diff --git a/docs/examples/batch-to-online.ipynb b/docs/examples/batch-to-online.ipynb
index d3ba623054..d8a7da63e9 100644
--- a/docs/examples/batch-to-online.ipynb
+++ b/docs/examples/batch-to-online.ipynb
@@ -24,6 +24,12 @@
"cell_type": "code",
"execution_count": 1,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:18.021260Z",
+ "iopub.status.busy": "2022-05-28T14:05:18.019744Z",
+ "iopub.status.idle": "2022-05-28T14:05:19.943666Z",
+ "shell.execute_reply": "2022-05-28T14:05:19.944279Z"
+ },
"tags": []
},
"outputs": [
@@ -95,6 +101,12 @@
"cell_type": "code",
"execution_count": 2,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:19.948834Z",
+ "iopub.status.busy": "2022-05-28T14:05:19.948167Z",
+ "iopub.status.idle": "2022-05-28T14:05:19.950105Z",
+ "shell.execute_reply": "2022-05-28T14:05:19.950648Z"
+ },
"tags": []
},
"outputs": [],
@@ -115,6 +127,12 @@
"cell_type": "code",
"execution_count": 3,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:19.961737Z",
+ "iopub.status.busy": "2022-05-28T14:05:19.961000Z",
+ "iopub.status.idle": "2022-05-28T14:05:19.964067Z",
+ "shell.execute_reply": "2022-05-28T14:05:19.964523Z"
+ },
"tags": []
},
"outputs": [
@@ -148,6 +166,12 @@
"cell_type": "code",
"execution_count": 4,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:19.979918Z",
+ "iopub.status.busy": "2022-05-28T14:05:19.979041Z",
+ "iopub.status.idle": "2022-05-28T14:05:19.982015Z",
+ "shell.execute_reply": "2022-05-28T14:05:19.982673Z"
+ },
"tags": []
},
"outputs": [
@@ -210,6 +234,12 @@
"cell_type": "code",
"execution_count": 5,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:19.987546Z",
+ "iopub.status.busy": "2022-05-28T14:05:19.986643Z",
+ "iopub.status.idle": "2022-05-28T14:05:21.101709Z",
+ "shell.execute_reply": "2022-05-28T14:05:21.102120Z"
+ },
"tags": []
},
"outputs": [],
@@ -253,6 +283,12 @@
"cell_type": "code",
"execution_count": 6,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:21.108908Z",
+ "iopub.status.busy": "2022-05-28T14:05:21.108233Z",
+ "iopub.status.idle": "2022-05-28T14:05:21.124494Z",
+ "shell.execute_reply": "2022-05-28T14:05:21.124878Z"
+ },
"tags": []
},
"outputs": [
@@ -290,6 +326,12 @@
"cell_type": "code",
"execution_count": 7,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:21.129275Z",
+ "iopub.status.busy": "2022-05-28T14:05:21.128594Z",
+ "iopub.status.idle": "2022-05-28T14:05:21.130710Z",
+ "shell.execute_reply": "2022-05-28T14:05:21.131274Z"
+ },
"tags": []
},
"outputs": [
@@ -323,6 +365,12 @@
"cell_type": "code",
"execution_count": 8,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:21.135679Z",
+ "iopub.status.busy": "2022-05-28T14:05:21.135033Z",
+ "iopub.status.idle": "2022-05-28T14:05:21.181208Z",
+ "shell.execute_reply": "2022-05-28T14:05:21.181606Z"
+ },
"tags": []
},
"outputs": [],
@@ -346,6 +394,12 @@
"cell_type": "code",
"execution_count": 9,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:21.190024Z",
+ "iopub.status.busy": "2022-05-28T14:05:21.189334Z",
+ "iopub.status.idle": "2022-05-28T14:05:21.285702Z",
+ "shell.execute_reply": "2022-05-28T14:05:21.286119Z"
+ },
"tags": []
},
"outputs": [
@@ -396,6 +450,12 @@
"cell_type": "code",
"execution_count": 10,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:21.291975Z",
+ "iopub.status.busy": "2022-05-28T14:05:21.291262Z",
+ "iopub.status.idle": "2022-05-28T14:05:21.560770Z",
+ "shell.execute_reply": "2022-05-28T14:05:21.561215Z"
+ },
"tags": []
},
"outputs": [
@@ -478,7 +538,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.5"
+ "version": "3.9.7"
}
},
"nbformat": 4,
diff --git a/docs/examples/bike-sharing-forecasting.ipynb b/docs/examples/bike-sharing-forecasting.ipynb
index 387c5f61dd..0f917b4460 100644
--- a/docs/examples/bike-sharing-forecasting.ipynb
+++ b/docs/examples/bike-sharing-forecasting.ipynb
@@ -7,6 +7,16 @@
"# Bike-sharing forecasting"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%load_ext autoreload\n",
+ "%autoreload 2"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -16,8 +26,14 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 3,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:24.077796Z",
+ "iopub.status.busy": "2022-05-28T14:05:24.076703Z",
+ "iopub.status.idle": "2022-05-28T14:05:25.345784Z",
+ "shell.execute_reply": "2022-05-28T14:05:25.346198Z"
+ },
"tags": []
},
"outputs": [
@@ -41,9 +57,9 @@
"from pprint import pprint\n",
"from river import datasets\n",
"\n",
- "X_y = datasets.Bikes()\n",
+ "dataset = datasets.Bikes()\n",
"\n",
- "for x, y in X_y:\n",
+ "for x, y in dataset:\n",
" pprint(x)\n",
" print(f'Number of available bikes: {y}')\n",
" break"
@@ -58,8 +74,14 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 4,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:25.354113Z",
+ "iopub.status.busy": "2022-05-28T14:05:25.353408Z",
+ "iopub.status.idle": "2022-05-28T14:05:40.089268Z",
+ "shell.execute_reply": "2022-05-28T14:05:40.089732Z"
+ },
"tags": []
},
"outputs": [
@@ -84,7 +106,7 @@
"MAE: 5.563893"
]
},
- "execution_count": 2,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@@ -97,15 +119,13 @@
"from river import preprocessing\n",
"from river import optim\n",
"\n",
- "X_y = datasets.Bikes()\n",
- "\n",
"model = compose.Select('clouds', 'humidity', 'pressure', 'temperature', 'wind')\n",
"model |= preprocessing.StandardScaler()\n",
"model |= linear_model.LinearRegression(optimizer=optim.SGD(0.001))\n",
"\n",
"metric = metrics.MAE()\n",
"\n",
- "evaluate.progressive_val_score(X_y, model, metric, print_every=20_000)"
+ "evaluate.progressive_val_score(dataset, model, metric, print_every=20_000)"
]
},
{
@@ -117,8 +137,14 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 18,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:05:40.095575Z",
+ "iopub.status.busy": "2022-05-28T14:05:40.095020Z",
+ "iopub.status.idle": "2022-05-28T14:06:01.962546Z",
+ "shell.execute_reply": "2022-05-28T14:06:01.963008Z"
+ },
"tags": []
},
"outputs": [
@@ -143,7 +169,7 @@
"MAE: 3.933498"
]
},
- "execution_count": 3,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
@@ -152,8 +178,6 @@
"from river import feature_extraction\n",
"from river import stats\n",
"\n",
- "X_y = iter(datasets.Bikes())\n",
- "\n",
"def get_hour(x):\n",
" x['hour'] = x['moment'].hour\n",
" return x\n",
@@ -168,7 +192,7 @@
"\n",
"metric = metrics.MAE()\n",
"\n",
- "evaluate.progressive_val_score(X_y, model, metric, print_every=20_000)"
+ "evaluate.progressive_val_score(dataset, model, metric, print_every=20_000)"
]
},
{
@@ -184,6 +208,12 @@
"cell_type": "code",
"execution_count": 4,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:06:01.967455Z",
+ "iopub.status.busy": "2022-05-28T14:06:01.966929Z",
+ "iopub.status.idle": "2022-05-28T14:06:01.973952Z",
+ "shell.execute_reply": "2022-05-28T14:06:01.974414Z"
+ },
"tags": []
},
"outputs": [
@@ -191,7 +221,7 @@
"data": {
"text/html": [
"
['clouds', 'humidity', 'pressure', 'temperature', 'wind'] \n",
- "{'keys': {'clouds', 'pressure', 'wind', 'humidity', 'temperature'}}\n",
+ "{'keys': {'wind', 'humidity', 'temperature', 'clouds', 'pressure'}}\n",
"\n",
"
get_hour \n",
"def get_hour(x):\n",
@@ -200,7 +230,7 @@
"\n",
"
y_mean_by_station_and_hour \n",
"{'_feature_name': 'y_mean_by_station_and_hour',\n",
- " '_groups': defaultdict(functools.partial(<function deepcopy at 0x7f894b7b5790>, Mean: 0.),\n",
+ " '_groups': defaultdict(functools.partial(<function deepcopy at 0x7fd9871cb4c0>, Mean: 0.),\n",
" {('metro-canal-du-midi', 0): Mean: 7.93981,\n",
" ('metro-canal-du-midi', 1): Mean: 8.179704,\n",
" ('metro-canal-du-midi', 2): Mean: 8.35824,\n",
@@ -323,15 +353,15 @@
" ('pomme', 23): Mean: 5.235756}),\n",
" 'by': ['station', 'hour'],\n",
" 'how': Mean: 0.,\n",
- " 'target_name': 'y'}\n",
+ " 'on': 'y'}\n",
"\n",
"
StandardScaler \n",
"{'counts': Counter({'y_mean_by_station_and_hour': 182470,\n",
- " 'clouds': 182470,\n",
- " 'pressure': 182470,\n",
" 'wind': 182470,\n",
" 'humidity': 182470,\n",
- " 'temperature': 182470}),\n",
+ " 'temperature': 182470,\n",
+ " 'clouds': 182470,\n",
+ " 'pressure': 182470}),\n",
" 'means': defaultdict(<class 'float'>,\n",
" {'clouds': 30.315131254453505,\n",
" 'humidity': 62.24244533347998,\n",
@@ -349,7 +379,7 @@
" 'with_std': True}\n",
"\n",
"
LinearRegression \n",
- "{'_weights': {'y_mean_by_station_and_hour': 3.8719218238428725, 'clouds': -0.6106470619450345, 'pressure': 2.1481948468090333, 'wind': -0.2612193604527149, 'humidity': 3.881792987494522, 'temperature': -2.795077764828729},\n",
+ "{'_weights': {'y_mean_by_station_and_hour': 3.8719218238428725, 'wind': -0.2612193604527138, 'humidity': 3.8817929874945234, 'temperature': -2.795077764828726, 'clouds': -0.6106470619450345, 'pressure': 2.148194846809032},\n",
" '_y_name': None,\n",
" 'clip_gradient': 1000000000000.0,\n",
" 'initializer': Zeros (),\n",
@@ -511,8 +541,14 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 17,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:06:01.979788Z",
+ "iopub.status.busy": "2022-05-28T14:06:01.979231Z",
+ "iopub.status.idle": "2022-05-28T14:06:02.883775Z",
+ "shell.execute_reply": "2022-05-28T14:06:02.884330Z"
+ },
"tags": []
},
"outputs": [
@@ -522,65 +558,63 @@
"text": [
"0. Input\n",
"--------\n",
- "clouds: 0 (int)\n",
- "description: clear sky (str)\n",
- "humidity: 52 (int)\n",
- "moment: 2016-04-10 19:03:27 (datetime)\n",
- "pressure: 1,001.00000 (float)\n",
- "station: place-esquirol (str)\n",
- "temperature: 19.00000 (float)\n",
- "wind: 7.70000 (float)\n",
+ "clouds: 75 (int)\n",
+ "description: light rain (str)\n",
+ "humidity: 81 (int)\n",
+ "moment: 2016-04-01 00:00:07 (datetime)\n",
+ "pressure: 1,017.00000 (float)\n",
+ "station: metro-canal-du-midi (str)\n",
+ "temperature: 6.54000 (float)\n",
+ "wind: 9.30000 (float)\n",
"\n",
"1. Transformer union\n",
"--------------------\n",
" 1.0 Select\n",
" ----------\n",
- " clouds: 0 (int)\n",
- " humidity: 52 (int)\n",
- " pressure: 1,001.00000 (float)\n",
- " temperature: 19.00000 (float)\n",
- " wind: 7.70000 (float)\n",
+ " clouds: 75 (int)\n",
+ " humidity: 81 (int)\n",
+ " pressure: 1,017.00000 (float)\n",
+ " temperature: 6.54000 (float)\n",
+ " wind: 9.30000 (float)\n",
"\n",
" 1.1 get_hour | y_mean_by_station_and_hour\n",
" -----------------------------------------\n",
- " y_mean_by_station_and_hour: 7.97175 (float)\n",
+ " y_mean_by_station_and_hour: 4.43243 (float)\n",
"\n",
- "clouds: 0 (int)\n",
- "humidity: 52 (int)\n",
- "pressure: 1,001.00000 (float)\n",
- "temperature: 19.00000 (float)\n",
- "wind: 7.70000 (float)\n",
- "y_mean_by_station_and_hour: 7.97175 (float)\n",
+ "clouds: 75 (int)\n",
+ "humidity: 81 (int)\n",
+ "pressure: 1,017.00000 (float)\n",
+ "temperature: 6.54000 (float)\n",
+ "wind: 9.30000 (float)\n",
+ "y_mean_by_station_and_hour: 4.43243 (float)\n",
"\n",
"2. StandardScaler\n",
"-----------------\n",
- "clouds: -1.36138 (float)\n",
- "humidity: -1.73083 (float)\n",
- "pressure: -1.26076 (float)\n",
- "temperature: 1.76232 (float)\n",
- "wind: 1.45841 (float)\n",
- "y_mean_by_station_and_hour: 0.05496 (float)\n",
+ "clouds: 0.47566 (float)\n",
+ "humidity: 0.42247 (float)\n",
+ "pressure: 1.05314 (float)\n",
+ "temperature: -1.22098 (float)\n",
+ "wind: 2.21104 (float)\n",
+ "y_mean_by_station_and_hour: -0.59098 (float)\n",
"\n",
"3. LinearRegression\n",
"-------------------\n",
"Name Value Weight Contribution \n",
" Intercept 1.00000 6.58252 6.58252 \n",
- " temperature 1.76232 2.47030 4.35345 \n",
- " clouds -1.36138 -1.92255 2.61732 \n",
- "y_mean_by_station_and_hour 0.05496 0.54167 0.02977 \n",
- " wind 1.45841 -0.77720 -1.13348 \n",
- " humidity -1.73083 1.44921 -2.50833 \n",
- " pressure -1.26076 3.78529 -4.77234 \n",
+ " pressure 1.05314 3.78529 3.98646 \n",
+ " humidity 0.42247 1.44921 0.61225 \n",
+ "y_mean_by_station_and_hour -0.59098 0.54167 -0.32011 \n",
+ " clouds 0.47566 -1.92255 -0.91448 \n",
+ " wind 2.21104 -0.77720 -1.71843 \n",
+ " temperature -1.22098 2.47030 -3.01619 \n",
"\n",
- "Prediction: 5.16889\n"
+ "Prediction: 5.21201\n"
]
}
],
"source": [
"import itertools\n",
"\n",
- "X_y = iter(datasets.Bikes())\n",
- "\n",
"model = compose.Select('clouds', 'humidity', 'pressure', 'temperature', 'wind')\n",
"model += (\n",
" get_hour |\n",
@@ -589,11 +623,11 @@
"model |= preprocessing.StandardScaler()\n",
"model |= linear_model.LinearRegression()\n",
"\n",
- "for x, y in itertools.islice(X_y, 10000):\n",
+ "for x, y in itertools.islice(dataset, 10000):\n",
" y_pred = model.predict_one(x)\n",
" model.learn_one(x, y)\n",
" \n",
- "x, y = next(X_y)\n",
+ "x, y = next(iter(dataset))\n",
"print(model.debug_one(x))"
]
},
@@ -603,72 +637,23 @@
"source": [
"The `debug_one` method shows what happens to an input set of features, step by step.\n",
"\n",
- "And now comes the catch. Up until now we've been using the `progressive_val_score` method from the `evaluate` module. What this does it that it sequentially predicts the output of an observation and updates the model immediately afterwards. This way of doing is often used for evaluating online learning models, but in some cases it is the wrong approach.\n",
+ "And now comes the catch. Up until now we've been using the `progressive_val_score` method from the `evaluate` module. What this does it that it sequentially predicts the output of an observation and updates the model immediately afterwards. This way of proceeding is often used for evaluating online learning models. But in some cases it is the wrong approach.\n",
"\n",
- "The following paragraph is extremely important. When evaluating a machine learning model, the goal is to simulate production conditions in order to get a trust-worthy assessment of the performance of the model. In our case, we typically want to forecast the number of bikes available in a station, say, 30 minutes ahead. Then, once the 30 minutes have passed, the true number of available bikes will be available and we will be able to update the model using the features available 30 minutes ago. If you think about, this is exactly how a real-time machine learning system should work. The problem is that this isn't what the `progressive_val_score` method is emulating, indeed it is simply asking the model to predict the next observation, which is only a few minutes ahead, and then updates the model immediately. We can prove that this is flawed by adding a feature that measures a running average of the very recent values."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[20,000] MAE: 20.159286\n",
- "[40,000] MAE: 10.458898\n",
- "[60,000] MAE: 7.2759\n",
- "[80,000] MAE: 5.715397\n",
- "[100,000] MAE: 4.775094\n",
- "[120,000] MAE: 4.138421\n",
- "[140,000] MAE: 3.682591\n",
- "[160,000] MAE: 3.35015\n",
- "[180,000] MAE: 3.091398\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "MAE: 3.06414"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "X_y = datasets.Bikes()\n",
- "\n",
- "model = compose.Select('clouds', 'humidity', 'pressure', 'temperature', 'wind')\n",
- "model += (\n",
- " get_hour |\n",
- " feature_extraction.TargetAgg(by=['station', 'hour'], how=stats.Mean()) + \n",
- " feature_extraction.TargetAgg(by='station', how=stats.EWMean(0.5))\n",
- ")\n",
- "model |= preprocessing.StandardScaler()\n",
- "model |= linear_model.LinearRegression()\n",
- "\n",
- "metric = metrics.MAE()\n",
+ "When evaluating a machine learning model, the goal is to simulate production conditions in order to get a trust-worthy assessment of the performance of the model. In our case, we typically want to forecast the number of bikes available in a station, say, 30 minutes ahead. Then, once the 30 minutes have passed, the true number of available bikes will be available and we will be able to update the model using the features available 30 minutes ago.\n",
"\n",
- "evaluate.progressive_val_score(X_y, model, metric, print_every=20_000)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "The score we got is too good to be true. This is simply because the problem is too easy. What we really want is to evaluate the model by forecasting 30 minutes ahead and only updating the model once the true values are available. This can be done using the `moment` and `delay` parameters in the `progressive_val_score` method. The idea is that each observation of the stream of the data is shown twice to the model: once for making a prediction, and once for updating the model when the true value is revealed. The `moment` parameter determines which variable should be used as a timestamp, while the `delay` parameter controls the duration to wait before revealing the true values to the model."
+ "What we really want is to evaluate the model by forecasting 30 minutes ahead and only updating the model once the true values are available. This can be done using the `moment` and `delay` parameters in the `progressive_val_score` method. The idea is that each observation in the stream of the data is shown twice to the model: once for making a prediction, and once for updating the model when the true value is revealed. The `moment` parameter determines which variable should be used as a timestamp, while the `delay` parameter controls the duration to wait before revealing the true values to the model."
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 19,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:06:29.204765Z",
+ "iopub.status.busy": "2022-05-28T14:06:29.204183Z",
+ "iopub.status.idle": "2022-05-28T14:06:55.935327Z",
+ "shell.execute_reply": "2022-05-28T14:06:55.935691Z"
+ },
"tags": []
},
"outputs": [
@@ -676,24 +661,24 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "[20,000] MAE: 2.24812\n",
- "[40,000] MAE: 2.240287\n",
- "[60,000] MAE: 2.270287\n",
- "[80,000] MAE: 2.28649\n",
- "[100,000] MAE: 2.294264\n",
- "[120,000] MAE: 2.275891\n",
- "[140,000] MAE: 2.261411\n",
- "[160,000] MAE: 2.285978\n",
- "[180,000] MAE: 2.289353\n"
+ "[20,000] MAE: 4.378419\n",
+ "[40,000] MAE: 4.328999\n",
+ "[60,000] MAE: 4.277895\n",
+ "[80,000] MAE: 4.287503\n",
+ "[100,000] MAE: 4.236114\n",
+ "[120,000] MAE: 4.238951\n",
+ "[140,000] MAE: 4.278382\n",
+ "[160,000] MAE: 4.24341\n",
+ "[180,000] MAE: 4.230743\n"
]
},
{
"data": {
"text/plain": [
- "MAE: 2.29304"
+ "MAE: 4.231731"
]
},
- "execution_count": 7,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
@@ -701,18 +686,9 @@
"source": [
"import datetime as dt\n",
"\n",
- "model = compose.Select('clouds', 'humidity', 'pressure', 'temperature', 'wind')\n",
- "model += (\n",
- " get_hour |\n",
- " feature_extraction.TargetAgg(by=['station', 'hour'], how=stats.Mean()) + \n",
- " feature_extraction.TargetAgg(by='station', how=stats.EWMean(0.5))\n",
- ")\n",
- "model |= preprocessing.StandardScaler()\n",
- "model |= linear_model.LinearRegression()\n",
- "\n",
"evaluate.progressive_val_score(\n",
- " dataset=datasets.Bikes(),\n",
- " model=model,\n",
+ " dataset=dataset,\n",
+ " model=model.clone(),\n",
" metric=metrics.MAE(),\n",
" moment='moment',\n",
" delay=dt.timedelta(minutes=30),\n",
@@ -724,75 +700,18 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "The score we now have is much more realistic, as it is comparable with the [related data science competition](https://maxhalford.github.io/blog/openbikes-challenge/). Moreover, we can see that the model gets better with time, which feels better than the previous situations. The point is that `progressive_val_score` method can be used to simulate a production scenario, and is thus extremely valuable.\n",
- "\n",
- "Now that we have a working pipeline in place, we can attempt to make it more accurate. As a simple example, we'll using a `EWARegressor` from the `expert` module to combine 3 linear regression model trained with different optimizers. The `EWARegressor` will run the 3 models in parallel and assign weights to each model based on their individual performance."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[20,000] MAE: 2.253263\n",
- "[40,000] MAE: 2.242859\n",
- "[60,000] MAE: 2.272001\n",
- "[80,000] MAE: 2.287776\n",
- "[100,000] MAE: 2.295292\n",
- "[120,000] MAE: 2.276748\n",
- "[140,000] MAE: 2.262146\n",
- "[160,000] MAE: 2.286621\n",
- "[180,000] MAE: 2.289925\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "MAE: 2.293604"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "from river import ensemble\n",
- "from river import optim\n",
+ "The performance is a bit worse, which is to be expected. Indeed, the task is more difficult: the model is only shown the ground truth 30 minutes after making a prediction.\n",
"\n",
- "model = compose.Select('clouds', 'humidity', 'pressure', 'temperature', 'wind')\n",
- "model += (\n",
- " get_hour |\n",
- " feature_extraction.TargetAgg(by=['station', 'hour'], how=stats.Mean())\n",
- ")\n",
- "model += feature_extraction.TargetAgg(by='station', how=stats.EWMean(0.5))\n",
- "model |= preprocessing.StandardScaler()\n",
- "model |= ensemble.EWARegressor([\n",
- " linear_model.LinearRegression(optim.SGD()),\n",
- " linear_model.LinearRegression(optim.RMSProp()),\n",
- " linear_model.LinearRegression(optim.Adam())\n",
- "])\n",
- "\n",
- "evaluate.progressive_val_score(\n",
- " dataset=datasets.Bikes(),\n",
- " model=model,\n",
- " metric=metrics.MAE(),\n",
- " moment='moment',\n",
- " delay=dt.timedelta(minutes=30),\n",
- " print_every=20_000\n",
- ")"
+ "The takeaway of this notebook is that the `progressive_val_score` method can be used to simulate a production scenario, and is thus extremely valuable."
]
}
],
"metadata": {
+ "interpreter": {
+ "hash": "e6e87bad9c8c768904c061eafcb4f6739260ff8bb57f302c215ab258ded773dc"
+ },
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3.9.12 ('river')",
"language": "python",
"name": "python3"
},
@@ -806,7 +725,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.5"
+ "version": "3.9.12"
}
},
"nbformat": 4,
diff --git a/docs/examples/building-a-simple-nowcasting-model.ipynb b/docs/examples/building-a-simple-nowcasting-model.ipynb
index b9062ef3ad..65db17764d 100644
--- a/docs/examples/building-a-simple-nowcasting-model.ipynb
+++ b/docs/examples/building-a-simple-nowcasting-model.ipynb
@@ -11,6 +11,12 @@
"cell_type": "code",
"execution_count": 1,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:35.513939Z",
+ "iopub.status.busy": "2022-05-28T14:07:35.512999Z",
+ "iopub.status.idle": "2022-05-28T14:07:36.316794Z",
+ "shell.execute_reply": "2022-05-28T14:07:36.317442Z"
+ },
"tags": []
},
"outputs": [],
@@ -31,6 +37,12 @@
"cell_type": "code",
"execution_count": 2,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:36.321886Z",
+ "iopub.status.busy": "2022-05-28T14:07:36.321208Z",
+ "iopub.status.idle": "2022-05-28T14:07:37.048835Z",
+ "shell.execute_reply": "2022-05-28T14:07:37.049463Z"
+ },
"tags": []
},
"outputs": [
@@ -63,6 +75,12 @@
"cell_type": "code",
"execution_count": 3,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:37.054772Z",
+ "iopub.status.busy": "2022-05-28T14:07:37.054154Z",
+ "iopub.status.idle": "2022-05-28T14:07:37.055898Z",
+ "shell.execute_reply": "2022-05-28T14:07:37.056387Z"
+ },
"tags": []
},
"outputs": [],
@@ -94,6 +112,12 @@
"cell_type": "code",
"execution_count": 4,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:37.062737Z",
+ "iopub.status.busy": "2022-05-28T14:07:37.062162Z",
+ "iopub.status.idle": "2022-05-28T14:07:37.064030Z",
+ "shell.execute_reply": "2022-05-28T14:07:37.064424Z"
+ },
"tags": []
},
"outputs": [],
@@ -144,6 +168,12 @@
"cell_type": "code",
"execution_count": 5,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:37.080260Z",
+ "iopub.status.busy": "2022-05-28T14:07:37.067271Z",
+ "iopub.status.idle": "2022-05-28T14:07:37.249076Z",
+ "shell.execute_reply": "2022-05-28T14:07:37.249470Z"
+ },
"tags": []
},
"outputs": [
@@ -151,15 +181,13 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "/Users/max.halford/anaconda3/envs/river/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py:238: RuntimeWarning: Glyph 9 missing from current font.\n",
- " font.set_text(s, 0.0, flags=flags)\n",
- "/Users/max.halford/anaconda3/envs/river/lib/python3.8/site-packages/matplotlib/backends/backend_agg.py:201: RuntimeWarning: Glyph 9 missing from current font.\n",
- " font.set_text(s, 0, flags=flags)\n"
+ "/Users/max.halford/anaconda3/lib/python3.9/site-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 9 (\t) missing from current font.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -183,14 +211,20 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 6,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:37.253925Z",
+ "iopub.status.busy": "2022-05-28T14:07:37.253323Z",
+ "iopub.status.idle": "2022-05-28T14:07:37.390539Z",
+ "shell.execute_reply": "2022-05-28T14:07:37.390979Z"
+ },
"tags": []
},
"outputs": [
{
"data": {
- "image/png": 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9XZI6VymlvqOU2q+U2qaUGrl8uRBCCCGmJWuPVaHLz6Ulq1Ek6yoej7aflsOBY+2x+h/gca31MmANsAv4ErBFa70Y2JLaBrgKWJz6czvww4y2WAghhBBTQld8ILAqcgbwOzy2GlaDE9tPB6MGVkqpIuBC4GcAWuuo1roTuBa4K3XaXcB1qdfXAr/QSa8AxUqpqgy3OyucTie1tbWsXLmSG2+8ccQCoaP56Ec/yr333gvAJz/5SXbuHH7s+LnnnuOll14yt3/0ox/xi1/84qTvLYQQQkxG1sCpwJUMqApdA4FVz2kYWI2l8vp8oAX4uVJqDfAm8JdApda6MXVOE1CZel0NHLW8vyG1r9GyD6XU7SR7tKiqqhqyYLFS6pQCmUzw+/1mgPOxj32M73znO/zFX/yFeTwej+Nyja14fTweJxKJEAwG+c53vgMMX8n92WefpaCgwKwRcuutt454frZEo9FRF5aerNra2k7btk9W8kwzT57pxJDnmnmZeqa7jf0EdTJ46gy1UHe8jogRNPe9tWsbner0WiVkLFGBCzgT+ILW+lWl1P8wMOwHgNZaK6XGVWlUa30HcAckC4QOLjS2a9euSVEks78NF198Mdu2beO1117jn/7pnygpKWH37t3s2rWLL33pSzzzzDNEIhE+//nP8+lPfxqtNV/4whd48sknmT17Nh6PB6/XSyAQYNOmTXzzm99k3bp1PP7443z5y18mkUhQXl7Oz372M+68805cLhe/+93v+O53v8uWLVvIz8/ni1/8InV1dXzmM58hGAyycOFC7rzzTkpKSti0aRPr169n69atdHZ28rOf/YyNGzdm9Fl4PB4pECpM8kwzT57pxJDnmnmZeqYvHDtOoLsZgFWzllNbtIL5DUdp6UkGVlXVs6ktXHrK98mmsQRWDUCD1rp/ZcR7SQZWzUqpKq11Y2qo70Tq+DFgtuX9Nal9J631//vkqbx9ROX//dNRz4nH4zz22GNceeWVQHLNvx07djB//nzuuOMOioqKeP3114lEImzYsIHLL7+ct99+mz179rBz506am5tZsWIFH//4x23XbWlp4VOf+hTPPfcc8+fPp729ndLSUj75yU9SUlLCF7/4RQC2bNlivufWW2/lu9/9LhdddBH//M//zFe/+lW+/e1vm+187bXXePTRR/nqV7/KU089laGnJIQQQmRelzV5PZVbZc2xOh2HAkfNsdJaNwFHlVL9IeMlwE7gIeC21L7bgAdTrx8Cbk3NDjwX6LIMGZ5WQqEQtbW1rFu3jjlz5vCJT3wCgHPOOYf58+cD8MQTT/CLX/yC2tpa1q9fT1tbG/v27eO5557jQx/6EE6nk1mzZrF58+Yh13/llVe48MILzWuVlpaO2J6uri46Ozu56KKLALjtttt47rnnzOPXX389AGeddRb19fWn/PmFEEKIidRjKbdQ6EyOENkCq/jpF1iNLUEIvgDcrZTyAAeBj5EMyn6nlPoEcBi4KXXuo8DVwH4gmDr3tOT3+9OOIefl5ZmvtdZ897vf5YorrrCd8+ijj05084bwer1AMuk+Hj/9pqgKIYSYXroGlVsAyHf6zH29iXDW23SqxhRYaa3rgHSLDV6S5lwNfP7UmmU3luG6XLniiiv44Q9/yObNm3G73ezdu5fq6mouvPBCfvzjH3Pbbbdx4sQJtm7dys0332x777nnnsvnPvc5Dh06ZBsKzM/Pp6enZ8i9ioqKKCkp4fnnn2fjxo388pe/NHuvhBBCiNOJ1tpWINTssZoGswLFCD75yU9SX1/PmWeeidaaiooKHnjgAd7//vfz9NNPs2LFCubMmcN555035L0VFRXccccdXH/99RiGwYwZM3jyySe5+uqr+chHPsKDDz7Id7/7Xdt77rrrLjN5fcGCBfz85z/P1kcVQgghMqbPiGBgAOBzePA4kiHJ6V7HSgKrEfT29g7Zt2nTJjZt2mRuOxwOvv71r/P1r399yLnf+9730l73mWeeMV9fddVVXHXVVbbjixcvZtu2gZW9rbP7amtreeWVV0a8Znl5ueRYCSGEmNS640MT12EaJK8LIYQQQmSatTeq0DVQXqnAkmPVcxrmWElgJYQQQois67L1WFkDq4Eeq17psRJCCCGEGF1PmhmBAH6HB0cqPIkYMaKn2ULMkzqwSk4wFJOB/CyEEEJkkm0o0NJLpZQ6rWcGTtrAyufz0dbWJl/ok4DWmra2Nnw+3+gnCyGEEGNgHQosctmXsDudE9gn7azAmpoaGhoaaGlpyXVTsi4ajeLxeHLdDBufz0dNTU2umyGEEGKK6EkMrWHVz57ALoFVRrjdbnOpl+mmrq7utF3sWAghhBiLrmHKLcDgHqvTa2bgpB0KFEIIIcTU1W1LXh9hKPA0Wy9QAishhBBCZJ11OZuCEXusJLASQgghhBiWoQ17jtXgHiuX5FgJIYQQYpJ6t+8oPzj+GJWeYv5u9vvxOtw5bU9vIoImOes/4PDiVk7bcXuRUMmxEkIIIcQk0RXv4zvHHqE93suuYAPb+g7nukkj5leBDAUKIYQQYhLSWvOTxqdsgUxnvC+HLUoabgHmfhJYCSGEEGLSebZrJ2/2HrDtmwyBynALMPeTWYFCCCGEmFRaYt3c1bx1yH5rb1Gu2KquO9MEVi6pYyWEEEKIScLQBj88/jhhIwqAQpnHJkOgYu01G1xqAcCn3LhSCe1RHSNixLLWtlMlgZUQQggxxewPNbEr2AAkg6rry881j02GocCuUZLXlVLkW5a1OZ1mBkpgJYQQQkwxTbFO8/XZBYtYmz+wRNxkCKy6R1iAud/pmsAugZUQQggxxVhn/pW5C2xBymTIsbIPBfrSnmNrswRWQgghhMiVDktgVeLKo3BQMrjWOhfNMo2WvA6nb5FQCayEEEKIKabLElgVu/LwKjdulVxsJabjRHRuk8FHK7cAg2YGnkYlFySwEkIIIaaYzkGBlVLKNuSWy5mBCW3QO8qswMH7JcdKCCGEEDljHwrMByZP0U1rkJTv9ONU6UMReyAogZUQQgghcmRwjxXYh9asS9xkW1usx3zd37Z0pMdKCCGEEDkXNqJmYVCXcpLn8AJQaEkSz2Wg0moJrCrcBcOeJ4GVEEIIIXLO2ltVlMqvgskztNYW7zZfl7kLhz1vsgxdjpcEVkIIIcQU0mkpZVBiGWqzByq5S15vsfVYjRBYuaTHSgghhBA5li6/CiZPoNIaG+ixKh8hsMqfJLMYx0sCKyGEEGIKsc4ILLbkVU2WnCVbYOUaPsfKN7j21mmyELMEVkIIIcQU0hnvNV9be6wmS/J6yxh7rIbW3jo9hgMlsBJCCCGmEOtyMbahwEkQpISMKH2pYT2nclA8TNX1fpOll208JLASQgghppCOMeRYdedolp21hlWZqwDHMMVB+52Oy9pIYCWEEEJMIcMlr+cP6v0xtJHVdsHYE9f75U+CXrbxksBKCCGEmEKGC6zcyonf4QFAowmmiohmkzWwGqnUQj/7UODpMTNQAishhBBiikhow+zZUSiKBuUw5TqBfayJ6/0kx0oIIYSYRoKJCA2Rtlw3w9QZ70OjgWRQ4lJO2/Fc5yxZc6zKR1jOpp81sOqO5259w/EYU2CllKpXSm1XStUppd5I7StVSj2plNqX+rsktV8ppb6jlNqvlNqmlDpzIj+AEEIIkQvd8SB/d+iX/M3Bu7i/9dVcNwcYfkZgv1zPDLT2WJWNIbCyBl/Nsa4JaVOmjafH6mKtda3Wel1q+0vAFq31YmBLahvgKmBx6s/twA8z1VghhBBisri/9VUzZ+jV7r05bk3ScPlV/XI9tDbeHKtZnlLz9fFI+4S0KdNOZSjwWuCu1Ou7gOss+3+hk14BipVSVadwHyGEEGJSaY528mTnO+Z27yRJrO6wFQcdWiPKNrSW5cAqrhO2UhBlI1Rd7zfDU4QjFaq0xXsI5SDhfrxcYzxPA08opTTwY631HUCl1roxdbwJqEy9rgaOWt7bkNrXiBBCCDEF/K7lJRKWcgWTZcbaaD1WhZZgK9s5Vu2xXjP/q9iVh9sxegjiUk5meoo5Hk32VjV1HWfWoRPoUB86kYBEAkdhMZ5VtSiPd0LbP1ZjDawu0FofU0rNAJ5USu22HtRa61TQNWZKqdtJDhVSVVVFXV3deN4+pbW1tcnzyDB5ppknzzTz5JlOjEw/1+O6k6eMt237goR4/e03cQ9KFs+2XcZ+gjoZMHWFWqk7Xmc73qobCRrJ43tDh6hrHH04Lp2Teab1us28d6nyjvn9LiNO0Aiycl8rfa/+EydCiSHnxEsr6LnyOoyiknG1aSKMKbDSWh9L/X1CKXU/cA7QrJSq0lo3pob6TqROPwbMtry9JrVv8DXvAO4AWLduna6trT3pDzHV1NXVIc8js+SZZp4808yTZzoxMv1cHzlyL4E+/5D9CxYtGVNC9kTa0nCEQE+ybWuqV1BbuNR2PN6Tz5MN+wHIzy+idnbtSd3nZJ5pd9dOAseTbVtSOJfa6rG9/+DOI6y/71lmN3TideXhD+QPPSncR+Hj91FwyyfwrBxfuzJt1BwrpVSeUqqg/zVwObADeAi4LXXabcCDqdcPAbemZgeeC3RZhgyFEEKI09a23np29B0BknWiBlczz7XxJK9nO8dqvFXXAeKNx6i9835mN3QCENMJHEUl+M67EN8FF+M7/yKUyw2ADofo/tn3CD56P9rIflX5fmPpsaoE7ldK9Z//a63140qp14HfKaU+ARwGbkqd/yhwNbAfCAIfy3irhRBCiBx4uP0N8/Xm4lUcj7azK9gATI4EdmtgVTLarMAs51jZioO6xhZYBf/4B7yxZJBkOBTbzpzH8lv+FeUbKBvhW38BPT//IYnOZB5W8MlH0NEIedd9MIOtH7tRAyut9UFgTZr9bcAlafZr4PMZaZ0QQggxidSHW8zX7y1bx69PPG9u57rHSmttC6yK0gVWrtz1sFmLg46l1ELs8EGiO7fhVk60gt/+2VpaZ5Vxk9eDspznmjOfor/+J3p/+ROie3fiCOTh23jpBHyCsRlr8roQQggxrQUTEXpTwYhbuahwF9oWCc51j1WfESGuk4ndPofHXBfQKs/hRaFSawUmzx9cnX2ijLc4aOjxZIaRQzmoX1ZDY1UR6DgtsW4qPcW2cx35BRR8+q8IPfYgroWLcZaVZ7Tt4yFL2gghhBBjcMJS+bvcXYBDOWyBVa57rEbLr4JkkGIdDsxWMKi1HlePVezQfqK73wVAKQcNG88yjx2PdqR9j3I4CLzn/XiWrcxAi0+eBFZCCCHEGFgDqxnuIgBb8nque6ysxUHT5Vf1y8X6e92JIDEdByDg8BJwjlxzKvjYg+Zrz5nnUFQ1z9ye7BXYJbASQgghxqAlOjCUNcOTDKxyvfaelT2/amjV9X4FLmubsxMMttgWXx6lt2r/HmL7dgHJ3qrAFe9llteytE10cgdWkmMlhBBCjEG6HqtczrIbzD4UmKbWU0ou1gtsG0epheDjA71V3rPPw1lRSVXvQM/aZA+spMdKCCGEGANrYFWRJrDK9VBgp2VYb6ShwEKnZVmbLAVWtlILIySux48cInYguaC1cjjwX/5eYPBizOlzrCYLCayEEEKIMTgRHQisKj39OVaTZ1agbSjQOcJQYA56rFrHGFiFnn/afO1Ze445u6/cXYBbJQfZuhPBnA+7jkQCKyGEEGIUhjZsvS7pktdz/WU/5uR1S45VNpLXtdYcDJ8wt4cbCjR6uom+/bq57b9woFSmQzmY5RlYB7BxEvdaSWAlhBBiUtFa0x0PEdNDF9vNlc74wKy2PKfPnNWW70zWhQIIGhESOndLqVgDv9IReoXsPVYT38u2tWsH+0LHgeQyQAt8lWnPC7/0LDqRfMbuuQtwzZlvO366JLBL8roQQoic602Eeae3nh3BI+zoO0JrrJsabxlfn3cLbkfuv6pa0iSuQ7InJeD00pcKUHoTobQVzydazIibdaIUikpLGwfL5lBga6ybXzY/a25fVXrmkOKeADoeJ/zSM+a2b+OQhV1seVbHJLASQggh0muL9fClQ78yq5r3a4i0sTt0jFV5c3PUsgHpZgT2K3D6zcCqJxHOSWDVHOtCo4HkUNtIwWi2AiutNXc0PknYiAIw01PCByo2pD03uu0tjO7kM3YUFOJZc9aQc2w9VjIUKIQQQqT3Ws/+IUFVP+vwVi5ZE9crPPYcocmQwN5oqUY+M02PkFW2SkRs7drB9r7DQLIX7TNVl+MZJuALP7/FfO3bsAnlGnqeNcdqMg8FSmAlhBAipxoirebrcwoWc37hMnO7dbIEVpYeq0p3se1YgS2wyk0Ce5MlsKqyBCDpWIuHdib6MCYgL6w3ER4yBLg0UJ323PiRQ8TqDwCgnE58529Ke571czVHO4kZ8cw1OIMksBJCCJFTRyNt5utLilexIlBjbrdaKnbnkn1G4OAeq+wmg6fTGO00X88cJbDyOtxmLauENuiwlGnIlN3BBnMIsNJdPOwQoE7E6bv/HnPbU3s2joL0swa9DjdlrmRSvkbTFp8cvxuDSWAlhBAiZ7TWth6rGm+5bTr+ZOmxarYELv3L2fSzFwmdDD1WxaOeb/0M1t64TDli+ZmuLVgw7BBg8NEHBnqrlAP/xZePeF3rbMeJCAgzQQIrIYQQOdMe7yWU6tnIc/ooceUNCqxy3ysRM+Lml7hCUTakx8pSFypHgVXjOIYCwZ6Abw0aM+VwuMV8Pddbnvac6K7thJ5+3Nz2X30druo5I17XWp+rbRL8bqQjgZUQQoicOWrtrfKUoZSyVeZui/VMSA7QeLTGe8wZd6XuAtzKaTue62VtQkbUrLruwDHqWnxgD6xOTECvoLXHao63YsjxRGcHvXf/zNz2LFuJf/OVo163zNZj1TvCmbkj5RaEEELkjDW/ara3DBjIAepOBDFI5gCVjVDwcqLZhgHTBC0FOZ4VOHiY0qlG7zOxDQVGOokdPoTR3YkjvwBHYTGOggKUx3tS7QkbUbNNCkVN6ufaL950nN67f4rRlwyMHIXF5N/yCZRj9HaXWBaXbo9JYCWEEELYDM6v6lfuLqQ7kVxupTXWndPAKt1SNlb5WSpfMBzrMOCsMQwDAlSkAsSSjiDLHnqYrqb7Bp2h8JyxmrzrPoCzfMa42tMQaTd7+Ko8JWZ+lQ6HCf7pIcLPPYU2kr2QSjko+MincOSP7edbag2spMdKCCGEsGuIDNQjmm3p2Sh3F3Aw3AQkA6ulpJ+qnw3WGlaDE9ch9z1WTZYeq3RVzdOpIMD5Lx/k7DeP4DEU+AYP12mi775DbM9O/Jdchf+Sq1Bu95iufSQykF81x1eONgwib7xM8NEHMLoGgkDlcJD3/g/hXrR0TNcFKHVLYCWEEEKkZWhjUI/VQGBl7aFqyXGS8khV1yH3CzGPp4YVgDYMvHf+lHPfTRbvTKDRCjyLlqPDIXRPF4nOTkCj47FkL9MLT+MoLcdRUIjKyye/sZGet19CRyPgcOJeuAT3itU4K6s40p+4rjUrD3TS+ct/IdHcaGuDe+ES8v7sw7hmzhrXZ7X1WE3S5HUJrIQQQuRES6ybaGph40JngEJL4cqKSVRyYbTAytpj1ZMIobVGKZWVtsHgGlbFo54ffes14gf341JO4jrB8apCqm79CyrmrzbPiR85RO+9dxM/Wg+A0ddr5kQBeINBIoGBn1d05zZ4+F6cxSUsTrQyN9iDLxyj2lFIwjmQq+XILyTv2hvxnHXuST0ja2DVEU8WN3WMIacsmySwEkIIkRPWGYGzB03Jn0y1rEYbCnQ7XHgdbiJGDI0maETIswRbE208PVY6kSD4xMMAuBxOXltVxbMbFzG7Ip8ay3muOfMp+qsvE3n5OYKP3o8RHFvNqERnB75wGx6dzLHy+JJhhvL68F98Of6LLkf5Tv7ZuB0uCpz+ZACLpjMetA0PTgYSWAkhhMiJdDMC+1l7rHJZYbs3ESZoRADwKBdFzkDa8/KdfiJGzHxPtgKr3kTYHH50K5etRyedyJuvkGhpBkD5/Ly8fh7aoWzBYz/lcODbsAnvuRdgdHZgdHehe3sw+nppOXyYGUuXoTwejJ5uYrt2EN3zLvFQL0YqqHIohduXh+/8i/BvvnLMCeqjKXXlm5+5I94rgZUQQggB0GAJrKoHBVb2HKvurA+vDdzb3ls1XBsKnD7aUj1rPYkwlVlp3dDE9ZGGxXQiTuhPD5vb3RvWE/Elg8GRqq8rpwtnWQXOsoEE94ivAG9trbntW38BOhFn28HXuKv5KSJeN/OKZ/PlRbdk/OdW4s7ncCpBvi3ew0JmZvT6p0oCKyGEEDlx1FZE0j4UmO/wmcNrESNGrxG2FeLMlhPRgWHIihEKb+ZqWZvxLGUTee0lEu3JZ+4I5KE2XgStTwGk7bEaL+V0cajERVs82YM0q2DWhATD/esFAnTEBoYon+l8l6ZoB7O95azIq7HVvMqmyZXxJYQQYlqI64St/tLgIpJKqUmRwN5uGYa0fqEPlj8ogT1bxlpqQcdihJ4Y6K3yb76SGfkD9alaMvR8baUWhlnK5lRZl7Wx/nxe7t7Dg22v8b3jj7I32JjurVkhgZUQQoisa4p2EtcJIJkzE3AOrfJtDWQy9cU/XtZaSSUj5PIU5Kjkgr04aOmw50VefYFEZ/JcR34Bvgs2U+G2L8SsU7lRp8LWCzmkNlZmWBditv587JMh7IF6NklgJYQQIusabInr6Xs2bAnsOapZ1GFZNmWkxPD8HBUJbRpDqQUdixJ88hFz23/JVSivlwKnD5/DAySXoTnVgDBmxDmWKviabimbTClNs6xNbyJsrh3oVq4xlZ2YKBJYCSGEyLqxBFZllsBqMvRYjRRY2XusshNYaa1tOVbDBRPhF5/F6O4EwFFYhG/DJiA53JrJxZgbom3mUjYzPEX4U0FbpqWrvm7trar2lua0tpUEVkIIIbLO/kWYvmejwjLkk7Meq/hAcnTpCOsV2pe1yc5QYHciaJaC8Dk8FDvzhpyjIxFCWx4zt/2XvgflHgh4bIsxjzAzcCwOhwd+pnO9EzMMCEMXYtZacyQ8fE20bJPASgghRNY1jFDDql95jnustNbmUBPYk6YHy7fNCsxOj9XgYcB0M/DCL27F6E0+O0dRCb5zN9qO23qsTnFmoDVxfSKDmzyHF49KrlsY1TGCRmTEYrPZJoGVEEKIrNJa22b5DTeElevq60EjQlQn6zx5lJuAY2iCfT/brMB4dnqsrAVW0z1DHQ7beqsCl18zZCHlGe7x9VhprTkYaiaUei729lh6rCYocR2SQ5jW4cCOeN+IpTuyTepYCSGEyKpeI2yuEehzeIYNWEpceThwYGDQkwgRMWJ4He60504E+zBg/og1mXIxK/Dt3kPm60W+qiHHQ89vMZeicZaW4z1nw5BzrEOBLWMIrH7c+ATPdr1LwHCw1lhjJr8ntMH+UJN53kQOBULyd6M/v6w11m3rAZ2opPmxksBKCCGmqJAR5d2+IywL1Nh6VHLNmi9V5ioYNmBxKAdl7gLzC7811kO1d/iSApnWbmnnSMOAAAWuZGClDE3g+AmCBx8mtms7idYTOGfV4F68HPeipbjmzEM5T/2rN2LE2NF32Nw+s2CB7bjR3UX4mSfMbf/l16BcQ+9rnXnZPMpQ4Os9+3m2610AWuljW99hzilYDMDBcDNhIwokk/xHKqaaCdbK/PtDTWauWZ7TN+qyPhNNAishhJiivn/sMd7sPUCB088/z70p5/+S72cNrEZb563cFlh1Zzewss0IHHmdO59yU9Ee5Jo/bqOkI0Sf75AZMBr7dhPbtxsAR0Eh+R/6GJ7lq06pbTv6jpi9ftWeMtviy0awj+4ffWugt6p8Bt5156W9jnUosDXWTUIbONPMqAsmIvxv09O2fW/3HjIDq13BBnP/irzZE778kDWB/Z2+evP1HG95TpY+spIcKyGEmIKiRpy3eg8CyaGpfztyL82WZOdcsi6qXDbCTDvIbQK7vTjoyD1WaM17/7SHko7kMKCBkfY0o6eb7ju+Q2jLY6dUkPON3gPm67MsvVU6EqHnjv8h3ngMAKUc5N1wM8rpTHsdj8NFcao3TqOHnX3525YXbc8DoK73kPkZ3u07au4/IzD7JD7R+Fh7pQ5YhiBznbgOElgJIcSUdDTSatYUAuiM9/FvR/6Qs7IFVoOHAkdSnsMiofbioCO3M/LqC1S0Js+PuxzEamsp+MjtlPz91yi45RP4ztmAI68/GND0/fEP9P7ix+hIZNR2aK1tQZihDd7qOWhun5W/MHleLEbPnd8ndnjgWP7NH8OzbOWI1x8tgX1f6DhPdrxjbiuSPUKd8T4OR1qI6wR7QsfM4yuyEVhZejqtv+e5rLjeT4YChRBiCjoUPjFkX0usi387ci9fmfsBCl2BHLQqqc0SsJSP2mM1cLw1nu0eK0vy+gh5O0YoSPDR+3HiIAa8ftYc8m+8jpq8uQA4Z8zEu+48jJ5uen7+A2KH9gMQqXuD2P69+DZuxnf+RTjyhz6LxmgH//fw71Ao/nb2dczzzeBAuInuRBCAQmeAhc4SQs8/TfiZJ8xFlgHyrr952CFAqxmeIvaGjgPQHO1kZd4c81hcJ/hJ41Nm8LImbx75Th9PBt8G4K3eg0SNOBEjOUuwwl1kS4ifKMMFuqdVj5VSyqmUelsp9cfU9nyl1KtKqf1Kqd8qpTyp/d7U9v7U8XkT1HYhhBDDOGypKbQmb56ZN9MY7eAPra/kqlmAfeHckYpuQm5LLljbOVLyeujJRzB6e3AoRU+Bl9fPmpO2lpWjoJDCz30R3/mbzH1GbzfBxx6g46t/S8+v7yT84lZiB/dhBJOB0/NdO+mM99ER7+VbDQ/TlwjzRs8BAn0RFhxs5YbXWuj62pfpu+/XtqAqcOW1+DduHtPnnOkuNl8ft1Ryh+TCxv2lDDzKzcdnXsLa/Pnm8breet4NDgwDrgjUjOmep2q4n8dkCKzG02P1l8AuoP+3/BvAf2ut71FK/Qj4BPDD1N8dWutFSqkPps77QAbbLIQQYhSHwwOB1VWlZ3Ju4RJ+3JicJdbfO5ErreMYCrTOLmuJZjmwsg4FDpNknzjRTPi5pwBwKgfPbZhP3O00160bTLlc5N/4YVxz5xN85H5zqRkdjxF5/SUir79knuuaPQ/nGcU4qg0Mh8LRcJRnn/8ac3Yf5DNdyWdY6SnGsCxg7Qjk4b/8vfguvGTMn7PGEoxYyxYAthIKV5eemVyqxulBmccbiaWS6AHOyJv4YUBIBlYKZRsGLHMVpF3MO9vGFFgppWqA9wD/BvwflUy53wzcnDrlLuArJAOra1OvAe4FvqeUUjoTy2YLIYQYlaENWxXseb4K5jFQV6gp2onWOiezpwxt2HqCykabFegqML9A2+O9xHQCt0qfiJ1JcZ0w61EplJngPVjfQ79DJxLJ98ydw54lMwA4HulIe34/3zkb8J65nmjdG4SefYJ4w5GhbThaz5L9HXzKD1GP00yM76eUMtfjcxaX4tt8Bb5zLkB5xxdcWGeLNlgKbYK96Odif7JWVoHTT40qpo0IGk29Zdg5G/lVkCzFUeLKsyXUz/blvrcKxt5j9W3gb4H+f1qUAZ1am2FqA1Cdel0NHAXQWseVUl2p820/LaXU7cDtAFVVVdTV1Z3cJ5iC2tra5HlkmDzTzJNnmnmZeqZtupcOI9m7k4+HQzv2obXGMGKEiRMkxPN1r1Kosl/bqleH6TGSuUt+3OzetnPU9zgTBt0kh9aeq3uFMjXKDL1BTua5duoQfUZyOC4PDzve2T7kHPeRQxS+/rK5fXj1xQRD9QC8E9pLXfMYvuhdPtj8XlzNx3E1NuBqb8XZ1oKzow1lJIjqKP4eAz/Y5hnGXA5CFWUUVp5BfGYN0bkLwemEXbvG9TkhGexGjDAJNEFCvPL26/hSS8bsStQTJJk/1bW/iTqV/L2a1ZfHUd1pu04pAY6+e4CjZIc2ogT1QLDpCIWpa6vL0t2HN2pgpZS6BjihtX5TKbUpUzfWWt8B3AGwbt06XVtbm6lLn/bq6uqQ55FZ8kwzT55p5mXqmb7cvYfAsWTBylV586idk7zm4kO7OBBODu2UzanO2rCN1YFQE4H6ZNvmeCuoXVA76nsW1u8xZ53NmFPDqlRS+FidzHPdGzxO4HCynXN9M6idb3+/jsXofOR3JALJSQC+czawfvN7+dX+nwIQcsKaxWvG0Su41rZl9PYQfulZDj5xF4HeZFCpfD52LChm19JKGqqL+UTNFSwpPrV6WP0WHdxh9k6Vzq1mSWAWXfE+2Pc0AVx4HW4uWnIujlSuXtPb3Wz3tduucV7xSmqrajPSnrFY3HCUjp595va5s9ZQW7Qia/cfzlh6rDYA71NKXQ34SOZY/Q9QrJRypXqtaoD+uZbHgNlAg1LKBRQBbUMvK4QQYiJYh2bm+WaYr6u8JWZg1RjtyElgZcuvGmUYsF+Fp9AMrE5Eu2B8HVYnpWOU4qChrX8i0Zp8zsrnJ3DNDeS5CvA5PISNKH2JMN2JIEWjVGwfjiO/AC65jDtm7WZ2Qwde7eTzF/4FPzr2O/oSYdzKxZn5C0a/0BjVeMvMwOpopJUlgVm2tQhrPGVmUAVQSQElrnzbczojS4nr/QYnsE+GxHUYw6xArfXfa61rtNbzgA8CT2utbwG2An+WOu024MHU64dS26SOPy35VUIIkT3WxHXrYrjW6tzHo/behmyx5VeNkrjer8JtXc8uOwns9qrr9i/wRFsroScfMbcDV78fR0EhSilmeQYqwx+LnNozbo/3YjgdHJ5bRteSeczIK+ef59zI5uJV/FXNNcPmfZ0Ma1DSkPrdODrC+ntKKWotswMhWXE9m6wzShWKak/2qvKP5FTqWP0dcI9S6mvA28DPUvt/BvxSKbUfaCcZjAkhhMiSelvi+kCPlfVLvyk6cnL1RLEvZzO2wGqGteRCsI3IW69h9HbjyC9A5RfgKCzGWVmV0WR8e9V1e89a3wP3oOPJvCNX9Rx8GzaZx6q9pRxM9Qo2RNtOKdiwrlXYX0drjq+CT1VddtLXHE66BPZjlsAqXW/Q2vz5bO1M5p5VeUpsy8xkg7W22CxPKW7H5CjNOa5WaK2fAZ5JvT4InJPmnDBwYwbaJoQQYpw6433J3BjA63BTaentmekpNl8PrleULdblbEYrDtqvvzJ4eWsva568n56eoV9drpo55N1wC+55CzPSzo5Y+uKg0Xe3Ed1RZ27n3XAzyjEw+GMNUDLRYzXQhrE9q5NlD6ySAdURy4zAdBXNa/PnszxQw4FQEzeUnzuh7UtnoX+mOWN0laWoaa5NjvBOCCFERliHAed4K2x5MdahwBPRrqyVLrCyVl0f61BgubuQtXUNbHzxAJ4EYBne7BdvOELX//w7vnM2ELjmBhwFhUMvNA62IqapwCp+tJ7eu39q7vetvwD3/EW291VneCiw36hrFZ6iSncRbuUipuN0xvvoTYRtpReq0wRWbuXkn+felJPfI0j+Pn9pzvU0RFrZVDTysj3ZJIGVEEJMIdaK63MHBSBeh5sydyFtsW40mhPRLqq92c1LabPkSA1XdNNKGwa+X/+ai19Jzv4yAO1y4T9zPToSxujtIX74kDk0F37tRSKvv4xzxkyc1bNxVc/G3d1LfOYMnGXlKLdnTO3ssC5n4y4gfvQw3T/6b4xQsgSDI7+AwDU3DHmf9Xk2RE9t3lb7SQShJ8uhHMzylJi/P9v6DhMyogAEHN4Rl/TJRVDVb3XeXFaPc5boRJPASgghphDrjMC53qE9O1WeYjO4aYy2ZzWwSmjDFrCMJViIvPkK0XfexKWcxHWCExX5VH3qL6iYMzCtPtHWSt8D95hDdFobxJuPE28+TuStVykMBul89nEAnGUV+M6/CO95F+Lwp18vUWs9ENRoTeGxE3T/7EcYwWTbHYE8Cj/z/6Vd22+GpeenK9Xzk+88uXph1hl32chfqvGWm4HVS127zf2zveU5KSZ7upLASgghphBrYDXfkrjeb5anlB19ySrfjVnOs+qM95lLkBQ6A6MmG+twmOAf/wCAy+HknSUVPLV5KVUlPqwT+51l5RR+4s+J7tpO8NEHUlXM009GT7S10PfwvQSf+CPes89DKUWitYVEawvEIiivn7jPw/v69pLfF6G4O0LUPVB00xHIo/Czf42rOn1Oz+Cen+ORdpYEZo3xCdnZE/2zEVgNDPdt6zucdr8YnQRWQggxRYSNKE3RTiA5/TzdTK6ZtpIL2Q2sxhsohJ5+DKO7CwCdn8/TmxaTcDk4EetKe75n+So8y1ehIxHijQ0kjh0lfryBrt07yVcao70NrZP1y3UkTPiFrWmu0kHMiDMntSSNyzEwzOXwByj8zP/BVTNyonS1t8wMrBqibScdWNmGI7PQY2VNULeu/zdZ6kOdLiSwEkKIKeJopNXsEar2luJJ0yM0yxJYZbvkQus4algl2lsJbX3C3G6/7CJink6AYQOrfsrrxT1voTlDcH9dHQtra9GxGJG3Xk0W92xuHPb9cT2weIwLJw5/AGfNHPKuvWnYniorW55V5OTyrGJGnO5EMp9rpLUKM2m4nql0MwLF8CSwEkKIKeJweGAW15w0+VUwqEjoKAsFZ1qbrer6yIFV8OF7B2pF1czFfda50JTMkzrZIqHK7ca3/gK8Z59PbNd2Ygf24cjPx1FWgbO8AuULoCNh9rVs58HGFwgGPKyoXs1nFr5/XPep9px6yQVrb1WJKw+nGrWe9ymrcBfiUW6iOmbbL0OB4yOBlRBCTBHNsU7z9XBJ6eXuAjO5ujsRpC8RJu8kk6vHy1rwcqQaVrEDe4nUvWFu573/g8zwDfTYtERH7rEajXI48JyxBs8Za9Ieb/Q0cDgVHBUUjD+osD77YydZ4b49y4nrkMwPq/aWcijcbO4rdAYodKVP8hfpTXwILIQQIitOWAIOa2FQK4dyUGkpFNqYysnKhjZbbaj0gZXWmr4Hf2due9eejXvBYrNIKEz8sjYdMWthzvEHNTM9xThSX69tsW6zbMF42IqDZiFxvd/g3inJrxo/CayEEGKcJuvyp82WIGmGJ31gBfY8q8YsrhloKw46TI9V9J03iR+tB0C53GatqEJnAI9yAxA0IvQmwhPWzvZTTBp3KeegIdfxP+N0y9lkw+B8qpos1zmbCiSwEkKIcagPn+Dz+3/C3xy8y1ZnKNe01jTHrD1WxcOeW2ULrLKXZ9Vq6WlKF1jpRJzgI/eZ276Nl+AsTfaYKKWY4Rmopt4ySgL7WMR0Iu1+a9X1kx2GO9XhQHuP1cQWB7UaXGG9Rnqsxk0CKyGEGIenOrbREe+lIdLGA62v5bo5pp5EiHBqyMnn8FDg9A977swcJLAPnuVWkmaWW+SV50m0JutwOfwB/JdeZTteYVmM+UT01IYD72h8klt3/w93n3jO3k6dsA01nuwwXHWatfdGEtcJ8+cH9qrr2eyxqvHYA6s5EliNmwRWQggxDsctvQ/PdL47oUNS42FNXK90F41YKTsXJResPTDFrjxcg5ZB0eEwwccfNrf9l16NI2APvioseVajlVwYSXc8yNbO7QD8se0N9oeazGPPd+2kL/UzLXQGTjqoGc9izO2xXr6w/6d8cu8PzMKc9gWYsxdYlbsLzMkMTuWQGYEnQQIrIYQYB+uXZFTHeKpjWw5bM8CWuG5JTk+nymsfCjQsdZtOVVe8j2AiMmS/NVBINwwYevZJjN5kT5GjqATfxs1DzrEnsJ98YDV4aO7XJ55Da01CGzxo6YV8T9lZtkWsx8MavB4bpcfqqc5tdMb7SGiD35x4Hq21bZg5m8nrDuXgY5UXM8dbwYdnXETA6c3avacKKbcghBBjFExEzOGsfn/qeJv3lJ2V04VoAVt+1UiJ6wAFTj/5Tj+9iRBRHacj3jdqXamx2N53mH8/ch8+h5u/qr6G1fnzzGNtIyRjGz3dhLb+ydwOXHVt2sWSKzzWocCTD6wGJ5PvCjZQ11dPTyJk9oTlOX1cVpK+HMNYVHtKUajkYtexLmJGPO0SPlprXu3ea27Xh0+wN3R80FBg9nKsADYULWdD0fKs3nMqkR4rIYQYo3SJ3p3xPl7p3pOD1thZZwQOV2rByjZrLUMzA5/r2olGEzKi/FfDQ+wOHgOSvVgPtw3UpbIGcdow6L37Z+hIcvjNVTkL79nnp71+pkoupFvK59cnnuf+1lfN7atLz8TvGBrcjZXb4aI8lROmsU8ssDoWbR/y/O9tfRmDZC9intOXtoK+mLwksBJCiDGyBlaKgRymR9rezHkJhhO2HqviUc+fNQEJ7C2WhPKojvOfR+/nzZ4DfPXw7ziSWjsP4LzCJebr8NY/Ed3zrrkduP6DKEf6r6bBgdXJPvN0gWRDpNXMNws4vFxZsvakrm1lHw5MH7y+Yumt6te/SDZkN79KZIYEVkIIMUbWwOri4pVmXaXDkRZ2Bhty1SwAmsdQHNSqagIS2AfnPYWMKN9seNB8bgrF52ZdyWJ/clHi2KH9BB+53zzff8lVeJasGPb6AafXTKyO6Tidib5hzx2JdSjw7IJFQ45fUbo2I7lFsywlF4brFXy1ZyCw8jrcQ45LYHX6kcBKCCHGyBpYLfZXcVHxQBDwSPsb6d6SFVEjbiY7K9SY8qVsJRcyEFjFdMJc306hhiyT41QO/rL6GjYWJZ+ZEeyj9xd3oFOJ8+55Cwlcde2o97GWXGg5iZILMSNuDiMqFJ+ceSmFzoElW3wOD1eXnjnu66YzyzNyYNUQaTNLMXiUi1srNw05J5s1rERmSGAlhBBjZA2sZnpKuKr0THNIsK633pymn23WYcAKd+GQUgbpWAtYZqJIaHusB01yaK7Elcffz74eXypHya1c/HXNtawvXIwOhwk9+xRd3/y/JDqTwYYjkEf+rbejnKPnElmHA5ssJSbGqinWabazwl1IoSvAjRXnmcevKj2T/AytnWircJ9muPW1nn3m69r8+WwsWmEL8kB6rE5HkhEnhBBjoLW2BSCzPCUUugLM9VVQHz6BRnMg1GSbCZcttsT1MeRXQarWVWrWWmuse9hZa2NlTSYvdxey0D+Tr8+/hVe693J2wSKqejV9z/yByEvPYoTsMyvzP/hRnCVjq5dU7S2DVEByNNwKo4962liHAfuH6i4pXo3X4SZsxLikeNX4LjiCwUOBWmtbfbFXuwcCq/WFS3ArJ5eWrOa+1lfM/ekKqYrJTQIrIYQYg454HxEjBiSTm/srmy/2V1EfTlYL3x/OUWBl6bmZMYb8KhiYtdYS68IVi3Pi0d+RX38M5fWi/AEcgTyc1bPxnrke5R6a+zOYdbma/kKeM11FvKfJS/i+X9GxawdgTzZ35OUTeM/1eFaNPVF8rqUS+GFLQnw6u4PHeLP3AAU6QW1qn7WGVX+emVLKHKLMpCJnAL/DQ8iIEjKidCWCFKcCpcZoh5nQ71Yu1ubPB5JB3gOtr5mzAjNRBkNklwRWQggxBtbeqipPidnzsMhfxZMd7wCwP9SYk7bZi4OOvQunylNCYP9BLn16L/Gwl1iaIbDgYw8SuOw9eNdfgHIN/5VxwhpYuQqIvruN4MP3Em8+PuRcZ/kM/Jsux3v2eSjP+JLE5/gqzNdHIq1pz6kPn+C3LS9S13sIAMOIcWnifAJOr20GpDUHaiIopZjlKeVAOFnZ/Xik3QysrLMB1+TPM0s7lLrzubB4Bc907sCjXCzwzZzQNorMk8BKCCHGwBZYWSqXL/ZXma/3hZqGDPdkg6046AiLL1sZ4RAXPvImnneSleNj7vRfB0ZXB733/orgk4/gqqpG+Xworw+UQkfC6FAIHYtS4Wrn7LwQ3YU+Vh14hO6jQ3uTPMvOwHv+JjxnrBm2pMJoKt1FeJSbqI7RFe+jK95HUSpYCSYi3Nn0NC9277K9J0ycN3oPcGHRCtvP0ZpnNlFmeS2BVbSdFXmzAXt+1fqCxbb3fLxyM6vy5jLXW0Gha/g1H8XkJIGVEEKMweAeq34z3cXkOX30JcL0pip3jzXPKVPsOVaj91hpren9xR1U7TxE/2IrIa+Tmvd/GEdRMUawD6O9jfCLz5jLzBhdHUS7hk9yL490sDG1iHCBtwRSPTDK68N3/iZ8Gy7CWVYx7PvHyqEczPaWmcHKkUgrq1KB1eMdbw8Jqvq91LWbjYXLbbPzrMnlE6UqzezLtliPOXzsUk7OzF9ge4/b4eL8wqUT3jYxMSSwEkKIMWhMk5sDyeGeRb6ZvNNXD8C+UGNWAytDG7bE8bHcO/Lai0R3bTeT1Xctq+To5RfwDys22c7zX3wF4Re3Etr6J4zenjRXGhDTCfO1SzlRyoH3/IsIXPFeHAWFI7xz/Ob4KgYCq3Arq/LmAvbCmmvy5nFF6Vr+82iyTtb2viMcjrQQTgV/eU7fkBl4E8FWciGVOG9t51J/tazHN8VIYCWEEGPQaOkVqhrU07HIX2UGVvtDjVyQxXXWOuJ9xFNBTWEqWXokiY42+u6/BwCPcvJWbQ3PXLSYfGdoyLnK68W/+Up8F1xM/NhRdDCIjoTQ4XDquA/l9ZJwOnhi2y8oa+ulpDPIknkXkHfJ1bgqq4ZcMxPmeq15Vskhx5gRZ3+oydx/e9XllLrzWeyfxTvBAxgYPGBZYHmWpzQrQ7bVtpmByR6r7X2HzX2r8uZMeBtEdklgJYQQo4jrhG24beagXqFF/oEE432WL/dssLZrtMWXtdb03XOXuS6fp6KK1zZUAJreRIieRMic7WilPF7c84dWKO93ItrFOySrqZe48vmzxZ8Y/wcZhzm+gZmB/Qnsh8IniOk4kJwZWepO1n86r3Ap77QdAOxVzrMxDAhDy1pEjBjbLT1Wq/PnZqUdInukQKgQQoziRLTLLCpZ6so3C1/2W2RJYD8cOUHMiGevbbGxL2UTeelZont3AqCUg/ybP05F3kCQkq6I5VgMrmE10WZbSi40RNpIaIM9oWPmvmWBavP1eYVLSNcvlY3EdUjmS/UHvBrNqz376E4k63gVOP223jcxNUhgJYQQo7AVBk3zhZzv9JlLxCS0waFUYnI2WNcIHGnx5URHG30P/d7c9m26HPf8RRlZ2qbFNitx4gOrfKePMleyvlNcJ2iMdrA7OFDWYVmgxnxd7MpjnhpafHTwcO5EsvaO/am9zny9Mm8ODiVfw1ON/ESFEGIUg5eyScc6HLg/nL16VmMtDhp8+F50NAKAs7LKXJdvlqV0xMkuxpztHiuwDwceDp+w9VgtTS3y3G+lsm/DxNewGu5eB8MDQ8Wr82QYcCqSwEoIIUZhL7VQnPYcaz2r/VnMs2oeQ3HQ2KH9RN5+3dzOv/EjZjV1a8/Nya4Z2JqDwGqud4b5+qXuPeY6jYXOwJDeqBXMxGH5unPgGDUfLZPS9XIC5mxGMbVIYCWEEKOwrxGY/ktykW/iAqt3euv5RfMz7Ao22PY3RTtsdZkq0xQH1YZhzgIE8Nauw71wibld5bGvZ3cyrD1W2RgKBJht6bF6O1VhHWBpYNaQ2X4B5bElic/0FI9poepMSTfsOMtTKsvVTFEyK1AIIUYxXHFQqzm+ctzKRUzHaYl12SqCn4qeRIj/aniImI7zWPtbrMmbxwdnXMC+UCO/an6OqE6uX+hzeCh2Da3LFHnjZeJH6wFQLjeB9/6Z7bi1B6452oWhjRHzfqJGnIfaXiehDa4vX4/b4bIFVhVZ6gmaY0lg15Y1CK2J61YbCpeZS9xYhxGzoTpNMC7DgFOXBFZCCDGCYCJCZ7wPAKdyDDvU5VJO5vtmsDeUTKLeH2rirIKFp3z/g6Fms4wAwDt99bxzqN52jgMHt8zYOCQg0uEwwUfuM7f9my7HWWoPKvoLZXYngsR0nNZYz7DDZIY2+P7xx8zlWMJGlA9XXkRbbKB4aLkrO70wVZ4SM5C1WupPH1idX7iUncEGjkfaub783Gw00VTg9JvV+fvJMODUJYGVEEKM4Fi0zXxd5SnBOUJvziJ/lRlY7Qs1ZiSwGm6h4X413jI+W3UlC/yVQ46FtjyG0Z3MwXIUFuG/5Kq015jlLaE7mCwB0BjtGDawurf1Zdsad092vsNZBQvNHqNiV55ZzX2iOZWDam+puTQMgNfhZp5vRtrzHcrB7VWXZaVtg/Uvxrwv9bvhVA6W59WM8i5xupIcKyGEGEFDZCDvqMY7dNq+lXVm4MFwc0bu319ZHODK0jNZV5As1KlQXFO2jq/PuyVtUBXdu5PQlsfM7cB7rkf5fGnvMZaSC8937eT+1ldt+xLa4KeNT5nbFaPU0cq0wTWgFvurRgx8c8lacmGJf9aoFfLF6Ut6rIQQYgRHLT1GNZ6RA6v5lt6S+vAJtNanvGzK0fDA/c8pWMTyQA3N0U4cykHFMMOSiY42en9xB1obALgXLMa77rxh72H90k9XcmFP8Bh3ND5pbs/zzTB7iqzlHsqznIw9x1cOA5Mihx0GnAwW+at4tutdgCGLLoupRQIrIYQYQUNkYCiwxjty0vMMdxF+h4eQEaUnEaI93ntKM78S2uCYZaZef8XxkRZa1rEYPT//IUZfLwCOgkIKbv00yjF8T06VrcfKPjMwrhN899ij5nqENd4y/mnOjfyw8U+80bPfdu5wgd5EmTOox2q4xPXJ4KKiFWYu2hWla3PcGjGRRu0zVUr5lFKvKaXeUUq9q5T6amr/fKXUq0qp/Uqp3yqlPKn93tT2/tTxeRP8GYQQU8DxSDtPd24nmIjkuik2x2yB1cg9Vg7lsOX41J9iBfbGaIcZ0JS5Csh3ph/K66cNg74/3D0wC9DhoOCjn8VRVDzi+6otn6s+3ILWA7PsjoRbaYsnA4I8p4+/qbmOgNPLByo2oAYtFpPtoUBrYOXAYRuKnWzcDhcfmLGBD8zYgDuLpR5E9o1lMDoCbNZarwFqgSuVUucC3wD+W2u9COgA+lfd/ATQkdr/36nzhBBiWGEjyr8e+T0/aXySf6z/Nb2W2VO51JcI0x5P9vy4lHPI4svpWAOrU13axpq4PnuEEgE6kSD8+kt0/sc/E371BXN/4LoP4F6weNT7zHQXk5cK2noTIdvw3oFBlcL7E9trvGVcXLzSdp1s91gVuvxcUVKLSzm5rvycIWs4CpELowZWOqk3telO/dHAZuDe1P67gOtSr69NbZM6fok61SQDIcSUdjDUbJY0aIx28D/H/mj21OTSMUvi+mgzAvtlMrCy5lfNTjMMqWMxwi8/R+fX/4HeX99JomUgCPKedS6+CzaP6T5KKRb5Bnp79oUGluQ5YCl2utBn7xG6ofw8PGogo2QsgWemfXTmZn6+9M+5seL8rN9biHTGlGOllHICbwKLgO8DB4BOrc0CIg1A/+B2NXAUQGsdV0p1AWVA66Br3g7cDlBVVUVdXd0pfZCppK2tTZ5HhskzzbxMPtOXjYMEdcjcfi24h39v/TXXqJWnnPx9Kt7QRwgayXZ5Qokxfd6Q7jbfsz24n7q20d/Tb/AzfdPYaT6XeLibuuOpY/EYvl3b8L/9Go6+Hts1tMdLaPVZhJavhXfeGfO9vUbcvNdzB96iwBEF4A1j90AbjnRRd9T+eS7WC3jC2MVyNZPGnfVkb5XEsZP//jNPnunwxhRYaa0TQK1Sqhi4H1h2qjfWWt8B3AGwbt06XVtbe6qXnDLq6uqQ55FZ8kwzL5PP9MXjjQS6/LZ9O2lhXaXmqhwm+r7T3EmgPdmusypWUFteO+p7Etrg7j11xHScGLBg8VIKXf5R3wdDn+md+98kEEu+d9P8c5jtKSPy6gsEH30AozdV7TyQrLbuCOTh23Q5vg0X4wgMrcA+qt4iXjuaXDIn6HNQO7+WkBEluGcrAfwoFFcsvWDIcFsttXyUa8Z/vyyS//4zT57p8MY1K1Br3amU2gqcBxQrpVypXqsaoH9p8WPAbKBBKeUCioC2tBcUQgjsSd7Wqfy/bH6WRf4q2wLH2dRgLbUwSuJ6P6dyMNtbzsFUblJ95ASrnHMgHkOHQuB04sjLH/U6wUSElliXec2KIyfoevD7xI/b1wt05Bfi33wFvvMuGrZO1Vgssjzjw5ETxIw4h0LNZvHP2d5yyWESYgxGDayUUhVALBVU+YHLSCakbwX+DLgHuA14MPWWh1LbL6eOP62tU0yEEMIiYsTMXCaF4u9n38A3Gx5kX+g4Gs2LXbtyFlgdHceMQKv5vhnU9x3nrLeP4rn767SHFToxsPSKe+ESfOdvwrNqLcrtBpLLzzjbThB54xXiTcdoPbqXm5u2443GKYw56EvssN3DUVSC/5Kr8J17Acp96gFPvtPHTE8JTdEOEtrgUPiELXF94SSecSfEZDKWHqsq4K5UnpUD+J3W+o9KqZ3APUqprwFvAz9Lnf8z4JdKqf1AO/DBCWi3EGKKOBJpNXtFZnqKKXT5ub58Pd84ej8A+yzJ09nUmwjTlUqodysXleMoJbC0Nc6s375BRWsfhtOHHrRETOzAXmIH9uLIL8BRWIzR2Y4R7KM4GKQnNYxnxIPMjA2UOSAVOym3B/8lV+G/+HKUx5uBTzpgkX+mWSB0f7iR/bbE9aHV3YUQQ40aWGmttwFDkhy01geBc9LsDwM3ZqR1Qogp77BlGHB+6svbOixVHz5B1IjjydIadP2sFddneUqGLHCcjjYMgg/9jgXPPM7xcDIoi+gYAMrpRPkD6L4+syK60duD0duT9lpRy+LCXocL5XDgOXM9gfdcj7O4JO17TtVifxUvdO0CkotIH7AsyyM9VkKMjVReF0Lk1CFbflWy4GO+08csTynHo+0YGBwIN7E8kN1Fa4+No+J6v+Af7yP07FN4SBaAjLkdPHvuPD53w9fwe/NQSmF0dRB+5QXCLz+H0ZXsHdJa06aDNBYaVM6rYd68NTzo3M8Obx8Rj5NPz38fCyqWZ2TIbySLfAMB7ba+w/Sl6ol5lGtcQ6FCTGcSWAkhcqo+PLDIsLUG1GJ/lbm8yv5QY9YDq/HmV0Xeeo3Q1seBZF2o1gWzeODCOXQX+TlidLFMJRPWHUUlBK54L/5LrybecJi2WA8/Cr3GXkc3feEwgYCfGyuqeKntOEEjGaDVVCyY8KAKkmvvuZWLmI6bQRUkfy4uqRYuxJhMzmXAhRDTQlwnOBJJH1gtCcwyX+8NZb86knWNwNmjBFbxY0fovefn5rZnxWoO3nwt3UXJUgnplrZRTic7yxz8o/Eie1w9aMdAva7ft7xE0Egu7RNweCl1jT6LMBNcymlbSLqfDAMKMXYSWAkhcuZYpH1gLTx3IQXOgXpPS/yWwCp4nGxPLm4YY4+V0ddLz50/QMeSuVTOikryP/xJ5gcGkr3TBVZv9hzgG0fvN3uGnMpBlRq6JMwcX3lWi6Smm4E5uOK6EGJ4ElgJIXKm3pa4bu8pmeUpIeBIznrrTgRpiXVnrV3d8RDdiSAAHuUedg08rTW9v/opifZkorvy+ij4+Odx+ANmIj6kD6webHvdnA1Z6srnX+bexCfV+ZxTYF/bz7rQcDYsShdY+WVGoBBjJYGVENOI1pqOeO/oJ2aJrTDooADCoRy2Iah9oeNZa9ex6EBvVbW3dNgZgdG3Xye6e6C+VMEtn8A1M9nTNtfyeY5G2ogZA7P8DG3YhkD/ee5NLPbPwqWc/GX1e9hcvMo8dlbBwlP/QOMwuMcqz+mj0l2c1TYIcTqT5HUhpolgIsI3Gx5kV7CBy0tq+djMsS3QO5HqI0NLLVgt8c9ie99hIJlntaFo+YS3SWvNIUuZgeGGAXU4TN+DvzO3/Rs341k1UJkm4PRS6S6mOdaJgcGRSKsZKLbEuokYyaHDQmeASsvixQ7l4JMzL2VD4TIcysGyQDXZVOrKp9iVZy6KvdA3M6frNQpxupHASohpIGxE+cbR+9mb6vV5suMdbp6xEa/DnbM2GdqwzQic6xs65GXtPdk7QT1W3fEQO4NH2dF3hAPhJpqjnYSMqHl8uMT14OMPYnR3AuAoKMR/1XVDzlngr6Q5ljznYLjZDKwOW3qr5viGlnJQSrEib/ZJfqJTo5Risb+K13v2AzIMKMR4SWAlxBQXM+J8q+FhW2Ci0RwKn8h6b4hVc6yLcCqAKXQG0s58W2QZCjwcbiFsRDO2Xt2BUBN3Nj1truk3nHSJ2/HjDYSf22Ju573vJhz+oQsfz/dV8nL3HvN+l5WsAeBIeKD46Owx1sjKpouKzuD1nv04lYPzC5flujlCnFYksBJiCovrBN85/qg5nGa1L9SY08Dq0KCFl9MNN+U5fdR4y2iItJnBYKbqWf2i+ZlhgyqPclPpKeKcgsVD7qe1pu8Pd5vV090Ll+I5a33a61gDw4OW4UVrVfdsJ6ePxVkFC/nvhR/D63BTkqVSD0JMFRJYCTGFPdT2Om+khnQg2YPSnz+0Pwe1oazq01RcT2eRv8osfbA3eDwjgVVMJ2yBzmL/LFbmzeGMwGyqvaUUOQPD5hWFt/6J2MF9ACiHg7w/u2XYc+f5ZqBQaDQNkTYiRgyvw80RS2A1N81Q4GQw0zMxy+YIMdXJrEAhpihDG2zp2GZuX1O6jturLjO3cx1Y7QkeM18vGGGBX1s9qwy1uSHSatbPqnAX8X/nfZCbKs7njLzZFLvyhg2UQk8/Tt/D95rbvosuN2cBpuN3eJjlKQWSw6/14ROEjSjN0U4AFIoajywVI8RUIj1WQkxRe0LHaU+VVsh3+vnAjA0oFB7lJqpjtMd7aYv1UOYuyHrbwkaUA5ZhuJF6oawJ7PtDjWitT3mW2oHQQG/VSEGdVfCpRwg+cr+57Z6/iMCV7x31ffP9M8zyDQfDzTiV06xfNctTijvLi0sLISaW9FgJMUW91LXbfH1uwWJcyolTOWyzvPaHRk7cnih7Q40kUjlKNd5yCl1DE7/7DS4U2pSaZXcqrMOQC0aZ9RZvOk7v739pD6oWLqHw9r9Cebyj3sua/H4g1GyrXzXbJ71VQkw18k8lIaaguE7wSs8+c/v8ooGZXQv9M9kVbABgf7iR9YWLh7x/ou3sO2q+PmOUnCmHcrA0MIu3ew8BsDt4jKpTzP+x9palWxvPCIeIvv06kddeJFZ/wHbMvXgZhZ/4Aso7elAF9h6xg+EmCpw+c3syJq4LIU6NBFZCTEHb+47QmwgByYKPSy15Sot8A0NrB3LUY/VucCCwWh4YvV7T8kDNQGDVdYgNDXGM7i5UXj6O/AIcBYU4yspRztH/lxYz4rZZef2FSbXWxA/uI/zqC0Tr3kDHokPe61m2koKPfXZMPVX9rAnsjdEOW+2wOZOw1IIQ4tRIYCXEFPSiZRjw/KJltiVZrDlLB0LNJLSBc5glWyZCyIiaAZ1CsSJv9Fl+y3yzWHiglSX7TrCs/kW6HUN7rBz5BXjP3oDv3I04Zww/vHck0moOQ1a6i/H3hAi+sYXIqy+SaB26pp9yOvGcsQbvORfgXr4S5Rjfs/I4XMzxlptFQa3DkHNGmA0phDg9SWAlxBQTMWK80TtQYmHDoAKPpe58Sl35tMd7ieoYRyOtzEszHDZR9gSPmcnbc7zlFDj9I55vBIOU3/krrtu5A62T74v7EriU035ebw+hrY8T2vo4rjnzcZaUovwBlM+PjkYxerrQPd3Euxq5JdFK1O2k0l1EZ/MrZk0qK9fMarzrL8C77lwc+aeW4L/AP9NWbR2SMwbLXdmfOCCEmFgSWAkxxbzZe9Bch67KU2JbDLjfIn8Vr6VysPaHmrIaWNmGAUdZtsXo6qD7x98m0XgMn8NNKJEcnuspyWfm4rXoYB+6r5dEawtGb7f5vviRQ8SPHEp7TR3rpjKeGiZ1x9GuPPOY8vrwnrUe3/oLcM6el7E18hb4KtnKdtu+2d5yWYNPiClIAishphjrbMANhcvSfnnbA6tGLi1ZnbX27eprMF+PlLieONFM94++RaIjWarA5/Dw4qoZvLtiJisWrucz1Vea5+pEgtjuHYRffo7Yzu1pe6D69QedgJnv5F60DN/6C/CsXjuu/KmxSrfengwDCjE1SWAlxCk6Ee3ip01PUeQK8Omqy4cMUWVTV7yPd/rqzW3rbEAr61Ir2Sy5EExEzIrnCsWyYQKreOMxur///zD6knW4lMMBH7yFZ0r3ArA7bF+QuT8PynPGGoyuTuKNDehgkBM9zTzX9Cb5vgIunn0e7oJiftZ0H854HE80zj9UXUte9XycZRObRF7jLcelnGZRUoC5krguxJQkgZUQp8DQBv9z7BFzzbml/uqs9v4Mdl/rq+aX9wLfzGHLEizwVZoz1Y5F2+hLhMmzlAGYKLtDA/lVc30V5Ke5Z6IzOfxnBlVuDwUf+yyFS5fj3nuQmI7THO2kPdZLqXvoOnaOomI8RcXEdYL/Ofgrjs0oBGB/QSvvK5tPSzxZM2ump4TChWdP1Ee1cSsnc7wVtrUJpdSCEFOTFAgV4hQ82bHN9mW5O9gwwtmnpj9xezjN0U6esixhc315+oWBITkENtcyFHXAsm7eRLIOA65IU2bBCIfo+cl3MLo6gGTOU+Hn/hrP8lW4HS5bT9vu0LEh77d6suMds+I5wBs9+/nR8T+Z2+nqV02kwcOBNV4pDirEVCQ9VkKcpPZYL/e0vGDbtyd0fJizT80znTv41YnngGSJgAp3IXN9FVxastqcVffblhcxSOYWLQtUc2b+ghGvuchfZU793xc8zuq8uRlpa13vIVpi3VxYtMJWswnsietnDAqsdCJO710/In48eY5yOCj46Gdxz1tonrMiMNssbrqr7yjnFy5N24bueJB7W14esv94tN18PdalbDLFer8KdxEBZ+ZzuYQQuSeBlRAn6RfNzxA27EUkW2PdGV9/T2vNb068QF8iDMDBRBMHw0282rOXrZ07+GLN+4jpBC937zHf86GKjaPOOFvqn8VTHe8AsLPrEO9t9hOrP4Byu3HkF6DyCnCWleOsmTvm2Wv14RN842hy6ZeXunfzpdnXm8FVW6zHDOSS+VXV5vuMcIi+3/2C6O53zX15N92KZ9kZtutb37MrOHyP1W9bXiRoRIDkkF+Vp9gsMNpvoaX3KxtW5c3FrVzEdJza/HlZvbcQInsksBLiJNT1HuLVnr3mdrErj854HwD7Qo0ZDay6E0G6E8G0x1piXfzz4XuocBea+84pWMySwKy051utDMxm4YFWVuxuYt7h5+h0ltoKifZzzZqN/5Ir8axZh3KOnJi/09IjtTt4jP9qeIi/qbmWjngf/3bkXjO/ar6vkoDTi9aa6La36LvvNxjdneZ7A1e8D9/6C4Zcf7G/CqdykNAGx6JtdMX7KLKUSwA4FG5ma+cOc/sjlRexPFDDV+p/a1unL10ZiolU5i7gX+bexJFIK+cWLsnqvYUQ2SOBlRDjFDFi3Nn0tLm9sWgFZa4CHmh7FUgOB2byi/OIZfmVud4KPjpzM4fDLdzT8gJhI0rEiNEQSeYSKRQfqNgw6jW11rgffZQb/7SbaKr8QEhF0yawx48fpeeXP8H5yP141qzDNasa56waSCSGnNsY6bBtb+87zH81PMTRSCvt8WQyutNQ3JxYSPilZ4luf8vWSwXgO/dC/Fe8N227vQ43C30z2Zsact0dPG5b61Brzf82bTUDuDV588wh0b+ZfS3/VP8bOuN9rM2fn5OhuIX+mVnvKRNCZJcEVkKM0x9aX6El1gVAntPHh2dcmEz+TuVJ7w1mNs+qITKQFzTPN4NlgWqWBao5I2823zz6IM2xTvP45uJVzPKWjng9bRj03f8bwi9sJeDwmIFVW0mA8jMvRbncGL09GD1dxPbuRMeSxxPtrYS2Pm5epzQUouPR2TjKKnCWVeCaPZe2MnsSvDcco2//6yzq6KOkI0RZV5jVPR7y4u/SO6hdjvxC8t7/QTxrzx5x6HF5oMYMrHYGj9oCq53BBvOYAwe3Vm4yj5W7C/mvBR9lV7CB5aMs/CyEECdLAishxuFopJVH2t40t2+ZcSGFroBt/b1D4WbCRhSfw5ORezZYeqzm+AZqH9V4y/ja/Jv5n2N/ZEffEQqdAW6oOHfEa2nDoO/3vyL8SjIR3u/08sYcP89vWICaUcn3Ft1oC2qM3h7CL2wl/PwWjGCf7VpKaxLtrSTaW4nt2wWvwOZYG7PnFNNWlseZTQmcx47hMJK9R0opKj3F+B1Dgybf+RcReM8NOAKBUZ/HGXmzebDtNSA5JKu1Ntv8du9B87yLi1cOCTIDTi9nFSxECCEmigRWQoyRoQ1+0viUOfNuqb+ai4pWAJDv9FHjLaMh0oZGczDUzIpRlmsZq6ORgZIBNR77FP18p4+/n309B8LNzHAXDsk3stKJBL33/C+RNwZmyxWceR5Pnx2jV8Ug3suxaLutDIAjv4DAle/Dv/kKoru2k2g4SryxgUTjMQgesV9fa3Q8zqKDrSw6mFx/sN3hp9sI4lAOKj3F+FKJ7I7CItzzFuKauwD38lW4qqoZq2WBGnwOD2EjyolYF8ejHVSnAihrcVQJoIQQuSCBlRBjtLVzB/tSw0xO5eCTVZfakr2X+GeZuU57QsczElhprTlq6bGqSVOt26Ecth6ztNeJRem568dE333H3Oc961zyb/44K44/Yi5v83bvobT1lZTHi3fNOlizztx3+I03WDm7GqOthUTTcTrefgn2JWf9uZQTpRTlniKKFizHP38J3hlVOCoqcVbMxFFcctLr5LmVk1V5c3i9Z3+qzQep9pbSFusxn79buVgeGHuwJoQQmSKBlRBj0BXv4zeWmlXvLT17SACyxD+LpzuTC+3uGaEUwHi0xXvMkg55Th8lI/RIDccIBun52XeJHdxn7vOdu5G8Gz+CcjiozZ9vBlbb+up5b9m64S5l53LhqqyCyipYsZrtZy/k59s9LN17ggVGASvWXod76QocgfG3eTS1+fPNwKqut55rytbZequWBaozNhQrhBDjIYGVEGNwf+urZh2pGe4i3p+mqvlSS4mDfaFGDG2kLV8wHtZhwNnesnH38iTaW+n52ffNopsA/s1XErjmBvNa1sKgu4PHCBlR/CcRlDRHO+ksCfDq+nkUl9TinTlxy8XU5s03X+8KNhBMRHint97ctyZv3oTdWwghRiJL2ggxBtv6Dpuvb63chMcx9N8kle5iCp3J5OugEeGYpcr3yWoYZRhwONowCD3zJJ3f+BdbUJX3vhvJe++f2QK0MncBs1PXjuuEbdmZ8TgeHSi1MHOYNQozpdSdz7zUkjQGBnV99Wy3/IzWSAFOIUSOSGAlxCh6E2EaU0GDUzlYNczSL0opW2HOPRkouzC4x2os4kfr6fr21+l78LfoaCTVNgf5H/oY/ouvSPseayBS13co7TmjaY52mq9neopP6hrjYe21uq/lFUKpIdMydyHVnpFLTgghxESRwEqIURwIDSyyPNc7I21vVb8l/oHAam8G1g20Jq7PHqHHShsG0Z3b6PrBN+n81teIH603j7kqZ1H4F3+H75zhC4dah87qeutHXfA5nUZLj1XVBPdYAazNHwisrIst1+bNO+nEeCGEOFWSYyXEKPaFGs3Xi0apmr3UGlidYo+VoQ2OWYqDpputp7UmuqOO4CP3kWhutB1TThf+y6/Bv/lKlGvk/9SXBqrxOtxEjBgtsS5aYt3M8BSNua0hI2ou6eNUDsotS+xMlEX+meQ7/fQmQrb9q/Mzs5i0EEKcDAmshBjF/nEEVvN9M8yFdptjnRwKNzPfV3lS922OdRHTcQCKXHkUOP2244m2Fvru+w3Rndts+5Vy4Kk9C/8V70vO2hsDt3Ky1F/NttTMul3BhnEFVtZhwBnuIpynmLQ/Fg7lYE3ePF7s3jWwDwcrA3Mm/N5CCDGcUf/vp5SarZTaqpTaqZR6Vyn1l6n9pUqpJ5VS+1J/l6T2K6XUd5RS+5VS25RSZ070hxBiomit2R8eGApcNEq9KLfDxTkFi8ztLR3bT/reDcPkV+lEnOCTj9D5H/9sC6qU14f/osso/sevU3Drp8ccVPVbZqn7tCs4fAJ7ffgEdzVt5ffGWzSlhv/sw4DZy2+yDgdCcmZmLtYAFEKIfmPpsYoDf621fkspVQC8qZR6EvgosEVr/R9KqS8BXwL+DrgKWJz6sx74YepvIU47TbFOs8xCntPHTHfxqO+5pGQ1L3bvBuDF7t3cUnnhSZUvSJdfFT/eQO+v7yR+zFr1XOE7/0IC77n+lGpGrbCsn7d7UB2umE7wfNdOtnRs52Aq0AzqEP/V8DDfmP9hmrKcuN5vTf48FMq26LIQQuTSqIGV1roRaEy97lFK7QKqgWuBTanT7gKeIRlYXQv8QiezX19RShUrpapS1xFiWGEjSl1vPUEjYu4rcPpZmz8fl3LmpE22YUDfzDElRS/zV1PtKeNYtI2wEeXFrt1cWrIaSPaAEY+j3O5Rr9MQaQOt8UbizO9RBLc9QuhPD6ETCfMcV81c8m/8MK4580e40tgs8FXahjHbYj2UuQsAuKPxCV7o2jXkPQ2RVt7uPTSox6r4lNsyVvlOHysCs3k3eASFkmVshBA5N64cK6XUPGAt8CpQaQmWmoD+RJJq4KjlbQ2pfRJYiRH98PifzArgVpeX1PKxmZtz0CLYHxr7MGA/pRSXlKzi3kNPsGTfCfT936U9WoQOhyEaRWsDR1EJ7rnzcc2Zj6OkDKO3G93Tg9HThdHTjdHTzbrmnZzd14crbjDLu5OgYyAYUy43gauvw3fRZShHZvKZ3A4Xi/1V7Awm//PdHTzGhqJl9CbCvNy9xzzPpZxUuovZlxoufKDtNRQDAedE17Aa7JNVl/BQ2xssC1SnTfAXQohsGnNgpZTKB/4A/JXWutv6L3ettVZKjWt+tlLqduB2gKqqKurq6sbz9imtra1t2j2Pbh3iWWMb6X6JHgy+zNxGL6Xq5Ie5TvaZvmbsJKhTs84aeqk7Nvo1XM3HWfD6c3zq6A5UqmxBh+rGg6XXLRiExmPoV14gjkGUOBHiRHUcI/UU+s82gHg4ikEMgHhlFb0XX02ipAy22RPXT1W+oc3P+/SB18lzhHlDH6HHSM74m6kKuFWdSyJk8M34YYLBENuCB1Fg/uza9h6jTp16cdTxOIcKIEoddVm9b6ZNx//2s0Gea+bJMx3emAIrpZSbZFB1t9b6vtTu5v4hPqVUFXAitf8YYF19tia1z0ZrfQdwB8C6det0bW3tyX2CKaiuro7p9jz+2PYG/hPJWW+VnmKWB2rYGzzO8VT18r1FvXxm1vB1mEYz3DN9vWc/wUSEjUXLhyw/EzXidO95hgDJdl25ZCP5Tt+I94nu3UnPUw+j4zEMl5/eVH5W1Kkp8iSrsivlQGsDQxs0RjuIGvGBCyiFg0HDjR4PhTPm4SgswrNmHb6NmzPWSzWYu6+M144ke6K6PAa1C2t56PBeAsHkM7i2cgMbSs8C4Nm39rHT32J/v3Kxcen6U17KZ7qajv/tZ4M818yTZzq8UQMrleya+hmwS2v9Lcuhh4DbgP9I/f2gZf+fK6XuIZm03iX5VWI0/cneANeVncOm4pXsCjbwfw//DoDnunZybfk5GS08+Wznu/yo8U8ANETbuGXGhbbj9eETGBhAsuDlaEFVbP8een76XXQ82bNU6Aqwp9LL7qWVNMyr5BsrPkkgkCxhkGg+zss7nmDfnlfxReIE/W6CAQ99eR6C/oG/jfw8PjznckqKVmTsc49ksb8Kp3KQ0AbHom3Uh0+YiewKxXmFS81zN6gF7KLVTByHZOK6BFVCiOlsLD1WG4CPANuVUnWpfV8mGVD9Tin1CeAwcFPq2KPA1cB+IAh8LJMNFlPP8Ug79eFkh6dLOTk7Va5geaCGlXlz2NF3BI3mvtZX+PysqzJyz4gR47ctL5rbj7S9yYbCZeb6czC4MOjI+VWxQ/vp/sl30LFkUOUoKmHGp/+Kl0JbzNl9L8SOcIWzNvk5Z83msYiPQ7OXAbAybw7r8hexMm8O5amEcUgW28xm4r7H4WKhb6ZZNf7nTU+bgdOKwGxKXPnmuaUqj3MLl9jyr7JRcV0IISazUf9pqbV+QWuttNartda1qT+Paq3btNaXaK0Xa60v1Vq3p87XWuvPa60Xaq1Xaa3fmPiPIU5nL1m+mNfmzyfP0jN0Y/n55usXu3ZzPJKZ3J1H29+iI95rbms0dzQ+iaENc9/+8NgKg8YO7qP7x9821+VzFBZR9Lkv4q6q5pLi1eZ5T3VuM5eKaY4mi4dCMnj6q+pruKK0lmpvKV6H2/yTi9mQKwIDI/nWZXk2FC0bcu61ZefYtiuzOCNQCCEmI+mzFzmltbYNA55faP/yXhKYZS56nOy1evWU79kdD/JQ2+tD9h8KN/N4x9vm9j7LjMDFw/RYRereoPuH30JHkrlUjvxCCj/3RZwzkpNkNxYtx6OSs/kaIq1mL9irltmPa/Lm2YLJXLMWCu3nVA6zJ9Fqrq/CVqRzzgjrGQohxHQggZXIqUPhE2b1bp/Dw5n5C4acc2PFeebrl7pPvdfqvtZXCBtRAKo9ZdxQPnD937W8xIFQE8907qAt1g0kE7LTLYAceuZJeu76sZlTlQyq/tpW8Tzg9HJ+0UBe0lOdyVl8r3TvNfetL1xySp8n05YEZtnKJwCsyZs/bI7ZJ2Zeyuq8eVxQtJz1BYuz0UQhhJi0JLASOfWSpbdqXcFCPI6haX+L/bPMitoazQvdQwtVjlVTtIMnOwZKFHxoxgVcW36OWf8oYsT4x/pf8+PGJ8xz5vtm2IbkdCJO332/oe/B39JfZMBZUUnRX/09rqqhvT2XWoYDX+ney8FQs20Y8Kw0wWQu+R0eFgxa3zDdMGC/MncBfz/nej4/6yrcaX5+QggxnUhgJTKuOx7kzZ4DhFK9QsMxtGFLfN5QOPyX9+aSVebrV7r3mrlK42Fog583bTVn+i0LVHNm/gLcysmnZl427PsuLl5pvk50dtD9vf9H6Pkt5j73vIUU/eXf4yyrSPv+Bb5KMyk+puN89/ij5rHJNgzYb7lleRuvwz3pgj8hhJisJLASGRXTCf6p/jd8s+FB/rvh4WEDIEMb/L7lZdpTCeQFTj8r8+YMe93avPn4UuvtNUY7OGJZR2+sfnXiObb11ZvbN8/YaC5RsyQwi/eXJ5e0dCoHywM1fKDiAv5j/kfYlAqsoru20/X/vkKs/oB5De/qMyn83F/jyBuYLTeYUsqWxN5kWf5lsg0D9qu15E2dW7AEr2P0JXiEEEKMc0kbIUZzINTEiVgXANv7DrO97zCr8+fZzulNhPn+8ceo6z1k7rugaPmIM+A8Dhdr8+ebPVyv9uxlri99D1E6b+jDbGkfCIiuLTuHxf5ZtnNuqtjApcVr8Ds9eHtDxI8eJv7mK3Q3HCZ+9DBG10BApJQD/9XX4d985ZiKdW4oWsbdJ54zc7sgWVpisvYEnZE3m4/PvISmaKcZcAohhBidBFYio3al1o/r9/vWl1mVN9fsGToaaeW/jj5Ec6zTPGdV3lxurDif0VhrJr3SvZcby88f06LI2/sO80djB/5UBfVzChZz06D76Xic6La3cL31KqGjh+nr7kxzpSRHYREFH7kd96Klw54zmN/hYUPhMrZ0DuR3rc6bOymHAftdVrIm100QQojTjgRWU5zWyWTvg6Fmc59SijPzF4w49HayBgdW+0ONvNNXT23+fFpj3Xzt8L10J4Lm8feVnc0HKjaMqVp3/3Bg2Iiaw4Gj9Vq92XOAHxx/3KwNPs83g8/OugKHcqC1xmg5Qfj1F4m88gJGb/eI11IuN56Va8i7/mYcBYWjtnewS0tW2wKryToMKIQQ4uRJYDXFvdaznx8cf3zI/sfb3+Zf532IhSMUvhyvuE7YCkr2+33LyywLVPPNow+aQZXP4eEzVVewvnDs0/PN4cCu3cxs7uHAwXuZkTdQW8mRn4+zZi7OGTPpMSLc1bzVnHXojBvM7VH8H2MpvPQiPYf2Ezuw1za8Z6XcHlzVs3HNnouzZi6umrk4K6tQzpMv2DnPN4MVgdnsDB6lwOlnXf7Ck76WEEKIyUkCqynuma4dafdrND9pfJJ/m38Lzgyt7VYfbiFipNbJcwYIGVFiOs7BcBNfqf8thyPJBXudysHfzX5/2kKUIzG6OrikroWlL75GaXsQt8NJn/fNIecFXbCjIMa8RIxlkTi+cAxfMEa1vxzleJfeNNeG5DI0vvM24lmzDueMmROy0PFfVl/Daz37WB6oIeD0Zvz6QgghcksCqymsOx5iW+9hc/tDMzbiQPH7lpeI6jiHIy082v4W7y1bl5H77QoeNV+vzp9LgdPPY+1vAZhBFcDHKjePK6jSiTihJx4h9NQjzEgkCEVCaCBmJIgacVvtK0NrTvS2UNEzMBsx3+kjoHxpa2Qprw/3wiV4z92IZ8XqU+qRGotCl59LS1aPfqIQQojTkgRWU9hrPXvNmk2L/bN4X9nZQLK36tcnngfg3paXWF+wmBmeolO+3+7gMfP18kANZ+YvYEvHNqI6bu6/rGQNl4wjsEicaKbnVz8hfrQeSOaHBRxeOpwxDswvJ1a+kDWp0gCJ1hO0HNyBDieDKodyUOEuJOD0EkyEcBaX4igtw1FShqt6Nu6FS3BWz5nwYEoIIcT0IYHVFGZdg89afPOq0jN5oWs3RyItRHWcnzVt4Uuz3z+mGXbDMbQxJLAqduVxackaHm1/09x3a+WmMV1Pa03k5efoe+AedCxm7nfNmU/8rKX8uPgQMbeTcnch5yy80SzV8O3633L0xAFKO4JcNnM9tVXnoPx+GvbuY85ZZ5305xNCCCHGQgKrKaot1mMGOgrFuZYkcZdy8qmqy/jn+t+g0Wzrq+el7j0jLlsymiORVoJGBIBiVx4z3cUAfKBiAzEdx9CaD864YMRaVf10OEzv735B5O3XzH3K6SRw9fvxbbqcZRj49v+EWCJEa6ybl7v3sLFoBSeiXewKHYMCH30Ffs5afDFOV6pwp/RKCSGEyAKpvD5FWdfgW5k3hyJXnu34Iv9MriipNbcfbHuNU2Ets7A8UGP2fnkcLj4+8xI+WXXpsIv4WsWbG+n69tdtQZWrchZF/98/mMU4PQ4XV5auNY8/1PY6hjZsawiuzptLiWv4auhCCCHERJDAaop6ybIG3/nDrMF3Y8X5uFWy0/JopJXW2Mh1nEYyOLAaLx0OE3rmCbr++9+INw+UbPCdeyFFf/1PuKrtNbcuL6k1l7hpiLTxZu9Bnu8aCKw2Fq0YdxuEEEKIUyVDgVPQsUg79eETALiVi3MKFqU9L+D0sjxQY66f93bvoZOqtm1og12D8qvG/N7uLsLPP034xa0YoYHCocrlJu/GD+M7Z0Pa9+U7fVxaspo/tr0BwJ1NW+iM9wHJGlnrCqRGlBBCiOyTwOoUhIwoMSNhbvudHtxjyCGaaNZhwLX580esl7Q2f74lsDp4UoHV272H6E2EgORiytWe0hHP14kEsd3vEn71eWLvvoM2DNtxZ1kFBR/77JBeqsGuLj2TP7XXEdNxM6gCWF+wWBYNFkIIkRMSWJ2kXzQ/w+Ptb6MZqJfkUW7+quYa1qam/+eC1nrQMODI69mtzZ/PXc1bAXi37+iQulAjCRlRft38HE9Zlmmx5lfZ2hWJENu/h+ju7US316WteO4sn4F/0+V4zzkf5faMev8SVz4XFa2w3R/gouIzxtR+IYQQItMksDoJu4INZuFLq6iO8aPjf+K/Fn50TInaE+FYtJ2maDJo8TrcrM1fMOL5lZ5iZnlKOR5tJ6rjvBs8OqbAcFtvPXc0PUWbJS8r4PAOWUw5fvQwwccfJLZ3FzoeG3wZANzzFuLbdDmeVWvHXe38mrJ1bOncbga45e5ClvpnjesaQgghRKZIYDVOhjb4VfNz5rbX4catXISMCAlt0J0I8psTz/Opqsty0r7XevaZr2vz5o+p92lt/nyOt7ejDM3uA6+zqsyJo6AAlV84pHhmMBHhlyee5ZlO+1I5Z+Yv5BMzL6HUnZyJl+hoJ/jIfUTefCXtPR35hXjPPg/vORtwzTz5QKjSU8z5hUvNml0bi5aPaUFnIYQQYiJIYDVOL3bv5mC4CUgmhn9zwW2Uuwt5vWc/32p4CICnO7dzQdHyk5odN5yueB+/PvE8Ja58ris/x5wRN9jrPfvN12ePIYFbx+OcfSxO5OU9LDrQSkEoQafvidRRhSO/APfipXhWrmXXnEJ+0vEc7fGB1faKDQ+3Bc7izFgF+p0dBJsbiTcfJ7Zrx5AeKlflLNzLV+JedgbuhUtRrsz8+t1aeTEhI4bX4TKrywshhBC5IIHVOESMGPeceMHcfk/pWZS7CwE4u2ARZxcsMgObnzQ+yTfmfwT3GPOVRnNn09Nmb9RbvQf565r3Uekptp3TEus2ZwM6lWPEYUCtNdG3Xyf48L2UdbaxJtyC1poEWPKsNEZvN5G3X6fjjRcIJ7q4ttCHM27gSmhKDA+V+HGqOkYq1OA5Yw2Ba244pZ6pkRS6/PzN7Gsn5NpCCCHEeEhgNQ6PtL9p9tYUOgO8r9zeO3Jb5cVs7ztC2IjSGO3gwbbX+bOK8075vk3RDltP1NFIK18+dDdfqL6aWks+1BuWc84IzBl2NmDs8CGCD9xDrP5Aak9y/b2+RJhgwE1HSQFVURdGby+kcpe6E0GcCU1JRwiHclDuLiBvlDwyV81c8q69CfeikRPohRBCiKlCAqsxao/18mDr6+b2B2ZswD9oOK7MXcAHKy7grsYtVDV1sXvPQzQXtVIQTpYTcM1bgGv+Ihw+/7ju/Uj7W7bZhwBBI8J/Hn2Aj1RexFWlZwKDhwGH1q4yensIPnwv4ddetO135OUTP2cV98xoo3FmEUvza/iXuR9AJxIkmo4R3P4WR1/6PeUnogBUe0vNpWmU04WjoBBVWISjqBhnZRWuyiqcVdU4q2rGnYwuhBBCnM6mfWDVGO3gUPgES/2zKHMXDHveva0vE9XJnKE53go2FQ2d0q9jMS7c3Un+I+/gaUvOzOtyHcRpua5SDpw1c/CsWI1vwyYcBYUjtq87HuTZznfN7ZtnXMjj7W/RHu9Fo/ll87PM8VYw21tuWxvQWiBTa03ktRcJPvR7jOBAvSfldOK78DL8l12N061p3HcHGs2e4HF6E2HynT5c1XM4WJTgF3MPktcXYa4u4MsLPohyu8HtRvn8p7R4sxBCCDGVTOvAqi3Wwz8e+jVBI4JCsTZ/PpuLV1GbPx+nZWZZQ6TNNgvulsoLbTPPdDxO+LmnCD3zBEZPN3MSmqbUsZ5EiBJXvhl8aG0QP1pP/Gg9oS2P4T1rPb5Nlw+bf/RExzvEdByAeb4ZXFN6FhcWLeebDQ+xP9SIRvO9449ydemZZq/WIn8Vxa48Eh1tRLe/TeSNV4gfrbdd17Oylrxrb8JZPgOAImCBr5ID4SY0mtd69rG5eBUA7/Qm39uX52Ve6SqcZeUn9byFEEKIqW5aB1YPtb1O0IgAoNG81XuQt3oPUukp5m9rrmOWN1lB/J4TL5hBy6q8uazOm2teI7Z3F71/uJvEiSZzn9/pRft87JtdQMjvRs9YyXJnBbEDe4kfO0p/3pKOxwi/+gLhV1/AWVyCs3oOruo5eEIRErNriBUX8qeOOvO67y07G6UU+T0R/rJlFg9texV3Vw8FvRECvU9xe8Ig5nFSnV9Fp2sX8aaBZWb6OUvKyLvhZjxnDK2wfl7hUg6kZjxu6dhuBlZ1qcrsAGvy543/QQshhBDTxLQNrDrivWwdVIupX3O0k68fvY+vzv0ArbFu3uw9YB67ecZGABJtLQQfe3BInSZHUQn+iy6la1kxf+xM5jLt8hTw/xbcRJ5yYAT7iO3eQejZp4gfOWS+L9HZQaKzg+i771AQDNLx/BN0ug2uLogR9TjxOTycUeSgo/GnJDqTw4yXJSI0RTvtje+DslA3cdVn260cDnybLidw+XtR3vRJ7RuLVnBPywvEdYKD4SbqwyfwOzxmwVGPcrHcXz3KkxVCCCGmr2kbWD3c9oY5xLbAN5MvVF/F1s4dPN5eR1THaIt28eM3f07FiV6W6G7CPhcrSpdQ+foOut561TKjLkl5fQSuug7fhk0ol4sLjCi/6X6dkBHleLSdHX1HWJ0/D0cgD++Z6/GsPYf4of2Etj5BbPfQmk+GNujuaaOmO5n4XuYuIOayB4J+p5ciV4Cu+MDixW6Hy5JY7sS9eBmeVWfiWVmLo7BoxGdS6PKzvmCxWWxzS+d25ngHhv1W5M3OWPkIIYQQYiqalt+SXfE+tnQMrC93Q/m5zPSU8KEZG1nVYvDy879lwcEWCrvDANQCKJjtPUZfmkWWvWvPJu/am3AUlZj7/A4Pm4pXmkvfPNbxNqstw2hKKdwLFuNesBidiJM40Uzi2BHiDUfo3lZHR/dREqnZhA7loMA5MJNQeby45s7HPXch/ooKHgu9wW5PL3GXk/fmr2Zl/hnoeBxn5SwcgcC4ns0lJavNwOqFrl0s9M00j9Xm5W4NRCGEEOJ0MC0Dq0fa3yJqSQhfmz8fHY/Td/9vmPnSs1yWCNMSDdveU+gMmD1BkBxacy9bie+iS/EsWZH2PleU1JoLNdf1HqIx2kGVp2TIecrpwlVVjauqGu+683hlbiEPe3dS0BuhrK2PD5SeR1FeDWiNo7gE56zZtqVmPhxbw8+ansKlnFw26zJcw1RlH4tl/mpmekpoinYQNqK8GzxiHluTP3eEdwohhBBi2gVWHfFenux4x9y+rmw9ureHnv/9IbGDycrm+U4fhtvguCPEkdklOJWTSzwLcYUjqLw8vKvPwlO7Dkf+8OUZILmO3dr8BbyVytF6vP1tPjZzs+2cZzvf5c3eAyz1V7OxaAUGBg8b20G56CnwsaZmLbWzrhrxPmXuAv529vtP5nEMoZTikuJV3H3iOdv+SncxM9MEhUIIIYQYMK0CqwOhJv674WHCRrLQZY23nLUdTrr+91/NhHAAz8q11Gy8mCOlMY4ED3B12VmU551cb82VpbVmYLW1cwfXlp1jLlS8P9TEjxr/BCSLe97T8gIlrnyCxAjgotSVz0crLz6Vj3xSLiw6g9+2vEhcJ8x9MhtQCCGEGN20Caye6dzBnU1PJxPWtWbu0U4+ta+X7gPWnhlF3ntvwHfxFSil2ARsYmhZgvFYGZjDQt9MDoSbiOk4D7a9ZvZa/bblBdu5cZ2gJdZlbn9m1hWjLhszEQpdfs4uWMTL3XvMfWvy5mW9HUIIIcTpZsqvNxLTCX7W+BQ/bnyCmI7jC0X58O/f4XOP1FN0YCB/SPn8FH7qC/g3X5nRSuJKKdt6gU93bqct1sOOviPs6EveX6FYYEkSB7iyZC2rTrKXLBMuKV5tvnYpJyvyanLWFiGEEOJ0MeV7rLZ0bOOpzoEZgOcfCnNWhxOXmfyt8KyqJe+aP8M5o3JC2rAmbx6L/FXsDzUS1wkeaHuN+vAJ8/hFxWfw6arLORxu4ZXuvbSEmril8sIJactYrQjUcGb+Qt7qPcB7Ss/CdwoJ8UIIIcR0MeUDq8tK1vBGzwHeDR7hvMKl3OQNElMNAHiWnkHeDTfjrJiYgKqfUooby8/j34/eB8BTluR5l3JyQ/m5AMz1VTDXV0Hd8TrbDMRcUErxN7OvJZiIEHCmLygqhBBCCLspPxToVA7+ovpqPj7zEr4w62qcoYh5zH3G6gkPqvqtypvLYv/Q9QAvK1lDuXvkhZhzSYIqIYQQYuxGDayUUncqpU4opXZY9pUqpZ5USu1L/V2S2q+UUt9RSu1XSm1TSp05kY0fq0JXgMtK1qCUQocGlnpx+MdXPPNUKKW40ZJrBeB1uLm27OystUEIIYQQE2ssPVb/C1w5aN+XgC1a68XAltQ2wFXA4tSf24EfZqaZmaNDA8u/qEBeVu+9MjCHZYGBtfauLj2TIld22yCEEEKIiTNqYKW1fg5oH7T7WuCu1Ou7gOss+3+hk14BipVSVRlqa0YYfQM9ViqLPVaQ7LX6TNUVLA/UsKFwOe+T3iohhBBiSjnZ5PVKrXVj6nUT0J+oVA0ctZzXkNrXyCBKqdtJ9mpRVVVFXV3dSTZlfIqbGnEGk71WjfWHSXT1ZuW+Vu9jCQC7W3amPd7W1pa15zFdyDPNPHmmmSfPdGLIc808eabDO+VZgVprrZTSJ/G+O4A7ANatW6dra2tPtSlj0v57F0ZqYeLqdWfjKJh8ieN1dXVk63lMF/JMM0+eaebJM50Y8lwzT57p8E52VmBz/xBf6u/+okzHgNmW82pS+yYFbRjoUMjcVoHsDgUKIYQQYmo72cDqIeC21OvbgAct+29NzQ48F+iyDBnmnI6E0doAQHm8KOeUL+MlhBBCiCwaNbJQSv0G2ASUK6UagH8B/gP4nVLqE8Bh4KbU6Y8CVwP7gSDwsQlo80nTwYEZgQ7prRJCCCFEho0aWGmtPzTMoUvSnKuBz59qoyaKDlpmBGa51IIQQgghpr4pX3ndygjlrtSCEEIIIaa+aRVY5bI4qBBCCCGmvukVWPXlZjkbIYQQQkwP0yuwkh4rIYQQQkygaRVYGZK8LoQQQogJNK0CKym3IIQQQoiJNL0CK9usQOmxEkIIIURmTavAyghKjpUQQgghJs60CqysBUJlKFAIIYQQmTa9AivrrEAptyCEEEKIDJtWgZVtVmBefg5bIoQQQoipaNoEVtow0OGQua18/hy2RgghhBBT0fQJrKzDgD4/yjFtProQQgghsmTaRBf2xHWZESiEEEKIzJs2gZW91IIkrgshhBAi86ZNYCXFQYUQQggx0aZPYGVbzkYCKyGEEEJk3jQKrKwLMMtQoBBCCCEyb9oEVoYUBxVCCCHEBJs2gZVtVqAUBxVCCCHEBJiWgZX0WAkhhBBiIkybwErKLQghhBBiok2bwMpabsEh5RaEEEIIMQGmT2BlmxUogZUQQgghMm/aBFYyFCiEEEKIiTZtAivbIszSYyWEEEKICTAtAisdj6OjEQCUcqC8vhy3SAghhBBT0fQIrEL2YUClVA5bI4QQQoipaloEVoYkrgshhBAiC6ZFYCXFQYUQQgiRDdMksBoYCnRIj5UQQgghJsj0CKxC0mMlhBBCiIk3LQIrQ0otCCGEECILpkVgpfssy9lIcVAhhBBCTJDpEVhJj5UQQgghsmBaBFaGzAoUQgghRBZMi8DKWm5BZgUKIYQQYqJMj8DKOhQoPVZCCCGEmCDTI7AKSo6VEEIIISbehARWSqkrlVJ7lFL7lVJfmoh7jIcR7DVfS2AlhBBCiImS8cBKKeUEvg9cBawAPqSUWpHp+4yHDoXM11JuQQghhBATZSJ6rM4B9mutD2qto8A9wLUTcJ8x0bEoOh4DQDld4PbkqilCCCGEmOJcE3DNauCoZbsBWD/4JKXU7cDtAFVVVdTV1U1AU8DR20NJKsfKCORx9J13JuQ+mdTW1jZhz2O6kmeaefJMM0+e6cSQ55p58kyHNxGB1Zhore8A7gBYt26drq2tnZD7GKEgUT6FEexDOZ3MnaD7ZFJdXR0T9TymK3mmmSfPNPPkmU4Mea6ZJ890eBMRWB0DZlu2a1L7csLhD+C74OJc3V4IIYQQ08hE5Fi9DixWSs1XSnmADwIPTcB9hBBCCCEmlYz3WGmt40qpPwf+BDiBO7XW72b6PkIIIYQQk82E5FhprR8FHp2IawshhBBCTFbTovK6EEIIIUQ2SGAlhBBCCJEhElgJIYQQQmSIBFZCCCGEEBkigZUQQgghRIZIYCWEEEIIkSESWAkhhBBCZIgEVkIIIYQQGSKBlRBCCCFEhiitda7bgFKqBTic63ZMIuVAa64bMcXIM808eaaZJ890Yshzzbzp/kznaq0r0h2YFIGVsFNKvaG1Xpfrdkwl8kwzT55p5skznRjyXDNPnunwZChQCCGEECJDJLASQgghhMgQCawmpzty3YApSJ5p5skzzTx5phNDnmvmyTMdhuRYCSGEEEJkiPRYCSGEEEJkiARWWaCUulMpdUIptcOyb41S6mWl1Hal1MNKqcLU/nlKqZBSqi7150eW95yVOn+/Uuo7SimVi88zGWTimSqlAkqpR5RSu5VS7yql/iNXn2eyyNTvquW9D1mvNR1l8L9/j1LqDqXU3tTv7A25+DyTQQaf6YdS529TSj2ulCrPxeeZDMbzTFPHVqeOvZs67kvtl+8prbX8meA/wIXAmcAOy77XgYtSrz8O/Gvq9TzreYOu8xpwLqCAx4Crcv3ZTudnCgSAi1OvPcDz0/mZZuq5Wt53PfDrkc6ZDn8y+N//V4GvpV47gPJcf7bT+ZkCLuBE/3ME/hP4Sq4/22nyTF3ANmBNarsMcKZeT/vvKemxygKt9XNA+6DdS4DnUq+fBEb816dSqgoo1Fq/opO/vb8ArstwU08bmXimWuug1npr6nUUeAuoyXBTTyuZeK4ASql84P8AX8toA09DmXqmJL/Y/j11TUNrPW2LM2bomarUn7xUr0ohcDyT7TydjPOZXg5s01q/k3pvm9Y6Id9TSRJY5c67wLWp1zcCsy3H5iul3lZKPauU2pjaVw00WM5pSO0TA8b7TE1KqWLgvcCWCW/l6edknuu/Av8FBLPUxtPNuJ5p6vcT4F+VUm8ppX6vlKrMXnNPC+N6plrrGPBZYDvJgGoF8LMstvd0MNwzXQJopdSfUr+Pf5vaL99TSGCVSx8HPqeUehMoAKKp/Y3AHK31WpL/4v+1dVxbjOiknqlSygX8BviO1vpgltt8OhjXc1VK1QILtdb356S1p4fx/q66SPamvqS1PhN4Gfhm9ps9qY3399RNMrBaC8wiObT199lv9qQ23DN1ARcAt6T+fr9S6pLcNHHyceW6AdOV1no3ye5UlFJLgPek9keASOr1m0qpAyT/dXAM+zBVTWqfSDmJZ/pG6q13APu01t/OdptPByfxXM8G1iml6v//9u7gVaYwjOP494eNUnfDXchCykbZW3FL/g2RjdjYUW6JrGWhbBRFKeqW5MpOd8/ykqIUWVgoW+WxOO8sLO7iTm9njnw/mzkzc87peZ/OnPeZ95x3huEcs5zkdVWtjB/9NM2R0zcMo39rbRdPgXMjhz1pc+Q07bWPbZsnwJXxI5+urXLKMBK1MbscnWSd4f6sR9hPOWK1KEmW2+MOYBWYzVTbl2RnWz4EHAY+VdU34GeSY+1+gNPAs4UEP1HbzWl7fhNYAi4tIOR/whzH6t2q2l9VBxm+zX6wqPrbHDkt4Dmw0nZxEtgcOexJm+Pz/xU4kmT2R7qngHdjxz1lW+UUeAUczTCzehdwAti0nxo4YjWCJI8ZToh7k3wBrgF7klxsq6wB99vyceBGkl/Ab+B8Vc1uKLwAPAB2M8y2eDlKAyaoR06THACuAu+Bt21W8J2qujdeS6al47GqpmNOLwMPk9wGvgNnx2nB9PTKaZLrwEZ77zNwZrRGTMx2clpVP5LcYpg1WMB6Vb1o6/33/ZS/vC5JktSJlwIlSZI6sbCSJEnqxMJKkiSpEwsrSZKkTiysJEmSOrGwkiRJ6sTCSpIkqRMLK0mSpE7+AK21qv+ovKYGAAAAAElFTkSuQmCC\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -225,14 +259,20 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 7,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:37.396449Z",
+ "iopub.status.busy": "2022-05-28T14:07:37.395830Z",
+ "iopub.status.idle": "2022-05-28T14:07:37.556285Z",
+ "shell.execute_reply": "2022-05-28T14:07:37.556710Z"
+ },
"tags": []
},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -277,8 +317,14 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 8,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:37.561505Z",
+ "iopub.status.busy": "2022-05-28T14:07:37.560852Z",
+ "iopub.status.idle": "2022-05-28T14:07:37.563105Z",
+ "shell.execute_reply": "2022-05-28T14:07:37.563547Z"
+ },
"tags": []
},
"outputs": [
@@ -300,7 +346,7 @@
" 'ordinal_date': 1.0234863735122575}"
]
},
- "execution_count": 12,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@@ -320,14 +366,20 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 9,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:37.591841Z",
+ "iopub.status.busy": "2022-05-28T14:07:37.567773Z",
+ "iopub.status.idle": "2022-05-28T14:07:37.725409Z",
+ "shell.execute_reply": "2022-05-28T14:07:37.725918Z"
+ },
"tags": []
},
"outputs": [
{
"data": {
- "image/png": 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X7du3bx/bt29foRatrNNtSZsJZ/Lvye7du518NrE45J0uPnmnS0Pe6+JbzHf60YM3MVZIAOBL5/nQNx9li67D1dRC/V/+46I8Y7EppZ7QWu+a7JjkWAkhhBBiRWitiRXLCetXPHIUdzpHrJiiODqMzudWsHXzI4GVEEIIIVZE2spR0EUAGkeTnP9MHwDRQgqtNVYyOd3lpyUJrIQQQgixIirzq6578Dhubc9QL2qLRDGDTiVWqmnzJoGVEEIIIVbERN2qrmOjdB0fo9ZVzi+OFlPoM3D5tVkFVkqpOqXULUqp/UqpfUqpy5VSDUqpO5VSB0v/rS+dq5RSn1dKHVJK7VFKTV++XAghhBAvSLFiCqNocc39hzCVQdgsB1Z5q0A+EV3B1s3PbHus/g24Q2t9FnABsA/4BHCX1noLcFfpM8D1wJbSrw8DX1rUFgshhBBiVYgWUpyzb4CGsRQmBobPT8/G8lq1yfj4CrZufmYMrJRStcDVwFcBtNY5rXUEeD1wc+m0m4E3lLZfD3xD2x4G6pRS7Yvc7mVhmiY7duzg3HPP5S1vecu0BUJn8t73vpdbbrkFgA9+8IPs3bt3ynPvu+8+HnroIefzl7/8Zb7xjW/M+9lCCCHE6ShWTLO22w6eTKXwv/R60k3luozpZGSFWjZ/sykQugEYBv5bKXUB8ATwB0Cr1rq/dM4AMBFidgLdFdf3lPb1V+xDKfVh7B4t2tvbT1mwWCm1oEBmMfj9fifAed/73sfnP/95fv/3f985XigUcLlmV2O1UCiQzWZJpVJ8/vOfB6au5P7rX/+ampoap0bIe97znmnPXy65XG7GhaVPV6Ojo2ds209X8k4Xn7zTpSHvdfEt1jvdbx1iczSFZVkU8wWOZvOktHaWZOs5eoixM+z3bjZRgQu4EPiY1voRpdS/UR72A0BrrZVSc6o0qrW+CbgJ7AKhJxca27dv32lRJHOiDS95yUvYs2cPjz76KH/1V39FfX09+/fvZ9++fXziE5/g3nvvJZvN8tGPfpTf/u3fRmvNxz72Me68807Wrl2Lx+PB6/USCAS45ppr+OxnP8uuXbu44447+OQnP0mxWKSpqYmvfvWrfO1rX8PlcvG9732PL3zhC9x1112EQiH+5E/+hN27d/M7v/M7pFIpNm3axNe+9jXq6+u55ppruPTSS7nnnnuIRCJ89atf5aqrrlrUd+HxeKRAqHDIO1188k6XhrzXxbdY7/SB3j7COQvDMPB7fKzZdQl7HzuMYRwAIBzwsf0M+72bTWDVA/RorSdWRrwFO7AaVEq1a637S0N9Q6XjvcDaiuvXlPbN28gffXAhl0+r6V/+a8ZzCoUCP//5z3nlK18J2Gv+Pfvss2zYsIGbbrqJ2tpaHnvsMbLZLFdeeSUvf/nLeeqppzhw4AB79+5lcHCQs88+m/e///1V9x0eHuZDH/oQ9913Hxs2bGBsbIyGhgY++MEPUl9fz5/8yZ8AcNdddznXvOc97+ELX/gCL37xi/nrv/5rPv3pT/Ov//qvTjsfffRRfvazn/HpT3+aX/3qV4v0loQQQojFFy2mCCazAHaOVU0Yd6DGOV5ITr0m7ulqxhwrrfUA0K2U2lba9VJgL3A7cGNp343AbaXt24H3lGYHXgZEK4YMzyjpdJodO3awa9cu1q1bxwc+8AEALrnkEjZs2ADAL3/5S77xjW+wY8cOLr30UkZHRzl48CD33Xcf73jHOzBNk46ODq699tpT7v/www9z9dVXO/dqaGiYtj3RaJRIJMKLX/xiAG688Ubuu+8+5/gNN9wAwEUXXcSxY8cW/P2FEEKIpZRKx/Hm7AKhhsuN8gfwhMLO8eIZGFjNdhHmjwHfUkp5gCPA+7CDsu8ppT4AHAfeWjr3Z8CrgENAqnTuGcnv9086hhwMBp1trTVf+MIXeMUrXlF1zs9+9rOlbt4pvF4vYCfdFwqFZX++EEIIMRe5eMTZdtXUogwDT6jW2afTZ14dq1kFVlrr3cBkiw2+dJJzNfDRhTWr2myG61bKK17xCr70pS9x7bXX4na7ef755+ns7OTqq6/mP//zP7nxxhsZGhrinnvu4Z3vfGfVtZdddhkf+chHOHr0aNVQYCgUIh4/NUqvra2lvr6e+++/n6uuuopvfvObTu+VEEIIcSbRWqNjMeezO2zPBvSH6sonnYEFQmfbYyWm8MEPfpBjx45x4YUXorWmubmZW2+9lTe+8Y3cfffdnH322axbt47LL7/8lGubm5u56aabuOGGG7Asi5aWFu68805e9apX8e53v5vbbruNL3zhC1XX3HzzzU7y+saNG/nv//7v5fqqQgghxKJJWln8yQxgVwJw1dqBVSBUz8SYi5FKT3H16UsCq2kkEqeuUXTNNddwzTXXOJ8Nw+Af/uEf+Id/+IdTzv33f//3Se977733OtvXX389119/fdXxLVu2sGfPHudz5ey+HTt28PDDD097z6amJsmxEkIIcVqLFVIEUzlgInHdHgKs8dcyYirMooZCHp3PodyelWzqnMhagUIIIYRYdrFimmCyFFgpAyNsJ63XuPxkfG4AilpjJZMr1sb5kMBKCCGEEMsuWkgRSFUEVhM9VmY5sLKw0CkJrIQQQgghphUvpgimSjWslIGqsXus/IaHrNcOrLTW5M6whZhP68DKnmAoTgfyeyGEEGIxVQ4FGhgYYbvHSilFMeB3zksmxlakffN12gZWPp+P0dFR+YF+GtBaMzo6is/nW+mmCCGEWCWilcnrysAI1znHdMWSdulEZJlbtjCn7azANWvW0NPTw/Dw8Eo3Zdnlcjk8ntNrBoTP52PNmjUr3QwhhBCrRPyUHKvyUjaqIrDKJM+socDTNrByu93OUi8vNLt37z5jFzsWQgghZiOViNglFQDD60N5vM4xM1Be4SQXP7MCq9N2KFAIIYQQq1chNu5smxXDgABmsLxeYP4MWy9QAishhBBCLDsrVu6Jmqi6PsEdLA8LFlOnFus+nUlgJYQQQohlZWkLKtbE9dU2Vh33VvRYWWdYYHXa5lgJIYQQYnE8l+zmi30/p9VTx5+tfSNew72i7UkUswRKNawMpXCdNBToO4MXYpYeKyGEEGIVixaSfL73p4wVEuxL9bAneXylm0SsmCrXsKooDjohUFMeGlRn2ELMElgJIYQQq5TWmq/0/4pYsdzrEyms/BIxpyzAXCoOOiEYanC2zbQEVkIIIYQ4Dfw6upcnEoer9sWLKx+oxIrp6hpWJwVWIX8tRVPZH/IFdD633E2cNwmshBBCiFVoOB/j5sF7TtkfK6x8zlK0kCKUrCwOWj0UGHYHnPUCLSys5Mr3ss2WBFZCCCHEKmNpiy/13UHGsoMXhXKOxYuZlWpWRRsqeqyoXs4GwKfcZPz2CiRaa7JnUPV1CayEEEKIVeZQeoB9qR7ADqpuaLrMOXZaDAVm4/jTeQAMw0QFQ1XHlVIU/eVK7Kn4OGcKKbcghBBCrDID+YizfXHNZi4a0tR//SFiYT9PvK1x6guXSTY25myrUA3KOLWfR/v9znYqMXbK8dOV9FgJIYQQq0zlzL+Wogf/d/+XcDzLmt4INYdPrGDLbPlYxNk+OXHdUbFeYCoRmfyc05AEVkIIIcQqM14RWJ1112OY8XL1ciMeR2u9Es1yFCvWCXSflF81QVUuxJyMLXWTFo0EVkIIIcQqEy0FVuuPj9G4ex9KKZSyE9jdqQxZnV/J5qErlrPx1k4+NGlW5F3lExJYCSGEEGKFRApJ3LkC1919AFOZABilmYH+TH5FZwYWtYVR0YN28jqBE9wV6wXmk/FJzzkdSWAlhBBCrDLjhSRXPXSEcCyDq/Sj3lT2f/2ZPPHCys0MjBfTTtV1QxmYU+RYeYI1zvaZtBCzBFZCCCHEKqOHh7hgTy9gB1TenZdgTARW6XzVEjfLbTQfJ5jMOm07uYbVBG/FQsw6JQVChRBCCLECMlaOhr5RlAaUwrvpLHwvfhkmFT1WK1jLaiQfd3qsXMo8per6BH+ovBAzqZWvFj9bElgJIYQQq0ikkKQ2ZgdOJgau9RsxQjXlocD0ygZWo4UYweREYGVg1Ew+FBioCKyM1MoXNZ0tCayEEEKIVSRSSFEbtZPTXcrAbGpGBUOYE8nr6Tzxwsolrw/nYk6PlVuZU9axCoUbnG1XeuWX4ZktCayEEEKIVaSqx0oZGI1NKK8P5bIXNXbniyQzKzfLbjw5iqtg2e3z+MDrnfS8kL8Wy7CDQVUooPO5ZWvjQkhgJYQQQqwi44Wk02NlKgOzsdmuYxUsF9zMrGAl8/T4kLNthuuc+lon8xsesr7yQsyZxJmxELMEVkIIIcQqEs1EqEmUZt0ZLox6e0jNDJTLF+RXMEjJjQ47296GlinPU0pRCJR7sxJnyHqBElgJIYQQq0hupNwjpOvqUKYLAFeoHFgVVmiJmLSVwx0tPVuBv7F12vMtX3kh5mRcAishhBBCLLP8aDmwMhqanG1Pxey7YmJlCm6O5uOE43ZvmgsTs37yquuOYMDZTMfHpznx9CGBlRBCCLGajI06m56mco+Qt6J8gU4msLS1rM0CGMnHqIlPzFg0MRpmCKwC5cAqk5QcKyGEEEIsM3Os3LPjb2pztl2hGidR3J/OkbKWf5bdSD5GuDKwqm+Y9nwjUF6IOXeGLMQsgZUQQgixShS1hW+8HIAEWzqdbRWsWfHq68P5WHkoUBmYddP3WLmCK58XNlcSWAkhhBDzlCpm6cmOznziMokUkoRLNawMZVQNBRrBkFN93ZdemYWYR7NRQqUZiy5j5h4rd7C83E1hNfVYKaWOKaWeUUrtVko9XtrXoJS6Uyl1sPTf+tJ+pZT6vFLqkFJqj1LqwqX8AkIIIcRKiBVS/NnRb/LxIzfzo5FHVro5AETzSeoqqq4bjc3OMRUKlRdiXqEeq8T4EIalATBDYZTbPe35wfpyOYZiZPUlr79Ea71Da72r9PkTwF1a6y3AXaXPANcDW0q/Pgx8abEaK4QQQpwufjTyCCN5uxflkdjzK9waWzQ6hDtfBMDy+VCBclFQ4+RlbVYgsMqNlWcsehqapznT1tS8ztlWqzCwOtnrgZtL2zcDb6jY/w1texioU0q1L+A5QgghxGllMBfhzsjTzudE8fRYyy453OtsF+prq6qaq0B5KNCfyRNb5sCqoItQERz5ZqhhBdDU0lU+P5ogVcwuRdMW1WwDKw38Uin1hFLqw6V9rVrr/tL2ADDxhjqB7opre0r7hBBCiFXhe8MPUawoVxA/TQKr7Migs60bqvOXKnOs/CuQYzWWT1ATKy+1465vmuEKcAdCzlqCroLFYKR3hitWnmuW571Ia92rlGoB7lRK7a88qLXWSik9lweXArQPA7S3t7N79+65XL6qjY6OyvtYZPJOF5+808Un73RpLPZ77dMRfmU9VbUvRZrHnnoCtzIX7TnzMXr4ICHLDviiyqz+3lrjLVpYloWRszh87CC7+8OT32im58zjnR7To/jG4liWhakU3bEEmVncI+334U3bQeATTzxAtOX0TmKfVWClte4t/XdIKfUj4BJgUCnVrrXuLw31TQyc9gJrKy5fU9p38j1vAm4C2LVrl96xY8e8v8Rqs3v3buR9LC55p4tP3unik3e6NBb7vf70xC0Ekv5T9m/cvJVGd80kVyyfwUe+i2HYvVKtW7dzwUnf+2hDI4mRFAD1QR87zt3BfMznncaie8n9wsIwDHymlw07L8R73sz3eOzeDojYxUFrfOq0/zsy41CgUiqolKqZ2AZeDjwL3A7cWDrtRuC20vbtwHtKswMvA6IVQ4ZCCCHEGWtP4hhHhg6iLI1CETLLAdZKJIOfzFVVHPTU9GazYr3A3DIvxFxdHNSYeTmbEl9DORcrOXr6hxOz6bFqBX5USoBzAd/WWt+hlHoM+J5S6gPAceCtpfN/BrwKOASkgPctequFEEKIFbD/pzfzO/c8TrzGy/jrX81za4PsS/UAp0cCu3e8HCyFW05Nb3aHKtcLXN4hteFclHPnUHV9QqipnYk3mxsbXqLWLZ4ZAyut9RHggkn2jwIvnWS/Bj66KK0TQgghTiNtjz8HQE08y9m33EfN9laOXFJP1ude8R4rK5fDG7eH+SxDEW5ac8o5norAykou70LMsfgonpxdCsL0VJeCmE5D81pGJj6Mj2Npy6nHdTo6fVsmhBBCnEaSsVH8cTt4UkrhUibrnjnCe771GK2DsRXvsUqMDYC255GlQn4CnsAp51QGVkYqZZdAWCbpihpWroamqlIQ0wk0tjmzGYPxFMP50zt5XQIrIYQQYhZGustFQA3THvAxMKhJZLnqwSMr3mMVGyxXOsrUT55Eb4bC5err6fyyBYNaa4rj5aV/fA0t05xdzahvwK3s9x2OZ+nLnd6FQiWwEkIIIWYh3nPI2R48dzM17/oAZqnXpX48teI9VsmRyuKgdZOeoyrXC8zkiRVSy9E0YsUUgVgSAEMpvI1zCKzCdbhLgWwglaM/OTTDFStLAishhBBiFnK9J5xt1d6O54JdTu9PMJUjnk+uVNMAyI0MONsnFwedYASD5WVtMvllK2w6nI9XzAg0MWY5IxBAmSaqts75PDbcPfXJpwEJrIQQQohZ0P19zrancz3K7UaF7AKbhqUpjI+tVNMAKI6UZ8wZTZP3CKlgqGoocLmGL0fzMWri9nI0LmViznJG4AR3xbqCsdG+ac5ceRJYCSGEEDPQxSLuwXLgEurcBFBVMkCv8CLBerz8fO8UCxwbwZrqZW2WKbAazscIxyp6rOrmFlgFGtuc7cyoDAUKIYQQZ7TiyBBWIQ9AIuSlpd4uvlm53p2KRFaiaWWJuLPpr5s8sFLBECblhZiXK7AayceoqSgOajTMfigQINTY7swidEWjKz5RYDoSWAkhhBAzyPeecEoTDDcFaXHbZQs8FT1DZnR5K5lX0paFmSjXpQrXTT4UaASDFUOBOWLLkBemteZYop9QMgeAy3BhVORMzYarvtFZhzEcz9CfPX1nBkpgJYQQ4rSitSZWSJNfxhpLM0n0HEWXakTFmusJmF4A/BVlA3yxBEVtrUj7dCpJsWi/r4zXRYO/ftLzlMeL4fEAYBY1qczSFwm9J/osA8PHnM/euiaUOaulih1GQ6NTcqEmnqUvt7L5bNOZ2zcTQgghlkCimOHpxDGeTZ3g2eQJRvIx1ngb+Yeud+E2Vv5HVarniLNdaC/n+5gNTRjKwNIWNfEsiWKaWtfsKoovplx0zOlRSwU9tLprpzxXBUOQtGtKZeORJW3XSD7GNwd/TXNpGLDWFcDf2DrDVacyKnqsauIZeiWwEkIIISY3mo/ziaP/Q+KkvJme7Cj7072cF1y/Qi0rK/SVp/ib7eWlYsy6egylsLT9Az9ezKxIYDUyXp4pZwVD0wajrmDY2S4s4XqBWmtu6r+TjJUjHM/gMkzqXaE5lVqYYNY14DEmioRmeDp9+gZWMhQohBBiRT0aP3RKUDXhdFi+xEolnRl/RVMRqAisjPpGJxk8HM+uWJHQ8fH+cpvCU/dWAbhC5cBqKRdivif6LM8kjwMQjmVpdteilJr14suVlM+HK2BXkzeLmrFo/wxXrBwJrIQQQqyonqyzxC6X1GzhivBZzueR0yCwKvb1OPleow1BWr3lwECFasBl96R4swWSychKNJF4ZNDZ9tROnl81wReqc7YLyRjWEuSFJYoZvjn4a+fzRcV6fIYbYM41rCb4Kqq1Z0aHyFuFhTVyiUhgJYQQYkV1p0e44jdHuO6u/bzMtZGzA+UeoZF8fJorl0ehv4dCKfgYbgrR4i73+CilyNeWP6fHV6bGUjJaXocvEG6a5kxw15TXC/Smc4wXFn9m4P5UDxnLngXY6q5je8LjHJvPUCDYpS1MZ2ZgmtHCyv/ZmIwEVkIIIVaM1hr3/n1c9uhxznu2n9ZbfkyTq7yA8GnRY9XbTV7bvSPDzSFaPNVDbVZd+XN+bJiVkIuWc46mKrUwQQVDTiK4P51nKL/4ZSJOVPRC7nJ3ok8cn3g6rnUb5nVPo74BVykgrIlnliQgXAwSWAkhhFgxY4UE9f12UGAoA+PwIZp273OOnw49VrneE04ZhdHGEI0VPVYA1NU5m/nxUVaCFS8HR/UNHdOeawRrcE0EVpk8g7nIorfneKYcYG7tiaNL78+1dj1GqGaqy6Zl1jc6VeNr4llGT4M/G5ORwEoIIcSK6c6O0DBm9zxM9KJ4f/pTQgl7XbnRfHxJcoBmS1sW2f7yjMBCe5vTzgmVQ1srsaxN2sphJsq9N/X1bdOcPVmP1eL0ChZ6TxD/xn+Seeyhqh6rtqMV+V9nnTPv+xt1DU5AGI5lGC8sfQ2u+ZDASgghxIrpzo7SOJYCcKbTk81y/b1HQGssrBUd8rFGhijk7Jl+iaCHcO2pS8VULmtjrMCyNoO5CMGUvdyOyzBxh+umPd8IhnAZFYFVbnGGApM/+DbZpx4j/q2vYvXawajSEDx01DnHvf28ed/faGh0hgLD8QxjeQmshBBCiCq9qUHqonapBY8q117adHSUbQftRPCVzLMq9Pc6MwJHmkLOUjaVKhc8NiPLv6xNf2YUf9pOFHcrlz1TcRoqFKoaClysHKvigF1LK6cL7NjdA8BZcRc6GrGf6/PPO78K7NmEE8nrNYksY9JjJYQQQlSLDnRjWPZSMa6GJnxXXGNvK4Nr7z2IO1dY0cDKGi9XNI/U+k9JXAfwN5QriXuiy//DfmS8H2W/QlQwOONyMcYSJK/rXBYrbfc85nSBs54fxJ/KcX5vuT6ZZ+t2lGlOdYsZqZpaXKZdssGfzhNLnZ7rBUpgJYQQYkVY2iJXkb8UaF9H8LVvxqitx6VM/Ok8nX1RhlcwSdmKjjs9VomQd9Ieq2BDOafJF0+ireXNCYtEysUyzZq6Gc9XoRpcpWHXQCpHIhMja+UX1Aar1CsFkLMKuAoW5z3XR9fx8mxF91nnLugZyjBwVeSz5UdWprTFTCSwEkIIsSKG8zFqR+3eKEMZ+NvXoXw+PNvPc3pU6iPple2xipR7rOJTBFZhf5i03+5J0cViVZCxHOIVtbO8MxQHBVCmC7OhyRkOrIumF1zh/uTACmDH0700dJfb5l5A4voEX0t5xqMxOrqiExumIoGVEEKIFdGdHaF+vJS4rlyYbfYPTbO5xfmhXx9JrXBgNV4OrGq8kw4Fug0XybDf+ZwcG1i29gGko+UZeIFJkusnYza3Ogns9ePpBQ8HWrGIs53Tdu9XKJnDU4p7zNZ2zHkWBq3kbu1wipvWj6eIFFLl5z63h8zD95M/fgSdzS74WfMlgZUQQogVYc8ItGf8eQwXZos9pGY2t5Z7UyIrW2E7Nz6Cpe0EpmxNkFozMOl5mXDI2U6NLl9glShmUAk7r0spRbB2+qrrE8zmFqdXsC6aXvDMwIkeq6IukjMVAIZSzu/jQsosVLL/bJQCq0iqquRC5je/JvG/NxP9138g99zuRXnefEhgJYQQYkX0pIdpqOyxarV7rIzKH57jKYbzMXQpuFlO2rLIR8o5Qv6GFpRSk55bqFjWJjO+fNXXB3IRAil7RqBLmZgzLMA8wWhuK/cKjqcW3mMVtRPJs1aBp8/roGiqqlmeC82vmmC0tDozA+vHU1VBd7G/19k22zoX5XnzIYGVEEKIFREZPIFZtAMmd10DRsDuDTIbmzEME6UU4XiGQi5Lwsose/usWJR8Kak7FXDT6J86f6lyWZvcMi5rM5AbJ5icKLVgYswysKrssaqPLF6PVU4XGGqu4cDWVjylRZeVy41709YF3X9CdY9VmvG83eOpMxkiw92M5xMkdI5YQ2i62ywpCayEEEIsu4IuUhjscz7729Y628rtxqxvxKVMlLaHqlYiz8qKjDlL2cRDPhpdU9eH0nXloKu4jMvaDOQiBFPlwErVhGe4wlY93JpatOT1nFUgEfLyxI41uEulETxnn4dye6a5evaM2noMl30vfzpPNG4HsYXBfpLFDJFCkv3BHAdzK7NmI0hgJYQQYgUM5CLUjdrDOKYy8LWvrTputpR7JhbjB/98VCauJ0Ie6t1T94KY9Q3O9nIua9OfG3eGAt2GC2OWgZVR14C7FKCEkjnGk6MLGm6t7LFKhLwMt9TAje8n8PLXEHzTu+Z935Mpw0A3lfPIMsN2qYniQK8zG3GkMcha78IT5edLAishhBDLric76qwR6DFcmK3tVceNpsqZgekVWXDXDqxKPVY1PhpcUwdWroplbdQyLmtzco+VUTO7oUBlmrgbyzljvrEo8WJ6hqsmp7XGikXRWpO3CiSCHhSK9h0vInD9G2Y9PDlbruZyQVZryF6HMNV7zOldjDTW0OapW9RnzoUEVkIIIZZdT+UagerUwMpsqU6uXpkeq9GKoUDvtIGVP9xAsTQbTqVSyzLdX2vNcGoEX8buqXEbblRw9rlFZktbdZ7VPN+xTiXRhTx5XSDnMcl7XLR4avEbizP8dzJfazkxXY3YpSZiPYfL+9ranZIMK0ECKyGEEMuuOz1Mw7jdY+U2yjWsJlTmAK1cj1WEAuXioA3uqXOsatwB4iGvfZ3WFCtmEy6VWDGFTpZLLbhralHG7H+smxW9gnXR+c8MnBgGzOoCiaD9DtZ7Z1dPaz6CrWucbffomN1T1t/j7At0di3Zs2dDAishhBDLbnykG3fe7g3yhGoxTlo42KwsB7BCOVbFiuT1RMhHvSs45bkh008i5LOvw8IaX/rAar7DgBPM5tZyj9X4/GcGTpRamEhcB1jrnV09rfkItK51hjBrxxIkY6MU43bbCy6Dptb5L/S8GCSwEkIIsay01jA46Hz2ta095RyjvpxcHUzmiCaWPlA5WX58xEnoTodDBAzvlOeGTB+xmokeKwtrGWYGdmdHKwIr15xzmYyTKtzPpsdKa82R9CBpXV5bsCpxPWj/nq33LV2PlaulDXNiYkM0TaT3sJO4PtoQZJ2/ZcmePRvTL4EthBBCLLKElSE8ZvdAKaXwtq055RxlGHiaWiFpVzF3jY6StfJ4S7WRlpouFilULNPirWuYsjgoQI3pJ15T6rHSFtYyzAx8KnGUQKmGlddwz7rUwoTqXsE0z84isPrP/l/y6+hzBCyDndYF+AxPeSjQypMMLf1QoAqG0D4fpJJ4ckWS+/eQ16XAqjHI5Ss4IxCkx0oIIVatxOF9PH/TPxJ56jcr3ZQqo/k4jaN24rpLmZjtHZOeV5XAHk0zsox5VlYsSqFo/7BOBTzU+qYPWmpcfuITPVZorCXOscpaeZ5NHnd6rAKmd9alFiYYtXW43Xab/ek847GRac9/LH6IX0efA2CEJHuSxwF7KDBr5dFaEw/aSf7N7rm1ZS6UUuQby+Ut8s885Sw7FG+um3aSwXKQwEoIIVapvf/9/xF98iEO/dc/0TNwaKWb4xjNx53EdZcyTpkROKEqgX18eRdjtiJj5cT1Gi8N0xQHBfApN6mQvRCz1pr8Eg8FPps8QU4XCKZyuA3XvHKslGHgbS6/++LIoJNTdrJUMcvXB+6u2vdU4ihgB6EZyw7wEiEvZwfXTtu7txis5nIOlzVYXpvR3b5myZ89EwmshBBiFcqmE6gRu/q0Lhb5xR1fZDAXWdlGlYwW4tRH7JpJLmVitkwXWJWXL1nOBHYrMl5VaqHePXXiOti9KFZtxbI249P3/izU4wm7vEAglXNyv4zw3HuJqvKVxpNTzr783+EHGatY8Bhgd+KoXcMqOk66FFglgx7OCZyaM7fYzKZyLausVc73CnWubOI6SGAlhBCrUm/f81WfN+85xj8e+d6KlC042XhiFH/a/mFouNxTJl2f3GO1nG23ImNO1XW7htX0PVYA1Nc5m8XI2KItHK21rrqXpS2ejB8B7MT+oFkKrObYYwWnlrWYLIH9YLqPO8efdj4r7B6hSCHJ8ewwxWiETCm4iYe8nL0MgZWv9dTh46zHpLVp3ZI/eyYSWAkhxCo02Fc99BdI5anfd4i/P3ELsUJqhVplS42WZwSq+oYpay+Zza24jIn17NKMzLPO0nxY0Yoeqxmqrk/wBsLk3fZ3KeYy6PT8KplX6s+N85FDN/HRQ1/hWGYIgMOZAWJF+/cwnLGchP65Jq9DdcmFukj6lF7Ngi7ylf5fobEDuwuCXVwR3uYcfzJ6kEzUXg5HKwjUNtPiWdxK65MJtp4aQI02Blm7hLMRZ2vWgZVSylRKPaWU+knp8wal1CNKqUNKqf9VSnlK+72lz4dKx7uWqO1CCCGmEBs87mz7TQ8o2LGnl/7cOD8YeXgFWwb5isDKbJi63pEK12J67bwlX7ZALLZ8C+ta49U9VtPVsJpQ4wo4dZwsbS1KAvv90b1ECknGCwk+1/NjksUMj8fLVcZbKmK3+SwdYza1VFRfT9GXq57N+JvYAbqz9rCmR7l5X34LL7v9cXbutfOaDgwecIYB034P22uWp8eotu3U54w0hZa0ftZszaXH6g+AfRWf/wn4F631ZmAc+EBp/weA8dL+fymdJ4QQYhllh/qd7VozSJM7TEd/jOahOM+n+1awZVAcKyd2+xpbpzxPKYW7uc35nK9IUl5qxYp1AhMhLw3TLMA8ocb0EyuVXChoyymcuRCVMyGH81G+3P9LnigNA7ryRcJFOyhSponyB+Z8f7O5FbdhV16qj6TpyVTnhh1Kl9/5qxouxPuDW2g4cIzr7z9C03CC4dETJIsZABJBD+cEl34YEKAh2EgyWL1kTra5kYA5da2x5TKrwEoptQZ4NfBfpc8KuBa4pXTKzcAbStuvL32mdPylaqVT9IUQ4gXE0hZqtPwD0tvQ7CQ479jTy0Ausmj5P/Npm1FR4ynYNHni+oRAxbpw5sgI+VIv0lIrRsawKqqu182ix6rDW+/0WOV1YVGqr4/lqxPGH48fojdnB6a1actZj8+oCc9rNpwK1+Lx2d/Nmy0wEqkOuid6qwDOSnoo9PdiKAO3MjlnXz/BRNYpzplYpvwqAEMZpBqqhz49Hcvz7JnMtkDovwJ/Ckxk7zUCEa1LFbmgB5j4098JdANorQtKqWjp/KowWCn1YeDDAO3t7ezevXt+32AVGh0dlfexyOSdLj55p4tvsd7pqE4QHIlhWRYGipFzdxG688dordm6r59fXNjJ/alHCCvfwhs9RwmdwTcSx7IsFIreaJKj03xnf7YAFlhYBIaj3Lf7YRrVzEFOpTm/12KR2oE+LG2hFSQMk2effmbGy5J6lFGPgWVZpPNZjj+7h3RgYflGR4s9pJg8V2vnqJtMKY+rEAxzfJ5/dsJuP5ZlB5Hpnl4eth7Dp+y8rX3FY6SwE9MLjzxKOlVaOLtosu25fuf7AmQ8XrqfO2wHAMsgEvDTaJXLQySV77T4N2nGwEop9RpgSGv9hFLqmsV6sNb6JuAmgF27dukdO3Ys1q3PeLt370bex+KSd7r45J0uvsV6pw8P7cHMFsEw8Hr8bL/hbUSPHSRyZDfKyrPrWITGN3Qu27BNpcPpASK3FjAMA4/hYsuuS3Bv2Dzl+dlCmgO77yFr5WlNFmjZuobzguvn9My5vtfi+CgDPg9G1iAZ9LC2uZMdG2a+fk0+xk0Hf4FhGFgKOkJBahbw+6m1pvj8/QQsO89srbepqgfp6rp1+AP27E/P+i42zPNZ8afPIjZ+nLxVoD1TpGFbJ1sDHUQLSTh4NwFceA03m+IJCgF7uDGfKhLKpbjo0ChGafJBa+fGZf034ejhdRgH7DAuFfBw4bmXsqP27GV7/lRmMxR4JfA6pdQx4LvYQ4D/BtQppSYCszVAb2m7F1gLUDpeCyz9oklCCCEAGOw7WP7Q0IgyDHxXXuMkKW86OkJ/bumXXJnMSD5OOGbn5JjKxGyYfvkRo2rWWmreCwWfLH33HYz/3Z+TeejXpxyzIuNzL7UANLpqyNba51raIjO+sGT7tJVzajR5lIuPr30DQdPuZXQrF5uHc865Rm3dvJ9jNrXiUeU8q4ngrTtb/tG9sRiieLScNO/CxFQGjaNJZ99ylzpQLeX8vOGm4GmRuA6zCKy01n+utV6jte4C3g7crbV+F3AP8ObSaTcCt5W2by99pnT8br1Sg/lCCPECFB084Wx7S8U33VvPdpKUm0cS9GVX5v93x5PlGlamy42aofaS2VReKLgummF4EQIrncmQ+ukPKY4Ok7zlWxQGqvOKrPGxquKgDbPIrwI72T5YX/5hn66Y/TgflQU56932MjF/ve4tXFt3Hn/Y8SqMJx53jnvOPn/ezzGaW/A4CewpenJ2blhlYHVedwpdeidmQxMKTkkUX9eyad5tmA/jrLM52tVAIuTl0V1ddHoaZr5oGSykjtWfAX+slDqEnUP11dL+rwKNpf1/DHxiYU0UQggxF5mhXmc7XJqWbjQ04vLbAYIvUyAy2jvptUstOVIOYqy6uilrWE1QgSCmzx5+cueLRCILC1agVLyzlJujtUXq9u9XHa8qDlrjo34WMwIn1DWVC1fmI6MLmiQwVjEjcKKO1jpfMx9qv45zTySw4nYleiNci3v7efN+jtlc7rGqi6TpKfVY9VYEVhuOlHvfvJdfRb59jTMhAsBtmNQ2TD8RYbE1eML86PUXcNP7L8fatMn5H4eVNqfASmt9r9b6NaXtI1rrS7TWm7XWb9FaZ0v7M6XPm0vHjyxFw4UQQpwqUkjiHY0Adg9KbWuXs+2qmDWV7z0xydVLL1NVw2r6YUCw2202lYs+Zkb6pzl7dqyT1vHL7XuG3P5ny8dPLrUwh0V928Lt5Dx2D1shl0Gn51+MdaLHyp0r0JJ3Vx3LPHy/s+29+AqUac77OVOVXDhRCrDMgkXDkR7nfM+5O8luOxe/6cFneFBKUecKYdTWz7sN87HJ32ZXgVeK84IrX3F9glReF0KIVeR4Zpi6qD1TzKNcuJvLQ1M1a8tDNa6+gWUrXVCpMFZOvvZMU8Oqkq9ioeDCyNCC2zBZGYTUrd9DF+33UV11fW6BVae30Sm5kLMKpwRxczFWSNA0kuAjNz3Ai7/4Q3LPPFVqX4T83vIsRd8lL5r3MwBUMIQnELLrhuWL5GPjJIoZp+dqTW8Eb95+N2ZjM2ZrO9lNZ2G4vbR761nva6bGW4MKzG225kK1e+r5xLobeHfri3lL8xXL+uzpSGAlhBCryPHssLPAscdwYVQEVt41XZilfKXmkcSiJYLPyVg5qAnMMrAKNpeH1zxjETJWbpqzZzZZYFUY7CP78H1YmTTF4UEKTCSv+2hwzy55HaDT20C8spZVZP6TBMbyCc7eP4BZ1HjzReLfvInCiaNkH/+Nk+/k3rQVs2V273Eqdq9geZJA/XiaPcnjTkX1s45FnD83nnMvsOtleTx4LrjIvh6FEa6dVx2thTo/uJ5XNVx0WhQGnSCBlRBCrCI9491OcrjH7auaLebqXIfbKAdW/bmFF7Cci6K2cEfKwVxN85pZXedqKi8UXBtNV1Ujn1c7KnqRXBWL+SZv/R7jn/wDCv29To9VYpbL2UxocdeSqrFzworaIjU2/x628UKiYgalgc7niX3lC1UzGb2XLqy3aoLZ0obbybNK8VB0v31Aa7Yfizjnec7Z4Wz7Kp5ttpQr5L/QSWAlhBCryPjAMWfb09xWlRxutrbjNu1cnbpImsH48i0RA3b+VzhuBwqGMvA0tszqOqOpubwYczS94J62yl6kwGtuwKy3c710IY/Wll0YVGtiYR/ZmlBVkvaMbVUGZl0512h8pGeas6c3WlGaYiKwtBIxiqXhVOX14S31Gi2U2VQ5M9DusQI7AK9N2D1Xhj+Aa2O55ph78zaCr30znnMuIPDaNy1KO1YDCayEEGKVyFg5isPl5PBQa3VCr3K70RXDRrGe5Z1bVB0oGLNKXgcwG8sLBdfGMgzlFxpYlXvqjKYWAm98O1Aexiq0t/PornV89y0XUu+tmfMQl6+h/I4TY/NPth8vJAnHs4D9vpSq/pHtvfASlGdxhsCqZwamyJcWVll/YtzZ7z7rXJRZPfPOf+0rCX/wY1UTI17oTo+5iUIIIRasOztCXcSeheY2XFULGE9wd66DUkBVWOaZgaPJEWeY0phFDasJRl09pumCAgSTOXqSIzDPkkXasqp6rMy6BlxtHRh/8AmsaAT3xi08q8Z4oPuHAKydwzDghJrG8nvPjI9Mc+bU8laBVCZOIGX3Fpmmm+Db30vi219zzvFddtW87j0Zs6KWVUOkvIROe3/U2e/ectaiPW81kx4rIYRYJY5nRqiLlGcEms2nDrVVzgw0+hZeumAu4hU1rIqzqGE1QZkmRn25d6uyFtZc6UQcXbR7Y4xAEOUrVTLv2oT3goswasJVhTnnMiNwQmNTufemsndsLsYLSWri5fwqs64B38VXEHrzuzBq6/G/+DrMtV3zuvdkjFIem1KK2mgaZdn1t9oH406PlWv9xkV73momPVZCCLFKDOYj1Jd6rDyGC7P51NlidWu30K0UWmvCQ+MkixlnmZSllh7uZyL7SNXPrcvJ3dQKpfyx3PD8c8OKFTMCjbrJ23ByxfO5am3uYiJkNaIxtNZzHk4cKyScfDSXKgeWvitfgu/Kl8y5TTMxAgGMUA3u7Bi6kCeUzKKVIpzMY/gMlNeH2dYx842E9FgJIcRqMZSNOD1WLmViNJ3aY+XuXOckQjeNJunPLN/SNvmKtfNcjc3TnHmqQEXJBT06v+E1OCm/aorgbjy/sB6rtnAbOU+p3yKfJx2fe8mFsZNmBBqzzEdbCLOpBY9TciFF20Cs3Fu1Zv2sexhf6OQtCSHEHJ2uy59GokP4svYwl8vjm3RhXiNUgxUO2+cULIb7Di1b+6zRchDnn2UNqwmB5g6n18cfiZMoZubXhln1WJUXFp5PYOVSJoXacu2rgeGjc77HWD5ekbhuOjMXl5LR3Fo1M7B9IOZ8dq3fsOTPXy0ksBJCiDk4lhnio4e+wseP3Mx4xZDRStNaVw2ReZvbpxx+KnaUK5knug8vedsmGOPlnptQ09yGlSoXY66Nphme58xAK1IO7nRd3aTnjBXKdbLq5xFYAaiKkgujI91zvr6yx8q1XD1Wza1VtazaK3us1klgNVsSWAkhxBz8anwP44UEPdlRbh15dKWb44gX0wTG7UV5lVJ4m6deENfdUS7DkOtZnpmBeauAL1YORMOzLA46wWxqdgIru5ZVbF7tmOixGsnH+FziPr41dF91O3WR4Xz53g3zyLEC8NQ3OduRWSTbF3SxqqL8WD5Bbcwe1jWXqcfKrOixahhP0TpU2WMlieuzJYGVEELMQV9FtfJ7I8/Ne0hqsQ3mI9SPl0otKBOzdepK2JUzA82B5ZkZeHLOkGeOOVZmQ7NTyyocyzCUnd9SMcXIOJa2iBfSxGq8/GT0cQ6lyz1990f3kiz9nobNwLyGAgGCDeX3nx4bnOZMO4j62KH/4oPPf9EpzDlWSFBTUcNqeXqs7F5BQxms7YngLli4lQujtr6q6KmYngRWQggxB73ZcmCV03l+Nb5nBVtTNpSL0lAKrFzKnHaJkab15XpEwYERitbiLcYcLSRJFbOn7B9Ljs6rhtUE5fOhQnbeklnUxEbnV3LBGh8lVyp+mQjZsyG/PXQfWmuK2uK2il7IVzdehKHm92OytrE81JmfYSHmX0X2ECkkKWqL7wzdj9aaaDZGKFnOsZoqH2wxmaVK+I3uGgKWQaOrBkMp3JJfNScSWAkhxCylillixVTVvl+MP0VeL15gMl+D+XJg5VYmZsvUQ4HhlrUUvfbSNr5UjvHxxem1eiZ5nN89eBO/d+gr7EkcqzoWHS4v7ZKvC89rhpnRWB5eSw3PPbDS+TxWPEbeKmIZikTQA8C+VA+7k8d4MLbfqeoeNH1cV3/BnJ8xoamilpURjZK3CpO3SWseiT3vfD6WGeL5dB/5sRFUaY6Eu64R5Vr66kjK58MI1xIyfXR6Gwm77DUPZRhwbiSwEkKIWerPnTr8FCkkeTh2YAVaU20wM1auuq5MzJapZ90pwyDdUg5Sho/vW5Q23Bfdiz+VpZBJ8f96bmd/qhewe7EePf6Ic56un9+wkq8ib6wwMvfFja1YBIC8LpAMeLDM8o/Abw/dz49Gym18VcOF+A3PvNoJ4Gko54TVxDMMTpFs35sbqxpeBrhl5DeE4nZ+laEMXMuQXzVhstpnkrg+N1IgVAghZqkysFIoNHaXwk9Hn+BF4e1zLgK5mJIjfZhFuz1GbR2GPzDt+bq1FbrtnqpY3zG4cOFtUAee50O3PATAnnM7+PdL87xvyxv42bM/5vyHnnbOa22d3w/qUEs54V2Njc1YeDP7zFNkfn0n3oZW2LHDSVzP6SLxmuo19nqy5dpYAcPLK+t3zquNE8yGRtyGi0KxSE0iS29yiDXeUwOkh0u9Vb50Dm+2SLTOz7PJE5xTVcOq6ZTrlorZ3Er+cLkHTSkD15r1y/b81UACKyGEmKXKwOoldefyQHQ/OZ3neHaYvakezgmu3EK0hcHycJ63tXPG8z1tncBuAHIDPdOeO1vNzxxwgrudT/dy3nP9HFr7DC8/PoZRWiKl2ROmdf0587q/r6kNQxlY2iIUTRIpJqcsh5A78ByJ//4SWluEnn2a4ste6RQHzVsFYqUcr4trNvNYvLqW1ysadhIwF7a4sXJ7sBrqYXgAw9KM9B2Ghu2nnPdI7AA7nu7hxfcfwmXBT165nQNbWyuqri9P4vqEk3uszLZ2Z9kfMTsyFCiEELNUGVht8bfz4rqznc8/HXt8JZoEQM4q4B4uJ0gH2mYO8IIdXc62Hpx+1tps5HUR31h5uMtQBq6Cxcajo3ZQpaDFV0/zy96A9/Kr5/UMu5aV/WOrLppmeIqSC4XBfuJf/zJaW/YOrUnf9yuK43YvV0EXSdR4USg+2PYywma5d89neHhVwyJ03wFGRZ5bYuD4Kcd7or3suPU+rr33IC7LThq/5DG7/EW5htXylFqYcHK1fsmvmjsJrIQQYpYqA6s2Tz3XN1yIwh6K2p045kzTX25D+aizRqBLmbhbZy6+2bxmi7PtGRldcDX5sXzcyfEylUHrmm3OMJ1SiobtF9H5ic8QfN1bUKY5r2eYjc1VRUIH8pFTzrGSCeJf+Tw6k67an330QYq93c5Eg1jIR7M7TNgV4C3NlzvnXd9wIaFFWjvR314OcAsnlbUoDPQR/dzfsvWgvcyP3/AQMn20jqZoHo47PVYmxpRL7yyFk3usJL9q7mQoUAghZkFrXRVYdXjqCbsCrPc1cywzhEZzOD3A+aGuZW/bYC5Cw1gpcd2YfkbghJbGdRz3mHhyRcx0hlxsHG/t/H+Aj0QH8GXsmW/K7aHzzz+DufsBTux5gM4LXkTnjqsWnIOmwrW4PD5IZ/FlChwe74Hacq+hLhSI//cXKY4OO+0wwrWQOo7O58g+/QT5UqmFeI2XDq/9fV9adz5ew03GyvPSuvMW1MZKdR0bmEhLV8NDTk6Y1prE179MYbjcU+iva0KlCoRNP2fvG6jqsVrWHKumZkBBKX9QeqzmTnqshBBiFsYLSbKWXYcpYHipMf2APSQ44VBmYNJrl9pgPlJdw2qa4qATPKabZGOd83m45+CC2hCtGOoqNNajDIP2C6/m0vd+kjU7r16UxH6lVNXizWODx6qOZx+5vyrxevzNb+CRSzeQY6IchnZ6rOI1Pto99c59r6o9m+vqL5h33arJ1LR3Od+7diRGtFSqwxobIT3QTc4qUHAZ/OL682j+rd8BIOwKcPaBIWoS5eKg5jL2WCm3B/cWu86Zq7UDs21uSw8JCayEEGJWKnur2j31zg/MzZWBVXp5qpifbCwy4BTfNN1ejNrZlTMotpSDlPG+ha0ZmBzqLX9omltV9bkINJcT85PDvVXHJoKqnFXggYs6+auaZ/mfthjdvhxWaagzV6onFQ956fAsbcDiautw1tqrj6ToS9szDwsnysPGvR21+C+6jNC28+0K58qgJWdiWHbvljdcj/IsLJF+rmre/xFq3vu7hD/6J/OqN/ZCJ0OBQggxCxOBVSCZ5ZU/e5RI4QBGQyNbwgEuLHRzYFsLB82BGUsALIXUYDnAMJpbZ/3D0NXaDuy379G/sDUD8xULQLtOSoBeTDUd61G77eE0/+Ao0UKSWlcQgGx/D0O5KMlihvs67BIBRZfBo+e00vVsnJDpJ6+LFFwGab+bTu/SBlaGP4AVroHIGGZRMzxwBGrWU+g+7gRWA61hLq3ZgjIMvBddSvruO2h01eA3PHiUC0/D0r3LKdvt8+O94KJlf+5qIaGoEELMwkRgdcnjJ2g7NkhhoJfc3j24H36Yax84wlt+uJtkPuVU7l5OhcFyFXJv28ylFiYE2suLMVuDC+xtGxl2Nv2tc1tgeS7c7WudXqCm0QQnSvWndLHIeP8RJ2AZbQg61zx1dhsx7B69vC7YNayUosOzDOvfVRRqjfUfAyB54qDTczbSWsuFITuPyXvxFYA9NBk0fbgNF+YylloQi0MCKyGEmIX+UnXs9oGYsxjwBK/homEsRV00zcFlHg60tIU5XC5uWdM++2KOdR3lxOTKe8yHa7Q8VFrbtnQFJc2ONXgMO7BqHklyImO32xodJpOzg6p4yMv2hs386do3ApDyu3liaz05q4DWmliNj6DpqyqzsFS8FUFmtr8HbVkkjpfz2WrWbXVqZrnaOnCt7aq63ljGUgticUhgJYQQs9Cfi6AsTfNIAnepx6TmXR/AtWYdXmWvu9c6GFv2PKvxQpK6sQRg147yzaG3qLVtEwWX/WPAjCewUqkZrphcQRfxj5drSjW0LGFg1dKG22UHIuFYht6oPQya7TtBVtu9UqONQT7c/nJ2hjawxW8nXz964VpGDDsh/GhXIx2ehmUZsg1X1gsbGsQaGSaTigOQ9rvZ3H5W1fkTvVYTlnNGoFgcElgJIcQMCrpolzQYT+IqWPZafHX1eHddjufsC/AZpcBqKM7B9PLODBzMRZwaVu5Zzgic0OCpIVpvD5lZ2iLef3RebRiNDOLL2EGN9rjx1C9dMKBcLtwV5STifXabB3ued2pxZZsbaXDbFdkvD28DIFIf4D/efh7feeuFPLljzfIMAwINnZucbd/IOOkTh0lbOQAGWms4v6ar6nzvhZdU1flazhmBYnFIYCWEEDMYykXRaFqHEpjKQCmFWVo/zbV2Pd5SYNU2GOd4doh8KX9mWdqWHqU2Wqp5ZJiTLqI7FUMZ5JrKQ02jvfObGTheUfYgW1+35D1BwTXlIcxiXw9FbTHeW16WJtRR7jG7PLyVidbEwj7622tBqSVPXJ/gbV+Ly7ADpYbxJEcOPY5VqggfbWtkvbd6BqURDOG96DIAlNstdaTOQDIrUAghZjCRuN4yFMddyu9xrbETv11r19vLtxgmLcNxrGKRo5khtgaWp/5PdPAEwdI6fLp+7lPzVUsr7DsGQLzv2LzaEB8ozyi0Gpc+YAms6cJUJkVdpGEkRn9unFx/DxP9PC1rtjnn1rmCdKlGBqke5mxfph4rFaoBfwCScTy5Iok9j+EuHQut2zxp3azgm96Je8tZmB1rMWrCy9JOsXikx0oIIWbgBFbDcSdx3dVpB1ZGbT1GuBafcuPOWzSMpziUWb48q/RAt7Otmmc/DDjB217OycoP9E5z5tQyw+VZiUbz0pcHMNs7nQT2ppEkx1MDGCPl5PuudedWnX+uOjXIXeoaVhOUUlgV9cLcYxFne82mHZNf4/Hi3XU5ro6lm10plo4EVkIIMYP+3DjK0rQMlxPXJ4YCAVxru5zhQDuBffnyrAqD5Wf5ZrFG4MnCHRVrwQ3NbzHm4vCQs+1pnnk5nYUy29fgnSi5MJLg6eOPowp2RfV0TYD22uqSE2fThlHx487AoMVTu+TtnOBuPbUERirgYXv7uZOcLc50ElgJIcQM+nPj1EbTeHJFPMrECIUxauuc41V5VkPxRQ+snk4c4xuD97Iv1VO1fyA3jqoIasLtXXO+d1P7RizDzkJyRaLoXHbO9zBGK8o9tK6d5szFYdTW4QrWAODNFUntfbp8sKXllByvgPJwfqgcCLd56pzFnJdDsKJe2IR4ezNNHhnmW40kx0oIIWbQnxunddieIu82XLjWrKv64W33WLlQStEyFGc4H62qCL4Q8WKa/9dzO3ld4OdjT3JBsIu3t7yIg+l+/mfwPt48ZrdLKTWnGlYT2gPNHKn1UT+epqCL5Af78ZxUS2mC1prUkw9z5GffQgNbP/gJvG2deMbKRVHr2ya/djEppfB2rIWoHcBue74cyAY6J38HV4bPYnfCnkG4zre8JQwaOjc5izFP8K+TpPTVSgIrIYSYRqqYJVJIct5QApS9yLFrTfUPb7uoo8KjXLQMJ1CW5lB6gItqNk16z7k4kh4kb+WpSWTx5Ir0Dz3Dvz+/m86+KG8+MkzboB1YNbpCuOcxFBg0fSQaa6kfT6O1Zrz3MK2TBFaFgT6SP/gWPXsfIVO0e7X2/tc/ct4f/D1m2p6VmHebNDbMvvL7QtSs2YTa/zhaa9oG4s7+ps6tk55/RXgbe1M99GXHuKHpsmVp44Sa9i4MZTizAQFaN8gw4GolgZUQQkyjNzcKTCSuT+RXVQ/tGDVhzLp6fMNxsoU8jaNJDjb3L0pgdSIzzBtvf4YNx0YnPe42XDS7w/jrW1DznEFmtbTAIbvXJ9p3lJMLNqTvvoPUT3/IWDZGqlgeKiz2naD7O192Pifra/CYbpaDu2MtbmWS0+XSFkop2tdun/R8Qxl8uP26ZWnbycz6RgyPFyubtnco2LBl14q0RSw9ybESQohp9GTHQGtah+LOGnUn91gBmJUJ7ENxjmTmlwh+stHeg05QFXYFnOVPAGpdATp9TYS2nUfNjb897/pRZlu5pys9WJ3HZSUTpH7yQ+L5JJFCEstQ9HSWEr81RHc/7JxbaFieEgYAZsdaPKo6iPMabtxzWCtxuSjDoFBRL4yaMMH65V9cWSwP6bESQohpdGdHCMcy+DIFPC4vhj+AMcnCuK61XXj3PA5A21CMRzNDaK0XXCwz0V+uERUIhKlpWUvGsFD1DdSddzHus8/HCCwslyvUVu6B0wN9VceKA32ki1mG83HiIS8/ev351HR04b75DlqH4hR0sXxt0/LlLrnaOvCYLig/HrO2HiOw9Ov/zYe3fS3ZXjtoda/bMMPZ4kwmgZUQQkyjJztKy7C9Fp/bcGGelLg+wbW2C5cyUUrROhgnXkwzVkjQ6K6Z97OL2qIwUu75Cl56NXVveve87zeV+s5N6NK2OTqGzudRbrs3KDfYx1AuClrT01mHr3M9f7n+bfzP6y2av/pDDEs793G1zL2O1nwprxdXUyv0lfOr/O1LPyNxvjZu3kX/7j0AtG+/YoazxZlsxqFApZRPKfWoUupppdRzSqlPl/ZvUEo9opQ6pJT6X6WUp7TfW/p8qHS8a4m/gxBiFejLjnF35JmqHJ7TQW92lNYh+4e3R7kmHQYEu+QCgFe5aR5JYBQtjmWGJj13tvpz44THkwCYysTfsjTDXJ017UTDPgByxTyFoXKB09HeQxRLvVLJxlo+vuYNBEwvrzr3tTx2UXWuWaB5earNTwh2Vvf81K/ZvKzPn4vgFS+m/ZrX0v7iVxO86qUr3RyxhGaTY5UFrtVaXwDsAF6plLoM+CfgX7TWm4Fx4AOl8z8AjJf2/0vpPCGEmFLGyvG3J77PV/rv5C+PfZtEMbPSTQIgWcwwVkjQMhwHpZxSC5MxgiHMhiY8hguzqGkaTXJ0gYHViewI9RE74dljuDCXqKp5m7uOaLOdN2Vpi9Geg86x2MBxZ7u+Y6NTWHONtxHfy1/DWIM99JZ3m4TXLDxZfy4CnV2EXQFQijpXEF/b6dtjpTxeQm9+F6G3vHvOyw6JM8uMgZW2JUof3aVfGrgWuKW0/2bgDaXt15c+Uzr+UrXUK3IKIc5oR9KDRAp2z0x/bpx/6/1JVe7OSul1EtcT5aVspuixgnI9K7ArsC80sOrOjFAXsde48yjXnBZYngulFGZruWL6UPcBZzs/WM65auys7hG6oe1F3HbDLn5zaRc/eMP5tNYufdX1SmZ7J43uGjb4mql3h6qS8IVYKbPKsVJKmcATwGbgP4DDQERrZ55rDzDRR90JdANorQtKqSjQCIycdM8PAx8GaG9vZ/fu3Qv6IqvJ6OiovI9FJu908S3mO/2NdYSUTjufH00d4B9Hvs1r1LkLTv5eiMf1CVzRKL5EBkO5SeXz9PT0Qd/kldV9WuHJFrC0RWPPOA8OHWL36O5ZP+/kd/p0Zg+vj2ewAKuoeeZ4N3TPbz2/mWQ8NViWXWdp8OBzdjsKBYrDw1jawlKKdEKd8nt+ibmdX54P21Ub/XuPsXyrJIIRjVGfKi+u3Ds0go4mTjlP/v4vPnmnU5tVYKW1LgI7lFJ1wI+Asxb6YK31TcBNALt27dI7duxY6C1Xjd27dyPvY3HJO118i/lOH+zrJxD1V+3byzC7WjXXN+xclGfMx9ODEbYczWAYBgG3n9rt57PuwgunPD8f9BHd8xhjmTRrx1LkA4qNW7YRdvmnvKbSye/01ofuxjDsgYVw5zrOmubZC2X6k2TuvR+AQCLOjh07SPQcYZ/SGMogVufn5Rddg8/wVF23gx28l9csWbumoy2L6G/uoTDYh3vDZtZeOnnhT/n7v/jknU5tTnWstNYR4B7gcqBOKTURmK0BJv43qhdYC1A6XgtMXtlOCCGgKsm7y1fOI/rm4K85mF7OPpBqPdkR1vRFAHsozr1527Tnu9Z2oZSBW7loGk3iyRU4lp3fcGCqmEVPrAOoINC6Zl73ma2udeehS52D7vEIuWyavu79zvF8U+MpQdVKU4ZB+Hf/mJp3fYCa9390pZsjBDC7WYHNpZ4qlFJ+4DpgH3aA9ebSaTcCt5W2by99pnT8bq11eT6uEEJUyFp5O5cJUCj+fO2b2OK3c2U0mgej+1asbd3ZUdb0RgC71IJ745Zpz1c+H2Z7p71uoIa2gRjH55ln1ZMdpS5qD3O5lQv3EuVXTajxh8nU2ZXblaU50f0co32HnOOeeSyXsxyM2jq8uy7HCM2/rIUQi2k2PVbtwD1KqT3AY8CdWuufAH8G/LFS6hB2DtVXS+d/FWgs7f9j4BOL32whxGpxIjuCLlVRavPUEXb5uaHpUuf4wfTk+UxLLVHMUIiOUT+eRimF2+3FtX7mhXNd6zfgLVUEb1tAAvuJ7DD146UZgUuYuF5JtZbrUA107yM10O18Drd3LfnzhVgNZsyx0lrvAU5JctBaHwEumWR/BnjLorROCLHqVfbobPDZwcNmfzvrToyhleLYWoOcVcBjLG894+7sSLm3Spm41290imZOx9W1Cc+Ddls7+mM8PO/AaoTG0oxAr+HCWIbAKtC5Hmv/8wDE+o7iGSoXJ21dM/0wqBDCJmsFCiFW1NGq/KpmAMwHHuAdtz3HW364m3XHhjmcWf5eq97sKJ29UaA0FLdp66yuc3dtctYUbB+IMZAdI23lpr0ma+W5efBevmTdx68jzwF2YFcXTTvPN5uWfm25xs7yUGe67wSBMfv7K6Vol8BKiFmRJW2EECvqWGbY2e7ytVAcGiT1kx/gVW7yFNh6cJhDl/SzPbC0ydsn686OsrbUY+UxXLhmGVgZTS2YwRDu3Bik89RF0xzPDHNWYPKq6YO5CP/S82OOZ4dJ6TRf7v8Fo4U4A9F+Aqk8AF6PH6OuYVG+13Ta121nRCm01rR1j+DO2+UXCATxhGqX/PlCrAbSYyWEWDEFXeREthxYrfc0kfjezehCHp9pD7u1DsV4fgVmBg6N99E4ahct9Zge3OtnV1VcGQaudRvwTvRa9cemXNrm6cQx/uLYtzle8Q4Avj/8EN6xCACGUnia2lDG0v9z7WntxG3Y792TqyjQ2rL0w5BCrBYSWAnxAqMLhZlPWia92TGnwnqjO4zn0UfJH7ZzfHylBPDGsRRHot0s9+Ri62jFjLh1G1De2S9D4uraiKcUoLQPTB5YPRE/zD91/4hkafkeUxm0q7BzvC6yvInrAMrtRjU2nbLf37a8vYVCnMkksBLiBcJKxIl95fOMfeKjpH5x+0o3B6iuX7U9GyD54x84n92GC0MpDEvjGxhiOB9btnbFCmnqu+3EbaUUoS3nzOl61/pNztI2UwVWt40+5syGbHCF+Jvm1/C7/Wu5NGj3jNVPLGVjuJctsALwtp8aRDV2Lu8agEKcySSwEuIFoNB7gujn/o7c3j0UCnnSd/4Mnc+vdLOqAo7L79yDzpZ6b1ra8O68GG+p16d1MMbBdN+k91gKvblR1vZEADtx3LN5botNuNZtwFPqcWseSdCfGCJvlXsKLW1VDYH+VdOraPr3m2i4/Xu875cnuLb2XKfHKmB6l2zx5cnUn7QeoKEM6tslsBJitiSwEmKVyz75CNF/+0fyYyP0Z8c5kRlmJDNOsb9npZvmVCVvHo7TdGRi8QZF6O3vxbVhS7ke1FB80fOsrHiM9F0/J3/kYNV+rTXHIydoHrHXnHObLlwbNk92iykZgQCetk5cysSwNC2DUU5ky8ulDudjZC07sA2bAYI/vYNixC6Smn/uad7dHeCafAvt3gb8hmdZe6zCnRsxVflHg9dw4Wpb3sWVhTiTyaxAIVaxzCMPkPju19FaM5Abd36Yxwop0scOUbNuw4q1zdKWMyNw2/NDztCZd+cu3Bs2g2GUllBJ0jYY455F7rFK3vq/ZJ98BEtb9L35NTy+KczhzACDuQhth/t4Yymly2rvwPDNbq2/Sq71G/B276NQLNI2GONIZpBNfrsAZ2Wy+sU9WbJPPF51beq27xGyLHSpx85YhlILTrvbO/AablLFLAButw+jvnHZni/EmU56rIRYpXQmQ+rHt6C1ZjAfob/WzdPnl5clGT3y3Aq2DgbzUTJWDrTmnIOjmMoEwHuhXXXd1bEWr8tOGK8fT9Mf7bfPXyTRg8/Qmx3jeGaYzHe+zoFn7+NYZohsPsO5e8t1swJzHAac4Ooq51l19Ec5XFFB/kTG7r3y5ApceufTp1xrpVPOsKhyezBq6+bVhvkwm9uocQXsDwpqWtcty4xEIVYL+dsixCqVvveXWMk4Q/kog0GDb7/tIvaeVV6yJHX84DRXL72JwqBtg3GaEnZPmvL5cW+zE8WV242nYy3uUnDSMjT/5WFOposFRkd7yZV68Myi5nU/eYauY6O87Zan2Hp4BLfhos4VpPOcK+b1DDuwKs8MPFIRWHWXhgWvevAwoaTdM2QEQ8Rf/rpT7mM2t6CUmlcb5kO53dS0rmOtr4l13mZqOtYv27OFWA0ksBJiFbIScdL3/pJIIUWqmOWhS7vIeV0E12zCMuwf0npoECudWrE2TiSub3t+0En09p5/YdWyMa61XfgmEtiH4jyfWpzhwNz4qBNUAXgNN21FLx+9o5tLI166fC2s8TbSdulL8Zx93ryeYba24/WFAAgmc8SGe52h2BPZEdb0RLhgT59T7yp4wzvJbToL32VXV99nGYcBJ7jaO3ApE1MZmC2SXyXEXEhgJcQqlP7VT9HZDLFCitHGIPvOauM1Dbv4wLpXMtIYBOxlVArdx1asjQdSvShLs/XgsDNk5tl5cdU5rnVdTq9P2+DiFQrtHzwMpbpYmdoQneEO6t0hfIYHUxkowyD4+rcR+q0Pzru3SBkGnvWbnB639v4IxzJDZKwcg7kIlzx+HCjNOjznAue7B177ZoxwnXOf5Vgj8GTucy4ob88zsBTihUoCKyFWmeLYCJkH7iVj5Shqiwcu30jQHeBtLVey1tvEcFudfZ62iB7ZtyJtzFg5DmcG6OiPUpPI4jc8GMEQ7i3V+UyudV1OodC2wTiH0v2LUih0cPCos51fu4aa9/6uk0dkhOsI/96f4r/mugUPwbk3bnF6pDr7oxzJDNKTHUMVi3T2RXAbLpRSBN/wNudZRiBA6B3vRbncKLcb746Lp3vEkvDuupzwb/8RtX/4F7jXb1z25wtxJpNZgUKsMulf/BhdLJAoZuhrD3N4YyMvq9mCq5Qcrtath2fsUgvjR/bSzJuWvY3Pp/spaottB4dKhUANPBdchDKr/0ky2zpwe3wYOUU4liEfjzCQj9DuqV/Q86PDPUzcIdjUjuesc6j9+KcoHD2E5/wLMYKhBd1/gmvjZryGm0QxQ0dflMPpQbyGm5bhBO68hcf0YNY3njLc5znrXOr/5p8BMEI1i9KWuVCGgeesuRVFFULYpMdKiFXEikbIPvYbQJMsZnngik2gFFfUlnuCQhvL2/kTR5Z9qRiAvcluZxjQb3gA8O685JTzlOnC3bkOb+mc1qE4+1O9p5w3V8nRciJ5XctaAFxtHfguv3rRgioA97qNeE277U2jSXoi3XRnRujsiwClxZ03bpn0WiNUsyJBlRBiYSSwEmIVyZ84itYWqWKOnrYQPWvqaHCF2OYvl1lY07mdnMfuvbJiMaxoZNGer7Um9fPbSHznv7Fi0SnPey7VzdqecQKpHD7DjRGunTLAcK3rwl+RZ7U31b2gNuatAnp81Pnc1rp0Q13K58O/xq4VpjSoE8fZn+5lTW8EsNcBdE/xvYUQZyYJrIRYRYqlZHR7GLAWgCtqz8KoqKS9JdjJYIvdE5LVeXLHDi/a8/P7nyX1yx+TefRB4t/4z0l7w9JWjsPpAbY9b88K9BsevBfsmrJWkrm2q1Qo1O6x2rfAHqsT2RFqYvZyMS5lEmxc2llv3o1b8FTUszqeGqSzzw46PYYL16atS/p8IcTyksBKiFWk0HPC7jWysgyVgqcrw9UJ4Q3uELH2JsDuYRo5+uziPf/oIWc7f/h5so89dMo5B1K9GIUiWw8N45nIr9o5dYK2a20X3lKSd9tgnNFcdEELMh9NDVCTsGtHeQ035hJXFXd1bXZmNnb2RWkYT+HLFFBK4QnVYba0zXAHIcSZRAIrIVYJrTWF7uOkrKxdbb2lhnZPPeu9zaec61lfXlQ3fvTAorWh0Fe9/mDq9u9jpZJV+55LdbPx6AjebMEub9DYjKtr6kV+zZY2lNePz3ATTOYIxzLsS81/ncOekWOYRbsnzQzVoLzeed9rNlwby2setg/EWNs9DtjDgK6Nm5e1+KcQYulJYCXEKqFjEaxEjEQxQ85jEqn1c2X4rEl/cNdvKs/4srqPoy1rUdpQ7K3Of7KSCVI//kHVvn3JHrbvHwRKw4C7Lp82uFCGgXvDZmc4cF3POHuT88+zGh0+7mz7Gpa+RpRZV4+n0Q5uXQWLHXvsoUyP4cK9UYYBhVhtJLASYoGGclH+4cQP+I++n1PQxRVrR6H7OEVtkbJyDDWH0Eb1bMBKXS2bSQTtQKWQTVMcGpj0vLmwUkmKkbFT9mcevo98aYgwVczSN97DhuN28rjPcDtrA07HvXV7ObA6Mc7+9OzyrE5khvnrY9/lP/p+TtrKkbcKJEfKRUZrmjqmuXrxhDZth1Lw2DBuV7v3KhfujZuX5flCiOUjgZUQC2Bpi3/r/SnPJI/zQHQf90ZWbmHjQs8JIoUkaM1Qcw0bfW1T1nva6G9jsDUM2LPkkkf3L/j5xYphQFfnOjwV1buT3/8mulBgf7qXLYcGMYsaj+HCs34TZsvMvUbubWfjVXae1frucYYy44zlE9NeU9BFPt/7Mw6m+3gguo8v9t3BsexwOXHdMPE2njpMuhS8G7biUdU1uty+IGbnumV5vhBi+UhgJcQC3Dm+hyOZcm/P/gXk/sxkpnpTsePPEyvYvSGDLTXc0DR1T5DXcJNf0+l8Hj64Z8HtK1QMA7o61xK84R0od6lXrL+X5C3/w75EN2fvs9/XxDDgbJhtnZg1tXiVG386T9NIYsZeqzvHn6Y3Vy6r8Hj8EF/u+wXheAYAr3JjNDTN6TvOl2vjZnxGdWDl37AVZZrL8nwhxPKRyutCzNNYPsF3hx+o2ncgvTiLBJ/s3siz/M/QfQC0uutododZ72vmZfXnU2P6Aeg/+oxzfmj9Zi4MTV+fybt1O9z3NAC5/c+itV5QInWxzw6s0sUsR2otLqirJfDqG0je+l0AMo88gCe5l45+e0afz+XDO81swErKMOzhwEf6yFg51nePs29rN1eEt016fqyQ4pbh35yyvy83xqUTgZXhWvIZgRPMtk7cvhAkymUe/Ju3L8uzhRDLS3qshJinbwza6/FVGsnHGM3HF/U5Wmu+M/QAyWKGZDHDkcwAj8Sf53vDD/IXR7/Nicwwh4cPUijlNxVcBq/Z9qoZg6SOTTvIeO3/typGxigOLCwoLPR2k7MKDOQifN99jM90/xD1oqvxXnSZ/QxdpOux8tqEobN3zKmyuHvrdnylKubrT4xNW8/qf4cfJGXZJRXaPPXsDG1wjoVjE4GVG6NheQIrZRiENpYnEgRMjxQGFWKVksBKiHnYnTjKI/Hnnc91rqCzfTDdP9kl8xYrpogVU5MeG85H+evj3+X2PT9y9umOTraG1sx43/Nqujixzs7Bylh5EnufmncbdbFAcaCPdCnQHG4KsT/Vy+d6f4z3Le+isHYtfdlx53yP4Sa468o5PcO97Rx7QWZl14MaSA0TLSRPOe9oZpB7IuXaXO9ufTEf63w167zNoDW1pcDKo9wYy9RjBRDafDbtnnqaPGEavHW41m+Y+SIhxBlHAish5ihr5fnawN3O56tqz+aa2nOdz4s9HHgiO+Jsr/c28zfr38Z7W691ZsllrTyqp5zb1bXpwlndt9YVJL25PFw4/Oyj825jcWgQXSyQ1wViNV6yPrtu0zPJ43xu8Od89toGxkPlzIP6YAOecy+Y6naTMuvqcbW241VuXAWLzr4I+1PV71przdcH7kFj56NdEOziwtBG/IaHj699PW15+1q/6cX0+VH+wLy/81y5N2/Da7ipMf14Nmx28s+EEKuLBFZCzNEPRh7Gd+QYVz50hIufG+adqTVsNcs9H8+nFjew6smWSxh0+Vo4K9DJKxp28Ldd76DVXQdAy5A9/Fjj8tPQNXmJhck0nL3L2c4fOYjOZefVxmLvCfseushwc/Uixk8nj9HrzXPra88j53XT6qmj8ZpXoTxzL8zp3rrdWbR5fff4KesG7k318HwpsDUweE/rNc6xJneY/1v7Slo9dbS4azEbGpe1OKdrw2b8L3kl7g2bCb7uLcv2XCHE8pLkdSHmoDs7wv1HHuA9t+/BVbBo8oQpPPivdGqLtzXkuPW153GUQTJWzulRWqie7Ahbnx/iyoePUL/DQL/15SilWONt5O82vJN/6/0JrUMPYSiDelcI19r1s773OZ3ncbQxSONokkwuRe7QAbxnnz/nNk5UXM9bRYab7LypS2q28Gj8oHNOtKWB2k/+Le1Jz7SV1qfj2XYOvvt+AYUk606Mc2fiaFXS/VOJI865L6k7lw5vQ/X10TgB0w7olnMYEEApRfB1b17WZwohlp/0WAkxS5a2+Er/r9h4eAhXwXKGdQAMZdA1kOTyR46h0RxJDy7ac3tSw7zs7gPUj6dpe/BJ8vsqZv+ZPv6s/jrOygVZ423E5fZits5+UeHN/nb61tu1nIraYmTv4/NqY7G3G601RV1kqDmEQvF7Hdfz8vodpXb6+eS6Gzi39RzcG7dMueDyTFybtuIzvSilaBmOE4sN05cr5249nTzmbF9Uswmdy5J9/DdOgVJrrDysulyJ60KIFxYJrISYpXsiz3Iw3WdXDVfQ7A7jXr/RCWR8hpsLnumlJp5ZtDwrrTXWkYP4sgXAXgYl9dMfVS1BY/X22IsJKwOzYw3KnH1HtKkMXGeVl7eJPvfEvNpY6OsmX6o6P9IUtN+N4eJ9bdfyr5vez39s/hDbAp0z3Glmhj+AZ72dM6U0rOuOOL1Uo/k4PVm7bpVbudiW8RH9t88Q/9ZXiX7+M6TvvRNrvFzXarlKLQghXlgksBJiFqKFJN8ZfgB3rsCa3gh1ZhC34SL03t+l7s/+L651G/AZbsyi5rJHj3FgmlIAczFaiLPmsF1Q01AGpjIo9HWT2/2Yc06hp7z2nWvN3Ct5r9t+KQWX/U9BcWiAYkXwMRs6FsVKxMnrAjmPSTTsp62i4nurpw6PsXhZB+6tZzvDeet6xtmdOAZU91ZdMeom82//TKGvnIOVvO1/yT5ZTtBfruKgQogXFgmshJiFH408QrKYYV33OF7LoM4VxNWxFrOu3s6defUNTk7VOXsHGOo7hKUXvrBxd2aETUfs4SuPKlfpTv3sVnSxgM7nyD/3tLPftWb2+VUTzqvbTE9nHWCXXUjufXr6C04yEbwUdJGRxiDaULR76ubcjtlybzmLgGEHVp19UfalekgVszxdCrDO2dvPy773IFbi1HpiVrK8DM5y51gJIV4YJLASYhb2JO1eoQ3Hx2h016CUwn32ec5x99bt+Lecg6EMDEuz8zcH6M2duiDxXA2f2O/UXTJ8foyAXS+rODpM+p5fEvvS58gfO+yc79ow90V9G901xDeVAjKtGXr2kUnPs6LjWPFYeYfW5I8eIn3PL4DqGYFtU6xRuBhc67pwmS48hovG0STuTJbdyWM8kzxO42iS6+46QLA0L8cI1RD+8B/gniRZ3pQcKyHEEpBZgULMIFHM0J8bB63ZeGwUv1ELgOesc6vOC7z6jfj2PkyqmGXb80McPbqbtWe9bEHPzj9XXsOveNY2/JsuJvmTHwCQ+ukPq5//slfjauuY13Nqz7kQ7rYLhGaffw5dLFatY5f65U9I/fxWAIxgCLOtg9q+XqLpcoHOvFVksMWeEdi2hD1WyuPFXLOewOEYOatAZ3+UH4YfJm3lOO/IMG5t4DZcuFo7qPnw72M2NOHasJn4l/+F/HE7H0u53ag5VH0XQojZkh4rIWZwOG3nODWNJmlIWiilUD7/KSUD3F2byG+3a0gpDeoXdyz42YH95eru/nMvwnfVtRjh2lPOC77+bQRe/cZ5P2fb+p3EQ/bwWi6VIH/8qHNMF4tk7v2l89lKJsgffh7X6HDVPY6trePAlhYA2pewxwrAvWGzk2fV0Rd1Fltef2KcQGnZG//LXoVZyqMyfH5qfvsPcW+x1+fzXfXSZa1hJYR44ZDASogZTCxRs+HYKD7DrijuOeucqh6dCaFXvqG8feAwVmrypWhmozA+Sk2/nV9lGYrW8y9DebwEXv4a5xxlmtS8+0P4r7lu3s8B2BZcQ0+XHYQUdJHx5yqS408cxUpP/j2U243vsqvw/dEn+PYbziHvcWEqgyZ3eEHtmYlrw2Z7rT9l0NkXBcCdL9LRH3UKiLq3VBdKNfwBaj/yf2j4+38j+FqpJyWEWBoyFChe0HQuC5ZG+XxTnnPICazG8JZmt7m3nzfpues37uBAay0tg1EKVoHug4+x/oIXz6ttw3seRmt7aZahtc1cGrJzgryXXU2hv49iXzeB699wSgAxH25lYm3dBs/asxkje5+k9bXvACB/YK9znvfiKwi84nUUB3oZ2r+PzutfixEIciwzBKVOrhZ3LaZa2v9nm1jA2G94aB2KYxYsOvoimEWN3+3F1dqBUVs36bUTeWpCCLEUZvzXTym1Vil1j1Jqr1LqOaXUH5T2Nyil7lRKHSz9t760XymlPq+UOqSU2qOUmt3CZUIss+LoMOOf/lPG/vIPyR86MOk5WmsOZQbwZAt09EfxlnpDPFMEVm7DhWtjOYH8+b0Pzbt9iWfKxToT28pr+inTJPTmd1H7+59YlKBqQsP2C7EMe3jM6j7uzKDLH3jOOcdz1rl0By2+0zjGtzakGHLZiy73VxTpbPdUVztfCkZNGLOphYDpxVWwaBmOs647gs/wYCiFe9vZS94GIYSYzGz+t7IA/B+t9dnAZcBHlVJnA58A7tJabwHuKn0GuB7YUvr1YeBLi95qIRZB9uEHsFJJdLFwSiL4hIF8hGQxw/oTY7i0wq1MXGvWY9RMPdS1cftlznb68H7SVm7ObbMScThUzq9S58x9mZm52ta4mYFWO6E7U8yRP7AXK5WicPwoGk28mOYz3uf486P/wx3jT/Gs7uf/9fwYS1sM5CLOfZYycb2Se+MWAqVAt7MvyvoTY/jNyYcBhRBiucwYWGmt+7XWT5a248A+oBN4PXBz6bSbgTeUtl8PfEPbHgbqlFKzX2NDvGBlrBwPx57n7sgzzq/H4ocolCp6L7b80fI6dvljhymcOHrKORPDgFsODzvDgJ6zJ++tmrBx22W4S+c2D0R4cPS5ac+fTOrHt5DP2wHZUHOI1tYNc77HXG30tdJTWt6moItE9z1F/tB+tLYYycV4rl6z3xivuqYnO8JTiaMn9VjVLXlbwc6zMpSBz/Cw+fAwLcMJgoYXpQxcm7ctSxuEEOJkc8qxUkp1ATuBR4BWrXV/6dAA0Fra7gQql5zvKe3rR4hpfKn3Dvb2P0vBZZLxu539L6/fwfvarl3UZ+l8nsLx6kAqfd9d1PzWB6v2HUoP0DiaZOvBYbxGAADPORdMe2+ztg5fczv5wW5cBYunDtzHS5t2zHoWWv7IQTKPPkhO28vYPHjFRt7nXfqaS27Dhd66DR6262Il9u4m4PZjaYuEleHYOvuvuEuZtLrrOJiyF16+dfRRFOXvtpQ1rCpN1Oxq9oRxDyfxeexldFzrN2D4/MvSBiGEONmsAyulVAj4AfCHWutY5Q8JrbVWSum5PFgp9WHsoULa29vZvXv3XC5f1UZHR19w7yOm05gP/ZgPPm2vsZf0uxmuDzDQHOTOC2Ks7/fSoOafdHzyO3X191Abi1adk3rw1xzZuB1dkdz8qLWXy+4/CIUiKItoWws9Y1EY2810vOF2rH67qGj++QP8NPhr1qi6U87TWjNCgiN6hCOM0lMY4Z0/fJKmpF0fav+GRp5rCTC2v5fdavEWdp5K3tNA0m3gzxZIjgwwdt/dpPIJLG1xoCVAOO3iPeoyimmLzxaOk0ql2ZM6ggIm/gEYfb6X3WrhxVFnpDX1lsbIZEsFQTVpUoz6azh6hv79eSH+3V8O8l4Xn7zTqc0qsFJKubGDqm9prSeSUQaVUu1a6/7SUN9QaX8vsLbi8jWlfVW01jcBNwHs2rVL79ixY37fYBXavXs3L7T3cceRe7j0uUEMw8BlmNQWPTQMpdk4EKcjluP5GxP8TseV877/ye80NdJLKhAgVcxiYREy7R6OptgogSvs5+SsAv77bufs4+NgGNT6QjTc+GFca7tmfF4mHePokT0kihk2jKTpac3ymo4dVeckihn+7vj3OZ4t14Pa9cQALZE0GAZ5t8kDLz2L9bWtXLp517y/+1y4k43s7voFWw8OUzQg4HYRtTRF083Yhhbe1XElVzZcBMCvnzzIXn91LSu3cnHVtksxlnhW4ITYkzvJPbu7al/btdfhPkOHAl+If/eXg7zXxSfvdGqzmRWogK8C+7TWn6s4dDtwY2n7RuC2iv3vKc0OvAyIVgwZCjGpyH2/wLDsPo86V5Amd5gmt51I3XV8jON7HqjK41mowuGDJIppBnMRHu1wM5a315XLPHgvOp8H4FhmiCseOgSA2zDx77h4VkEV2MNUYZc9dNjZH+U30QOkitmqc+6OPFMVVIWjaS5/pDw8+dBlXRRqw7y5+fJ5f8+52uJv58R6u55V3iqQswpkrBzda+rQpsnl4XLAcqXaWDUECHbi+nIFVWAXCq2k3J5TCrcKIcRyms2/gFcC7wauVUrtLv16FfAZ4Dql1EHgZaXPAD8DjgCHgK8AH1n8ZovVpC8+QOfuUrkDpWh4/8eo/4t/oPaiK/GVZnm96MFD/HDoN4vyPG1Z5I4eZCxvlxO45+rN9PqK5KwCViJGdrddHLP3uUdYf8IO5jymB//1b5j1M8zWdvyhOtyGC386T3A8xv3RfVXnPByzZ/0FUjne+ugYH//+QTYY9XT5Wti4YSe/99bP8JWtv8vVtctXOsBjuFDbyjPqRvL22oDH1jVwdmAt9a6Qc6xBBbksvLXq+qWuuH6yk9dGdG/ainJJeT4hxMqZ8V8grfUDwFRZty+d5HwNfHSB7RIvIAcevJ1Qxk7UVvUNhM+/BGUYBF//VuqffpT+5BAtwwmefPTX9DVfRod3YXWSin09RJJjFLVFIuQlUudn9/mdNDzcTae3gdTtt5Db/TjhY09hla7JXbgTV+vsJ7cqpexeq9gwo1aczr4Iv2rbw8vrL0ApxWAuwrHUAFc/dJidT/ey0dWIoVyl/9VRhN/6HtzuqYuWLqUNrdsYbQzSOJoka9m9d8fXN/CW2lNLGLy+8RJ+EyvXAGtdphmBE1xr1qNcbnTBbqd76/Zlfb4QQpxMlrQRK8qyLNSD9zufvVddizLsP5ZGbT0N177GqU10xcNH+NHA/AtuTogdfJZIwU4O7+moBaXYc24HKaNItJDCSsTI7d2DGrN7q4qmovaVc1+Hz71xCyHTj1KKzr4oPdkRZ3mcR+IH2Xx4mF1PdFOj3c7wmau1g/CHPnbKENdyOivQybF15eA1VuMlVh/k4ppT27Te18zOULkUxDpv07K0cYJyuyvyqdSUFfGFEGK5SGAlVtSJZx8kOBwBoOBxs/Xq6gDGd+0rqAvbC/uGYxnSD9xFX3ZhM872P3efs1RMZt0a3tR0ORm/m8cuWsd4IUHWyhMvpimW6mc9dWEXa9u2zPk5dp0lRcj00dFvz0D8VWQPYA8Dru+2A7eg6cXVsYaa93+U2j/9FJ6zl74Y6HS2Bjo4WFpMGeDg5mYuCG0kZE7eg/aBtpdxfrCLF9Vu59Kaub+nhQq+6Z34Lr+amne9H1dbx7I/XwghKkkyglhRQ/f82BlnTuw8D2+wpuq44Q/Q+Mo3Efnel0gXc1z62DF+c9Vu3rRufnWtBrJj5I8cZKJK1sUXvIJzmi7hkfjz/OYy2HtWGzWJLJ5cAW+2QNbrwrX9PFzq1AWXZzIxTFVj+akfHyOQyvGwep5X1u/kaGaQq3sjoCBgeAm+8R2nzUw2v+HBv2Ert786S100zdPndfA7kwwDTmh01/Dn625YxhZWM5taCL31PSv2fCGEqCQ9VmLRxQopnogfnnEpl/zQAK79dn6OVtD6ktdMep7vihcTaLJ7InyZAoNP3e/0OM2FpS2+t+92Aim7XUYwyPkbL8WtTD7Udh0A0To/PWvqOLKxiX3b2ziysYmXNMxveEm53bjWrsdruPEYLjr6ouR1gS/0/YxAKkfjWIqA4cV0uXGtX/rK6nOxPbCGQ5ubefyidRg+PxeFNs58kRBCCAmsxOLK6yJ/dew7fLbnNv6l58dTBkCWtnjgoe9T1HZ6eO+GFs5eP/l63crtpvlFr3Aql/uP93IiOzLntv3P0H3EDz3rfG7efAGGafdEbQ108MamSwEwlcH2wBre1vwiPrPh3VxTd+6cnzXBtdEeGgubAbpO2EOYA7lxOvrsocGg6cW1bgPK7Zn3M5bCjoq8qctqtuI13NOcLYQQYoIMBYpFdTg9wFDeDhqeSR7nmeRxzg91VZ2TKGb4j76fs/75J5iYvO8/98Jph9t8m88iYHhJFjN09kV4JP48633Ns27X4/o4d40d5pU9EcCuldW8bWfVOW9tvpKX1V2A3/TgNxYn0PGcfT7pu35OyPSx7fAod12j0YZiTW8ElCJgeHFt2jrjfZbbOcG1vL/tpQzkIk7AKYQQYmbSYyUW1b7S+nETvj/ym6peq+7sCH959Ns8HTtCZ6nXxm96uGrn5MOAE1xr1hP02kvN1EfS7O7fM+vhwGeSx/mJ9SzNQ3G2HRwiYHqpd4ec3qRKDe7QogVVAK6uTRjhOpRSNOUM1vbYCetreiMEDA+GMnBP0o7TwXX1F/Du1hdPmbQuhBDiVNJjtcpprXkgto8j6fI6c0opLgxt5NzgukV/3smB1aF0P08nj7EjtIGRfIy/O34LsWKKxvEUvkyBWleQxro2Am3Tt0W53YS7zmJ430NorXEfO86JrSMz9lo9ET/MF/vuwChYvOqX+/BrkxZPLa51G3CtW/q8JmUYeHfsIn3frwibAbYeHGagNUzTaJKgqwaljFOKXAohhDhzSWC1yj0aP8QX++44Zf8dY0/xt13vYJO/bdGeVdBFnk/3nbL/+8O/4axAJ5/tvo1YMQVAV3+CFk8tQdOHe8MWKhf1nop30zYCB54gWczQ0ReddjgwVkhz8+A9PBTbD8BLHj1Oy1iaNm8DhsdLzbs+6NTLWmqeUmDlMVzsOBrjyIYILq0IGD7MzjUYPv+ytEMIIcTSk6HAVe7e6LOT7tdovtJ/p5M8vhiOZYadSt1hM4Bb2XH7kcwAnzr2v866eKYyeHO8lWBpiMk9yxwj18bNBE0vYA+lPRx7ftLhwGeSx/n4kZudoGrdiTEue2aANk89pjIJvv6tmC2tC/uyc+BavxGj1l7qZW3Rz7v3ZOjw1GMoNevvLoQQ4swgPVarWKyQZk/iuPP5HS1XYaD4/vBD5HSB49lhfjb2JK9t3LUoz9uX6na2zw+tp8b08/OxJwGqFht+X+u11HZ/k2Lps3vj7IbCXBs2E3D5UfkYTaNJRhPDnMhWDwemill+eud/8tqnjuHK20/oTJuEVQ0ew4Vn+3l4r3jxAr/p3NjDgReR/vWvMJRB01AMDPuvnmujBFZCCLGaSI/VKvZo/Hms0mp3W/wdvK7xYl7TuIs3N1/unHPL8EMM5aKL8rz9qV5ne3tgDa9rvBiPqo7dr6u/gGt0B8WIncStvD7Mztnlehk+P+6OtQQML4alae+3hwMrPTbyHC/+1XO0DsZpHs9wdsJDOwEMFEYgSOjt753VsONi81wwefB6uiauCyGEmB8JrFaxB0tDYQBXhsuVs69vuJB1XruXJ6cLfHXgrnkV3KxkacsJrMyCxfaIIjQS5XrXZsxCEbRme2AN72m9hsKRg8517vUbUebsq5q7q4YDo9wf3UdBF53jzx58CFfBDibrXAECpXO1YRJ65wcwwrUL+p7z5Vq/EbOuvnpfawdGqGaKK4QQQpyJZChwlRrNx51AR6G4LFzuGXEpkw+1X8dfH/sOGs2e5DEeih3gymmWLZnJiewIKSuLUbR49w/34I7sJwK8VGt2FuKk68Js/N0bcCmTTEVgNVnJg+m4Nm4lcN9dGMqgsy/Kg/kYv4kd4KrasxnKRckcO+ScG955OXWvejMAvceOs+6clVuDTxkGngt2kf71nc4+1ybprRJCiNVGeqxWqYcqeqvODa6j1hWsOr7Z38Yr6nc4n28bfXRBz5sos3D2vgHWDqWd/UopGt1h1iTB+tbX0fk8+cPl4bu5Jm+7N9ozCGtdAdoGY5gFi9tHH7Mrucf20TIUB+zaWDXbzsfV1oGrrQN9Gsy88+y8uOqzW/KrhBBi1ZHAapV6KHbA2b4iPHlP1Fuar3Bm7nVnRxjJx+b9vH2pHoyixWWPHsNXWv7EqK3HCIVRyv5jVujvJfG9b1AcGgBAmeac18gzwrWYTS2ETT/uoqZlOE5PdpQnEke4P7qPtkH7O4RMP6616+f9fZaCa90GzEZ7CFYZxmlZcV0IIcTCSGC1CvVmxziWGQLArVxcUjP5rLuA6WV7YI3z+anE0Xk9z9IW+1K9nLO3n3A8i9/wYARD1H/ib2n4288RvOEdzrnZx3/jbLvWds1rjTz3xi0YyiBs+u2lYYCvDdxFJDpEXTSDUoqgJ4jZsXZe32epKKUI/dYH8Zy3k+Db33tKzpUQQogznwRWC5C2csQKaedXviKJeiVVDgPuDG1wErgns7Nisd2nEkfm9bynEkdJZ5Nc9thxe4kWw4X/2leifHadKu+V1+A569SFjOeaX3XydbWuIGv77KG/SCFJ65DdWxU0fLg71qJcp18KobtrE+H3fxTfxVesdFOEEEIsgdPvJ88Z4huD93LH2FNoyrPpPMrNH655TVWwsty01icNA26rPm5ZFHuOYzS1YASC7Axt4ObBewB4LtlNzirgMWb3xyJt5fj24H38KrKHC/b2UxPP4jO9GKEwvitf4pynlCL0jvcR+ee/wUomnP3zLY45cZ2pDM7tS/LjXIG8x0XboB1k1bh8y7JcjRBCCHEy6bGah32pHn4+9mRVUAWQ03m+3PcLEsXMCrUMenNjDOTsGlFew83O0EbnWGGgj+i//SORf/l7xj/1cVJ33E6L5aPD0wDYpReeqyjyOZ09iWN8/Mg3+FVkD2bB4pLHjmMoRYMrhP/aV6C81b1kRriW4NtudD4rZeDqmt8aeWZTC64OewizXvnYcngUgLbBGC5l4jM8uNZ1zeveQgghxEJIYDVHlrb4n8H7nM9ew03I9GOWErRjxRTfGbp/pZrHo/FyKYMdwQ14DBe6WCR918+J/r+/pXDCzqPS+RypX9zO+D98kpc/n0ZZdpD45AzDgalilv/s/yX/2P1DRkvJ7rueOEFrGtZ4m/CGG/Bdec2k13rP20nwtW/GrKsn8JobMAKBeX9Pz85LALt0xDXHsgC0DsYJlZbJkR4rIYQQK0GGAufowdh+jmTsWW1u5eKzG2+kyR3msfghPtdzOwB3R57hRbXbqxLDFypaSPLtofupd4V4Q9Ml+IzJk74fi5frOF1cswkrFiX21X93AqqTWfEY59zxG15yVoC7r9nKU4mjaK0nrU7+VOIo/9V/J2OF8nDe2kiRN+yOEPLUAeB/+WtQnqlzuvzXvhL/ta+czVeelnfnJaR++kMAtnUneHGyntaMQZ07iPJ4MVsWb3FpIYQQYrYksJqDrJXnu0MPOJ9f3XARTe4wABfXbObims08Fj9E20CMfb/6J9q9mzHdbnB7MEIhvJdehau9c17P/trA3U5v1JOJI/yfNa+jtRTMTBjOx5zZgKYyuMBqJPrl/88pbwDgWrOe0NtvpNBzgtTPbsWKRfAZbnbu6WPvWW0MtEFPbpS13qaqez+VOMo/d/+oat8lwc381s+fQik7yHOv3zhlb9ViMxubcG/YTP7oIQzgnU9EyHnsququtetRhnTGCiGEWH4SWM3BT8eecHprwmaA1zVVF3x8T93l1P30l5y7+zhKw7BrmHp3yDme/vVdeC+8hMArX4fZ3Drr5w7kxqt6orqzI3zy6Lf4WOer2FGRKP94xTkXWs3kv/R5isOlmlHKwH/96+3ZeqaJq3Md3p0XE//6l8nte4aA4eXae5/nO2+9iKcSR08JrO4Ye8rZDpsB3t92Lec/eZxkt52TpUwXwbe/d1kDGs/OS8gftb9zbv9zzn7X2q5la4MQQghRSf63fpbG8gluG3nM+fy2livxVwzH5Z57GuOz/8w1z46hSjntkWKqah070GSffITIP/4Vie//DzqXndWzfzpJonzKyvLP3bfy87EnnX0TwVcwmeXV33+4KqgKvefDBK57ddW6fMrjJfimd6FcbgKmh7bBOGfvGzil7ELOKrAv1UNdJMWannE+zaXs7M+T+lm5B8t/3atxtXXM6vssFu+OXU7x0UoSWAkhhFgpL/geq/7cOEczQ2zzd9DonnpB3FtGfkNO5wFY523mmtpzALu8QfpXP3OCjLArQKKY4cDaGp4+7/9v786DpKzvPI6/v909V8/BDAzHMNwICuEGBeOFEg1i4pEENsYNRt0Yo3Fz1CYxlVRls5pNaiubGCupJGw0anbN4S6JWuIdAS01RnBQIKiA3KdzMMxMz0X/9o9+6OlBEGZ4+ph5Pq+qqXn6eZ7u59ffaujP/J7f83uGc27xGSwoPov2dWto3/iG95w4rS+tpHPHVkpvuv0DJ4ps7GxhVUNXb8xnhlzIk3VrqetswuH47f5VjCoYzMiCSja17Ka4qY0ly2sojxWDhRKh6vqbKZg+57ivHx5USdHFl9H59GMAXPDSVn5zxhCaRrQmB4JvbNnJuLd2c8UTG8kLRYgU7CV1jvZIVTVFCy4/SaX9FyotI+/MSd16qwBdESgiIlkT6GBV23GY77z7EC3xNgxjZslYLimfyoySscmr/AB2tdWysmF98vF1Qy8kZCHckSM0/9//0Ppy11WCoZJSIp/6OMsrNoMZe0OtXDLhbMrOOY+OdzfT8vif6NiSmGeqc9cODv34TkpvvI28MeOP28an69fR4ToBGFM4hI8NnM0FeaP47dqHqKvfw57h5fxszwoWDZxFcVMri5e/zrBDnYQLQlgoRMnSL1AwffYH1qFowSJaX32JggMN0NLO3Fff5dUx73BJ+VQA3qx7h4tWJ3rDoscMmjcLUfLpz2VtMs78WXO7BatQtJiQd9sYERGRTAt0sHq09m+0xBOn4xyOtU1bWdu0laH55XxjxNUML0jM7/T7Ay8mT8VNLR7NtOLRuLY2Dj/4q2QvFEDehEmUXv8FyqNRhm19gH3t9bTE23jh0EYuq5hB3tgzKLvtX2h7aRXNyx/CxePEDzfS+PMfUfyJaymYd0G3q/Ha4h08VV8DwJD9jSzd2kHD7m9xpO49lrg4u9pq6TTHWxOH8OKknSxe+TYV9TGK80oSoer6WyiYNuukdbCCAoqvXEzxb+6mLd7BrJpdvDBlFZd8OBGsOl54npLmdgAKo2XkVY/DHTkCZhSeNz+rUxvkT52JRfJwnYnexMjIMce9olFERCQTAhus6jubeD6lFyrV/vYG/n3ncr43+h94r62BNU1bkts+M+AcYiufJrbyGeKH6pPrC2bP69Zzs7BiJvfv/wsAT9XV8JHyaYQshHlhJDxkGIfv/wXxlmZcZwdNf3yQjk3rKV6yNPmaqw5toHD/QS5+5V0mba1ncGElR0dshS3EkLwy9rU3MGnTfiZt2p98XnFelJLPfZGCqTNPuR75M8+m7IUp1G16hVDcMWv5SrZNuJzCcAFn/vXvQGIG9UFXX0fxh+ef8uumW6iwiPwPTaNt3RpA46tERCS7AhusHqt9LXmKbVzhMG6vvpznG9bzZF0NhQ2NjH97O28++AIV7x3m1nxHY2khpZXDKTvwI5pbmru9VtFHFhFddE23npILyyfzh4MvEou3s6e9jvXNO5hWMia5PW/CWQz46rc5/Ouf0bl/DwBtb6ylY9tWikafQd36vxLZtJql7yVGMw1IGf9l4TDhqmrKInnE3qnhUGdLcls4ks/AG75Efg9CFSRC08DP3MTeH26grbmR0qY2Dt77U/KqRpDfnohznYMric69oEevmwlFl15B+1sbsUgeBfNyr30iIhIcgQxWhzqbea6+6xTeJyvnMSy/giVMZO4TT1P7Vk1yWztQ2AqFbU2MPFxH3LquqguVlBH92CconHv++45RFMpnfvmU5FV7T9S/3i1YQeLWLAO+9m2aH3mY1pdWAhBvbCD619Xsj3RQ6t0aJ2QhSsNFFEyfTeH8y4hUj8Ly8gDI376Ft//8Uwa/tY3OSIimJdf0OFQl2zN4KIWfvYnYsrsJxR22fRvhHbvp8LZ3LlzU7arCXBGpHsXAu34Cjpy88bKIiARHIL+FHq9bS3vKgPCZJWPp3L2Dxl/eTVlTI6H8ARxsP9TtOWXhKBEvVIUHDabokoUUnP3hZMA5no9WzEjeqLmm6V32ttdTld/9CkDLL6Bk8T+SP2kKTX94gHjTYWJ0JO83GA8ZA6bMoeKq64lUj3rfMYpGj+fcW7/Pg+8+TjgU4fPjrjyt2kyYfjH3XvAs01e9iXOOVpcYW7WregDnzr7ktF47nSwcyI+yiIjkmMB9G9V3NvFM/brk46sHzaVz2xYO/9c9xGOJU2qlkSiHzxjDn0a0s2V8JSVHwny/bCFFjU1YtIS8CWedUs/N0PxyZpaMY603RuvJute5YVj3cLKqYQNrmrZwZlU153/tDuLPrODlHS+yv3ok+4aWMmHcbL445oPD0qC8Ur468dM9LcVxmRnDLr2GTfv2c9ZbB5LrN140g2u8wfwiIiJyfIEKVlti+/jJrsdojSd6YUYUVDJ9ZzONDyzDdSTWWWERZTd/mUFjz6C2YT35jW+zaNBsyotH9+qYCwfOSAar5xvWc9Wgcxjozca+ObaPX+59CkhM7vl7C1Mxq4Tt48cRjRYxMFLC0pGXne7b7rELy6fw5Y98iOLmdkbuauD16dUMn3jyqwtFRESCLjDBamXDeu7b95fEgHXnGLu9nn/6ex1NO1PnoCqj7JavJE+5zS+fwvzyKad13CnRUYwvHMaW1n10uE4eqX012Wv1h4Mvdtu30x3hYEfXKchbhn+UYm+SzkwqixQxc+CZ/O81jsLWDmJFeXy9eEzG2yEiItLX9Ptb2nS4I9y791l+tfdpOlwnhbF2PvtwDbc8sZ2ynV03Jw6XVzDg9m8edxzT6TAzPjX43OTjvzS8SW3HYdY372B9847EPhjjCod1e97CiplM7WUvmR8WlE/DhYxYNJ9IKMLk4hFZa4uIiEhf0e97rJ6rf4NnG7quADzv3Riz6iNEvDFSFgpRMOdcoouuJjTgxLeWOR3Ti8dwRlEVm2N76XRH+HPtq2xr7Rq/dFH5h/hC1WVsbz3IK41vczC2j+uGXpiWtpyqydERzCoZz9qmLVwxcDaFx8y4LiIiIu/X74PVpRXTee3wFja07ODcsjNZXNBCh+0GIP+sKRQvWUq4Ir2Dss2MxZXn8oOdywF4NmXwfMTCfLJyHgCjCwczunAwNXtqklcgZouZ8fWRV9FypI1ouCCrbREREekr+v2pwLCF+OfqRdw4bAG3D19EONaW3JY3eWraQ9VRU4tHM6Fo+PvWX1oxncq8soy0oTcUqkRERE7dSYOVmd1nZgfMbH3KuoFm9oyZveP9rvDWm5ndY2abzewNM8uJS8nKIlEurZiOmeFiXbOmh4qKM9YGM2NxylgrgIJQHlcNOjtjbRAREZH0OpUeq/uBhcesuwN4zjk3AXjOewxwOTDB+7kZ+IU/zfSPi3Xd/sWi0Ywee0p0FGdFq5OPFw2cxYBI5sKdiIiIpNdJg5VzbjVQd8zqq4AHvOUHgKtT1j/oEl4Bys2syqe2+iLe3NVjZUWZDVZmxi1VH2VSdATnlU3iSvVWiYiI9Cu9Hbw+1Dm311veBwz1lquBnSn77fLW7eUYZnYziV4tqqqqqKmp6WVTeqZ8317CLYleqz3bdxA/1JSR46a6kokAbDq48bjba2trM1aPoFBN/aea+k81TQ/V1X+q6Ymd9lWBzjlnZq4Xz1sGLAOYM2eOmzFjxuk25ZTUPRwh7p0CrJ49h1Bp7g0cr6mpIVP1CArV1H+qqf9U0/RQXf2nmp5Yb68K3H/0FJ/3++ikTLuBkSn7jfDW5QQXj+NiseTjTI+xEhERkf6tt8HqUeB6b/l64JGU9Uu9qwPnAYdSThlmnWtrxbk4AFZQiIX7/TReIiIikkEnTRZm9jtgPlBpZruA7wI/BP5oZjcB24El3u4rgEXAZqAFuCENbe4119J1RWCoqCiLLREREZH+6KTByjl37Qk2LTjOvg647XQblS6uJeWKwKimORARERF/9fuZ11PFY6lTLShYiYiIiL8CFayyOTmoiIiI9H/BClbNqbezUbASERERfwUrWKX2WBWXZLElIiIi0h8FKljFW7J3OxsRERHp/wIVrLpNt6AxViIiIuKzYAUrXRUoIiIiaRSoYBVvSb0qUMFKRERE/BWoYJU6QahOBYqIiIjfghWsYuqxEhERkfQJVLCK65Y2IiIikkaBCVYuHse1xpKPrVA3YRYRERF/BSdYpZwGDBVFsVBg3rqIiIhkSGDShdPkoCIiIpJmgQlW3adaULASERER/wUmWGlyUBEREUm34ASrbrezUbASERER/wUoWKVOtaBTgSIiIuK/wASruCYHFRERkTQLTLDqfjsbBSsRERHxXyCDlaZbEBERkXQITLDqPt2CeqxERETEf4EJVqnTLYTUYyUiIiJpEJxgpRswi4iISJoFJlhp5nURERFJt8AEK6fpFkRERCTNAhGsXGcnrr0NALMQVlCY5RaJiIhIfxSMYBXrfhrQzLLYGhEREemvAhGs4hq4LiIiIhkQiGClyUFFREQkEwISrLpOBep2NiIiIpIuwQhWMfVYiYiISPoFIljFNdWCiIiIZEAggpVrTrmdjSYHFRERkTQJRrBSj5WIiIhkQCCCVVxXBYqIiEgGBCJYpU63oKsCRUREJF2CEaxSTwWqx0pERETSJBjBqkVjrERERCT90hKszGyhmb1lZpvN7I50HKMn4i1NyWUFKxEREUkX34OVmYWBnwOXA5OBa81sst/H6QkXiyWXNd2CiIiIpEs6eqzOATY757Y659qB3wNXpeE4p8R1tOM6OwCwcATy8rPVFBEREennIml4zWpgZ8rjXcDcY3cys5uBmwGqqqqoqalJQ1Mg1HSYCm+MVTxazM5169JyHD/V1tamrR5BpZr6TzX1n2qaHqqr/1TTE0tHsDolzrllwDKAOXPmuBkzZqTlOPFYC+18nnhLMxYOMzpNx/FTTU0N6apHUKmm/lNN/aeapofq6j/V9MTSEax2AyNTHo/w1mVFqChK4fkXZ+vwIiIiEiDpGGP1N2CCmY01s3zg08CjaTiOiIiISE7xvcfKOddpZl8CngLCwH3OuQ1+H0dEREQk16RljJVzbgWwIh2vLSIiIpKrAjHzuoiIiEgmKFiJiIiI+ETBSkRERMQnClYiIiIiPlGwEhEREfGJgpWIiIiITxSsRERERHyiYCUiIiLiEwUrEREREZ+Ycy7bbcDMDgLbs92OHFIJvJftRvQzqqn/VFP/qabpobr6L+g1He2cG3y8DTkRrKQ7M3vNOTcn2+3oT1RT/6mm/lNN00N19Z9qemI6FSgiIiLiEwUrEREREZ8oWOWmZdluQD+kmvpPNfWfapoeqqv/VNMT0BgrEREREZ+ox0pERETEJwpWGWBm95nZATNbn7Juupm9bGZvmtljZlbmrR9jZjEzq/F+fpnynNne/pvN7B4zs2y8n1zgR03NLGpmj5vZJjPbYGY/zNb7yRV+fVZTnvto6msFkY///vPNbJmZve19Zj+ZjfeTC3ys6bXe/m+Y2ZNmVpmN95MLelJTb9s0b9sGb3uht17fU845/aT5B7gQmAWsT1n3N+Aib/lG4E5veUzqfse8zqvAPMCAJ4DLs/3e+nJNgShwsbecD7wQ5Jr6VdeU530CeOiD9gnCj4///r8H3OUth4DKbL+3vlxTIAIcOFpH4D+Af832e+sjNY0AbwDTvceDgLC3HPjvKfVYZYBzbjVQd8zqicBqb/kZ4AP/+jSzKqDMOfeKS3x6HwSu9rmpfYYfNXXOtTjnnveW24G1wAifm9qn+FFXADMrAb4G3OVrA/sgv2pK4ovtB95rxp1zgZ2c0aeamvdT7PWqlAF7/GxnX9LDml4GvOGcW+c9t9Y5d0TfUwkKVtmzAbjKW14MjEzZNtbMXjezVWZ2gbeuGtiVss8ub5106WlNk8ysHPg48FzaW9n39KaudwL/CbRkqI19TY9q6n0+Ae40s7Vm9rCZDc1cc/uEHtXUOdcBfBF4k0Sgmgzcm8H29gUnqulEwJnZU97n8Rveen1PoWCVTTcCt5rZGqAUaPfW7wVGOedmkviL/6HU89rygXpVUzOLAL8D7nHObc1wm/uCHtXVzGYA451zf8pKa/uGnn5WIyR6U19yzs0CXgZ+lPlm57Sefk7zSASrmcBwEqe2vpX5Zue0E9U0ApwPXOf9vsbMFmSnibknku0GBJVzbhOJ7lTMbCJwhbe+DWjzlteY2RYSfx3spvtpqhHeOvH0oqaveU9dBrzjnLs7023uC3pR17OBOWa2jcT/MUPMbKVzbn7mW5+belHTNSR6/5Z7L/EwcFOGm53TelFT89Zt8Z7zR+COzLc8d52opiR6olYfPR1tZitIjM/6b/Q9pR6rbDGzId7vEPAd4OiVaoPNLOwtjwMmAFudc3uBRjOb540HWAo8kpXG56ie1tR7fBcwAPhKFprcJ/Tis/oL59xw59wYEn/Nvq1Q1V0vauqAx4D53kssADZmuNk5rRf//ncDk83s6I10LwX+nul257IT1RR4CphqiSurI8BFwEZ9TyWoxyoDzOx3JP5DrDSzXcB3gRIzu83bZTnwG2/5QuDfzKwDiAO3OOeODii8FbgfKCJxtcUTGXkDOciPmprZCODbwCZgrXdV8M+cc7/O3DvJLT5+VsXjY02/CfzWzO4GDgI3ZOYd5B6/ampm3wNWe9u2A5/L2JvIMT2pqXOu3sx+TOKqQQescM497u0X+O8pzbwuIiIi4hOdChQRERHxiYKViIiIiE8UrERERER8omAlIiIi4hMFKxERERGfKFiJiIiI+ETBSkRERMQnClYiIiIiPvl/kwB35GXogcEAAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -373,14 +425,20 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 10,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:37.731524Z",
+ "iopub.status.busy": "2022-05-28T14:07:37.730915Z",
+ "iopub.status.idle": "2022-05-28T14:07:37.891255Z",
+ "shell.execute_reply": "2022-05-28T14:07:37.891853Z"
+ },
"tags": []
},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -429,14 +487,20 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 11,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:37.896431Z",
+ "iopub.status.busy": "2022-05-28T14:07:37.895824Z",
+ "iopub.status.idle": "2022-05-28T14:07:38.110289Z",
+ "shell.execute_reply": "2022-05-28T14:07:38.110685Z"
+ },
"tags": []
},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -487,7 +551,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.5"
+ "version": "3.9.7"
}
},
"nbformat": 4,
diff --git a/docs/examples/concept-drift-detection.ipynb b/docs/examples/concept-drift-detection.ipynb
index fbb205d88b..e79fcb43e8 100644
--- a/docs/examples/concept-drift-detection.ipynb
+++ b/docs/examples/concept-drift-detection.ipynb
@@ -32,6 +32,12 @@
"execution_count": 1,
"metadata": {
"collapsed": false,
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:39.576810Z",
+ "iopub.status.busy": "2022-05-28T14:07:39.576050Z",
+ "iopub.status.idle": "2022-05-28T14:07:40.450245Z",
+ "shell.execute_reply": "2022-05-28T14:07:40.450673Z"
+ },
"jupyter": {
"outputs_hidden": false
},
@@ -43,7 +49,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -105,6 +111,12 @@
"execution_count": 2,
"metadata": {
"collapsed": false,
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:40.455225Z",
+ "iopub.status.busy": "2022-05-28T14:07:40.454597Z",
+ "iopub.status.idle": "2022-05-28T14:07:41.365877Z",
+ "shell.execute_reply": "2022-05-28T14:07:41.366279Z"
+ },
"jupyter": {
"outputs_hidden": false
},
@@ -124,7 +136,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -188,7 +200,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.5"
+ "version": "3.9.7"
}
},
"nbformat": 4,
diff --git a/docs/examples/content-personalization.ipynb b/docs/examples/content-personalization.ipynb
index cbbdecb521..adf82c4470 100644
--- a/docs/examples/content-personalization.ipynb
+++ b/docs/examples/content-personalization.ipynb
@@ -25,8 +25,15 @@
},
{
"cell_type": "code",
- "execution_count": 2,
- "metadata": {},
+ "execution_count": 1,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:44.619807Z",
+ "iopub.status.busy": "2022-05-28T14:07:44.619063Z",
+ "iopub.status.idle": "2022-05-28T14:07:44.623328Z",
+ "shell.execute_reply": "2022-05-28T14:07:44.623942Z"
+ }
+ },
"outputs": [],
"source": [
"users = ['Tom', 'Anna']\n",
@@ -48,8 +55,15 @@
},
{
"cell_type": "code",
- "execution_count": 3,
- "metadata": {},
+ "execution_count": 2,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:44.631779Z",
+ "iopub.status.busy": "2022-05-28T14:07:44.631105Z",
+ "iopub.status.idle": "2022-05-28T14:07:45.252424Z",
+ "shell.execute_reply": "2022-05-28T14:07:45.252933Z"
+ }
+ },
"outputs": [],
"source": [
"import random\n",
@@ -101,12 +115,19 @@
},
{
"cell_type": "code",
- "execution_count": 6,
- "metadata": {},
+ "execution_count": 3,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:45.256873Z",
+ "iopub.status.busy": "2022-05-28T14:07:45.256318Z",
+ "iopub.status.idle": "2022-05-28T14:07:46.140969Z",
+ "shell.execute_reply": "2022-05-28T14:07:46.141360Z"
+ }
+ },
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -145,12 +166,19 @@
},
{
"cell_type": "code",
- "execution_count": 8,
- "metadata": {},
+ "execution_count": 4,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:46.197976Z",
+ "iopub.status.busy": "2022-05-28T14:07:46.186351Z",
+ "iopub.status.idle": "2022-05-28T14:07:46.272952Z",
+ "shell.execute_reply": "2022-05-28T14:07:46.273353Z"
+ }
+ },
"outputs": [
{
"data": {
- "image/png": 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",
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\n",
"text/plain": [
""
]
@@ -175,23 +203,30 @@
},
{
"cell_type": "code",
- "execution_count": 9,
- "metadata": {},
+ "execution_count": 5,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:46.277810Z",
+ "iopub.status.busy": "2022-05-28T14:07:46.277173Z",
+ "iopub.status.idle": "2022-05-28T14:07:46.279472Z",
+ "shell.execute_reply": "2022-05-28T14:07:46.279847Z"
+ }
+ },
"outputs": [
{
"data": {
"text/plain": [
"defaultdict(Zeros (),\n",
- " {'sports': -0.001838245790476189,\n",
- " 'music': -0.004396366054606374,\n",
- " 'food': -0.014798806488674389,\n",
- " 'health': -0.004471153052267044,\n",
- " 'finance': -0.014270542321734815,\n",
- " 'politics': 0.01916333051533779,\n",
- " 'camping': 0.0})"
+ " {'music': -0.013333333333333336,\n",
+ " 'camping': -0.01,\n",
+ " 'food': -0.0078000000000000005,\n",
+ " 'health': -0.0063106666666666675,\n",
+ " 'finance': -0.0052320723809523816,\n",
+ " 'politics': 0.014896375560251602,\n",
+ " 'sports': 0.0})"
]
},
- "execution_count": 9,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -209,12 +244,19 @@
},
{
"cell_type": "code",
- "execution_count": 10,
- "metadata": {},
+ "execution_count": 6,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:46.334803Z",
+ "iopub.status.busy": "2022-05-28T14:07:46.294395Z",
+ "iopub.status.idle": "2022-05-28T14:07:46.411407Z",
+ "shell.execute_reply": "2022-05-28T14:07:46.411907Z"
+ }
+ },
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -246,12 +288,19 @@
},
{
"cell_type": "code",
- "execution_count": 11,
- "metadata": {},
+ "execution_count": 7,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:46.416810Z",
+ "iopub.status.busy": "2022-05-28T14:07:46.415799Z",
+ "iopub.status.idle": "2022-05-28T14:07:46.662553Z",
+ "shell.execute_reply": "2022-05-28T14:07:46.663040Z"
+ }
+ },
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -294,8 +343,15 @@
},
{
"cell_type": "code",
- "execution_count": 16,
- "metadata": {},
+ "execution_count": 8,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:46.667926Z",
+ "iopub.status.busy": "2022-05-28T14:07:46.667294Z",
+ "iopub.status.idle": "2022-05-28T14:07:46.669099Z",
+ "shell.execute_reply": "2022-05-28T14:07:46.669492Z"
+ }
+ },
"outputs": [],
"source": [
"times_of_day = ['morning', 'afternoon']\n",
@@ -322,8 +378,15 @@
},
{
"cell_type": "code",
- "execution_count": 21,
- "metadata": {},
+ "execution_count": 9,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:46.674494Z",
+ "iopub.status.busy": "2022-05-28T14:07:46.673869Z",
+ "iopub.status.idle": "2022-05-28T14:07:46.675624Z",
+ "shell.execute_reply": "2022-05-28T14:07:46.676038Z"
+ }
+ },
"outputs": [],
"source": [
"def simulate(n, reward_func, model, seed):\n",
@@ -359,8 +422,15 @@
},
{
"cell_type": "code",
- "execution_count": 22,
- "metadata": {},
+ "execution_count": 10,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:46.679645Z",
+ "iopub.status.busy": "2022-05-28T14:07:46.678929Z",
+ "iopub.status.idle": "2022-05-28T14:07:46.681969Z",
+ "shell.execute_reply": "2022-05-28T14:07:46.682390Z"
+ }
+ },
"outputs": [
{
"data": {
@@ -368,7 +438,7 @@
"False"
]
},
- "execution_count": 22,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -387,12 +457,19 @@
},
{
"cell_type": "code",
- "execution_count": 23,
- "metadata": {},
+ "execution_count": 11,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:46.687086Z",
+ "iopub.status.busy": "2022-05-28T14:07:46.685996Z",
+ "iopub.status.idle": "2022-05-28T14:07:46.934066Z",
+ "shell.execute_reply": "2022-05-28T14:07:46.934465Z"
+ }
+ },
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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XkLzXGU+ydW8rU8YVU1505D+dXU0ddCaStHUmqG9qJxqJ0JVI0hFPEI1EWLFlL1t2t/DSjiZ2t3SQdGhuj9OZSDKpoogzZlYzrriQ82dPZEJZEbtbOmjtTLC/rYuWjgSOM7WymFg0wtY9bWzc1cz6+mZe3ddGVWGCdZGXKSuKkkw6RdEC1tc3saOxnRe2N9LelaC8KMox40tp6UiwfV8b1WWFGMb6+ibau/q3w6kqLaS1M0FprICyWJQnXm44sI7p40uYVlWCYUyuiNKZSBIriFBUGKGhqYOK8iKmVUU4Y2Y1u5s7ae6I8/KuFsqKCigww4FNDS08sHIHieTBXVHE4NhJ5UyvLqG0KMrccXHOm3cCHfEksWiE4sICKoqitHQmeGVPK42tnVSXxWjrTNDcEee1/e0UFRZQFI1gGBsbmrn8jOlEIxH2tHTQlXB2NXXw38+/yv72eL8+j6ESi0YoMKOtK9Hr8ve9LsZ7hmG7mSaG+8ys83AV3P1NQxCPSNY0tnXxty17OaWmkh/+eRMvbGtk8rgiSgoLqCgOft2VxaI0tnWxY387z2/dB0BBxCiORuhKOtOqSiiNFVBYEKG9K8G2vW0UF0bY3xbs4I9kfFmMyRVFzDm6ksKIMamiiOLCAjbUN/P0pj00NHey9JmtGbWnoijK8VPKmT+jmtVbd/HVB9ccUmdyRRFzjx5HeXEhu5s72LKnldJYASdPq2RvaydJd949v4bXH11JVWkhiSREC4x4wjGDRNI57ZgqjhpXzIZdzXR0JZk5oYzK0sK07bg7HfEknYkk44oLD4ljIOKJJPvb4+xobKO5Pc6JR41L225dXR0Lzpk5JNvqaVdTBzsb25k8rog9LZ28sqeVzniSfa2d7G3tojRWwKSKIsqLopQVRZlUUUR7V4KplSW8uq+NjQ0t7GrqYNbEUkpjUVo743QlgqOh1s4408eX0tIRZ2djOxEzjp1UxviyGDMnlBGJGImk4+7sae1kf1sX7kHS2Ljy6WFpb6aJYS3BjW2Sx+r3t1NaFM3o13Km3J2HXtzJF5etorwoylvmTqF+fwcnT6ukI54knkgyf2Y1W3a38sDKV+lKOHOmjuOtc6ZQGI1QHC1g1qSyPmNq7ojTFg/+qOrW7SJixvrXmnhq427q1u4invILtLDA6EocenBcXBjh6KoSrj53JpPHFbF1Txsd8QTusGZnE/vbuyiKFlBRHOWCEyaRdKe6LMa0qhIAxhUHOwowWjrilBVFcXfmHl3JMRNKD/v5tHbGee6VfbR2JhhXUkhVaSFF0QiTKopIJJ3NDa10JhIcP7mCccVRzIIuqLq6OqbPraWtM0FRNEI86UwfXzqk/3cnHjWuz2VmRnFhwZD250cLIowvizG+LDZk68zUpIqi8P8Qpowr5qSpfbe9p/FlMV4/rXJQ2y+IGGBMrihmckXxgfJNNjxdjpl+S25wd518ziM/fWoLN/336iP+6n3HvKPZ1NDMi9v3c0pNJScdNY4Pv2EWT2/aQ0c8yfvPOgYAM2ho7mRieYzXGju4fMmTvNrYnrau+qYO7nh8IwD3Pbu91+0VRIynN+3hric2HyiLGMybXkVLR5yCSITNDS2ML4sRi0bYsruFpMO4P/8+rTugKBrhDbMnMufoccQTzjvmHX3gj7e+qZ1E0g/0QUcjkfAPM/tKY1HOPX5in8tPrul7h3PcpPLhCEnyQCaJQecX8sSupg7O+Mof+/We/37+1QPTK7c1snJbI79YfrDr4+YHVvf2tjTzpldxw0UncnRlCXXr6nng+R1MqSzmua17eeep0wB44uXd3PYPpzG1soRXdrfy0KodtHQkKIkV8NTG3TyxYTediSQzJpRy8rRKmjribGpoZuHrJtPZtAcvqWL+jGqOn1zOhLIYZx07oc+dfeovsqKormCR/JPpVUlKDmNM6pUvv3luO9ctfe6QOv//ylrefNJkkg5/e2Uvc48eR2ksSiLpQT8n8OALO6jf3855x0/k+W37mF5dytcfWsMFJ0xizc4mnt60hxOPqmDNzqYD6z1+cjk3XTKX+TOrD9nxXnnOTK7spZ/4UynTx0woZfEbjzsw/7ELjuv1Sh53x8yCvucFZ/X7MxLJV5kkhr8DnjWzOe6+P3WBmVUCzwMfdfc/DEeAMnjJpLOvrYvKkkI27ktw913P8OiaoGcwFo3QGT/YXfTh82dx4UmTOfe4g90XBQZnzDw4NFZBxKgO+3k/cPaMA+VnHTsBgItOnjqs7elNb5d32jD1v4qMdZkkhmuBr/VMCgDu3mhmtwAfB5QYcuzz97/AT596JYOaB/v2u5PCff9yLqdOr9LOVEQySgzzgE8eZvmjwOeGJhwZiKb2Lk7+0u8zrl9VWshf/u1N/Opv20gknTedOJkZE8qGMUIRGU0ySQwTgcNdmuLAhKEJRzLx/NZ9PLxqJ/GkM7miiP/725cOLLvynBl8+ZK53Lt8KxPKijh/9sTgBh4z3J3HH3+cBQsWhHVn5qYBIjKiZZIYthE81nN9H8tPAXq/tlCGVFciyezP/a7XZZedXsO33jvvwPz7zjjmkDrqJhKRTGSSGH4L3GxmD7p7W+oCMysFbgrryDDr69LPe//pHM6cNb7XZSIi/ZVJYvgK8G5gnZndBnTfZ38SwYlpA746POFJt6//bg13P7kFgI1fvZhIxGhs7aKpo4ua6sPfPSsi0h9HTAzuXm9m5wLfJ0gA3f0RDjwMXOPurw1fiPlp295WLvv+E7y2P/0xGD/7yFkHLs2sLC08ZIwaEZHBymhIDHffAlxsZtXA8QTJYb277x3O4PLVi9sbeft//PmQ8lsuO/mwwyOIiAyFfo2oFSaCZ45YUQZk+742Lr3tzzQ0HxzI9pqFxzGuuJAPnTcrHBNfRGR4Dd1QizIou5s7OO/rjx6Yf92UCh7+xBtzGJGI5CslhhHi96sPnqa58e1z+PvTpuUwGhHJZ1lNDGa2CLgVKAB+6O5f76PeZcAvgTPcfXkWQxx2mxtaWPDNOu77l3NZu7OJ63/9AqfUVLJyWyMAm752se43EJGcylpiMLMC4HbgLQQ3zT1jZsvcfXWPehXAdcBfsxVbtiSTzvt/GDTr77/3xIHy7qSw+I3HKimISM5l82zmmcAGd9/o7p3AUuDSXurdDNxC6khvY8R1v3iO7fvael122ek1fPbik7IckYjIocw9O49aMLN3A4vc/SPh/AeBs9z92pQ6pwOfc/fLzKwO+HRvXUlmthhYDDBlypT5S5cuHVBMzc3NlJdn5ylXL+yK860VwT0J86cUsOK1BJfNLuQdx2X3MYXZbPNIoTbnB7W5fxYuXLjC3Wt7WzZiTj6bWQT4NnD1keq6+xJgCUBtba13DwrXX8EDXAb23v5o70pw9RceAoLnv/7qE28Z9m32JVttHknU5vygNg+dbHYlbQemp8zXkD74XgXweqDOzDYDZwPLzKzXjDaa/M/6hgPTKz7/5hxGIiJyZNlMDM8As81slpnFgMuBZd0L3b3R3Se6+0x3nwk8BVwy2q9KSiadj94dNOHFL79NJ5dFZMTLWmJw9zjBoHsPAy8B97r7KjO7ycwuyVYc2XbsZx88MF1eNGJ67kRE+pTVPZW7Pwg82KPsxj7qLshGTMPpLxsOdiH98mPn5DASEZHMafCdYdR9z8K33jOP2pl6XoKIjA5KDFlw2fyaXIcgIpIxJYZhsnzzHgDmz6jOcSQiIv2jxDBMui9R/XbKc5hFREYDJYZhsKOxjVsfWQ/AMeP12E0RGV2UGIbBr/928L493bcgIqONEsMwaGgOxkTa8JWLchyJiEj/KTEMg6VPb+XYSWVEC/Txisjooz3XEGts66KtK8FrjWNu1HARyRNKDEPsfXc8CcAXL5mb40hERAZGiWEIvbqvjTU7mwB429yjchyNiMjAKDEMkWTSOffrjwIwsTxGZUlhjiMSERkYJYYhsrGh5cD0Z972uhxGIiIyOBoHeoi8+duPA/CNy07hvWdMP0JtEZGRS0cMQ+ydp03LdQgiIoOixDAEup+7cOr0KmJRfaQiMrppLzYEPn//iwDccNGJOY5ERGTwlBiGwKbwxPOZs/QwHhEZ/XTyeQhMrSzmnGMnaMA8ERkTdMQwSO1dCXY0tjNjQlmuQxERGRJKDIP0+LpdAEysiOU4EhGRoaHEMEj/dM8KAE6eVpnjSEREhoYSwxA5paYq1yGIiAwJJYZBaOmIA/DBs2fkOBIRkaGjxDAIukxVRMYiJYZB+OKyVQAcVVmc40hERIaOEsMgVBQHt4GcOr0qt4GIiAwhJYYB+u3KHdStDS5VLdSznUVkDNEebYCu+dnfch2CiMiwUGIYgETSD0z/+d8W5jASEZGhp8QwAHtaOgH4t0UnUlNdmuNoRESGlhLDAKzYsgeAGROUFERk7FFiGICP/TQ4v1AaK8hxJCIiQ0+JoZ+SKecXzj9+Yg4jEREZHllNDGa2yMzWmtkGM7u+l+WfNLPVZrbSzB4xsxE31kRjWxcA75lfQ1SXqYrIGJS1PZuZFQC3AxcBc4ArzGxOj2rPArXufgrwS+Ab2YovU395OXi+84TyohxHIiIyPLL5k/dMYIO7b3T3TmApcGlqBXd/zN1bw9mngJosxpeRa3/2LACXnT4tx5GIiAyPbD7acxqwNWV+G3DWYep/GPhdbwvMbDGwGGDKlCnU1dUNKKDm5uYBv3fTi8vZ/tLoe5TnYNo8WqnN+UFtHjoj8pnPZvYBoBa4oLfl7r4EWAJQW1vrCxYsGNB26urq6O97Sx99iHOPm8BbLzxjQNvMtYG0ebRTm/OD2jx0spkYtgPTU+ZrwrI0ZvZm4HPABe7ekaXYMhJPJGntTPDky7tzHYqIyLDJ5jmGZ4DZZjbLzGLA5cCy1ApmdhpwB3CJu9dnMbaM7G0Nrki68tyZuQ1ERGQYZS0xuHscuBZ4GHgJuNfdV5nZTWZ2SVjt34Fy4L/M7DkzW9bH6nJid0twAPP6o/V8ZxEZu7J6jsHdHwQe7FF2Y8r0m7MZT3/tbg7GSJpQHstxJCIiw0d3aPVDQ3NwxDBRiUFExjAlhn5Y91oTAOPLdHObiIxdSgz9cPtjLwNQVVKY40hERIaPEsMARCKj78Y2EZFMKTFkaEN9c65DEBHJCiWGDP3nX7cA8MGzR9yAryIiQ0qJIUObG1oA+Myi1+U4EhGR4aXEkKGXdgRXJI0r1olnERnbRuQgeiNJa2ecH/9lMzv3t+c6FBGRrFBiOIJ/umcF/7O+IddhiIhkjbqSjiA1Kdx/zXk5jEREJDuUGDL0jctO4dTpVbkOQ0Rk2CkxHIa7A3DaMVW894zpR6gtIjI2KDEcxrNb9wFQXapB80QkfygxHMa7vvcEAO88bVqOIxERyR4lhgxMqyrJdQgiIlmjxNCH+qaD9y2ceFRFDiMREckuJYY+/GrFdgDmTa+irEi3e4hI/lBi6EUy6dzy0BoAvvLO1+c4GhGR7FJi6MUja+oPTL9O3UgikmeUGHpIJJ2P3r0cgNdPG0dhgT4iEckv2uulcHfq1h48WvjF4nNyGI2ISG4oMaT40/oGPvyT5QfmddJZRPKREkOKxrauA9M/uqo2h5GIiOSOEkOK7rGRAKpK9UAeEclPSgwp2rsSALx7fg2n1FTlNhgRkRxRYkjREU8CcMNFJ+pqJBHJW9r7pWho7gSguLAgx5GIiOSOEkNoT0sn331kPQBFUX0sIpK/tAcM7WnpODAdVTeSiOQx7QFD3ecX/uGsY3IciYhIbikxhDrDxPCWk6bkOBIRkdxSYgh1J4aYzi+ISJ7TXjDUmVBiEBEBJYYDDhwx6MSziOS5rO4FzWyRma01sw1mdn0vy4vM7Bfh8r+a2cxsxaauJBGRQNb2gmZWANwOXATMAa4wszk9qn0Y2OvuxwP/D7hluOJp7YzT2OHsaupgV1MHDS3BzW1KDCKS77I5rvSZwAZ33whgZkuBS4HVKXUuBb4UTv8SuM3MzFNHtxsi9zy5ha891gqP/TGtvCymobZFJL9lcy84DdiaMr8NOKuvOu4eN7NGYALQkFrJzBYDi8PZZjNbO8CYJvZc99RhO0YZMQ5pcx5Qm/OD2tw/M/paMCp/Hrv7EmDJYNdjZsvdPa8evKA25we1OT8MV5uz2aG+HZieMl8TlvVax8yiQCWwOyvRiYgIkN3E8Aww28xmmVkMuBxY1qPOMuCqcPrdwKPDcX5BRET6lrWupPCcwbXAw0ABcKe7rzKzm4Dl7r4M+BFwj5ltAPYQJI/hNOjuqFFIbc4PanN+GJY2m36Qi4hIKl20LyIiaZQYREQkTd4mhiMNzzGamNmdZlZvZi+mlI03sz+Y2frw3+qw3Mzsu2G7V5rZ6SnvuSqsv97MruptWyOBmU03s8fMbLWZrTKz68LysdzmYjN72syeD9v85bB8Vjh8zIZwOJlYWN7n8DJmdkNYvtbM3pajJmXMzArM7FkzeyCcH9NtNrPNZvaCmT1nZsvDsux+t909714EJ79fBo4FYsDzwJxcxzWI9rwROB14MaXsG8D14fT1wC3h9MXA7wADzgb+GpaPBzaG/1aH09W5blsf7Z0KnB5OVwDrCIZZGcttNqA8nC4E/hq25V7g8rD8B8A/h9P/AvwgnL4c+EU4PSf8vhcBs8K/g4Jct+8Ibf8k8DPggXB+TLcZ2AxM7FGW1e92vh4xHBiew907ge7hOUYld/8TwVVcqS4FfhJO/wR4Z0r53R54Cqgys6nA24A/uPsed98L/AFYNOzBD4C773D3v4XTTcBLBHfNj+U2u7s3h7OF4cuBNxEMHwOHtrn7s/glcKGZWVi+1N073H0TsIHg72FEMrMa4O+AH4bzxhhvcx+y+t3O18TQ2/Ac03IUy3CZ4u47wumdQPej6fpq+6j8TMLugtMIfkGP6TaHXSrPAfUEf+gvA/vcPR5WSY0/bXgZoHt4mVHVZuA7wL8CyXB+AmO/zQ783sxWWDD8D2T5uz0qh8SQ/nF3N7Mxd12ymZUDvwI+7u77gx+HgbHYZndPAKeaWRVwH3BibiMaXmb2dqDe3VeY2YIch5NN57v7djObDPzBzNakLszGdztfjxgyGZ5jtHstPKQk/Lc+LO+r7aPqMzGzQoKk8J/u/uuweEy3uZu77wMeA84h6Dro/oGXGn9fw8uMpjafB1xiZpsJunvfBNzK2G4z7r49/Lee4AfAmWT5u52viSGT4TlGu9ThRa4CfpNSfmV4NcPZQGN4iPow8FYzqw6veHhrWDbihP3GPwJecvdvpyway22eFB4pYGYlwFsIzq08RjB8DBza5t6Gl1kGXB5ewTMLmA08nZVG9JO73+DuNe4+k+Bv9FF3fz9juM1mVmZmFd3TBN/JF8n2dzvXZ+Bz9SI4m7+OoJ/2c7mOZ5Bt+TmwA+gi6Ev8MEHf6iPAeuCPwPiwrhE8MOll4AWgNmU9/0hwYm4D8KFct+sw7T2foB92JfBc+Lp4jLf5FODZsM0vAjeG5ccS7OQ2AP8FFIXlxeH8hnD5sSnr+lz4WawFLsp12zJs/wIOXpU0Ztsctu358LWqe9+U7e+2hsQQEZE0+dqVJCIifVBiEBGRNEoMIiKSRolBRETSKDGIiEgaJQbJS2ZWZ2a35TqOnkZqXJJfdLmq5CUzGw90eTAIH+Hdtbe5+zeztP2rw+2VHy4ukVzQWEmSl9y952i0Q8LMYh6M2DsgwxWXSH+oK0lGrbDb5Xtm9lUza7DgYUXfNLMjfq9Tu2zMrA6YAfy7maUNUGZm55rZ42bWambbzez7Zjaux3q+H253F/CXsPyT4YNTWsL3/TBlSIsFwI+Bsu7tmdmXesYVzleb2U/MbK+ZtZnZH81sbsryq82s2cwuNLMXw+09Fg790F1nupn9xsz2hO1YY2aXD+Qzl/ygxCCj3fuBOHAucC3wceB9/VzHuwiGErmJ4CFA3YOVnQz8nmA8mnlhvVOBO3u8/wMEQxO8AbgyLEuGscwF/oFgILT/CJc9ES5rTdleX11YdwFnEYy7f2b4nofC8ZK6FQE3EAyBcA5QRfAAm27fA0qBhWE8Hwf29bE9EXUlyai32t1vDKfXmdlHgQsJxo/KiLvvMbME0OTuO1MWfYbgKWDf6i4ws38GnjWzyR6Mfgmwyd0/1WOd30mZ3Wxm/wr8xsyucvdOM2sMqqVtL42ZzQYuAS7w4GFMmNkHgVcIEuIPw6pR4Bp3XxvW+SZwp5mZBycRZwC/cvfnu+PN9LOR/KTEIKPdyh7zrwKTh2jd84HjzSz1CKT7oQ/HcXDo4xU932hmbyL4FX8SwfDPBQSPkT0qjDETJxEceTzZXeDujWb2AsHjKrt1dCeF0KvhtqoJnux3K/ADM1tEMBDbfe5+SMwi3dSVJKNdV495Z+i+1xGCX+WnprzmEQzb/FxKvZbUN5nZDOC3BMNiv4cgwfxjuDg2RLGlXk4Y72NZBMDdf0TwrOMfAycAT3Sf0xDpjRKDSKCT4Fd9qr8Bc919Qy+vtsOsq5YgAXzC3Z9093XA0Rlsr6eXCP5Gz+kuCE98nwysPnKTDnL3be6+xN3fC9wILD7SeyR/KTGIBDYDbzCzaWY2MSy7BTjTzH5gZqeZ2fFm9nYzu+MI61pP8Lf1cQseBnUFwQnfntsrNrO3mNlEMyvtuRJ3X0/wQJY7zOwN4cnwnwL7gZ9l2jAzu9XMFpnZsWZ2KsFD4fuVWCS/KDGIBG4keBTiy8AuAHdfCbwRmAk8TvDwlK8Brx1uReH7rgM+SbAD/gjw6R51niC4cujn4fb+tY/VfYjgoTPLwn9LgUVHOGLpKUJwRdRq4A9h/Fcd9h2S13Tns4iIpNERg4iIpNHlqjLmmNkbgN/1tbzn+EQikk5dSTLmhHcFT+trubtvyGI4IqOOEoOIiKTROQYREUmjxCAiImmUGEREJI0Sg4iIpPlfTLpm8OT5oZcAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
@@ -418,12 +495,19 @@
},
{
"cell_type": "code",
- "execution_count": 84,
- "metadata": {},
+ "execution_count": 12,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:46.939407Z",
+ "iopub.status.busy": "2022-05-28T14:07:46.938778Z",
+ "iopub.status.idle": "2022-05-28T14:07:47.201955Z",
+ "shell.execute_reply": "2022-05-28T14:07:47.202355Z"
+ }
+ },
"outputs": [
{
"data": {
- "image/png": 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EaeUOy8yqgBNDBWrp6OYjtz/Nzxdv4pKTj+Affu8UJo2uL3dYZlYlnBgqzMotrbz/1sdYs62N698yn6vPP8ZXG5lZSTkxVJDH1+zgvd94lIzEt993LufNmVzukMysCjkxVIh7l27iT7/9BEeMa+TW95zLUZObyh2SmVUpJ4YKcPdzG/nTbz/BvBnj+PrVZzNlTEO5QzKzKubEUGbNyzZzzXee5KSZ4/nWe89hbGNduUMysyrnO6TK6NHV2/mTbz7O3GljuPVqJwUzqwxODGWyZtseFt36GDMnjOJb7zuX8U1OCmZWGZwYymBXezfvueVRAvjaVWf7HgUzqyhODCUWEXz09qdYu72NL7/rLI6dMrrcIZmZ9eLEUGK3PLiae5Zs5rpL5vk+BTOrSCVNDJIulrRM0gpJ1/ax/ihJ90l6UtIzkt5UyviG2rMbdvGZO5fyunnTufr8Y8odjplZn0qWGCRlgBuBS4D5wBWS5hcV+yRwe0ScAVwOfLFU8Q21rmyej97+NJNG1/PPbzvVw1yYWcUq5RHDOcCKiFgVEV3AbcBlRWUCGJdOjwdeLGF8Q+rLv1zJsk0t/MPvncxEn2w2swqmiCjNG0lvAy6OiPel8+8Gzo2IawrKzADuBiYCo4HXRcTjfexrEbAIYPr06WfddtttA4qptbWVMWPGDGjbQ/Fia57rH2jnrOkZPnB6eZ+lUKo6VxLXuTq4zofmggsueDwiFvS1rtLufL4CuCUi/kXSK4FvSjo5IvKFhSLiJuAmgAULFsTChQsH9GbNzc0MdNv+igje/bVHGN2Y5QvvfS1Tx5Z3uItS1LnSuM7VwXUePKXsStoAzC6Yn5UuK/Re4HaAiHgIaASmlCS6IdL8/BZ+vWIrf3HR8WVPCmZm/VHKxPAocLykYyXVk5xcvqOozFrgIgBJ80gSw5YSxjiosrk8n/7pEo6e3MS7zzu63OGYmfVLyRJDRGSBa4C7gCUkVx89J+kGSZemxT4KvF/S08B3gauiVCdBhsB/P7mB5ZtbufbiE6mv9S0jZjY8lPQcQ0TcCdxZtOz6gunFwPmljGmo5PLBF+9bwckzx3HxyUeUOxwzs37zz9gh8pNnXmT1tjauuWCu71kws2HFiWEI5PPBF+9byfHTxvCG+T5aMLPhxYlhCNy/fAvLNrXwpxccR02NjxbMbHhxYhgC33p4DVPGNPDmU44sdyhmZofMiWGQrdvexi+WbuaKc2b7SiQzG5bccg2yb/9mLQKuOOeocodiZjYgTgyDKJvL84PH13PRvOkcOWFUucMxMxsQJ4ZB9MDKbWxt7eQPzpxV7lDMzAbMiWEQ/eiJ9YxrrOWCE6eWOxQzswFzYhgkezqz3PXcJt586pE01GbKHY6Z2YA5MQySe5Zsor07x++e7ktUzWx4c2IYJHc/t4mpYxs4+5hJ5Q7FzOywODEMgs5sjuZlm3ndvGm+09nMhj0nhkHw0Mpt7OnK8fr508sdipnZYXNiGAQ/X7yJUXUZXnXcsH7YnJkZ4MRw2CKCe5du5jUnTKGxzlcjmdnw58RwmFZu2cNLuzp4zQm+d8HMRgYnhsP04MqtAJzvbiQzGyGcGA7TAyu2MnPCKI6e3FTuUMzMBoUTw2HI5YOHVm7j/LmT/fhOMxsxnBgOw7MbdrG7I8v5c92NZGYjhxPDYXjkhe0AvHLO5DJHYmY2eJwYDsOT63Ywa+Iopo1rLHcoZmaDxonhMDyxZidnHDWx3GGYmQ0qJ4YBenFnOxt3d3DmURPKHYqZ2aByYhigJ9buAOBMHzGY2QjjxDBAT6zZSUNtDfNmjCt3KGZmg8qJYYCeWreDU2aOp77WH6GZjSxu1QYglw+Wbmzh5Jnjyx2Kmdmgc2IYgDXb9tDWlWO+u5HMbARyYhiAJS+1ADD/SCcGMxt5nBgGYPFLu6itEXOnjSl3KGZmg86JYQAWv7ibudPG+ME8ZjYiOTEMwOKXdvsyVTMbsUqaGCRdLGmZpBWSrt1PmXdIWizpOUnfKWV8/bF9Txebdncyb8bYcodiZjYkakv1RpIywI3A64H1wKOS7oiIxQVljgeuA86PiB2SppUqvv5auaUVgOOnOzGY2chUyiOGc4AVEbEqIrqA24DLisq8H7gxInYARMTmEsbXLys3J4lh7lSfeDazkalkRwzATGBdwfx64NyiMicASHoAyAB/GxH/V7wjSYuARQDTp0+nubl5QAG1trYe8rbNSzupq4HlT/+GlcPwqW0DqfNw5zpXB9d58JQyMfRHLXA8sBCYBdwv6ZSI2FlYKCJuAm4CWLBgQSxcuHBAb9bc3Myhbnvr6kc5blo7F17wmgG9Z7kNpM7DnetcHVznwVPKrqQNwOyC+VnpskLrgTsiojsiXgCeJ0kUFWPlllaO8/0LZjaClTIxPAocL+lYSfXA5cAdRWX+h+RoAUlTSLqWVpUwxgPq6M6xbnsbx/n8gpmNYCVLDBGRBa4B7gKWALdHxHOSbpB0aVrsLmCbpMXAfcDHI2JbqWI8mDXb2sgHHDd1dLlDMTMbMiU9xxARdwJ3Fi27vmA6gI+kr4rTc6mqjxjMbCTznc+HYO32NgCOntxU5kjMzIaOE8MhWLe9jQlNdYxtrCt3KGZmQ8aJ4RCs29HO7Ik+WjCzkc2J4RCs397G7Emjyh2GmdmQcmLop3w+WO8jBjOrAoedGCSN2t9IqSPJ5pZOunJ5Zk1yYjCzka1fiUHSFElvlvSGdJRUJNVJ+hCwGvjY0IVYGdbtSK5Imj3RXUlmNrId9D4GSa8CfgqMB4JkuOyrgB8BdcCngJuHMMay29XezdKNyXOeZ/uIwcxGuP7c4PYpkjuS/x64Gvgw8BPgBuCb6U1pI9ppf3f33umZE3zEYGYjW3+6kk4DPhURzwJ/TXLUcF1E3FoNSaGtK9tr3s95NrORrj+JYRKwBSAi2oA24MmhDKqSLN/UWu4QzMxKqr9jJU2UlAVEcsQwTtKkwgIRsX2wg6sEv/+lB/dO/+cVZ5QxEjOz0uhvYlhcMC2SIbQL54PkiWsjTi6f9Jb98AOv5KyjJx2ktJnZ8NefxHDBkEdRwc45ZhKPrN7upGBmVaM/ieFo4HsR0TnUwVSiR1aPyB4yM7P96s/J56+T3MNQdargoiszs5fpT2LQkEdRoXa3J5eqfvLN88ociZlZ6fR3rKSq/Om8bU/SezZlTEOZIzEzK53+XpX0I0ldByoQERcOQjwVZduepMqTRteXORIzs9Lpb2JYRnJjW1XpubnNicHMqkl/E8N1EbF5SCOpQH/1o98C7koys+rSn3MMVXl+odDE0X7Gs5lVj/5elVSVyaGnC6mhdkTe1G1m1qf+JIY3A09KGle8QtJ4SaslvX7wQyu/MQ21XHb6keUOw8yspPqTGK4BPhMRu4tXRMQu4LPAhwY5roqwo62LiU0+8Wxm1aW/z2O45wDr703LjCjduTwtHVma6t2NZGbVpT+JYQqQP8D6ACYPTjiV4yfPvAjAdx5ZW+ZIzMxKqz+JYT1w6gHWnwpsGJxwKseHv/c0AH/z1vlljsTMrLT6kxh+CnxK0ssediypieTZzz8d7MAqxVlHebhtM6su/bnB7R+AtwHPS/oCsDRdPo/kxLSATw9NeOU3a+LL8qGZ2Yh20MQQEZslvQr4EkkC6BltNYC7gD+LiE1DF2Lprdqy7znPNTVVO7ismVWpfg2JERFrgDdJmgjMJUkOyyNix1AGVy5duQOdazczG9n6O1YSAGkiePSgBYe5PZ05AP7pDw50zt3MbGTq7/MYqkpLRzcAx00bXeZIzMxKz4mhD62dyZPbxjZ68Dwzqz4lTQySLpa0TNIKSdceoNwfSApJC0oZX4/WjiQxjGk4pJ42M7MRoWSJQVIGuBG4BJgPXCHpZXePSRoLfBD4TaliK9bS0XPE4MRgZtWnlEcM5wArImJVRHQBtwGX9VHuUyQD83WUMLZe7npuIwCj650YzKz6lLLlmwmsK5hfD5xbWEDSmcDsiPippI/vb0eSFgGLAKZPn05zc/OAAmptbe1z28fW7AHg/vt/OaD9VrL91Xkkc52rg+s8eCrmJ7GkGuBfgasOVjYibgJuAliwYEEsXLhwQO/Z3NxMX9vW3/MzurL5PtcNd/ur80jmOlcH13nwlDIxbABmF8zPovfge2OBk4FmSQBHAHdIujQiHitZlMDUMQ2cN2fEDRhrZtYvpTzH8ChwvKRjJdUDlwN39KyMiF0RMSUijomIY4CHgZInBYBd7d2MH+VLVc2sOpUsMURElmTQvbuAJcDtEfGcpBskXVqqOA4mm8vT2pl1YjCzqlXScwwRcSdwZ9Gy6/dTdmEpYiq2O71Udfyoijn9YmZWUr7zuciu9mQ4jHE+YjCzKuXEUKRnnKRxHg7DzKqUE0ORVt/1bGZVzomhSM85hjFODGZWpZwYiuwdWbXBXUlmVp2cGIq0pucYfMRgZtXKiaHIivR5zx5y28yqlRNDkW89vBaA+lp/NGZWndz6mZlZL04MZmbWizvSixwzuYlTZ00odxhmZmXjI4Yi7d05RtVlyh2GmVnZODEUiAg27e7khW17yh2KmVnZODEU2NmW3MPwyAvbyxyJmVn5ODEU6MjmAPiLi44vcyRmZuXjxFBgT2eSGI6bOrrMkZiZlY8TQ4H2riQxNNX7Yi0zq15ODAX2dCUD6DXV+6okM6teTgwFfvD4esCJwcyqmxNDgX2JwV1JZla9nBjMzKwXJ4YC08Y2AHD05KYyR2JmVj7uMylwyszxbNzdQaOHxDCzKuYjhgId2ZyTgplVPSeGAp3deRr8gB4zq3JuBQv4iMHMzImhl47uPI11/kjMrLq5FSzQ0Z2jodZHDGZW3ZwYCnRmfcRgZuZWsICPGMzMnBh66ezO++SzmVU9J4ZUPh905Xy5qpmZW8HUD59IBtBr6ciWORIzs/JyYkh946HVADy/qaW8gZiZlVlJE4OkiyUtk7RC0rV9rP+IpMWSnpH0C0lHlyq2ZzfsBvY9rMfMrFqVLDFIygA3ApcA84ErJM0vKvYksCAiTgV+APxTqeLrcfnZs0v9lmZmFaWURwznACsiYlVEdAG3AZcVFoiI+yKiLZ19GJhVquDe/+pjqa+t4Q/PPqpUb2lmVpFKOez2TGBdwfx64NwDlH8v8LO+VkhaBCwCmD59Os3NzQMKqLW1de+2q9d2kiE/4H0NF4V1rhauc3VwnQdPRT6PQdK7gAXAa/taHxE3ATcBLFiwIBYuXDig92lubqZn23t2/pamrRsZ6L6Gi8I6VwvXuTq4zoOnlIlhA1DYgT8rXdaLpNcBnwBeGxGdJYqN7mxQm1Gp3s7MrGKV8hzDo8Dxko6VVA9cDtxRWEDSGcBXgEsjYnMJY6M7n6cu46t3zcxK1hJGRBa4BrgLWALcHhHPSbpB0qVpsX8GxgDfl/SUpDv2s7tB150LJwYzM0p8jiEi7gTuLFp2fcH060oZT6FsLk9tjbuSzMz8EznVnXNXkpkZODHslXQl+YjBzMyJIZX1yWczM8CJYS9frmpmlnBiSPlyVTOzhFvClE8+m5kl3BKmurPhy1XNzKjQsZLKYdmmFpb5IT1mZj5iAIiIcodgZlYxnBiA1s7kqW0XnTitzJGYmZWfEwPwwIptAPxiaUnH7TMzq0hODOzrSvrLi19R5kjMzMrPiQH4wLefAKCjO1/mSMzMys+JocAxk5vKHYKZWdk5MRR440lHlDsEM7Oyq/rEkM3t6z7K+AY3MzMnho27O/ZON9ZlyhiJmVllqPrEUFtT9R+BmVkvVd8q5tJLVf/+d08ucyRmZpWh6hPDjj1dQDK6qpmZOTHwvUfXAfDdR9aWORIzs8pQ9YnhtSdMBeCjb/Bdz2Zm4MSA0itUjxjXWN5AzMwqRNUnhrauHOB7GMzMelR9YvjY958GIJv3MxnMzMCJgc5scjWSH+tpZpao+sTwJ6+dA8DJM8eXORIzs8pQ9YmBgMY6fwxmZj2qvkXs6M7h0wtmZvvUljuAcvvGQ2vKHYKZWUWp+iMGMzPrzYkB8AVJZmb7VH1X0rSxDVw0b1q5wzAzqxhVf8SQD5B8yGBm1qPqE0NEuCvJzKxASRODpIslLZO0QtK1faxvkPS9dP1vJB0z1DHlIxDODGZmPUqWGCRlgBuBS4D5wBWS5hcVey+wIyLmAv8GfHao4mnryrKrM8jmfcRgZlaolEcM5wArImJVRHQBtwGXFZW5DPhGOv0D4CIN0QmAbz60hg/e10ZLR5b62qrvUTMz26uUVyXNBNYVzK8Hzt1fmYjIStoFTAa2FhaStAhYlM62Slo2wJimAFs/+Vn45AB3MAxNoejzrAKuc3VwnQ/N0ftbMSwvV42Im4CbDnc/kh6LiAWDENKw4TpXB9e5OgxVnUvZh7IBmF0wPytd1mcZSbXAeGBbSaIzMzOgtInhUeB4ScdKqgcuB+4oKnMHcGU6/Tbg3ojwEHdmZiVUsq6k9JzBNcBdQAa4OSKek3QD8FhE3AF8DfimpBXAdpLkMZQOuztqGHKdq4PrXB2GpM7yD3IzMyvk6zTNzKwXJwYzM+ulahPDwYbnGE4k3Sxps6RnC5ZNkvRzScvTvxPT5ZL0H2m9n5F0ZsE2V6bll0u6sq/3qgSSZku6T9JiSc9J+mC6fCTXuVHSI5KeTuv8d+nyY9PhY1akw8nUp8v3O7yMpOvS5cskvbFMVeo3SRlJT0r6STo/oussabWk30p6StJj6bLSfrcjoupeJCe/VwJzgHrgaWB+ueM6jPq8BjgTeLZg2T8B16bT1wKfTaffBPwMEHAe8Jt0+SRgVfp3Yjo9sdx12099ZwBnptNjgedJhlkZyXUWMCadrgN+k9blduDydPmXgQ+k038KfDmdvhz4Xjo9P/2+NwDHpv8HmXLX7yB1/wjwHeAn6fyIrjOwGphStKyk3+1qPWLoz/Acw0ZE3E9yFVehwuFFvgH8bsHyWyPxMDBB0gzgjcDPI2J7ROwAfg5cPOTBD0BEvBQRT6TTLcASkrvmR3KdIyJa09m69BXAhSTDx8DL69zX8DKXAbdFRGdEvACsIPl/qEiSZgFvBr6azosRXuf9KOl3u1oTQ1/Dc8wsUyxDZXpEvJRObwSmp9P7q/uw/EzS7oIzSH5Bj+g6p10qTwGbSf7RVwI7IyKbFimMv9fwMkDP8DLDqs7AvwN/CeTT+cmM/DoHcLekx5UM/wMl/m4PyyEx7NBEREgacdclSxoD/BD4UETsVsF4iyOxzhGRA06XNAH4EXBieSMaWpLeAmyOiMclLSxzOKX0OxGxQdI04OeSlhauLMV3u1qPGPozPMdwtyk9pCT9uzldvr+6D6vPRFIdSVL4dkT8d7p4RNe5R0TsBO4DXknSddDzA68w/v0NLzOc6nw+cKmk1STdvRcCn2dk15mI2JD+3UzyA+AcSvzdrtbE0J/hOYa7wuFFrgR+XLD8j9OrGc4DdqWHqHcBb5A0Mb3i4Q3psoqT9ht/DVgSEf9asGok13lqeqSApFHA60nOrdxHMnwMvLzOfQ0vcwdweXoFz7HA8cAjJanEIYqI6yJiVkQcQ/I/em9EvJMRXGdJoyWN7Zkm+U4+S6m/2+U+A1+uF8nZ/OdJ+mk/Ue54DrMu3wVeArpJ+hLfS9K3+gtgOXAPMCktK5IHJq0EfgssKNjPe0hOzK0Ari53vQ5Q398h6Yd9Bngqfb1phNf5VODJtM7PAteny+eQNHIrgO8DDenyxnR+Rbp+TsG+PpF+FsuAS8pdt37WfyH7rkoasXVO6/Z0+nqup20q9XfbQ2KYmVkv1dqVZGZm++HEYGZmvTgxmJlZL04MZmbWixODmZn14sRgVUlSs6QvlDuOYpUal1UXX65qVUnSJKA7kkH4SO+u/UJEfK5E739V+n5jDhSXWTl4rCSrShFRPBrtoJBUH8mIvQMyVHGZHQp3JdmwlXa7fFHSpyVtVfKwos9JOuj3urDLRlIzcDTwz5J6DVAm6VWSfimpTdIGSV+SNK5oP19K33cL8EC6/CPpg1P2pNt9tWBIi4XA14HRPe8n6W+L40rnJ0r6hqQdktol3SPppIL1V0lqlXSRpGfT97svHfqhp8xsST+WtD2tx1JJlw/kM7fq4MRgw907gSzwKuAa4EPAHx7iPn6fZCiRG0geAtQzWNkpwN0k49GclpY7Hbi5aPt3kQxN8Grgj9Nl+TSWk4A/IhkI7T/TdQ+m69oK3m9/XVi3AOeSjLt/TrrN/6XjJfVoAK4jGQLhlcAEkgfY9Pgi0ARckMbzIWDnft7PzF1JNuwtjojr0+nnJb0fuIhk/Kh+iYjtknJAS0RsLFj1cZKngP1LzwJJHwCelDQtktEvAV6IiI8W7fPfC2ZXS/pL4MeSroyILkm7kmK93q8XSccDlwKvjeRhTEh6N7CWJCF+NS1aC/xZRCxLy3wOuFmSIjmJeDTww4h4uife/n42Vp2cGGy4e6Zo/kVg2iDt+yxgrqTCI5Cehz4cx76hjx8v3lDShSS/4ueRDP+cIXmM7BFpjP0xj+TI46GeBRGxS9JvSR5X2aOzJymkXkzfayLJk/0+D3xZ0sUkA7H9KCJeFrNZD3cl2XDXXTQfDN73uobkV/npBa/TSIZtfqqg3J7CjSQdDfyUZFjst5MkmPekq+sHKbbCywmz+1lXAxARXyN51vHXgROAB3vOaZj1xYnBLNFF8qu+0BPASRGxoo9X+wH2tYAkAXw4Ih6KiOeBI/vxfsWWkPyPvrJnQXri+xRg8cGrtE9ErI+ImyLiHcD1wKKDbWPVy4nBLLEaeLWkmZKmpMs+C5wj6cuSzpA0V9JbJH3lIPtaTvK/9SElD4O6guSEb/H7NUp6vaQpkpqKdxIRy0keyPIVSa9OT4Z/C9gNfKe/FZP0eUkXS5oj6XSSh8IfUmKx6uLEYJa4nuRRiCuBLQAR8QzwGuAY4JckD0/5DLDpQDtKt/sg8BGSBvh9wMeKyjxIcuXQd9P3+8v97O5qkofO3JH+bQIuPsgRS7EakiuiFgM/T+O/8oBbWFXznc9mZtaLjxjMzKwXX65qI46kVwM/29/64vGJzKw3dyXZiJPeFTxzf+sjYkUJwzEbdpwYzMysF59jMDOzXpwYzMysFycGMzPrxYnBzMx6+f8JgK0eWOUEnQAAAABJRU5ErkJggg==",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -458,32 +542,39 @@
},
{
"cell_type": "code",
- "execution_count": 93,
- "metadata": {},
+ "execution_count": 13,
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:47.218089Z",
+ "iopub.status.busy": "2022-05-28T14:07:47.216461Z",
+ "iopub.status.idle": "2022-05-28T14:07:47.281751Z",
+ "shell.execute_reply": "2022-05-28T14:07:47.282222Z"
+ }
+ },
"outputs": [
{
"data": {
"text/html": [
"\n",
- "\n",
+ "\n",
" \n",
" \n",
" \n",
- " preference \n",
+ " preference \n",
" \n",
" \n",
" item \n",
- " camping \n",
- " finance \n",
- " food \n",
- " health \n",
- " music \n",
- " politics \n",
- " sports \n",
+ " camping \n",
+ " finance \n",
+ " food \n",
+ " health \n",
+ " music \n",
+ " politics \n",
+ " sports \n",
" \n",
" \n",
" user \n",
@@ -498,53 +589,53 @@
" \n",
" \n",
" \n",
- " Anna@afternoon \n",
- " 0.008975 \n",
- " -0.063252 \n",
- " -0.059613 \n",
- " -0.040775 \n",
- " -0.043611 \n",
- " 1.000000 \n",
- " 0.085815 \n",
+ " Anna@afternoon \n",
+ " 0.044712 \n",
+ " -0.063282 \n",
+ " -0.060270 \n",
+ " -0.041465 \n",
+ " -0.059729 \n",
+ " 1.000000 \n",
+ " 0.062710 \n",
" \n",
" \n",
- " Anna@morning \n",
- " 0.148763 \n",
- " 0.145286 \n",
- " -0.081833 \n",
- " -0.201108 \n",
- " 0.181523 \n",
- " 0.060344 \n",
- " 1.000000 \n",
+ " Anna@morning \n",
+ " 0.101267 \n",
+ " 0.076300 \n",
+ " -0.117756 \n",
+ " -0.135705 \n",
+ " 0.260879 \n",
+ " 0.063001 \n",
+ " 1.000000 \n",
" \n",
" \n",
- " Tom@afternoon \n",
- " 0.070099 \n",
- " -0.073921 \n",
- " 0.064348 \n",
- " -0.227501 \n",
- " 1.000000 \n",
- " -0.174663 \n",
- " 0.189768 \n",
+ " Tom@afternoon \n",
+ " 0.116019 \n",
+ " 0.136308 \n",
+ " 0.088899 \n",
+ " -0.182063 \n",
+ " 1.000000 \n",
+ " -0.228918 \n",
+ " 0.268113 \n",
" \n",
" \n",
- " Tom@morning \n",
- " -0.009221 \n",
- " -0.070864 \n",
- " -0.071227 \n",
- " -0.035938 \n",
- " -0.143357 \n",
- " 1.000000 \n",
- " -0.002576 \n",
+ " Tom@morning \n",
+ " 0.042014 \n",
+ " -0.070943 \n",
+ " -0.072108 \n",
+ " -0.036848 \n",
+ " -0.213144 \n",
+ " 1.000000 \n",
+ " -0.006144 \n",
" \n",
" \n",
"
\n"
],
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 93,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -587,7 +678,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.9"
+ "version": "3.9.7"
}
},
"nbformat": 4,
diff --git a/docs/examples/debugging-a-pipeline.ipynb b/docs/examples/debugging-a-pipeline.ipynb
index f5be7270d0..53ab35c3aa 100644
--- a/docs/examples/debugging-a-pipeline.ipynb
+++ b/docs/examples/debugging-a-pipeline.ipynb
@@ -20,6 +20,12 @@
"cell_type": "code",
"execution_count": 1,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:07:50.759948Z",
+ "iopub.status.busy": "2022-05-28T14:07:50.759159Z",
+ "iopub.status.idle": "2022-05-28T14:08:13.011872Z",
+ "shell.execute_reply": "2022-05-28T14:08:13.012396Z"
+ },
"tags": []
},
"outputs": [
@@ -98,6 +104,12 @@
"cell_type": "code",
"execution_count": 2,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:08:13.025855Z",
+ "iopub.status.busy": "2022-05-28T14:08:13.024988Z",
+ "iopub.status.idle": "2022-05-28T14:08:13.027991Z",
+ "shell.execute_reply": "2022-05-28T14:08:13.028374Z"
+ },
"tags": []
},
"outputs": [
@@ -113,11 +125,11 @@
" }\n",
"\n",
"['clouds', 'humidity', 'pressure', 'temperature', 'wind'] \n",
- "{'keys': {'humidity', 'clouds', 'pressure', 'temperature', 'wind'}}\n",
+ "{'keys': {'temperature', 'wind', 'humidity', 'pressure', 'clouds'}}\n",
"\n",
"
y_mean_by_station_and_hour \n",
"{'_feature_name': 'y_mean_by_station_and_hour',\n",
- " '_groups': defaultdict(functools.partial(<function deepcopy at 0x7ffd24fb5790>, Mean: 0.),\n",
+ " '_groups': defaultdict(functools.partial(<function deepcopy at 0x7f8f928024c0>, Mean: 0.),\n",
" {('metro-canal-du-midi', 0): Mean: 7.93981,\n",
" ('metro-canal-du-midi', 1): Mean: 8.179704,\n",
" ('metro-canal-du-midi', 2): Mean: 8.35824,\n",
@@ -240,11 +252,11 @@
" ('pomme', 23): Mean: 5.235756}),\n",
" 'by': ['station', 'hour'],\n",
" 'how': Mean: 0.,\n",
- " 'target_name': 'y'}\n",
+ " 'on': 'y'}\n",
"\n",
"
y_ewm_0.5_by_station \n",
"{'_feature_name': 'y_ewm_0.5_by_station',\n",
- " '_groups': defaultdict(functools.partial(<function deepcopy at 0x7ffd24fb5790>, EWMean: 0.),\n",
+ " '_groups': defaultdict(functools.partial(<function deepcopy at 0x7f8f928024c0>, EWMean: 0.),\n",
" {('metro-canal-du-midi',): EWMean: 4.690531,\n",
" ('place-des-carmes',): EWMean: 3.295317,\n",
" ('place-esquirol',): EWMean: 31.539759,\n",
@@ -252,16 +264,16 @@
" ('pomme',): EWMean: 11.803716}),\n",
" 'by': ['station'],\n",
" 'how': EWMean: 0.,\n",
- " 'target_name': 'y'}\n",
+ " 'on': 'y'}\n",
"\n",
"
StandardScaler \n",
"{'counts': Counter({'y_ewm_0.5_by_station': 182470,\n",
" 'y_mean_by_station_and_hour': 182470,\n",
+ " 'temperature': 182470,\n",
+ " 'wind': 182470,\n",
" 'humidity': 182470,\n",
- " 'clouds': 182470,\n",
" 'pressure': 182470,\n",
- " 'temperature': 182470,\n",
- " 'wind': 182470}),\n",
+ " 'clouds': 182470}),\n",
" 'means': defaultdict(<class 'float'>,\n",
" {'clouds': 30.315131254453505,\n",
" 'humidity': 62.24244533347998,\n",
@@ -281,11 +293,11 @@
" 'with_std': True}\n",
"\n",
"
LinearRegression \n",
- "{'_weights': {'y_ewm_0.5_by_station': 9.264175276315452, 'y_mean_by_station_and_hour': 0.1980140007049774, 'humidity': 1.0125248437612977, 'clouds': -0.3269694794458268, 'pressure': 0.1813749890913746, 'temperature': -0.4211217806219108, 'wind': -0.04087954775179999},\n",
+ "{'_weights': {'y_ewm_0.5_by_station': 9.264175276315452, 'y_mean_by_station_and_hour': 0.19801400070497754, 'temperature': -0.42112178062191985, 'wind': -0.04087954775179702, 'humidity': 1.0125248437612904, 'pressure': 0.18137498909137262, 'clouds': -0.3269694794458269},\n",
" '_y_name': None,\n",
" 'clip_gradient': 1000000000000.0,\n",
" 'initializer': Zeros (),\n",
- " 'intercept': 9.22315869068917,\n",
+ " 'intercept': 9.223158690689175,\n",
" 'intercept_init': 0.0,\n",
" 'intercept_lr': Constant({'learning_rate': 0.01}),\n",
" 'l2': 0.0,\n",
@@ -450,6 +462,12 @@
"cell_type": "code",
"execution_count": 3,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:08:13.032253Z",
+ "iopub.status.busy": "2022-05-28T14:08:13.031690Z",
+ "iopub.status.idle": "2022-05-28T14:08:13.033579Z",
+ "shell.execute_reply": "2022-05-28T14:08:13.033948Z"
+ },
"tags": []
},
"outputs": [
@@ -561,7 +579,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.5"
+ "version": "3.9.7"
}
},
"nbformat": 4,
diff --git a/docs/examples/imbalanced-learning.ipynb b/docs/examples/imbalanced-learning.ipynb
index fcce988363..3020afb731 100644
--- a/docs/examples/imbalanced-learning.ipynb
+++ b/docs/examples/imbalanced-learning.ipynb
@@ -20,6 +20,12 @@
"cell_type": "code",
"execution_count": 1,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:08:14.563932Z",
+ "iopub.status.busy": "2022-05-28T14:08:14.562989Z",
+ "iopub.status.idle": "2022-05-28T14:08:25.777168Z",
+ "shell.execute_reply": "2022-05-28T14:08:25.777540Z"
+ },
"tags": []
},
"outputs": [
@@ -27,6 +33,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
+ "Downloading https://maxhalford.github.io/files/datasets/creditcardfraud.zip (65.95 MB)\n",
+ "Uncompressing into /Users/max.halford/river_data/CreditCard\n",
"0: 284315 (99.82725%)\n",
"1: 492 (0.17275%)\n"
]
@@ -62,13 +70,19 @@
"cell_type": "code",
"execution_count": 2,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:08:25.782521Z",
+ "iopub.status.busy": "2022-05-28T14:08:25.781991Z",
+ "iopub.status.idle": "2022-05-28T14:09:09.357914Z",
+ "shell.execute_reply": "2022-05-28T14:09:09.358311Z"
+ },
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
- "ROCAUC: 0.891072"
+ "ROCAUC: 89.11%"
]
},
"execution_count": 2,
@@ -113,13 +127,19 @@
"cell_type": "code",
"execution_count": 3,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:09:09.363084Z",
+ "iopub.status.busy": "2022-05-28T14:09:09.362524Z",
+ "iopub.status.idle": "2022-05-28T14:09:52.865290Z",
+ "shell.execute_reply": "2022-05-28T14:09:52.865646Z"
+ },
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
- "ROCAUC: 0.914269"
+ "ROCAUC: 91.43%"
]
},
"execution_count": 3,
@@ -155,13 +175,19 @@
"cell_type": "code",
"execution_count": 4,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:09:52.870608Z",
+ "iopub.status.busy": "2022-05-28T14:09:52.870063Z",
+ "iopub.status.idle": "2022-05-28T14:10:36.898857Z",
+ "shell.execute_reply": "2022-05-28T14:10:36.899286Z"
+ },
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
- "ROCAUC: 0.913072"
+ "ROCAUC: 91.31%"
]
},
"execution_count": 4,
@@ -198,13 +224,19 @@
"cell_type": "code",
"execution_count": 5,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:10:39.767081Z",
+ "iopub.status.busy": "2022-05-28T14:10:38.506891Z",
+ "iopub.status.idle": "2022-05-28T14:11:11.153134Z",
+ "shell.execute_reply": "2022-05-28T14:11:11.153499Z"
+ },
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
- "ROCAUC: 0.948824"
+ "ROCAUC: 94.75%"
]
},
"execution_count": 5,
@@ -240,6 +272,12 @@
"cell_type": "code",
"execution_count": 6,
"metadata": {
+ "execution": {
+ "iopub.execute_input": "2022-05-28T14:11:11.158019Z",
+ "iopub.status.busy": "2022-05-28T14:11:11.157392Z",
+ "iopub.status.idle": "2022-05-28T14:11:11.162589Z",
+ "shell.execute_reply": "2022-05-28T14:11:11.163158Z"
+ },
"tags": []
},
"outputs": [
@@ -344,7 +382,7 @@
"
RandomUnderSampler \n",
"{'_actual_dist': Counter({0: 284315, 1: 492}),\n",
" '_pivot': 1,\n",
- " '_rng': RandomState(MT19937) at 0x7FB79EA22A40,\n",
+ " '_rng': <random.Random object at 0x7fb73901e810>,\n",
" 'classifier': LogisticRegression (\n",
" optimizer=SGD (\n",
" lr=Constant (\n",
@@ -367,16 +405,16 @@
" 'seed': 42}\n",
"\n",
"
LogisticRegression \n",
- "{'_weights': {'Time': -1.6641306264784972, 'V1': -0.1599659187750452, 'V2': 0.04344696123719202, 'V3': -0.2721170522268713, 'V4': 0.6916589139943812, 'V5': 0.17021248440050196, 'V6': -0.10985861853253961, 'V7': -0.06417467297089502, 'V8': -0.27620200713013304, 'V9': -0.03588628034795379, 'V10': -0.23052292417060072, 'V11': 0.2559724882472953, 'V12': -0.5896873005805503, 'V13': -0.00781916404772026, 'V14': -0.533977051320637, 'V15': -0.11682052362352723, 'V16': -0.21516217614349042, 'V17': -0.009152723158714259, 'V18': 0.07914978322313096, 'V19': -0.059805830541265016, 'V20': 0.027488030533780676, 'V21': 0.06830376534645256, 'V22': 0.1238012301169065, 'V23': -0.11595605141684359, 'V24': 0.04893230557346892, 'V25': -0.06549541465389698, 'V26': -0.05345696163492266, 'V27': 0.023779407654823708, 'V28': 0.1187553855561891, 'Amount': 0.2276158366259826},\n",
+ "{'_weights': {'Time': -1.6435308107994573, 'V1': -0.0711798457459422, 'V2': 0.08689788816561662, 'V3': -0.22624828183952506, 'V4': 0.6827332420162909, 'V5': 0.18833620045466432, 'V6': -0.11695093658674378, 'V7': -0.13413474923347, 'V8': -0.2575447733912745, 'V9': -0.02888439300081377, 'V10': -0.2491688000120769, 'V11': 0.32422036210718175, 'V12': -0.6194078910255973, 'V13': -0.0302453737827456, 'V14': -0.5855987715566451, 'V15': -0.09972202536223844, 'V16': -0.2402670346526167, 'V17': -0.055365057905480845, 'V18': 0.032474863276146626, 'V19': -0.08494838975759278, 'V20': -0.12459547198256606, 'V21': 0.04276103699144131, 'V22': 0.10363988666872352, 'V23': -0.08712048453858105, 'V24': 0.043970621647021875, 'V25': -0.050376004211653315, 'V26': -0.02767069610819979, 'V27': 0.12223298288462736, 'V28': -0.019825032606385427, 'Amount': 0.027224523831184406},\n",
" '_y_name': None,\n",
" 'clip_gradient': 1000000000000.0,\n",
" 'initializer': Zeros (),\n",
- " 'intercept': -1.0742178747798434,\n",
+ " 'intercept': -1.0699242219644576,\n",
" 'intercept_init': 0.0,\n",
" 'intercept_lr': Constant({'learning_rate': 0.01}),\n",
" 'l2': 0.0,\n",
" 'loss': Log({'weight_pos': 1.0, 'weight_neg': 1.0}),\n",
- " 'optimizer': SGD({'lr': Constant({'learning_rate': 0.01}), 'n_iterations': 3562})}\n",
+ " 'optimizer': SGD({'lr': Constant({'learning_rate': 0.01}), 'n_iterations': 3633})}\n",
"\n",
"