPnFGNPBWvtTVbHk95KqMSaWyvUFD1prP2ugqFLpR+D4A14fV9Xm75gfjDGhQCsgJzjxWry6jA/GmAuo/IXlXGutN0jZ5MjjEwN0B5ZXzYy3B+YZY4Zr3VSDq8u58wOV6w3LgO+NMV9TWVytCk7E5k3TfA1nHnBt1dfXAu8ceoAxJhx4C3jFWvt6ELO1VKuALsaYTlX/7UdTOU4HOnDcLgeWWt2lESxHHB9jTA/gn8BwrfkIulrHx1q7z1rbxlp7orX2RCrXtKmQCo66/Gx7m8qrUhhj2lA57fddMEM2ZyqmGs5kYKAxZitwQdVrjDGpxpiXqo65AugHjDPGrK/6k+JM3Oavag3U7cAi4CtgrrV2ozHmv40xw6sOmw4kGGO+ASYBh739W+pXHcfnb4AHeK3qfDn0LwxpIHUcH3FAHcdmEZBjjNkELAPusdbqqns90dYIIiIiIgHQlSkRERGRAKiYEhEREQmAiikRERGRAKiYEhEREQmAiikRERGRAKiYEhEREQmAiikRERGRAKiYEhEREQnA/wNlOMGy74DxGgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 10))\n", "embeddings2 = pd.np.dot(embeddings, [[0, 1], [-1, 0]])\n", "sns.scatterplot(x=embeddings2[:, 0], y=embeddings2[:, 1], size=\"generation\", hue=\"generation\", data=country_df, ax=ax)\n", "for country, embedding in zip(country_list, embeddings2):\n", " ax.annotate(country, xy=embedding, xytext=embedding + 0.02)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note how similar the embeddings for *BE, NL, LU* and *LT, LV, EE* are! In fact, after a small (and arbitrary) rotation, we recover the map of Europe!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we have implemented a timeseries forecasting model using purely exogenous features, and made use of latent variables to capture the behaviour of multiple." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }