From d3722a75366ee33be636275a1bc8ac1c14aca048 Mon Sep 17 00:00:00 2001 From: Max Halford Date: Sun, 29 Jan 2023 20:37:13 +0100 Subject: [PATCH] 0.15 prep --- docs/examples/batch-to-online.ipynb | 190 ++++------ docs/examples/bike-sharing-forecasting.ipynb | 249 +++++-------- .../building-a-simple-nowcasting-model.ipynb | 210 +++-------- docs/examples/content-personalization.ipynb | 328 +++++++---------- docs/examples/debugging-a-pipeline.ipynb | 346 +++++------------- docs/examples/imbalanced-learning.ipynb | 104 +++--- .../quantile-regression-uncertainty.ipynb | 35 +- docs/releases/{unreleased.md => 0.15.0.md} | 2 +- river/__version__.py | 2 +- 9 files changed, 495 insertions(+), 971 deletions(-) rename docs/releases/{unreleased.md => 0.15.0.md} (99%) diff --git a/docs/examples/batch-to-online.ipynb b/docs/examples/batch-to-online.ipynb index 96e0f19077..f183864036 100644 --- a/docs/examples/batch-to-online.ipynb +++ b/docs/examples/batch-to-online.ipynb @@ -25,26 +25,20 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:40.074374Z", - "iopub.status.busy": "2022-10-26T10:45:40.073368Z", - "iopub.status.idle": "2022-10-26T10:45:42.404290Z", - "shell.execute_reply": "2022-10-26T10:45:42.403762Z" + "iopub.execute_input": "2023-01-29T19:26:35.636197Z", + "iopub.status.busy": "2023-01-29T19:26:35.635866Z", + "iopub.status.idle": "2023-01-29T19:26:38.347023Z", + "shell.execute_reply": "2023-01-29T19:26:38.343482Z" }, "tags": [] }, "outputs": [ { - "data": { - "text/html": [ - "
ROC AUC: 0.975 (± 0.011)\n",
-       "
\n" - ], - "text/plain": [ - "ROC AUC: \u001b[1;36m0.975\u001b[0m \u001b[1m(\u001b[0m± \u001b[1;36m0.011\u001b[0m\u001b[1m)\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "ROC AUC: 0.975 (± 0.011)\n" + ] } ], "source": [ @@ -108,10 +102,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:42.408722Z", - "iopub.status.busy": "2022-10-26T10:45:42.408109Z", - "iopub.status.idle": "2022-10-26T10:45:42.432546Z", - "shell.execute_reply": "2022-10-26T10:45:42.433321Z" + "iopub.execute_input": "2023-01-29T19:26:38.377640Z", + "iopub.status.busy": "2023-01-29T19:26:38.377423Z", + "iopub.status.idle": "2023-01-29T19:26:38.392479Z", + "shell.execute_reply": "2023-01-29T19:26:38.392067Z" }, "tags": [] }, @@ -134,10 +128,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:42.439214Z", - "iopub.status.busy": "2022-10-26T10:45:42.438269Z", - "iopub.status.idle": "2022-10-26T10:45:42.467875Z", - "shell.execute_reply": "2022-10-26T10:45:42.467411Z" + "iopub.execute_input": "2023-01-29T19:26:38.395651Z", + "iopub.status.busy": "2023-01-29T19:26:38.394865Z", + "iopub.status.idle": "2023-01-29T19:26:38.419065Z", + "shell.execute_reply": "2023-01-29T19:26:38.418560Z" }, "tags": [] }, @@ -182,10 +176,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:42.471750Z", - "iopub.status.busy": "2022-10-26T10:45:42.471137Z", - "iopub.status.idle": "2022-10-26T10:45:42.516032Z", - "shell.execute_reply": "2022-10-26T10:45:42.516459Z" + "iopub.execute_input": "2023-01-29T19:26:38.422330Z", + "iopub.status.busy": "2023-01-29T19:26:38.421817Z", + "iopub.status.idle": "2023-01-29T19:26:38.451860Z", + "shell.execute_reply": "2023-01-29T19:26:38.451337Z" }, "tags": [] }, @@ -288,10 +282,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:42.520529Z", - "iopub.status.busy": "2022-10-26T10:45:42.519653Z", - "iopub.status.idle": "2022-10-26T10:45:43.074721Z", - "shell.execute_reply": "2022-10-26T10:45:43.075125Z" + "iopub.execute_input": "2023-01-29T19:26:38.454814Z", + "iopub.status.busy": "2023-01-29T19:26:38.454075Z", + "iopub.status.idle": "2023-01-29T19:26:38.634312Z", + "shell.execute_reply": "2023-01-29T19:26:38.633884Z" }, "tags": [] }, @@ -337,39 +331,21 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:43.082294Z", - "iopub.status.busy": "2022-10-26T10:45:43.080978Z", - "iopub.status.idle": "2022-10-26T10:45:43.129989Z", - "shell.execute_reply": "2022-10-26T10:45:43.130702Z" + "iopub.execute_input": "2023-01-29T19:26:38.636547Z", + "iopub.status.busy": "2023-01-29T19:26:38.636389Z", + "iopub.status.idle": "2023-01-29T19:26:38.657442Z", + "shell.execute_reply": "2023-01-29T19:26:38.656791Z" }, "tags": [] }, "outputs": [ { - "data": { - "text/html": [ - "
Running mean: 654.889\n",
-       "
\n" - ], - "text/plain": [ - "Running mean: \u001b[1;36m654.889\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
Running variance: 123625.903\n",
-       "
\n" - ], - "text/plain": [ - "Running variance: \u001b[1;36m123625.903\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Running mean: 654.889\n", + "Running variance: 123625.903\n" + ] } ], "source": [ @@ -398,39 +374,21 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:43.137269Z", - "iopub.status.busy": "2022-10-26T10:45:43.136228Z", - "iopub.status.idle": "2022-10-26T10:45:43.166289Z", - "shell.execute_reply": "2022-10-26T10:45:43.166663Z" + "iopub.execute_input": "2023-01-29T19:26:38.659975Z", + "iopub.status.busy": "2023-01-29T19:26:38.659836Z", + "iopub.status.idle": "2023-01-29T19:26:38.673934Z", + "shell.execute_reply": "2023-01-29T19:26:38.673401Z" }, "tags": [] }, "outputs": [ { - "data": { - "text/html": [ - "
True mean: 654.889\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[3;92mTrue\u001b[0m mean: \u001b[1;36m654.889\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
True variance: 123625.903\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[3;92mTrue\u001b[0m variance: \u001b[1;36m123625.903\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "True mean: 654.889\n", + "True variance: 123625.903\n" + ] } ], "source": [ @@ -455,10 +413,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:43.170488Z", - "iopub.status.busy": "2022-10-26T10:45:43.169945Z", - "iopub.status.idle": "2022-10-26T10:45:43.429280Z", - "shell.execute_reply": "2022-10-26T10:45:43.429959Z" + "iopub.execute_input": "2023-01-29T19:26:38.676295Z", + "iopub.status.busy": "2023-01-29T19:26:38.676188Z", + "iopub.status.idle": "2023-01-29T19:26:38.732147Z", + "shell.execute_reply": "2023-01-29T19:26:38.731323Z" }, "tags": [] }, @@ -484,26 +442,20 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:43.440029Z", - "iopub.status.busy": "2022-10-26T10:45:43.438731Z", - "iopub.status.idle": "2022-10-26T10:45:43.623363Z", - "shell.execute_reply": "2022-10-26T10:45:43.622359Z" + "iopub.execute_input": "2023-01-29T19:26:38.735116Z", + "iopub.status.busy": "2023-01-29T19:26:38.734966Z", + "iopub.status.idle": "2023-01-29T19:26:38.795648Z", + "shell.execute_reply": "2023-01-29T19:26:38.795107Z" }, "tags": [] }, "outputs": [ { - "data": { - "text/html": [ - "
ROC AUC: 0.990\n",
-       "
\n" - ], - "text/plain": [ - "ROC AUC: \u001b[1;36m0.990\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "ROC AUC: 0.990\n" + ] } ], "source": [ @@ -546,26 +498,20 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:43.631696Z", - "iopub.status.busy": "2022-10-26T10:45:43.630083Z", - "iopub.status.idle": "2022-10-26T10:45:44.094711Z", - "shell.execute_reply": "2022-10-26T10:45:44.095193Z" + "iopub.execute_input": "2023-01-29T19:26:38.798155Z", + "iopub.status.busy": "2023-01-29T19:26:38.797956Z", + "iopub.status.idle": "2023-01-29T19:26:38.923738Z", + "shell.execute_reply": "2023-01-29T19:26:38.923126Z" }, "tags": [] }, "outputs": [ { - "data": { - "text/html": [ - "
ROC AUC: 0.964 (± 0.016)\n",
-       "
\n" - ], - "text/plain": [ - "ROC AUC: \u001b[1;36m0.964\u001b[0m \u001b[1m(\u001b[0m± \u001b[1;36m0.016\u001b[0m\u001b[1m)\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "ROC AUC: 0.964 (± 0.016)\n" + ] } ], "source": [ @@ -639,7 +585,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.0" } }, "nbformat": 4, diff --git a/docs/examples/bike-sharing-forecasting.ipynb b/docs/examples/bike-sharing-forecasting.ipynb index 25bb763836..8bc6780531 100644 --- a/docs/examples/bike-sharing-forecasting.ipynb +++ b/docs/examples/bike-sharing-forecasting.ipynb @@ -19,10 +19,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:46.256749Z", - "iopub.status.busy": "2022-10-26T10:45:46.255828Z", - "iopub.status.idle": "2022-10-26T10:45:46.883494Z", - "shell.execute_reply": "2022-10-26T10:45:46.882486Z" + "iopub.execute_input": "2023-01-29T19:26:40.226039Z", + "iopub.status.busy": "2023-01-29T19:26:40.225911Z", + "iopub.status.idle": "2023-01-29T19:26:41.352854Z", + "shell.execute_reply": "2023-01-29T19:26:41.352324Z" }, "tags": [] }, @@ -31,6 +31,8 @@ "name": "stdout", "output_type": "stream", "text": [ + "Downloading https://maxhalford.github.io/files/datasets/toulouse_bikes.zip (1.12 MB)\n", + "Uncompressing into /Users/max/river_data/Bikes\n", "{'clouds': 75,\n", " 'description': 'light rain',\n", " 'humidity': 81,\n", @@ -38,21 +40,9 @@ " 'pressure': 1017.0,\n", " 'station': 'metro-canal-du-midi',\n", " 'temperature': 6.54,\n", - " 'wind': 9.3}\n" + " 'wind': 9.3}\n", + "Number of available bikes: 1\n" ] - }, - { - "data": { - "text/html": [ - "
Number of available bikes: 1\n",
-       "
\n" - ], - "text/plain": [ - "Number of available bikes: \u001b[1;36m1\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -79,10 +69,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:45:46.891550Z", - "iopub.status.busy": "2022-10-26T10:45:46.890567Z", - "iopub.status.idle": "2022-10-26T10:46:08.203607Z", - "shell.execute_reply": "2022-10-26T10:46:08.204035Z" + "iopub.execute_input": "2023-01-29T19:26:41.355626Z", + "iopub.status.busy": "2023-01-29T19:26:41.355317Z", + "iopub.status.idle": "2023-01-29T19:26:47.015941Z", + "shell.execute_reply": "2023-01-29T19:26:47.015331Z" }, "tags": [] }, @@ -99,7 +89,8 @@ "[120,000] MAE: 5.541223\n", "[140,000] MAE: 5.613023\n", "[160,000] MAE: 5.622428\n", - "[180,000] MAE: 5.567824\n" + "[180,000] MAE: 5.567824\n", + "[182,470] MAE: 5.563893\n" ] }, { @@ -145,10 +136,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:46:08.214992Z", - "iopub.status.busy": "2022-10-26T10:46:08.214309Z", - "iopub.status.idle": "2022-10-26T10:46:37.420954Z", - "shell.execute_reply": "2022-10-26T10:46:37.421356Z" + "iopub.execute_input": "2023-01-29T19:26:47.018729Z", + "iopub.status.busy": "2023-01-29T19:26:47.018265Z", + "iopub.status.idle": "2023-01-29T19:26:55.745996Z", + "shell.execute_reply": "2023-01-29T19:26:55.745396Z" }, "tags": [] }, @@ -165,7 +156,8 @@ "[120,000] MAE: 3.923727\n", "[140,000] MAE: 3.980953\n", "[160,000] MAE: 3.950034\n", - "[180,000] MAE: 3.934545\n" + "[180,000] MAE: 3.934545\n", + "[182,470] MAE: 3.933498\n" ] }, { @@ -217,10 +209,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:46:37.433325Z", - "iopub.status.busy": "2022-10-26T10:46:37.431098Z", - "iopub.status.idle": "2022-10-26T10:46:37.486808Z", - "shell.execute_reply": "2022-10-26T10:46:37.487684Z" + "iopub.execute_input": "2023-01-29T19:26:55.748354Z", + "iopub.status.busy": "2023-01-29T19:26:55.748265Z", + "iopub.status.idle": "2023-01-29T19:26:55.765916Z", + "shell.execute_reply": "2023-01-29T19:26:55.765286Z" }, "tags": [] }, @@ -381,130 +373,72 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:46:37.495109Z", - "iopub.status.busy": "2022-10-26T10:46:37.494189Z", - "iopub.status.idle": "2022-10-26T10:46:38.738770Z", - "shell.execute_reply": "2022-10-26T10:46:38.738050Z" + "iopub.execute_input": "2023-01-29T19:26:55.768558Z", + "iopub.status.busy": "2023-01-29T19:26:55.768366Z", + "iopub.status.idle": "2023-01-29T19:26:56.138364Z", + "shell.execute_reply": "2023-01-29T19:26:56.138013Z" }, "tags": [] }, "outputs": [ { - "data": { - "text/html": [ - "
0. Input\n",
-       "--------\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: 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: 4.43243 (float)\n",
-       "\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: 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",
-       "                  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: 5.21201\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1;36m0\u001b[0m. Input\n", - "--------\n", - "clouds: \u001b[1;36m75\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "description: light rain \u001b[1m(\u001b[0mstr\u001b[1m)\u001b[0m\n", - "humidity: \u001b[1;36m81\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "moment: \u001b[1;36m2016\u001b[0m-\u001b[1;36m04\u001b[0m-\u001b[1;36m01\u001b[0m \u001b[1;92m00:00:07\u001b[0m \u001b[1m(\u001b[0mdatetime\u001b[1m)\u001b[0m\n", - "pressure: \u001b[1;36m1\u001b[0m,\u001b[1;36m017.00000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "station: metro-canal-du-midi \u001b[1m(\u001b[0mstr\u001b[1m)\u001b[0m\n", - "temperature: \u001b[1;36m6.54000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "wind: \u001b[1;36m9.30000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - "\u001b[1;36m1\u001b[0m. Transformer union\n", - "--------------------\n", - " \u001b[1;36m1.0\u001b[0m Select\n", - " ----------\n", - " clouds: \u001b[1;36m75\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - " humidity: \u001b[1;36m81\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - " pressure: \u001b[1;36m1\u001b[0m,\u001b[1;36m017.00000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - " temperature: \u001b[1;36m6.54000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - " wind: \u001b[1;36m9.30000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - " \u001b[1;36m1.1\u001b[0m get_hour | y_mean_by_station_and_hour\n", - " -----------------------------------------\n", - " y_mean_by_station_and_hour: \u001b[1;36m4.43243\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - "clouds: \u001b[1;36m75\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "humidity: \u001b[1;36m81\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "pressure: \u001b[1;36m1\u001b[0m,\u001b[1;36m017.00000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "temperature: \u001b[1;36m6.54000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "wind: \u001b[1;36m9.30000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "y_mean_by_station_and_hour: \u001b[1;36m4.43243\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - "\u001b[1;36m2\u001b[0m. StandardScaler\n", - "-----------------\n", - "clouds: \u001b[1;36m0.47566\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "humidity: \u001b[1;36m0.42247\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "pressure: \u001b[1;36m1.05314\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "temperature: \u001b[1;36m-1.22098\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "wind: \u001b[1;36m2.21104\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "y_mean_by_station_and_hour: \u001b[1;36m-0.59098\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - "\u001b[1;36m3\u001b[0m. LinearRegression\n", - "-------------------\n", - "Name Value Weight Contribution \n", - " Intercept \u001b[1;36m1.00000\u001b[0m \u001b[1;36m6.58252\u001b[0m \u001b[1;36m6.58252\u001b[0m \n", - " pressure \u001b[1;36m1.05314\u001b[0m \u001b[1;36m3.78529\u001b[0m \u001b[1;36m3.98646\u001b[0m \n", - " humidity \u001b[1;36m0.42247\u001b[0m \u001b[1;36m1.44921\u001b[0m \u001b[1;36m0.61225\u001b[0m \n", - "y_mean_by_station_and_hour \u001b[1;36m-0.59098\u001b[0m \u001b[1;36m0.54167\u001b[0m \u001b[1;36m-0.32011\u001b[0m \n", - " clouds \u001b[1;36m0.47566\u001b[0m \u001b[1;36m-1.92255\u001b[0m \u001b[1;36m-0.91448\u001b[0m \n", - " wind \u001b[1;36m2.21104\u001b[0m \u001b[1;36m-0.77720\u001b[0m \u001b[1;36m-1.71843\u001b[0m \n", - " temperature \u001b[1;36m-1.22098\u001b[0m \u001b[1;36m2.47030\u001b[0m \u001b[1;36m-3.01619\u001b[0m \n", - "\n", - "Prediction: \u001b[1;36m5.21201\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "0. Input\n", + "--------\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: 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: 4.43243 (float)\n", + "\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: 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", + " 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: 5.21201\n" + ] } ], "source": [ @@ -544,10 +478,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:46:38.743022Z", - "iopub.status.busy": "2022-10-26T10:46:38.742445Z", - "iopub.status.idle": "2022-10-26T10:47:10.543114Z", - "shell.execute_reply": "2022-10-26T10:47:10.543867Z" + "iopub.execute_input": "2023-01-29T19:26:56.140872Z", + "iopub.status.busy": "2023-01-29T19:26:56.140738Z", + "iopub.status.idle": "2023-01-29T19:27:05.015470Z", + "shell.execute_reply": "2023-01-29T19:27:05.015051Z" }, "tags": [] }, @@ -564,7 +498,8 @@ "[120,000] MAE: 4.066034\n", "[140,000] MAE: 4.088604\n", "[160,000] MAE: 4.059282\n", - "[180,000] MAE: 4.026821\n" + "[180,000] MAE: 4.026821\n", + "[182,470] MAE: 4.024939\n" ] }, { @@ -623,7 +558,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.0" } }, "nbformat": 4, diff --git a/docs/examples/building-a-simple-nowcasting-model.ipynb b/docs/examples/building-a-simple-nowcasting-model.ipynb index b526c94426..4f6ac8f72c 100644 --- a/docs/examples/building-a-simple-nowcasting-model.ipynb +++ b/docs/examples/building-a-simple-nowcasting-model.ipynb @@ -12,10 +12,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:13.870601Z", - "iopub.status.busy": "2022-10-26T10:47:13.869862Z", - "iopub.status.idle": "2022-10-26T10:47:14.918739Z", - "shell.execute_reply": "2022-10-26T10:47:14.919128Z" + "iopub.execute_input": "2023-01-29T19:27:06.217394Z", + "iopub.status.busy": "2023-01-29T19:27:06.217052Z", + "iopub.status.idle": "2023-01-29T19:27:06.617361Z", + "shell.execute_reply": "2023-01-29T19:27:06.616832Z" }, "tags": [] }, @@ -38,28 +38,20 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:14.923131Z", - "iopub.status.busy": "2022-10-26T10:47:14.922536Z", - "iopub.status.idle": "2022-10-26T10:47:15.938173Z", - "shell.execute_reply": "2022-10-26T10:47:15.938906Z" + "iopub.execute_input": "2023-01-29T19:27:06.619800Z", + "iopub.status.busy": "2023-01-29T19:27:06.619659Z", + "iopub.status.idle": "2023-01-29T19:27:07.217176Z", + "shell.execute_reply": "2023-01-29T19:27:07.216787Z" }, "tags": [] }, "outputs": [ { - "data": { - "text/html": [ - "
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -225,35 +202,20 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:16.416881Z", - "iopub.status.busy": "2022-10-26T10:47:16.416273Z", - "iopub.status.idle": "2022-10-26T10:47:16.754890Z", - "shell.execute_reply": "2022-10-26T10:47:16.754390Z" + "iopub.execute_input": "2023-01-29T19:27:07.506321Z", + "iopub.status.busy": "2023-01-29T19:27:07.506171Z", + "iopub.status.idle": "2023-01-29T19:27:07.643441Z", + "shell.execute_reply": "2023-01-29T19:27:07.641528Z" }, "tags": [] }, "outputs": [ { "data": { - "text/html": [ - "
<Figure size 720x432 with 1 Axes>\n",
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eoZ5en61cuRKCICSs9Xiiz0dEREREw0PadXtLVd988w3mzJmD7OxsPPDAA5gyZQosFgu+/vpr/O1vf0NpaSkuuOCCiK8NBoMwmUyDPOPECwQCMJvNQz0NIiIiIkpTaZ/5kRUZ7ZJnyP7IihzTPG+66SYYjUZs3LgRl112GSZNmoTRo0fjwgsvxDvvvIPzzz8/fKwgCHjiiSdwwQUXwOFw4Le//S0A4IknnsCYMWNgNpsxYcIE/Oc//wm/Zv/+/RAEAZs3bw6Ptba2QhAErFy5EsCRjMqKFSswc+ZM2O12nHjiidi5c6dqrg8++CCKioqQmZmJ66+/Hj6fL+rn2r9/P0477TQAQE5ODgRBwLXXXgugc5naLbfcgttuuw35+fk466yzep1nT+cDAFmW8bOf/Qy5ubkoLi7GPffcE9P3T0RERETpL+0zP66QD/+z+8khe/+nxv0QTmPPbbebmpqwdOlSPPDAA3A4HBGP0XYlu+eee/Dggw/i4YcfhtFoxOuvv44f//jHePjhhzF//nwsWbIE1113HcrKysLBQqx+9atf4Y9//CMKCgrwwx/+EN///vexatUqAMBrr72Ge++9F4899hjmzp2L//znP3j00UcxevToiOcqLy/Hq6++ioULF2Lnzp1wOp3h/XUA4F//+hduvPHG8Pl7E8v57rjjDqxbtw5r1qzBtddeizlz5uCMM86I6zsgIiIiovST9sFPKtizZw8URcGECRNU4/n5+eGsys0334zf//734eeuvPJKXHfddeHHV1xxBa699lrcdNNNAIA77rgDa9euxR/+8Ie4g5/f/va3OOWUUwAAv/jFL7BgwQL4fD5YLBY89thj+P73v4/rr78eAHD//fdj+fLlUbM/BoMBubm5AIDCwkJkZ2ernh83bhweeuih8OP9+/f3OLfezjd16lT83//9X/jcf/3rX7FixQoGP0RERESU/sveUtn69euxefNmHHXUUfD7/arnZs6cqXq8fft2zJkzRzU2Z84cbN++Pe73nTp1avifR4wYAQCor68HAOzatQuzZs1SHT979uy436PLjBkz+vzaSLrPHeicf9fciYiIiNJdU7ADT1Z/gEcOL8F+H++BtJj5SQJjx46FIAi62pqupWTdl3V1ibY8LhpR7IxzFUUJjwWDwYjHdm+e0LXcTpZjq12Kl/ZzxDPPSLSNHwRBGLC5ExERESWbv9csw5fu/QCALe6D+OPoa+E06u8lh6u0D34yDFY8Ne6HQ/r+vcnLy8MZZ5yBv/71r7j11lvjDmwAYNKkSVi1ahUWLVoUHlu1ahUmT54MACgoKAAA1NTU4JhjjgEAVVOBWI0fPx7r1q1Tvc/atWt7fE1XB7dQKNTr+WOZZzznIyIiIhouQoqMr9wHwo9dIS+WtmzGpQV9X6WTbtI++BEFsdeGA8ng8ccfx5w5czBz5kzcc889mDp1KkRRxIYNG7Bjx45el4fdeeeduOyyy3DMMcdg/vz5ePvtt/Haa69h+fLlADqzRyeccAIefPBBjBo1CvX19bj77rvjnudNN92EH/7whzjuuOMwZ84cPPfcc9i6dWvUhgcAUFlZCUEQsGTJEpx77rmw2WzIyMiIeGws84znfERERETDRUfICwWKauz9li9wXt4MWEVuJwKw5idpjBkzBl988QXmz5+Pu+66C9OmTcPMmTPxl7/8BT/96U/xm9/8psfXX3TRRXjkkUfwhz/8AUcddRSeeuopLF68GKeeemr4mH/+85+QJAkzZszAbbfdhvvvvz/ueS5cuBB33303fvazn2HGjBk4cOAAbrzxxh5fU1painvvvRe/+MUvUFRUhFtuuaXH43ubZ7znIyIiIhoO2iSPbswd8uGj1q1DMJvkJCjdiytSRHt7O7KystDW1gan06l6zufzYd++fRg1ahSs1t6XnFHsFEWB2+2Gw+HQtd5OVfx56SRJEtatW4dZs2bBaEz7hPCwweuannhd0xOva/oazGv7tfsAHqh6VTeeZ3Li4THXwSgYBvT9h0pPsYEWMz9ERERERGmgIxR565GmYDvWtO+M+Nxww+CHiIiIiCgNtEdY9tbl7aaNSMEFXwnH4IeIiIiIKA20h7xRnzvob8Tmb1tgD2cMfoiIiIiI0kBHD5kfAHi7acMgzSR5MfghIiIiIkoD2sxPgSlL9Xi75xB2e2sGc0pJh8EPEREREVEaaA+pMz9n5ExDjlG9F+Jwz/4w+CEiIiIiSgPtkjrzk2fKxDm5x6rGNnbsRZvkHsxpJZW4g5/Dhw/j6quvRl5eHmw2G6ZMmYKNGzeGn1cUBb/+9a8xYsQI2Gw2zJ8/H7t371ado7m5GVdddRWcTieys7Nx/fXXw+Vy9f/TEBERERENU9plb5kGK07PngKTcGR/IQUKqgMtgz21pBFX8NPS0oI5c+bAZDLhvffew7Zt2/DHP/4ROTk54WMeeughPProo3jyySexbt06OBwOnHXWWfD5jvQdv+qqq7B161YsW7YMS5YswSeffIIf/OAHiftURERERETDiKzIcGv2+XEa7LAbLMg2OlTjrij7AQ0HcW0z+/vf/x7l5eVYvHhxeGzUqFHhf1YUBQ8//DDuvvtuXHjhhQCAf//73ygqKsIbb7yByy+/HNu3b8f777+PDRs2YObMmQCAv/zlLzj33HPxhz/8ASUlJYn4XNSDa6+9Fq2trXjjjTcAAKeeeiqmT5+Ohx9+uM/nTMQ5iIiIiKhvOkJeKFDv4+M02gAAmQYbGoJtqmOHq7iCn7feegtnnXUWvvOd7+Djjz9GaWkpbrrpJtxwww0AgH379qG2thbz588PvyYrKwuzZs3CmjVrcPnll2PNmjXIzs4OBz4AMH/+fIiiiHXr1uHiiy/Wva/f74ff7w8/bm9vBwBIkgRJklTHSpIERVHCf1LJddddh3/9618AAJPJhIqKClxzzTX45S9/CaMxrksVk67v59VXX4XJZOr1+1IUBZ988gkWLFiA5uZmZGdnh5+L9RzJpuvnJNLP0nASCoWgKApCodBQT4USiNc1PfG6pide1/Q1WNe2xe/S3YfZFBMkSYJDtKieawu40+q+J57PEtcd9TfffIMnnngCd9xxB375y19iw4YN+NGPfgSz2YxFixahtrYWAFBUVKR6XVFRUfi52tpaFBYWqidhNCI3Nzd8jNbvfvc73HvvvbrxjRs3wuFQp/EEQYDdbofH40m5v0CCwSDOOOMMPPHEE/D7/Vi6dCnuuOMOKIqCn/70p6pjA4EAzGZzn99HkiS43Z3FbhaLBQDCj6NRFAWyLIePNZlM4ediPUey8fv9CAQC+Oqrr1IucEskWZbR0dGB9evXQxTZByVd8LqmJ17X9MTrmr4G69oeEFrgNh25D7MqJmxa31mX325sgls88tyW9h0o3J1a98k9ief+M67gR5ZlzJw5Ew888AAA4JhjjsGWLVvw5JNPYtGiRfHNMg533XUX7rjjjvDj9vZ2lJeXY+bMmXA6napjfT4fqqqqYLfbYbVaocgyFM/Q3ZALdgeEGH/QTSYT7HY7Ro8eDQCYNGkS3n33XXzwwQfYv38/WltbMXPmTDz++OOwWCz45ptvcPDgQfz0pz/F0qVLIYoiTjrpJDz88MMYOXIkgM7fNtx5551YvHgxDAYDvv/978NoNMJoNIYDx9NOOw3Tpk0LL1nz+/349a9/jRdeeAH19fUoLy/HL37xC8ybNw/nn38+AKC8vBwAsGjRIixevFh3jpaWFtx22214++234ff7ccopp+CRRx7BuHHjAADPPPMMbr/9drz44ou4/fbbcfDgQcydOxf//Oc/MWLEiER89TExGAwwm80YO3YsrFbroL1vsgmFQtiwYQOOO+44GAyGoZ4OJQiva3ridU1PvK7pa7CurdKxC46aneHHxeYczBo5CwCwq96H/a0d4efynEWYVTxrwOYy2LpWhcUiruBnxIgRmDx5smps0qRJePXVVwEAxcXFAIC6ujrVDWxdXR2mT58ePqa+vl51DkmS0NzcHH69lsViCWcWVJP/9iZeOyYIQviP4vWg5dd36F47WHJ/82cIGZlxvUYQhPA/22w2NDU1AQBWrFgBp9OJZcuWAej83s4++2zMnj0bn376KYxGI+6//36cc845+Oqrr2A2m/GnP/0J//rXv/DPf/4TkyZNwh//+Ee8/vrrmDdvnup9ur4voDOgWbNmDR599FFMmzYN+/btQ2NjIyoqKvDss8/i6quvxs6dO+F0OmGz2cKv636O6667Drt378Zbb70Fp9OJn//851iwYAG2bdsGk8kEQRDg8Xjwxz/+Ef/5z38giiKuvvpq3HnnnXjuuef6/oXHqWvOkX6WhhtBEGAwGIb995BueF3TE69reuJ1TV+DcW3dSkB1b5dltIffL8vsUD3nVgJp9XMWz2eJ61PPmTMHO3fuVI3t2rULlZWVADqbHxQXF2PFihXhYKe9vR3r1q3DjTfeCACYPXs2WltbsWnTJsyYMQMA8OGHH0KWZcyalT4RaH8pioIVK1bggw8+wK233oqGhgY4HA784x//CC93e/bZZyHLMv7xj3+Ef6AXL16M7OxsrFy5EmeeeSYefvhh3HXXXbjkkksAAE8++SQ++OCDqO+7a9cuvPTSS1i2bFm4dqsrE6UoCnJzcwEAhYWFqpqf7rqCnlWrVuHEE08EADz33HMoLy/HG2+8ge985zsAOpffPfnkkxgzZgwA4JZbbsF9993Xn6+NiIiIaFjSNjFwGu3hf8402Ho8djiJK/i5/fbbceKJJ+KBBx7AZZddhvXr1+Nvf/sb/va3vwHojGpvu+023H///Rg3bhxGjRqF//3f/0VJSQkuuugiAJ2ZorPPPhs33HADnnzySQSDQdxyyy24/PLL2ekNwJIlS5CRkYFgMAhZlnHllVfinnvuwc0334wpU6ao6ny+/PJL7NmzB5mZ6sySz+fD3r170dbWhpqaGlVQaTQaMXPmzKj1LZs3b4bBYMApp5zS58+wfft2GI1G1fvm5eVhwoQJ2L59e3jMbreHAx+gM7OozQoSERERUe/aQx7VY2e3gCfDoF7a72LwE5vjjjsOr7/+Ou666y7cd999GDVqFB5++GFcddVV4WN+9rOfwe124wc/+AFaW1sxd+5cvP/++6p6iueeew633HILTj/9dIiiiIULF+LRRx9N3KdKYaeddhqeeOIJmM1mlJSUqNJ42uYOLpcLM2bMiLhMrKCgoE/vb7PZej8oQbo3TAA6g+fh3HSAiIiIqK/aJU3mx9BT5of7/MTsvPPOw3nnnRf1eUEQcN999/W4fCk3NxfPP/98vG/dJ4Ldgdzf/HlQ3iva+8fD4XBg7NixMR177LHH4r///S8KCwt1jR+6jBgxAuvWrcPJJ58MoLNOaNOmTTj22GMjHj9lyhTIsoyPP/5Y1bK8S1fA0lMnvUmTJkGSJKxbty687K2pqQk7d+7U1YwRERERUf/pMj/G6Jkfd8gHWZEhCsOvs2Daf2JBFCFmZA7Zn1g7vfXFVVddhfz8fFx44YX49NNPsW/fPqxcuRI/+tGPcOjQIQDAj3/8Yzz44IN44403sGPHDtx0001obW2Nes6RI0di0aJF+P73v4833ngjfM6XXnoJAFBRUQFBELBkyRI0NDTA5XLpzjFu3DhceOGFuOGGG/DZZ5/hyy+/xNVXX43S0tLw5rdERERElDi6mp9u2R5t5keBArfsx3CU9sFPOrPb7fjkk09QUVGBSy65BJMmTcL1118Pn88XzgT95Cc/wTXXXINFixZh9uzZyMzMjLiRbHdPPPEELr30Utx0002YOHEibrjhhnD/9JKSEtxzzz34xS9+gaKiItxyyy0Rz7F48WLMmDED5513HmbPng1FUfDuu+/qlroRERERUf9pl71ldmt44DToyxpcw3Tpm6CkYJFFe3s7srKy0NbWFnGfn3379mHUqFHDet+WgaAoCtxuNxwOdbvEVMafl05dyxRnzZqVVq0vhzte1/TE65qeeF3T12BcW1mRcfWOR6DgyG3970ZdjZHWwvDjRTv+goASDD++t/JyjLenR7OxnmIDLWZ+iIiIiIhSmCvkVwU+gH6pW6aR7a4BBj9ERERERClN2+wA0C91y9Q0PRiuHd8Y/BARERERpTBtFscuWmAS1UvsuNFpJwY/REREREQprF1SZ360S9wAbnTahcEPEREREVEKa9e1ubbrjuFGp53SNviRZXmop0ApgD8nRERElOp0mZ8Ira21Y8M185N2vRTNZjNEUUR1dTUKCgpgNpvTpi3zUFMUBX6/HwaDIeW/U0VREAgE0NDQAFEUYTabh3pKRERERH2iy/zEtOxteGZ+0i74EUURo0aNQk1NDaqrq4d6OmmlK2BIp4DSbrejoqICopi2SVAiIiJKc9rmBZE2NWXDg05pF/wAndmfiooKSJKEUCg01NNJG5Ik4auvvsLYsWPTYgM2g8EAo9GYNoEcERERDU/tkjqQyTJGqvlRZ360rxkuUv8ONgpBEGAymWAymYZ6KmlDkiQoigKr1ZoWwQ8RERFROmgL9V7zk6Gr+fFBUZRh90tgrvUhIiIiIkph2oYHEbu9aeqAZMjwyoEBnVcyYvBDRERERJSiZEXW1/zE0PAAGJ51Pwx+iIiIiIhSlEcOQIGiGouU+bEKJpgEddnCcNzrh8EPEREREVGK0i55AyJ3exMEIUK7a2Z+iIiIiIgoRWj3+LGKZpjEyI2p2O6awQ8RERERDUOKoqAm0IKmYMdQT6Vf2kPaZgf6rE8XbeZnOAY/7FdMRERERMOKrMh4smYpPm3bBqNgwA0jzsDJWZOHelp9ot2vxxlhj58uuuBHYs0PEREREVFae7/lC3zatg0AICkhvNqwZohn1HfxZH60z7Hmh4iIiIgojVX7m/Fi/SrVWH2wDSFFHqIZ9U+HJvMTaYPTLtqNTrX1QsMBgx8iIiIiGhZkRcYTNR8gqEi651I1C6INYLSbmaqf03Z747I3IiIiIqK0tKR5E/Z4ayI+l6p73uiXvUWv+dFmhRj8EBERERGloYP+RrzcsDrq86na+Uy77C2rx4YHbHXN4IeIiIiI0pqkhPB49fuQlFDUY7Rd01JFWxwNDyJlfhRFGZB5JSsGP0RERESU1t5sXI/9vvoej0nFmh9FUXTZm54aHmRqWl0HFQk+JTggc0tWDH6IiIiIKG25Qz682bRBNVZqzsNR9grVWCrW/Hhkv65LXU/7/EQKjIZb3Q+DHyIiIiJKW3t9darubgIE3FhyFnJNGarjUrH+JVKr6p6WvdlEM0TN7b+2ZijdMfghIiIiorTVKrlVj8sseRhjK0aGZglYKgY/2sDFLJhgEU1RjxcEQfe5U3G5X38w+CEiIiKitNWmCX6yjQ4A+iVgqRj8aNtc99TprYvTqP3cXPZGRERERJQWWmINflJw+Zdug9Melrx1SYeMV38w+CEiIiKitNUmRc6OpMOGn9rPps3qRJIOn7s/GPwQERERUdpqkVyqxznfZn70y79SLwOinXNPzQ66DPeNThn8EBEREVHa0mV+DJGXvXlkf4+boCYj7casTkPvNT/avX4Y/BARERERpQltt7cjNT9W3bGptgRM2/AglmVvzPwQEREREaWhoCzBI/tVY13BjyNC8JNqgYB2vpl9yPykWsDXXwx+iIiIiCgtaTu9AUD2tw0PjIIBdtGiei7VAoHmoLqeKTuGVtf6Ft+p9Zn7i8EPEREREaWltpA6+DEJRlXAk6lZJqatoUlmAVnSLXvLNzl7fV06tPjuDwY/RERERJSWWiO0uRYEIfw4lTc6bZI6dGN5psxeX6cN+AJKEAFZSti8kh2DHyIiIiJKS21Rmh10SeXOZ43BdtVjh8EKm2ju9XXaTU6B1Prc/cXgh4iIiIjSkjbzow9+UjjzE1RnfvKNvWd9AMAhWiBAUI2l0ufuLwY/RERERJSWdG2uNd3QUjn4adQEP3kx1PsAgCiIuk53qfS5+4vBDxERERGlJW23t6zeMj8pVPyvXfaWH0O9Txft0rdU63LXHwx+iIiIiCgt9VrzY0zdts/azE88wY826GPwQ0RERESU4lo1raBz0qjmp1FSZ35iXfYGpPbn7i8GP0RERESUdhRF0WV+tMvetMu/UiUIkBVZt8FprA0PgEhd7pj5ISIiIiJKWW7ZD0kJqcayjT03PPDJAQRTYM+bjpAXQUU9z1g2OO2SyrVO/cXgh4iIiIjSjrbTGwBkabq9OTVBAJAaWRBtvY9BEHWBXU/0DQ8Y/BARERERpSxt8OMwWGESjbox7Z43qRAIaDu95RozIQqx39ancqOH/mLwQ0RERERpR1vvo212AHRmTOwGi2osFQKB/nR6A1K31ikRGPwQERERUdrR7fFj0Ac/QGp2PmuUtBucxhf86FtdJ/9nThQGP0RERESUdtokdZvraDUxqRj8NGmWvRXE0ewA0H9mrxxAUNMcIl0x+CEiIiKitNMa6rnNdZdUDH60y97y4mhzDehbXQOAOwWW+yUCgx8iIiIiSjvahgfZUYOf1NvzRtvwIJ421wCQEbHLXfIHfYnA4IeIiIiIAABb3FX406G3sLj2Q7hSIAjoiT74ibLsTdv5LMn3vPHLQV2gEm/Nj0EQ4dAEfU2abFK6iiv4ueeeeyAIgurPxIkTw8/7fD7cfPPNyMvLQ0ZGBhYuXIi6ujrVOaqqqrBgwQLY7XYUFhbizjvvhCQl/2ZSREREROmsyteA3x98HRs69mBpy2a8WP/ZUE+pX1p1NT+RMz/avX6SPQMSKUiJt9sbAIww56geVwea+zynVGLs/RC1o446CsuXLz9yAuORU9x+++1455138PLLLyMrKwu33HILLrnkEqxatQoAEAqFsGDBAhQXF2P16tWoqanB9773PZhMJjzwwAMJ+DhERERE1Bf/bVgFqVvR+2bXviGcTf8ElZCug1m04Ee7BCzZgx9tp7cMgw1W0Rz3eUaYc7DHWxN+XONv6ffcUkHcwY/RaERxcbFuvK2tDU8//TSef/55zJs3DwCwePFiTJo0CWvXrsUJJ5yApUuXYtu2bVi+fDmKioowffp0/OY3v8HPf/5z3HPPPTCb479wRERERNQ/OzyH8bnrG9VYKtS+RNOuyfoAPbW6Tq09b/T1PvFnfYBImZ/hEfzEXfOze/dulJSUYPTo0bjqqqtQVVUFANi0aROCwSDmz58fPnbixImoqKjAmjVrAABr1qzBlClTUFRUFD7mrLPOQnt7O7Zu3drfz0JEREREcVIUBS/Uf6obDyhBBOXULE3Q1vsYBBEZms1Mu6Rat7f+dnrrUmLOVT2uGSbBT1yZn1mzZuGZZ57BhAkTUFNTg3vvvRcnnXQStmzZgtraWpjNZmRnZ6teU1RUhNraWgBAbW2tKvDper7ruWj8fj/8fn/4cXt7Z8QrSRLrhQZRKBSCoigIhYZHH/jhhNc2PfG6pide1/Q0lNf1C9c+7PQcjvhca8CFHGPGIM+o/5r87VAUJfzYabBBDsmQIeuOtcOsOtYXCsAb8MEkxr1AKqJEX9sGf6tqvrkGR5/uhwsNTtV5moMdaPe5YalvQKixDgiFACkERQ4BoRCEjEyYjpoGwWBIyOdIpHg+f1xX9Zxzzgn/89SpUzFr1ixUVlbipZdegs2mb5mXKL/73e9w77336sY3btwIhyNyCpMST5ZldHR0YP369RBFNgpMJ7y26YnXNT3xuqanobquMhQsNq2HW3BHfP6zz9ehUEm94GezeBhu45HPlKkYsG7duojHehGE26z+/B9vWIVM6PfC6YtEX9ttxr1wi0fm29pWj3X7In+2nkiQ4TF7oKAzAMpr9eKbF36B7NqGqK8J5hWiad4ChBzJ9TPhdkf++Y2kXyFtdnY2xo8fjz179uCMM85AIBBAa2urKvtTV1cXrhEqLi7G+vXrVefo6gYXqY6oy1133YU77rgj/Li9vR3l5eWYOXMmnM74+ppT34VCIWzYsAHHHXccDEkY9VPf8dqmJ17X9MTrmp6G6rquat8BT60CByL/Mnls2QRMspcN2nwSpbppHRxNB8OPxzoqMKt0VsRjZUXG07s/DwcBADBu8mRUWgoSMpdEX9v/7tsBRzAQfjxrxDGYlTmuT+d6dd9ONHlbMGvjARy/sQrZhkxk9JRY8LmR+8n7cFxzA4xjxvfpPQdC16qwWPQr+HG5XNi7dy+uueYazJgxAyaTCStWrMDChQsBADt37kRVVRVmz54NAJg9ezZ++9vfor6+HoWFhQCAZcuWwel0YvLkyVHfx2KxwGLRr9M0Go2qbnM08ARBgMFg4Peehnht0xOva3ridU1Pg31dg0oIrzavgyAIUY/xIJiSP2cdik/1uXLMmT1+jgyjTdUdzoNAQj93oq6trMhoCblUn63Qmt3n806pDaDy3Q3Iaen87EExBPTw8wAAirsD7r89DPtFl8M697Qef34GSzyfP65v6qc//SnOP/98VFZWorq6Gv/3f/8Hg8GAK664AllZWbj++utxxx13IDc3F06nE7feeitmz56NE044AQBw5plnYvLkybjmmmvw0EMPoba2FnfffTduvvnmiMENEREREQ2MD1u+RkOwTTVmEowIKkfqJ5K9+D8a/QanPZdJZBqsquAnWTvdtYU8qnbkQN+7vfnWfYaT//sx2rtt6hr89tyiIwOiMwswGCAYjAi1NENubw0fp8gy3K89j9ChA3BcejUEk6lPcxgKcQU/hw4dwhVXXIGmpiYUFBRg7ty5WLt2LQoKOtOCf/7znyGKIhYuXAi/34+zzjoLjz/+ePj1BoMBS5YswY033ojZs2fD4XBg0aJFuO+++xL7qYiIiIgoKr8cxGuNa1Vj42wlsItmfOneHx5zJWkQ0Bv9Bqf2Ho/PNNhQgyPdzjqk5Az6tJ3eDIKILEPPny0S2dUB96vPwyyol+EFEILttLNhP+t8CN0SE7LHDdd//o7Aji2q433rV0GqOYzM626CIUfdPS5ZxRX8vPjiiz0+b7Va8dhjj+Gxxx6LekxlZSXefffdeN6WiIiIiBJoq+cg2kPqAOGKwrn4sPVr1Zg7ZYMfdeYn2h4/XbTtrrUbpCaLpghtrkUh/iYK3g8/gBIMqDra1RZnYuXpR+H/m3sJBM05RbsDmTf8CN733oRn+Tuq56SD++Ff/THsCy6Oex5DgW1iiIiIiIaZGr96T5fR1mJMspchI8X2vIlEURS0aYKfnN6WvRlT43PrNziNv/GX7OqA77MPAXQucwSAneML8cJ3ZqA634YmyRXxdYIowr7gYmReeyMEy5FOeKYx42E7+/y45zFUUq+CjYiIiIj6pV5T61NiyQHQWfvSXbLWvvTEKwcQUNT7vvRW85ORIp9bH/zEX+/j/agz6wN0LpuDKGLV7FFQxM7GBTX+ZhT0EFRZps2AoWgEOv75GJRAAJmLfgjBkDohRerMlIiIiIgSQtvooNCUBUAfBCTr8q+eaJe8AUBWLzU/zhTJeGlrfvLizPx0Zn0+Uo3VHDUKrdlHvp/qQAumYmSP5zEWlyDrtl9Bbm+FmJla284w+CEiIiIaZho0GYSCcPCjrX1JzgxIT9o0tUw20QyL2HM3Mm3NT7IGP02SOviJN/PjXbkUSsAffiwIIhpOPgFAdXisJtAS4ZV6ot0O0R5/s4WhxpofIiIiomFEURTUB9TBT5E5WuYn9YKfFm2zg16WvAGRgp/k/NzazE++MfbgR3Z1wPfph6ox84xZyBkxUjVWHWju8/xSAYMfIiIiomGkPeRBQAmqxrpqPPQ1P14oijJoc0uEeJsdABGCnyRsde2TA7pliPE0PIiU9bGfcR5KzOoW1dV+Bj9ERERElCbqNUveRIjINWYA0C97U6DAKwcGbW6JoM389NbsANB3ewsoQfjlYJSjh4Y26wMAeTEue4tU62OeMQuGwiKMMOeoxpslF3wpds3jweCHiIiIaBjR1vvkm47sFaNd9gYkb/1LNNrMT1+WvQHJt+RPu8dPpsHWay1TF+/Hy6D4j3yerqwPAIww50CAoDq+NtDav8kmMQY/RERERMNIfUDT6e3beh8AsAomGAWD6vlkCwJ60yqpGx5kG3ovyreLZl0AkGxBn7bNdaxZH8Xn09f6HHs8DIVFnf8sGnXnqo6x6UEqYvBDRERENIxo21x3dXoDAEEQIux5k1xBQG/6kvkRBVGX/WlPss+t7/QWW72P//N1qqwPIMB+pnpTUu3St3Su+2HwQ0RERDSMaDc41W5omeod3/Q1P7G1Y9YGP8n2uXWd3mIIfhRF0Wd9jpoazvp0KdU0PYi13XUqYvBDRERENIxoa34Ku2V+gOQPAnoSUmRdpiqWhgcAkGnUZLySrOObNmMXS5trae8uSLWHVWPWufN0x42waDI/adzumsEPERER0TAhK7KudqTQnD6Zn1bJDQXq1tyxtLoG9J3ukmm53w7PYezwqIOYWDI/vs/UWR9DQRFM4yfpjtMue6sJtKRci/NYMfghIiIi6oGiKHCHfJCU0FBPpd9aJDdCiqwa02Z+kjkI6E2dpkuZWTDCGUPDAyDSRqfJ8bkDsoSnapaqxsyCEUc5ynt8Xai1BYGvvlCNWeeeBkHU3/5r9/rxy0E0S64+zji5GYd6AkRERETJpkVyYYu7Cl+5D2CLuwqtkhv5Jid+WnYhKq0FQz29PtPW+0QKDlI586OtVSkyZ0MQhChHq0Xa4DUZvNK4BrWaz/WdghMjtiXvzr/mYyjdAl3BbIHluBMjHptrzIBFNKn2NqoONMfcUS6VMPghIiIi+taa9p14vXEdDvobdc81BtvxRtM6/Lj0vCGYWWJo21wXmLJ0wUGyBgGxqA22qh5rl3P1JBkzP3u9tVjStFE1NsZajHNzj+3xdYokwbf6E9WYZeYJEG2Rs2CCIGCEOQf7ffXhsZpAC6Y4Kvs48+TFZW9EREREAA74GvDo4XciBj5d9vsaBnFGiadtdlBg1teNaJe9pVLmR7vsrfseRr3RBT9D3PAgqITwVM1SVQ2TQRDxw5KzwpvSRhP4ahNkl/paR2p00J126Vu6trtm8ENEREQEYJNrb6/HNAU7UroQXLvsTVvvA6T2srdaTfATV+bHmFyZnzcb1+sC8UvyT0CZJa/X12rbW5vGTIBxRGmPr9Ht9ZOm7a4Z/BAREREBOKz5TbdVNGOqY6RqLKhIaA95BnFWiaXf4DRS5kcb/Az98q9YyIqsy/z0Z9lbe8gLWdMcYrAc9DfijaZ1qrFKSwEuyDuu19dKBw8guF8dyFtPOq3X15VYhsdePwx+iIiIiAAc8jepHl9ZeBJ+Xn4RBKhrYrSbTaaShoBm2VuEzI82CPDKgZTodNciuRFQJNVYpMxWNLnGDNVjSQmhbYgC3XeaNqm68gkQ8D8lZ8IoGHp9rba9tZiVA/PR03t9XYkmUGwKdiAgS1GOTl0MfoiIiGjYCymybmPHMkseREHUdbxK1eAnqIR07YuLItTEaBseAIA7BZa+RWpzrQ1oepJjdOiCC22wOFh2e2tUjxfkzcAoa1Gvrwvs3Arf+lWqMeuJp0Aw9N7jrMicrXqsQEGTlJo/6z1h8ENERETDXl2gVZfdKDV31lZol4Y1SUNzQ9xfTcF23QagkZa9OSIEPx0pEPz0p801AIiCqNs4VFsjNRgCsqT7LMdnju31dXJHO1zPPq0aE4wmWGefHNP72kQzrKJZNdYquWN6bSph8ENERETD3kHNkjenwQ7ntwXw6ZL5qdd0erOLloiBjlEwwKa5CR7q4v9Y9KfNdRdtMDgUwc/hQJMuSC2z5Pf4GkWW4XruaV2HN/uCSyBm6gPcaLSZsuYU/VnvCYMfIiIiGvYOB9TBT/eOWvlGTeYnRW8I9Xv8RL8pTsV219plb9plXLHQ1ghpv7PBUOVTd3grNGXpglEt38qlCOzcqhozT54K6ynz43rvXJMm+NEsk0wHDH6IiIho2NM2O+ge/KRL5kfb6a2nPXC0Hd9SoeZH2+a6uC/Bj+Y7GYprrW1vXd5L1id44Bt43nlNNSY6s5BxxXVxLfsDgBxt5ofL3oiIiIjSjzb4Ke+e+dEFP6lZ86Pb4LSHTmja4CfZl731t811l2So+anSBD8V1ujBj+xxw/Xvv0GRu7fkFpB59Q0QMzKjvi6a4bDsrffWD0RERERpLKTIugLzUlXwo74hbg95EJAlmMXUuo3SLuHqqQ20tt11sjc86G+b62ivaQy2w7dzK6Qtm6H4fBAzsyA6nZ3/n+mEoawSot3er7lr6YIfS4HuGEVREPjqc7hffxFym/pn137GuTCNm9in99ZmflrSMPOTWv/WEhERESVYbYRObz0tewOAJqmjT5mFoaTL/Jh7qvnRbnSa3MGPvs21Ka42110KuwW6Dpcfp32yG60Hv4q6v45gMMJ22lmwnbkAgqnnupxYtEsetGkCDu2yt1BTI9yvPofA9q91rzeNGgvbWRf0+f1zTA7V45Y0rPlh8ENERETDmnbJm9NgV2U+bKIZDoNVVffSGGxPqeDHJwfQrtmwM57MjyvJl71pM3fFcba57pJpsMEKIyZ+uR9zV38DcyAEyZITNfhRQhI8y9+B/4v1cCy8EuZJU/o0/y7arI9JMIZrl5RgEN6Pl8G79G0owaDutWKGExnX3ADB0PtGqNHkGtWBfovkgqzIEIX0qZRh8ENERETDmrbTW6QC83xjpir4SbWOb5EK93vq9qZtgZ3smR9tm+u+NDsAALmhHle/vBnO6obwWFAJQd8QXC3U1ID2vz0Cy7SZsJ25AGJ2LgSbPe4ATNvsoNSSC1EBfBtWwfvemwi1Nkd8nXn8ZDgu+x4MOXkRn49VjlGd+QkpMjpCXmRpxlMZgx8iIiIa1vSd3nJ1x+SZnDjgP3JDrF1Cluy09T5Ogx0W0RT1+Exdw4PkDn4S0eZa9nnR/sQfUVzfju45MkkOQcx0wHzs8VA8HsgdbVDa2xFqqNU0GgD8X26E/8uNAADBYICQ4YRgt6OooRHtK94CgkEoAT8gBSEWFME8aQrMk6fCOHosBINRnflRFBxzwIO2l+6FVHs44pzFTCccF10O8zHH9SnTpZVtdECAoNpnqEVyM/ghIiIiShfaDU4jbSip7fiWapkfbdeyntpcA5FqfpJ92Vur6nFfMj++T1Yg1NqsW+JWNWU0xlx1l657mlRbDfdL/0Zw356I51NCIShtLUBrM4xuN+SgD+gWoITqauCtq4F35VIIFitMYyegsm0Hvutug9UvweYNoixohhQx8BBgnXsq7OdeDNGWuIYLBkFEltGO1m51R82SCyNRmLD3GGoMfoiIiGjYkpQQagLqpUSlETI/+nbXqR389LTkDYhU8+ODoigJyS4kmqzIqO9nm2vZ64Hv42UAEA5+WrJtWD5vAmzjj8LpEdpGG4tL4LzlZ/BvWA3PWy9D9vS9M5ri9yGw9Uvk++qhKEeyLmazPvAxjRkPxwXfgbFiVJ/frye5xkx18BNMr6YHDH6IiIho2KoLtCGkqJcuRar5ydMEC41Sai170y7T660NtDbzIykh+JQgbEL/O5olWqQ210Wm7LjO4fv0w3DwYvo2+Fly7lFoKMhETg9LHAVRhHXWXJiPmgbP+28hsHkDZHffggVJCakCHwCqdurGkjLYz1sI08SjBzQI1db9pFvHNwY/RERENGxp632yjA7djT/Q2fCgu+ZganXBagj0L/MDdGZ/bGLyBT+R2lxrb+B70j3rA3RmfnaPLUBDQec1b5FcCMoSTD3s6yRmZCLj0quAS6+CEgxCdrVD6WiH3NEBqb0NVXt2o2jKVBjs9s6W2KEQgru3I7DtK0iHqgAAflndwU0URBgEEYbcfNjPuRDmY2dBEAf+5y3XpNnolMEPERERUXo4pOmuVW6J3C1Lu9dPUJFSqguWLvPTS82PTTTrCt9dIW+vQdNQ6G+b6+5ZH6Az+Fl7fIXqmIZgO0oiLIeMRDCZOruufdt5TZQkeGURpqOnw2g8cuttGjsB9nMugtzWgsCOrdi5by3WB6rgt5jgsxgxIqsU08ZdBENJ2aAEPV10G51y2RsRERFRejikaXNdZo4c/OQYHRAhQsaRJXINwY6UCH5cIR88sl811tuyN0EQkGmwqfYGStZ21/1pc63N+gCAbdoMeIoBdPu89cG2mIOfeIlZObDOmov1pS1Y33EkyBmVOxXGoooeXjkwdMGP1PdapmSUGrlaIiIiogFwyK9tdhA5+BEFUZf9aUqRdteNmnkKEJBr0hfwa2mX/yVru+v+tLnWZn0AwHbmebrgcDBam2s3OK2IUHs2GGJZ9vb/HXwTf6tZhveaP8fX7gPwyYHBml6/MfNDREREw1KkTm9lUYIfoLPjW0O3rmmp0vFNe/OaZbSHi/p7kirtrrVtrmPt9BYp62OZeiyMpRUoOOTEPl9deFzbLS/R/HJQF8RFarwxGHI1mR9XyKuqeXKFfPjctVd1zP83elGP/+4kE2Z+iIiIaFiqDbTqOr31dAOnzfw0SikS/GhqNrTLmqLJiNDuOtlEanMd67K3aFkfQF8Tpd0kNtEO+ZtU9VUChIib7Q4GbfADqANobZMQgyD2aV+locLgh4iIiIalw5qbuOwond665BvVxf6psuytVVOzEWvwk5kCy9762ua6p6wPoK+JGugs30HNkrdCcxasQ9RZzyaaYRZMqrHudT/aJiEl5lzdxrDJjMEPERERDUsHNcFPb8t2tJmfwagDSQTtPi25MTZp0G90mnzL3vra5jpi1ues88P/rO1qN9DL3pKl3gfobHbRU91PvP/eJBsGP0RERDQsHdZ2euvlhjNf1/AgRZa9aYKfHFNsmR+HruYn+TI/fWlzHTXrU1Ieflygyfy4Ql54B7CoX5v5Gap6ny66jU6D3YOf5JprvBj8EBER0bCkrV0oM/dcY5GvyQZ0hLy6jSmTkXaflkg1HZHoGx4kX/DTlzbXvk9W9Jj1AYDCCPsZDWTdT5VPm/kpGLD3ikWudlPfbwNoRVF0mZ9oe2MlKwY/RERENOx0dnpTZw16+w22dtkbkBrZH+0+LbHX/KiXvXWkwLK33tpcx5L1AQCTaES2JvvRMEBL39okt2o/JQCosA5x5sekyfx8G/y0hzy65Y/M/BAREREluUid3kp76a5lE826pWDJ3vEtqIR0N9ax1MQA+oYHyZj5ibfNte+TFZC96u9Dm/Xpol36NlB1P9p6H7NgRFEvm9AONG12sCv4iTRXbX1UsmPwQ0RERMOONmOQbXToAptI8jXLgbQbiCYbbac3IPaaH+2yN0/ID1kTMA6leNtcx5r16aLb6DQwMNdaW0NTZsmHKAztLbo2+Olql65bKpoEc41Xas2WiIiIKAGaNBkbbT1PNHma45J9o1NtvY9JMCJD7D3IA/T7/ChQ4Ar5Eza3/qoJtMbV5jqerA8AFJq1Hd/iD35cIR++cO1DG6JnzbT1PslQQ6NdGtkiuaEoSoTgZ2j2IuoP41BPgIiIiGiwaWt18oz6ep5ICnQd35I786Ot98k2OnrthtZFu+wNANyyD07YIhw9+D53faN6nG10RF3SF2/WB4iQ+Ylz2VtTsAP3HngJ9YFWeMwelHvGYIpzpO64Pd5a1eOhrvcBoGt1HVQkuGRfhDbXQz/XeDHzQ0RERMOOtv2z9mYvmlTL/Og+Z4zNDoDOon/tZpcdkhdKKITgnp3wrfoI/s0bIbuG5jv4QhP8HJsxOmpgFznrc0GP59dmAxuC7VAUJeb5/bP2w3DApEDBa03rdMe0SW5dy/XxttKY32OgZEUIIpuCHRHaXA99lipezPwQERFRj75w7cOGjj0YbxuBk7Mmp9wa/0i0mR/tHj7RpNpeP9oNTrVdvHqTabCiSQrC6g1g1P5mCJ/9By37DusCCWNJOUzjJ3X+GTsBgsnc77n3xBXyYYfnsGrs2IzREY+V6mrgXblUNWaZNgPGkrIe30Ob+fHJAXSEfHAae898bezYg89de1VjO33V8IT8sBss4bHtms9gFc0YZS3s9fwDzSQY4DTYVc0y9nhr4dPsdZRqnd4ABj9ERETUg93eGjx08HUAwEetX+MbXx2uK5oX89KpZNWs2/umj8GP1AFZkZM2INQFP3FkfgAgQ7Rg8qrNmPH5QYiyApPZCdmgv/mXqg9Cqj4I78qlEDOcyLjiWpgnT+3X3HvypWsfFBzJwpgEI452VOiOC7W2oOPJP0Hxqdsz286MXuvTJc+UCQGC6n0agm29Bj9eOYBnaj/SjcuKjC2eKhyfOS48tt1zSHXMBFsJDEnys5RrylAFP1+7D6iet4uWuDKJySI5vl0iIiJKSmvad6oeL2v5Ei83rh6i2SSGoih9Xg6WZ1QvhZKUENo0raSTSUuwb3v8dBm3vwXHbayCKHcGAKEYln3Jrna0//0v8H74flzLxOLxuWuf6vHRjnJYRPUSPdntQvuTf0KoVb2fk2XGCb1mfQDAIIi6pW+xtLt+pWGNrqFGl82u/arH2zwHVY8nO6LXIA027b8TW9xVqsdllryU/CUIgx8iIiKKar+vXjf2euM6vNO0aQhmkxgdIS+Cmi5hkTYwjSTbaNf9Zj6Z636aNTfhuTHu8QMAiiRh2sqvVGPdW10bCoshmC3al3W9Gu63X4HruaehBIMxv2csJCWEzZrg59iMMep39/vR8fdHEaqrUY0bK0Yh49KrY34v7R42Db00uNjvq8d7zZ9Hff5L175wQNgueXTd0ybZh77ep4s2UPbI6k5/qbjkDeCyNyIiIopCURTdpoZdnq3/GA6DBadmHz3Is+o/bdZHgIDsGIMCURCRZ8xUZQCagh0YZxuR0DkmirbbW26MQR4A+FatREZLB7qHT02jS1B+woUwTZ4KQ3YOFEmCVLUPwV3bEdj+NaQqdVDi37QWoYY6OL9/E8SsnjcgjdUuT7XuRvyYjFHhf1YkCR3PPIHgAXVDBENhMZw3/AiCNbZW34A++KkPRM/8yIqMp2tXqJbJaZfNNUsuHPQ3osJaoKv3sYgmjLIWxTy3gdbbZrhlKdjsAGDmh4iIiKJollxwh6LvT/K3mmVY37F7EGeUGNomBTlGR1x1FtosUbJudOqVA7oC9ViDPNnjhnfp2zB0u1WsLc7E2ktPg/XEU2DI7gxkBKMRptHjYD/7AmTd9kvYF1wCQL0USqrah9aH7oHn/bdi7gy3z1eH/93/An6691/Y0LFH9dwmTZe3kdZC5Jkyocgy/F9uQtvDDyCwY4vqGDErB84f3g4xI/bgDwAKzdp219Gv9YetX2OPV51puiT/BN3SuS/d+wHol7yNt5XAKBjimt9A6i1QTtXMD4MfIiIiiuiAr0H1WNDc1CpQ8JfD76JKc1yy09ZjxJMNAfQtkJO145t2g1Og99/md/EufRuyx61q5LDypHFwKdE3ORUEAfb558J5/c0QLOrsiuxxw/PBW2i592dwvfRvhOrrenz/v9csxx5vDQ4HmvDnQ2+rGgNo9/c51lYJ34bVaP39r9HxzBOQDqtrU0S7A84f3g5DTvyZCm3Ht9pAS8Tj2iUPXqj/TDVWbM7BhXnHYaq9UjX+xbdL9rTNDibbk6feB+j9ZyUV21wD/Qx+HnzwQQiCgNtuuy085vP5cPPNNyMvLw8ZGRlYuHAh6urUP+BVVVVYsGAB7HY7CgsLceedd0KSJBAREVHyOOBXBzUT7CU4P+841ZikhPBuDzUOyUjf6S2+JgDajm+91YEMFe2SN7togVXsvQV1qL4Ovk8/BAAYvi1o3zWuANUlWXCFvD29FABgPno6sm77JQx5BbrnFCkI35pP0PK7u9H659/C9dK/4f30QwT37oLs6Wwc4ZeD2Oc7cu+oQMFfD7+LdsmLmkAL6nzNKGjowJSvD+OsZdsx+/GX4Xr+nwjV1+reTzCZkXnDj2AsLul13pGUmHNVjxuC7fDL+hqm1e07dUvxvl88DybRiOmOkarxnZ5q1AVadXvmTLb33oRhMPX074XTYIfTaB/E2SROn2t+NmzYgKeeegpTp6rbGN5+++1455138PLLLyMrKwu33HILLrnkEqxatQoAEAqFsGDBAhQXF2P16tWoqanB9773PZhMJjzwwAP9+zRERESUMNpmB5WWAlxRMBdtkhuftG0Lj2uDpGSnzfzE2uwgfLwxNZa96ZodxLiRq/vtl6HInY0NRIgIGQR8MqezoYA2oIrGWFyCrNt/BdeL/0JgyxcRjlAgVe3T1QgZK0bBO3sWxAwZsuHI7+hdnla8/f5fMWV3E275ZjtMwc75GQQRVqs+yAIAQ34hMq64DqaRYyI+H4sSi7pOSYGCmkALRmr24tH+uzIzcyymODozPpPsZarlgzJkvNK4RnW8WTBhtC156n2AnjOiqbrkDehj8ONyuXDVVVfh73//O+6///7weFtbG55++mk8//zzmDdvHgBg8eLFmDRpEtauXYsTTjgBS5cuxbZt27B8+XIUFRVh+vTp+M1vfoOf//znuOeee2A2D+ymWERERBQbbbODSmshBEHASVmTVcFPTaAFiqKkTNtb7TI1bTDTm4I46kCGUqsmUIml3ie4ewcCWzaHH5sEAz6fXo72rM69bdpDHrhCPmQYem8aIDoy4Lz+5s79fz5aisAX66GEQj2+Rqrah9D+nbje5MHmaaVoynNg4o46jP2mEUZJRkAQYOrWPrv7hqFdjCVlsJ1+LszTZ0IQ+1fhYRXNKDBloaFbg4tD/iZd8HM40Kx6PNF2pGubTTSjTM5GI45khla17VAdP8GeXPU+AOAQLTAJRl1nRAAos+RGeEVq6FPwc/PNN2PBggWYP3++KvjZtGkTgsEg5s+fHx6bOHEiKioqsGbNGpxwwglYs2YNpkyZgqKiI9HtWWedhRtvvBFbt27FMccco3s/v98Pv//ID0x7e+dfMpIkcbncIAqFQlAUBaFe/uKi1MNrm554XdPTYF1XnxxErb9F1amq1JgDSZJQKDpV+7f4QgE0+tvi3kNmqDQGOlTzzxbtcd1P5Ah21evdIR/a/C44YggIohmI69rgb1fNM6uXz6nIMlyvvwB0e40pIwsbjitXneegpyG+7naFI2D77iJYzroA/lUfwb/mE8AXffmcJIeQ4fJj7ip1bY8C6PYNsonm8HwNlaNhPf1cGCcdDUEQEJJlQJbRXyWmHNQHWsOPq7wNkBxHNipVFAUHfY2quRUbs8LfdSgUwmg5Fw1KzbefAqp/rwBggqUkKe9psw32iHsblXz7d0GyiGcucQc/L774Ij7//HNs2LBB91xtbS3MZjOys7NV40VFRaitrQ0f0z3w6Xq+67lIfve73+Hee+/VjW/cuBEOR+z96ql/ZFlGR0cH1q9fD7Gfv0mh5MJrm554XdPTYF3Xw0IbXKYjtTECBFR/uRcN2A8ZCvxmHyQcuVFf/vlnqFAS08p4IClQUGWuQQhHbooPbd8HKM09vEpNggy32QN0u4FdsekzFCnxZZC6G4jrus24G27xSPanvb0R6w6si3q8Y+cWZO9Wb2rbOuU4IOCGu9tmqR9tWYtmuW81NMgvhXD2pTDXV8PU3AhTSxNMrU0wtTaHAxU3ApCF3oPAVqcN9rxRaCkYgUBhCYK5+UCHB1i/vm9zi0IydMBtOPL5N3ZsReXeI1maNvjQZFY3QqjfcgDr0Fm3JMsyCt0WuA1uREuOSq3NWLcn+rUZKpLRo/oZ6tKyqwbrlOTZ3Nftjm05JhBn8HPw4EH8+Mc/xrJly2CNo0d6f91111244447wo/b29tRXl6OmTNnwul09vBKSqRQKIQNGzbguOOOg8GQXKlZ6h9e2/TE65qeBuu6rmj9Go76I79gLDHnYu7IE8OPxx3Yq1oWl1dYilnZUwZsPonSEfLCuld9k3nqqNlx1/3895ttqv2CSkpGYWZG32tLBuK6vl91AA7fkZvC6YVHYVb2tIjHyh43Ot75L5Ruv1QWi0ag9OrrcHTd+9jgOtJuOiMnH7MKZiVkjl0USUJw+9fwf7Ic/l1fQAwd+Q5EQYCsKFBEAd+MzMX2CUU4WJqN8QXjMb/0woTOIxJ/Wya21B35WZfNFswaeeTzf+neD8fhzeHHNtGM+WNODi8DDYVCwIb1qMxu0tWbAYBZMOKCsfNhSrJlbwCwoaYZzR27dOPnjDkl4pLDodK1KiwWcQU/mzZtQn19PY499tjwWCgUwieffIK//vWv+OCDDxAIBNDa2qrK/tTV1aG4uBgAUFxcjPWaiLyrG1zXMVoWiwUWS4Q1nUYjjEbu0zqYBEGAwWDg956GeG3TE69rehqM63oo2KSq4RllK1K93whLLg4GjuxO3xDqSImfszbJq/pcAgTkW7Pi2ucH6Kz7aQkdCSyaZVe/P3+ir2ur7FF91nyLM+q5XcuWQPF60D01kbHwSpgsFpRZ87HRvTc8XiO1Jv5aG40wHXMc7Mcch9c2LIb5s88wfncDRFmBoWIkdkwswopKA3y2I7XhxznHDsrPXKW9UPU91gfboIiASex872qpVfV8mTUfJpNJdQ5REDHNMRIftav3HwKACY5S2EzJE0h0l2d26mr58oyZcFqSa+VVPD8Hcf2bfvrpp+Prr7/G5s2bw39mzpyJq666KvzPJpMJK1asCL9m586dqKqqwuzZswEAs2fPxtdff436+iNdMZYtWwan04nJkyfHMx0iIiIaIAd0zQ7UHbW0LYCro+x/kmz6u8FpF/3ml8m114+iKGiR1C29o9VkSYer4F/1sWrMMvVYmMd33peVaorbD/tjXyLYFwcKbHj37KPw+P/MxZM3zEH9/3wf55z3I5gyjnznJsGIY/uRaYtHiebzK1BUP++H/U2q58ui7H+jbXndZVKStbjuLlK762ifL1XEFS5nZmbi6KOPVo05HA7k5eWFx6+//nrccccdyM3NhdPpxK233orZs2fjhBNOAACceeaZmDx5Mq655ho89NBDqK2txd13342bb745YnaHiIiIBpesyKjStK+u0LS2LTZnqx5H2/wx2fR3g9MuBZqNTusD+qLwodQR8iKkqIv9I93IKooC92svQOl2rGAywX7hZeHH2uCnMdiOgCzBLA5M1qVrOWHAbETADOSYHMgzZeKuikvwj5oVcMs+XFYwJ+bW3f1lE83IMznR1K2r3yF/U/gXAoc0wU+0zT8n2ctgFAyQlJBuPFnlRPiOU7nNNdCPfX6i+fOf/wxRFLFw4UL4/X6cddZZePzxx8PPGwwGLFmyBDfeeCNmz54Nh8OBRYsW4b777kv0VIiIiKgP6oNtuo0ctZmfEWZ1c4O6YCtCitynLMpg6u8Gp10KTOrMT7Lt9dOsyfoIEJAVYVPKwBfrEfxmt2rMdvo5MOQeucHVXuvOzEezrt1zIsiKjFZJe406A9RR1iL8dtSVCX/PWJSZc1XBz+Fvl3wqiqJrc11qjhz82EQzJtpLscVdFR4zCUaMtUYu+0gGwz7zE8nKlStVj61WKx577DE89thjUV9TWVmJd999t79vTURERAPggE+d9XEa7Mg2qNf4F2tuiEOKjMZgO4o0GaFk098NTrtoMz+N/hZ4PnwfwW1fQTCZITgyIGY6IWZkQsh0wjRuIgw5g3fTqN2MNNNg0+0jo/h8cL/5smrMkJsP27yzVWNW0Yx8k1MV4B32D0zwEyljlRPD/kQDrcyShy/d+8OPu5b+NUod8MkB3bHRHJMxShX8TLCXhGuHklGk4IeZHyIiIkorBzRL3iqtBbqi50yDFQ6DFe6QLzxWE2hJ/uCnnxucduke/GR2+HDu+9vgat4MMUrmSxBEWE+eB9vZF0K02vr0nvHQ1vtEWiLmWbYEcnurasx+0XchmPQbzpeac9XBT2Bg6n60QZsAIabNWQeaNqA5+G1NnHbJm00095hNnJc9BctbvkJNoAUGQcRlBXMSP9kEyjNlItvoCG+Ym2mwRV3WlyoY/BAREZHKAZ+m2YGlQHeMIAgYYc7BHm9NeKwm0IrpAz25ftIuB+tr3UieKRMCBIzZU48zl++A1S9BsuTCHCX4URQZ3o+Xw//FBjgu/C7MxxynCygTqaWX5X2B7V/D9/Ey1Zh5wlEwHz094vlKLLmazEdTxOP6S7ssMbuPDSkSTVv3VBtoRVCWcEjTGKTMkt/jdbWKZvx+9Pewx1uDMkseMg0DHwj3h0EQ8YMRZ+KftSugALi26NSkzlTFIrVnT0RERAmnzfxUWCMvcyk2Z6uCn2RveqAoiu7muq+ZH4MUwnkf78e4zd+Ex4JKCGaYengVILe3oeM/f4Np7aewzz8XhrJKiHZ9LU5/aTMo3Tu9BXZtQ8c/H4cSOlJ4L4gi7BdfHvXGvVTX3W9gMj/a4DRah7rBpq3jUaCgNtiq63wXSz2MSTAkdZMDrWMyRuEvY//fUE8jYRj8EBERUZgr5FMVdgORMz+AvhC+JsmDn46QD0FFUo31peZHCfjR9tgfMGX3Ifi6jUtKCIbcfFhOOAmK2wXZ1QHF1YHg3l1QJHUDieDu7WjbvR1AZ52NWFKGTL+EgM0EFBXDkFcIoR8byuvbXHcuHQvu2YmOf/xFNx/bvHNgLBoR9Xylmpv6mkDLgDS40Ac/Q7/kDQDsBgtyjRmq+R3yN+Ggrs11rvallGQY/BAREVFYlabZgVEw6PY56aJtepDswU+zptlBX+tJvB9+AKlqH4yaG//aSaMw6rq7IdrUmZxQQx3crz2PwI6tEc8Xam5EqKkBTrcbnl1fw/Nt9kV0ZsFQUATTxKNhPfHUuDJE+uV9mQju24P2vz8KJagOfCwzToDtnAt7PJ922VdIkVEfbNMFwP3VHNS2Ik+OzA/QGQB2/14P+pvCXd+6lEXp9EbJg8EPERERhWmXvJVZ8nRdwrqUaG58m4IdCMpS0tYEJGKD01BrC7wfvg8A4e8laBLx4SnjYTn+OMyx6QMUQ0ERMn9wGwJffQ736y9CbostSJTb2yC3tyG4dxe8y9+F9cRTYTvldIhZnd+7IsuQ21ogNzVCCQYgWG0QLFYINhvcHS3I8niR1eaFs92Hku1r0L7+SygBv+o9LMcch4wrroMg9vw9ZBpsyDTY0BHyhseq/c0JD35ae1iuN9TKLHn42n0g/PhL135dS3hthoyST3L+7URERERDQtvmOtqSNwC6zm4KFNQF25J2H5BI2ZB4ed97A0qws7WxUTRAFgW8tPAY1BU5USZF3+tHEARYps2AecJR8K5cisCWzQjVHlbV3fRE8fvg/eh9+D5ZDuPosZBbWyE3N0IJSZGOxjXeetVIpqURiiYoNU85BhlXXQ/BEDm41Sq15GKH53D48eFAM2ZgTEyvjZXuGiVZ8NPdN75a1WO7aEmq+VJkDH6IiIgoLNZmB0BnW98cY4aqvqQ60Jy0wY828xPvjap08AB861eHH5sEA7ZMHoG6os621w3BdiiK0mO3L8Fqhf3sC2A/+wIokoRQXTWkQ1UIVO2D/6vNyBQFKJr2090pIQnB3Tt6nKd2nxwAuiV65slTkfm9/4FgiP1WsNScpw5+BqDjW6K68Q2E3pa0lVryBrSDHyUGgx8iIiIC0Fmwr923pNLS80aWxeZsVfBTG2gdiKklRH82OFUUBe43XwKghMeMVjtWn1AZfuyXg+gI+eA0xta+WDAaYSyt6Pwz4wQ0lozGmFmzYFBkhJoaEWqoQ+CL9Qhs3gQlQkATjaQ9VhBU+w+ZJx6NzGtvhGCM7zawxKJe4qbtdNZfAVlS7RsFJNeyN23dk1aq738zXDD4ISIiIgCdDQskRb0Mq9Iafdkb0NnxbbvnUPhxdYJviBOpP5mf4JbNCO7dqRrLnH8evI7d6B4QNQTbYg5+ohFMZhiLS2AsLoFlyjEInVMH70cfwL9+dcRlboLZAsFmh+LzQvH7VNcwYDbAl+2EuXI6DLn5MI2bCNNR0/qUodC2ez4caO410xUPbYc6ILmWvTkMVl2ms7vegiNKDgx+iIiICABQpdncNM+YiQxDz+2WtR3fkjnzo11SFWvmR5EkuN9+RTVmyM6F/dQzkX+gDg3BtvB4Q7AdY2zF/Z9s9/cqKELGZd+D/awLENjyBeSODoh5+TDkF8KQXwghIzMcgCiyjC/qNuClgysgGQ3wWY0YZy/F6SMv7/c8tDf3PjmAZsnVp3bhkWivj1U0w26wJOTciVJqyY0a/JRZoi8RpeTB4IeIiIgAAHXBVtXjaC2uVcekSLvr/mxw6lu9EqGGOtWY/fyFEExmFJicmuCnTfvyhBGzsmGdc1qPxwiiiEZDAK7MI0FrorInecZMWESTqsNZdaA5ccGP5vr0pQ35QCsz52GLuyrqc5T8ErszFREREaWs+oD6xr3IlNXra7SZn/aQB56QP8rRQ6evG5zKHje8H7ytGjNWjIL5mOMBAAUmp+q5+mD0jm+DpUXbLjpBTQMEQUCJWR0QJ7LuR5tRSaYlb12itbK2i5ak2ZCVesbgh4iIiAAA9ZqsRaG59+Cn0JwFAeqaj2TM/kTa4DTL2Pumod4V70H2qIMJx0XfDS8z0wY/DYGBy/zESh9EJO6mXLv07XAgccFPMnd66xKtk2EZO72lDAY/REREBECftSg0Zff6GpNg0AUAtUkY/GibHWQbHVE3b+0it7XA98kK1Zhl2kyYRo0NP9YGiI2a9xkKLcGB2yhUn/lJXLtrbdCWTJ3eukQLfspZ75MyGPwQERHFSVEUbOzYg1cb1qBKsyloqgoqITRrbtyLYsj8AJ0d37qrScKmB31pduBZugSKdKS+RRBE2M+9WHVMvjbzE2yDoigYSgMZRGiDn+oEBrramp9kXPaWYbAiK0ImjZ3eUgeDHyIiojitbNuKPx56C680rsG9B15KykxHvBqD7VCgvmkvjKHmB9AHP8n4fcTb5jrUUAf/2k9VY5YT5sJQWKQa035HAUVCe8jTj5n2rCnYgVZNTU93PjkAj6yuuUrk8jHtTX6b5NbtzdNXulqlJAx+gMiNDZJ1Y1/SY/BDREQUpw9bvw7/s0f2462mjUM4m8TQNjtwGKwxtxnWNj1IxsxPvBucet57E4p8ZLNQwWiC7czzdcflGB0wCOrbqYFqevB200bcuucfuHH3U3ijcX3EY+oi1BwlsmtasTkboub2MRFNDxRF0dcqJWHNDxA5y8PgJ3Uw+CEiIoqDoii6jTw/a9uOdmngfts/GLTNDopiqPfpMsKiDX6ah3zpl1Y8S6qkw1Xwf6EOLqwnnQ5Ddo7uWFEQkW/ULn1LfPDjlQN4pWFNODv334bPsN9XrztuecuXqsdOgx020ZyweRgFA4rN2aqx6jiaHiiKgpcbVuPn3/wH/6pbiZDSGWB2hLy6DXaTcdkbAJRrAh2HwYpsAzu9pQoGP0RERHHoCPl0y4qCioQV3bJBqUib+Sk0O6Mcqadd9uaVAwO69KsvtJmf3B4yP553Xlc9Fqw22OafE/X4AvPAd3yr9jcjoARVYy/Wf6Z63Bx0YWXbVtXYnKyJCZ+LruNbHJmfz9q347XGtajyN+D95s/xZlNnkKmtyYq1G99QOMpRoepwOMVRwU5vKYTBDxERURyi1bMsbdmMoOY316lE1+Y6xnofAMgzZsAkqPdNT2QhfG/aJQ9cPdSdRNrgND/KBqfBvbsQ2K4OZG3zzoZoj/6bfX3Tg8RnfiK1D//SvR/b3AfDj99p3qTKnhgFA87LnZnwuZRqal4OB2Lv+LayVR2cfdDc+e+Ntt7HabT32o1vqIww5+D/jZiPMksejskYhasKTx7qKVEcjL0fQkRERF2i7WHTKrmxvn0X5mRNGuQZJUadpk4nnuBHFEQUmbNwqFvb47pAKybZyxI1vaheaViDVxvXwCQYcWXhSTg79xjdMZE2OI1UT6IoCjzvvKYaEzOcsJ10eo9z0H5XAxH8RAsmX2j4DPfZL4dL9mF5y1eq507JOmpA6mZKNMscYw102yUPtnsOqcdCHmzo2AOvZmPcZF3y1mVe9hTMy54y1NOgPmDmh4iIKA61PRTzv9v8RdLVusRCUZQ+bXDanXbp22BkftokN15rXAugc+nhv+o+0gUAAHDAr66NESBEbAIQ2LQWwX17VGO2M8+DYLX2OA/tPkfa7zIRaqLU1ezx1mCTay/ea/5CtSxOgIDz8xKf9QGAEZp21/WBtpiynhtde3UdBYHOOqVU6fRGqY+ZHyIiojhEy/wAwDe+Wuz21mC8vWQQZ9R/LtkHrxxQjcXT8ADQd3wbjHbXB/1Nupvpf9augN1gwYnOCQCAvd5aPHL4HdUxkTY4DTXUwfXKc6oxQ24+rLN7X9KkDX6agh2QFRmikLjfMdf4o3+fL9R/pmt/PSdrIoo0jQkSpURzrRUoqAu09trxbH377ojj2z2HICmyaixZO71R6mPmh4iIKA693dS/2/z5IM0kcbTNDgQIMW0C2p32hrinIDFRGiMsL1Og4PHq97DZtQ+7vdX4bdUrun1ojskYpX6NJKHjP3+H4lcfZ7/gOxCMvf+euECz7C2oSGhLYMMHWZF7/D6rA826JhwX5h2fsPfXshsscBrUzQh6+/fCHfJhi6cq6vO7vdWqx8m+7I1SF4MfIiKiGCmKotvDRnsjvb5j94DUfAykOs0yrQKTU7d3TW+0WYa6QBtkzW/zE61Rs3Fpl5Ai48+H3sYDVa/pMlqT7GW4uugU1Zjn3TcgHdyvGrPOmgvLtBkxzSM7QnF+QyBxPwPNkgsBTc2SNuDq7vjMcQO+74y241tvwe7nrm/Cba1jkZPAvYmIumPwQ0REFKPOm1B1u+ErC0+Gtds+KgoULG3ZPMgz6x99m+v46n0AfeYnqEho0rQvTrRImZ8uAUWCTxP4THFU4uflF6v2vQns2ArvR++rjjMUFMNx8RUxz0MUxAgd3xJX96Otn7KKZlxXPC/q8QOZ9emiXebYW7vr9R3qWqpR1iJVu2gtZn5ooDD4ISIiipG2I5pZMKHEnIOTsyarxj9s+VqXcUhm/dngtEukzTQHeumbdt7apVjdTc8YhTvLLoRFNIXH5I52uJ57WnWcYDAic9EPIFgscc1F3/QgcZkf7aa6JeZcTHeMjNhNb6pjJEbbihL23tFoG1z0dK29cgBfuvarxs7MmY5jMkZHfU1P+zAR9QeDHyIiohhpfwNfbM6GKIi69soe2Y+Nmt90J7NEZH4EQdB1AeupSD8RtMvevld0Co6NcEM9I2MM7ig9Hyaxs35HURQEtn+N9qcehuxSByn28y+FsbQi7rlo210nsuObNrAYYc6BIAi4vGCu7tiL8gc+6wPEV+P1pWu/qtW4CBEzM8fgzJxpUV/DZW80UBj8EBERxUib+Sn+ts5lhDkH0xwjVc/t8tYMzqQSoD8bnHY3QlP3M5Ad32RFRpMm+Cky5+DHpedhiqMyPHaicyJuKzsPJtEIJRSCf+NatP3hXrT/7RFIh9UF+ObJU2E9uec9faIp0gSMvS0Di0e1ps111z474+0lODNnenh8btakQdlbqXMO6kC3I+SNutHs+g51l7ejHOXIMFgxxVERMctoFkywi/Fl3ohixVbXREREMdJmfrov/TnKUY4v3fvDj/d6awdrWv0iKSFd7Uxfgx9tHchALntrkdyQoS6gLzBlwiwa8Yvyi7HNcwhmwYjx9hLIHje861fB98kKhFqaIp5PzHQi44rrIAjR61B6Um7JVz0+6G9MWLtrbQat+8/doqJTMcc5ESHIGG8bvBbrBSYnRIiqa1ATaMY4zRyCsoQvXPtUY8dnjgPQWSt1es5UPF//ier5XFNGn68DUW8Y/BAREcVIn/k5chM6xlqseu6ArwEBWYJZTO7/1DYFO3R75fRl2Rugz/zU+Jrh/3ITgnt2QBAECPYMCHY7RLsDQkYmjCPHQLTa+vRe2o56JsEYrvkRBRFHOyogVe2Da9Vi+D9fD0UKRjoNAMCQnYvM798EMaPvdSba4McnB9AY7Ij5u2wItmGX2IDJIS9yjEfm4ZMDaJLUGa7uwY8oiEOyr5RRMKDInKUKcKv9Lbrg5yv3AVXjCQECZmaOCT8+NfsovNywWrUsjkveaCAl99/IRERESUJWZNQFW1Vj3W/2R9k6u1d1BRIyZOz31Sf9hqfaNtd20YIMg7VP5+oeDGa3eHDqii/Q3rwmalcvwWKF7ZT5sJ5yJkR79GYFkWizVfmmTAiCAEVRENz6JTxLl+jaV2sZCophO/1sWI6dBcFk6vHY3uQaM+AwWFV7Ch30N/Ya/DQG2/FKwxp83LoVLqMLn+47hN+P+V64gUKtJuAG9M0GhsoIc64q+ImU6dMueZtgL0F2t+Am02DDbOd4fNK2LTw2UJuzEgEMfoiIiGLSGOyApIRUY91vQm2iGaWWPBzyN4bH9vhqkj74SUSzgy4jzDkQQzJmfHEQs9fth1GSIVnywo0GtBS/D56lS+D79ENYTzsLtpNOh2CNLfDSZn7yTU5Ih6vgfvMlBHfv6PG1xopRsM0/F+ajpkEQE1P+LAgCKiz52O45FB6r8jdiRrcsR3cdIS/ebFyPpS1fIqhI4aDZI/vxVuN6XD9iPgD9Uss8k1PVsW4olZhz0H1LX23wIykhbHJ9oxrrWvLW3cL82djs2o/2kAdGwYAzsqM3QiDqLwY/REREMdDe2NlFCzIN6iVbY6xFquBnr7duUObWH9psVl/rfQDAXFuHRS99iZz6I+cMKiGYerndkL0eeN59Hb6Pl8FYVgnBYoFgtUGwWAGjCUrAD8XnheL3Q/F7AVlGrqUDxzpcaMxzwO2w4MTPvkDrtvcBzRK+LoLBAPPUGbDOPQ3GUWMHpKakXBP8HOz2s9BFURS81/I5Xm1YC4/sj3ie9R17cG3xPBgEETW6NtfJkfUBgBEW9Vy0jRm2uQ+qMmFA5OCn0JyFB0Zdhd3eGoyzjUAe21zTAGLwQ0REFANt8FP8bbvh7sbaRuDjtq3hx6nQ9CBRmR/pcBXaHv09RnS40f12N6hIMOSWwjRuImSPG4rHDcXthlRbDW2gIrtdCOzciljkBVpwauhILUmOKQOIUCtiyM6F5cRTYD3hJIiZTt3ziaSt+6ny6YOflW1b8Z+6j3s8T3vIg22eg5jiqIzY5jpZaOdSF2hTNXnQZn1GW4ujBjZ5pkwGPTQoGPwQERHFQNu2OdJN6FibuulBXbAV7ZIXTmPfivoHg3b5WF82OFVCElzPL4YS8MMoGAF0NheQRQH7j5uE0d/9uW7TUKm2Gt7334L/y419mrd2CaJRMKgeG7JzYF+wEOZjj0/Y0rbeVGiCn+pAM4KypFr2t6Z9p+51IkRYDSa44Q6PrW3fhSmOSt2ytxLNXkpDSZuFCiqSqsnDFre6lfjMKEsAiQYT9/khIiKKQU2UPX66K7fkwyyof6/4jS+5sz+6PX76kPnxLn8PUvVBAIBZ7AxCmvIcePE7x2LVKRN1gQ8AGItLkHntD5H901/DfFT8NR6Som5z3RX8CBYr7OdejOxf/haWmScMWuADAOVWdfCjQMHhbkvBQoqM3Zr9n2ZkjMGfxlyL83NmqsbXd+yBpIT0mR9L8mR+nAa7bj+erqVvTcEO3TK4qd32XyIaKsz8EBERxSCWzI9BEDHKWoSd3sPhsT3eWkzPGDXg8+sLV8inq8koirPmR6o+BO+yJeHHRsGApjwHnr18JkJGEf4I3cq6M5ZWwPn/boVUcxjS/r1QvJ5wbY/i80GRJAhmc7gGSLBY4ZG8+HrbEuQ3uZDf5IZRkmESjbCecDLs51wI0dn3uqX+sIlmFJiy0NAtoDzob8RIa2H4n7u3fQaAG0bMR5bRgVmZY/E0PgiPu0JefNa2Q3d8MtX8CIKAEksu9nQL6GoCLZiOUbqsj120YNS33wPRUGLwQ0RE1IugEtItD4uU+QGAMbZiTfBTE/G4ZNCgyfoIEOKqu1BCIbheWAwldGQJmtlgxvtnjEXI2JlxaZFc8MoB2ERzj+cyjiiFcURpTO972FuLpaV7OucsK8jqCOAvR90EY+bQBD3dlVvyVd9rla8R+HZaOz3VqmOLzNnI+rZOqcCUhRGKE+048l2+0bROdbxZMCLXmDFAM++bYnO26me8a5neFo86+DnaUZGQDV+J+os/hURERL2oD7TpNgKNVng+RlP3s9dXB0WJ3IFsqGmbHeSbnLramZ54P/oA0qEDqjHHvHNQX6QOQrSbw/ZX9z1+FFGAKb8wKQIfQF/3U9Wt41v3oBgAJmg2BJ0UKlI91n5vI8w5SRdAaGuQavwtUBQFX7v1wQ9RMkiuf4OIiIiSkHbJm9Ngh92gr2MBgLFWdfDjCnl1dTXJQlfvE8eSt66GBd0ZikYg8+yLdNkjbdF+f+n3+EmeLmEVmrqfrnbXiqJgp0cT/NjVma6Jcs/LwpKp3qeLdhleTaAZhwJNaJPcqnEGP5QsGPwQERH1Ip52wwUmJ5wGu2psT5K2vK7rY5trRZa/Xe4mhccEQUTG5ddCMJl03482eOyvRk3wU2Aa2BbW8dC2u26RXOgIedEodaBZcqmeG6/J/DhhxTjriKjnHpFEnd66aK91s+TCxo69qrF8kxPFfegiSDQQGPwQERH1ojaGTm9dBEHAGJt6+dLeJO341tfMj3/Nx5Cq9qnGrKfMh2lkZytj7Q2xNnjsL23wk59Ewc8Icw5Mmo5/B32N2KXJ+mQYbCiNEMzMirAJaJfSJGp20KXYnAMB6v2uVrR8pXp8tKNiQDaVJeoLBj9ERES90Lbs7W2jybE29W/vkzXz05cNTmWvB5733lSNGQqKYD/3ovDjYl3mp7XPc4xEu+wtmTI/BkFEqUUd1FT5G7HDq252MN5WEjEgOD5jnC6Y6JKMmR+zaNQFn01Sh+rxFLa4piTC4IeIiKgX2sJz7c291hhN3c9+X71uU86hFlLkCBuc9h78eJe9C9mtXr6V8Z1rIJiOdHMbocmMVfubE9r0IZkzP4B+6dtBfyN2aTq9TbCrl7x1yTVlRH0uGWt+gN5/GXCUvWyQZkLUOwY/REREPfDJAV2thvbmXkvb8S2oSOHC92TRFOyADPVGob1lfkJNjfB9slw1Zj76GJjGTVSNaW+GPbIfHZr9hPrKHfLBq9n7JpkyP4A++NnpqdZdf22nt+5OyJygG8sxZvTaLnyo9PTvQ6WlINzOmygZMPghIiLqQaQlW71lfjIMVt0xg7n0bbNrH+478BIePrQE2z2HdM/LioyVbVtUY1bRjAzR2uN5Pe+8qm5yIIpwnH+p7rh8kxMGTUvmRDU90GarBAjITaJub4C+3fXhQJOqVbpRMGC0tUj7srBZTv3St96yK0Opp+V4XPJGyYbBDxERUQ+0wU+eMRNmsfc9wrVL3/YOUvDTLnnxyOF3sN1zCOs6duG+Ay/hoYOvo8rXAKCzzuf+qlfweqN6A80iU1aPRenBfXvg/2KDasx60jwYCvU38QZBRJGmu1dfmh7s9tZgRctXqmWH2iVvOUYHTHHsTTQYtO2utUZbi2Dq4Wco2+jARE0bbG1L6WRS0sNyPLa4pmTT+9/eREREw5iuzXWMdRdjbMVY1b49/HiwOr5t9VTBp1kW9oVrHza79mNm5hh87dY/DwAzM8dGPaeiKHC/8V/VmGh3wHbm+VFfU2zOUTWKiLfpwXvNX+A/dSuhQIHTYMc9I7+LEeYcNATVxfR5SbbkDQCyDQ5kGGxwhbwRnx8fpaanuwvyjlNl7U7NPjph80s07UanXYyCIWr9EtFQYeaHiIioB9rgJ9b9SsZq6n4O+5vhCfkTNa2oDvqbIo4rULChY48u8BEg4Ly8mbgkf1bUcwa+2KBrbW074zyI9ui1HNpMhbZjXk82u/aFAx8AaA958Hz9pwCSe4+fLoIgoNySF/X5ibbSqM91mZ4xCj8rvxgLcmfg15WX6erIkkmO0QGzYNKNj7ONgDVJ65Ro+GLmh4iIqAeH/eqb9pIebmq7G2kpgEEQEVI6mwooUPCNr27AlwHF01ihwJSFG0vOwqQeunEpwSA8S15VjRnyC2Gde1qP59buhRRr5ueQvwmPHn5HVSMDABs79mC3tzolgh+gs9A/Ur0VEFvmBwCOyRiFYzJGJXJaA0IURIwwZ+OAv0E1znofSkbM/BAREUUhKzIOaTIpZZbY9loxiUZUWgpVY9/46hI2t2i0wc8UR2XE376fknUUHhx1dY+BDwC433oJoRb1d2C/4DsQjD3//lRboF8baIWsyFGO7uQK+fCHg2/qurl1eaH+M13Dg2Rrc92lPErdT4k5F5kG2yDPZuBFWg7K4IeSETM/REREUTQGOxBQgqqxUnNsmR8AGG0txDfdan32++oTNrdIfHJAt3Hp5QVzkWfKwBuN67G6fSeyjHZcWjAbx2eO6/V8/o1r4fvsI9WYacx4mI+e3utrtd3uAkoQLZIbeVE6s0lKCI8cXoK6YGvUc273HNJ1QctPsk5vXbTtrrtMsPe+5C0VaTu+2UULRlsLoxxNNHQY/BAREUVxWFOnYhctyIljz5JKzc3fQAc/h/3NquViAgSUWnJhEU1YVHwavld0ao8d3bqTaqvheunfqjHBZIJj4VUxnSPH6IBFNMEvHwkeawItUYOf/9R9jC3uKtXYKGsR2iUPmqQjTQ60y+GSNfNTZsmDAEE33/E97O+TyiZqPtcxGaMhClxgRMmHP5VERERRaJe8lVryYg4eAGCkJvipDbRG7LSWKNolb0XmbFjEI4Xosc5d9nnR8c/HoATVc3VcejWMI2LLXAiCEGHpW+R21+vad2Npy2bVWLbRgZ+UXYBLC2b3+D7JWvNjE80oNOk3jZ2Ypt3PpjgqcWbOdFhEE8baRuDywjlDPSWiiOIKfp544glMnToVTqcTTqcTs2fPxnvvvRd+3ufz4eabb0ZeXh4yMjKwcOFC1NWp1zdXVVVhwYIFsNvtKCwsxJ133glJkrRvRURENOQO6+p9Yl/yBgDl3/72v4sCBVW+2BsSxEvb6a2njmPRKIoC94vPINSg/u+3dfbJsB4f3w2tNviJ1olOG/iYBCN+UnYh8kyZOClrctRWyk6DXRXcJRtt3Y/TYNftf5QuBEHAdcXz8MyEW/GbkVckbUaOKK7gp6ysDA8++CA2bdqEjRs3Yt68ebjwwguxdetWAMDtt9+Ot99+Gy+//DI+/vhjVFdX45JLLgm/PhQKYcGCBQgEAli9ejX+9a9/4ZlnnsGvf/3rxH4qIiIadF45gJcaVuGx6vewy1M91NNJiL42O+hiEU0o1bxG2xErkbSZn2h1J9Eosgzvinfh/3KTatxYVgHHxVfEPR/t+0dq+CArsm78mqJTwq3CDYKIywoiB13JfoM90lKgejzRXhpX5pCIEi+ump/zz1dvZvbb3/4WTzzxBNauXYuysjI8/fTTeP755zFv3jwAwOLFizFp0iSsXbsWJ5xwApYuXYpt27Zh+fLlKCoqwvTp0/Gb3/wGP//5z3HPPffAbGYveCKiVPVi/Wfh3+CvatuBX1VciqMc5UM7qX5QFEVX81MWR7ODLpWWAlUQdcCXfMGPIssIfP05vEuXQKpWt2cW7Q5kXnsTBFP8GRbtXkf7ffUIKiGYBEN4rDrQolsKODNzjOrx8ZljMdparGoeASRvs4Mup2YfjfdavoA75INBELEgd8ZQT4lo2OtzzU8oFMKLL74It9uN2bNnY9OmTQgGg5g/f374mIkTJ6KiogJr1qwBAKxZswZTpkxBUVFR+JizzjoL7e3t4ewRERGlHkVRsLZ915HHUPDnw2+jLsa9XZJRk9Shuykv7cMyMm3Tg30D1PSgI+RFq+RWjfUW/CiyDP8XG9D2/92Ljmee1AU+AJBx5fUw5MWXQeoy2lqkeiwpIVRpgj9t1ifXmIEcY4ZqTBAEXFE4V3f+ZK336ZJnysQfRi/Cj0vPwx9GL4p5fx8iGjhxd3v7+uuvMXv2bPh8PmRkZOD111/H5MmTsXnzZpjNZmRnZ6uOLyoqQm1t529qamtrVYFP1/Ndz0Xj9/vh9x/ZFbu9vbPHvyRJrBcaRKFQCIqiIBQKDfVUKMF4bdPTYF7XFsmFNs2Nt0vy4vdVr+Pe8u/CZki9zP4BTz0U5UinLptohhPWuP+7U27KVZ2nytcAfzAAQx87YUW7rvs9dar3MQlG5IsZEeeryDKCX26Eb/m7kOtqor6X9czzIU6Y3Of/1lpgRLEpGzXdGh3sdB9GpelIMLXHXa2a90hLYcT3m2gpwVG2cmzxHOkIN9JckPT3ARmwYKZ9NAD0OFf+PZy+eG0HXjx/D8Qd/EyYMAGbN29GW1sbXnnlFSxatAgff/xxvKeJy+9+9zvce++9uvGNGzfC4Yi95Sj1jyzL6OjowPr16yGKbBSYTnht09NgXte9QiPcJrdufLfbjf9tegYLpakQkVq1DuvFKriNRz5TlmzE+vXr4z6PBwG4zerv5v0NHyFfyYjyip5Fu66bxEOq+RYqmdi4foP2xbDv243MrzbA2Ba58xoASFm5aD9mFrxZBcC6dX2aZxerMQS3eGRen+79HFmSL/x4nXGr6nm0u7HuYOT3nIlc7DMdQr3QgQlyIZSWZqxD/+aXLPj3cPritR14brf+vz/RxB38mM1mjB07FgAwY8YMbNiwAY888gi++93vIhAIoLW1VZX9qaurQ3Fx55rf4uJi3X84urrBdR0TyV133YU77rgj/Li9vR3l5eWYOXMmnM7kTnmnk1AohA0bNuC4446DwWDo/QWUMnht09NgXtfapg1wNEX+ZVQtvNifI+GKAv2ypWT2VV0HHG1HPtM053jMKp7Vp3O9/s0uNEuu8OPs4lLMck7s07miXdetdW7VfKd3m6+iKAh+uQm+99+B3PjtMrMIvzwUi0bAesZ5ME09FkKCbtLaWq3YV78y/NhvNmLWyM55SUoIT+7ZCIdyZC7zS0/AFEdl1PPNxykIyhJMYnptVci/h9MXr+3A61oVFot+/80hyzL8fj9mzJgBk8mEFStWYOHChQCAnTt3oqqqCrNnd/bonz17Nn7729+ivr4ehYWda6CXLVsGp9OJyZMnR30Pi8UCi8Win7zRCKMxvf7yS3aCIMBgMPB7T0O8tulpsK5rVbCxxy5W77Z+jkp7IU7Oiv53fbKpDraoPlOFraDP3+MoWzFaXHvDjw8Gm/p1TSJd10PBZtV8R9oKYTQaIR2uguf1FxHcu6vrxbrzGUvKYDvzfJinHJOwoKfLBIe6w1lNsAV+QYLDYMUhXzMkhFTPj8sohdHQ83djTNM92vn3cPritR1Y8XyvcV2Bu+66C+eccw4qKirQ0dGB559/HitXrsQHH3yArKwsXH/99bjjjjuQm5sLp9OJW2+9FbNnz8YJJ5wAADjzzDMxefJkXHPNNXjooYdQW1uLu+++GzfffHPE4IaIiFKDtoPZKVlH4dO27ZAhh8f+UbMcUx2VyDYm/3JlRVH6vcdPd5XWAnzeLfjp3u5aURQgEIDs9UAwmSA64l8OpygKDmk7vQVtcL30b/jWfApAifg6Y2kFbGedD/NR0xIe9HSpsBbAKBggKUfqHb7x1WGKoxJ7vep630JTFjIM1gGZBxEREGfwU19fj+9973uoqalBVlYWpk6dig8++ABnnHEGAODPf/4zRFHEwoUL4ff7cdZZZ+Hxxx8Pv95gMGDJkiW48cYbMXv2bDgcDixatAj33XdfYj8VERENGk/Ij7pgq2rs7NxjMM42Av+oXR4eCyoSNnbsxfycqYM8w/g1Sy54NZ3e+hX8dNvvJafFg9HLlqOl43MoXk/nH/lIkGgsq4R17mmwHHMcBHP0XwwqkgSpvgah6kNoO7QXp+7fDHNAgsUfgjkgYURgF3yByEXAxrJK2M86H6ajpg34vjMmwYCR1kLs8R5prLDHW4spjkpdp7cxtuhL4ImIEiGu4Ofpp5/u8Xmr1YrHHnsMjz32WNRjKisr8e6778bztkRElMS0m3aKEFFqzsVIayG+cO3Dpm4Zjz3empQIfrRZH6toRp6x73vKjLIWQgzJmPl5FU5YfwBGSUbA6odB0K//lw4dgOvFZ+B562VYjjsR5inHQPa4Ibc0QW5phtTUgKLt29D26jPAt13SfCE/JnVrKy4KAgxWfYbNkJsP+wXfgXnqsYO62eYYa5Eu+AH0ba61rbGJiBKNCw+JiKhftEveyi154WL0ox0VquBntzd6W+VkciigDn5Kzbn9ChZyapvxvZe+QG79kaJcvyzB3kPxs+xxw/vxMng/XqZ+QlFgdLs7GxZ8O6egos7wmAT1f94Fkxm2MxbAduoZEEyD33Z8rG0EPvh2A1ygMwgOyBKqfOqlesz8ENFAY/BDRET9sl+zaWel9cgSr3G2EarnqgPNcIV8SV/XcdjfrHrc1yVvSigEz3tvwPfhByjx+eDr9lxADsJuSEy9a0BWBz/mbp3QLMfOgv38S2HIzknIe/WFNqhpD3nwuesbVU2YAAEjNRvCEhElGoMfIiLqF+2yt+43sBXWApgEoyozsddbi2kZIwdren1ySLPsrdSS26fzuF97Ab7VKwF0BiS+b+uIZFHArpnjcMaJV0Kw2SHY7RCsNkj79sC3aiUCO7ZEPJ+iKGgPeeFDADbFBoNggCEnD/vsJhxwCvBZjQiYjTip8FiMKjgKxtJyGHLzI55rMBWbsuEwWOEOHQn/lnbLBAFAiTkXNjH1NsMlotTC4IeIiPosqIRwUNNlrHvw01XsvttbHR7b7a1J6uCns3OaNviJP/PjW78qHPgAgOXbbExjngNL509EqLwc546dpHqN+ejpMB89HaGGOvhWfwz/5+ugdHRAcGYhkJWJdYYGHLJZUG8RIJeX4v9Nvxpl2WV4YedfVN3ULqg8FRZ7WdxzHiiCIGCMtRhfufeHx7Z7DqmOGW1jvQ8RDTwGP0RE1GeH/U0IKbJqrMKizjSMs41QBT97krzupzXkhkf2q8bKzPEFP9LBA3C//KxqzGy0YNWxo7BhZgVkgwgE2+AO+eCIsATQUFAEx4WXwXHhZVBkGVu8B/HI4XfgDmVAURS43W44HBbcV/82rhFOVQU+QP860w2UMTZ18KN73sp6HyIaeAx+iIioz/Zrmh0UmLJ0N/Paup89vlrIigxRGJh9ZfpLm/UxCybkm2Lv9Ca7XehY/DgUKagaz7ry/2FTxgbI3QKVA74GTHaURz2Xoih4t+ULPFf/CZQIe/V4ZD+eqvlANZZtdCDTYIt5voNlbC/NDEbbWO9DRAMvOf/LQ0REKUFf71OgO0Yb/LhDPtR2a8ucbLTNDkotuTEHaoosw/WfvyPUog6gbCfNg2PmibqMzH6/ullEdwFZwuM17+PZ+o8jBj7RlFuGvsYnkjE9tLEWIWKkhcEPEQ08Bj9ERNRnBzSd3iJ168o1ZiDHmKEaS+aW19rMTzxLyLzvvYnAzq2qMdOosbBfcBkA9WangD5z1t3fa5fhs7btuvEZGWMwWo4+p2QNfrKMDhSYsiI+V2HND7dHJyIaSAx+iIioTxRF0be5tugzP4Ig6Je+JXHwczjQt+AnsPUreJa/oxoTM53IXPRDCMbOG3ttcKjdI6lLUJawum2nbvzS/Nn48YhzsVCaiuMzxkV8bbIGP0D0pW/c3JSIBguDHyIi6pP6YBu837Zu7hJtnxbtTe8eX+2Azas/FEXBQW2nN3Pvba6VgB/uV9QNDgRRROa1N0LMyg6Pab+fQ/4mBDV79ADA4UCzag8cAPhJ2QVYWDAboiDCABG3jDgbp2QdpXvtqCTeKydaUwMGP0Q0WBj8EBENMkVRsNm1Dytbt+qCh1SiXbKVYbAhV7O8rctYTebngK8hvOdNMmkPeVR70QCxZX68K95DqFVdK2S/8DKYRquzM9pOeDJkXbAFQNc+PN/kxMzMsaoxURDxgxFn4LzcmRAgAACOzxyn2mQ22Wg3O+1tnIgo0bjAlohoEMmKjCdrluLTtm0AgHebN+HBUVcnbeeznkRqdiAIQsRjR1uLIEAIF+4rULDPV49JSbQXDQAc0jQ7MAtGFJicPb4m1FgP74fqjmumsRNhPel03bF2gwVF5mzUdWv4sM9Xp9vjpkoT/GiDpi6iIOKqopNxWvbRcMt+jE3ydtGjrIWqnwMAMAnGpGzNTUTpicEPEdEgURQF/6pbGQ58gM7f8G/1HMQUR+UQzqxvdM0OeujWZRFNqLQWqGqE9nhrhjT4kZQQ9nprsctbg7pAK+qCrbosTEkMnd7cb/xX1dZaEEQ4Fl4ZNRAcZS3UBD/6jm8Hfergp7c6nhJL70vzkoFFNKHCkq8KnCutBTAKhiGcFRENJwx+iIgGySuNa7C0ZbNufLe3JiWDH12zg16WW42zjVC9ZrA7vimKgppAC752V+Er9wFs8xzsdeldaS+bmwa2foXA1i9VY9aT58FYXBL1NaOtRVjbviv8OGLw448v+Ekl4+wlquBHuySSiGggMfghIhoE7zV/jtca10Z8bq+3bpBn03/tkhfNkks1Fq3ZQZdxthFY1nIkUNjlrYGiKFEzJIkUlCX8+fDb+MK1L67XHdXTBqTBINyvv6AaEzOcsJ11QY/nHGXVLnFrQFAJwfRt9sMV8um+2wpr+gQ/5+Qcg1Vt2+GVA7CLFpyZM22op0REwwiDHyKiAfZJ2zb8u25l1Of3DGIQkCgHNJtzmgQjRphzenyN9jf8bZIbTVIH8nupqUmEj9u2xRX4CBBwonMCTsqaFPUY78qlCDWp657sF1wK0Wbv8dzabmySEsIhf2M4KNJmfQyC2Ot3m0pKLLn405jr8I2vDmOsRcgyOoZ6SkQ0jDD4ISIaQJtd+/Bk9Qc9HtMe8qBR6ui1sD6ZaJe8VVjyYeilNqbYlA2HwarqprbbWzMowc92z6Goz5Vb8jHaWoQiczaKzdkoMnX+v91gifqaUEsTvMuWqMZMI8fAMuOEXufiMFh1TQ/2euuiBj8l5ty0q4nJNjpwbMbooZ4GEQ1DDH6IiAaIoihYXPuhqrMVAHy3YC6WNG9UBQF7vbUpFfxo61R6W/IGHNnsdHO3DMxubw1mOyckfH5a3/jUSwunOCpxUtYkTHFUIjvOzIPs6kDHP/4CJRjsNirAsfAqCGJsXftGW4tUwU/3YFLb7CBapzciIopf6vVWJSJKEbu9NagPtqnGzsubiQvzjtO1JN7rTc5NPyNRFAU7PYdVY7EEP0Bn3U93ewbhc3tCftQGWlRj3y2Yg5OyJvcp8Gl/4o+QqtWZJOuJp8BYVhHzebR1P3u7bfqqbXOdTs0OiIiGGoMfIqIBsqZ9p+rxCHMOriw4CYIg6DZ13OMb3M5n/VEfbNMV5E+0l8b0Wm3dz35fPYKylLC5RaLdj0iE2Kdsiux2of2JP+kCH0NuPuwLLo7rXGM0wc9BfyOCsgRFUXBI0267PI2aHRARDTUGP0REA0BWZKzp2KUaO9E5MdzUQBv8fOOtR0iRB21+/bFNUz/jNNhRao5tn5mx1mIIONLYIahI2K8JThJtn2bJW7klDyYxvlXfstuF9sf/CKn6oGrckJMH500/hWiPL4OkzZSFFBlV/kY0SR3wyH7Vc1z2RkSUOAx+iIgGwA7PYbRJbtXYCc7x4X/WLnsLKEFdoXuy2uZRBwCT7GUxd6qzGywo1WzIudtbnbC5RdKX+qQustcD35pP0Pbog/rAJzsXzpvvhCEv/uDEbrCgWNPBbZ+vXrfkzSaakWfMjPv8REQUGRseEBENgNWaJW+VlgKUWY5smOk02lFgykJDt5qgvd7auG7Mh4KiKNiuqfeZ7CiL6xzjbSWqpV07PIdxbu6MhMwvEm1nutG2oihHdlJkGcHd2+FfvxqBrz6HIgV1xxiyc+G85Wd9CnzC87AWqWqR9vnqVE0wAKDMkp9SLdCJiJIdgx8iogSTlBDWdexWjZ0QoaPZWFuxOvjx1eH0AZ9d/zQE29EUbFeNTbZH3wg0kon2UnzY+nX48Q7P4QHb58gnB3DY36wa0+6z0yXU2gL/uk/hX/spQq0tEY8BugKfvmV8tPNY3b4j/PgbXx38sjrQ4pI3IqLEYvBDRJRgW90H4Qp5VWOzuy156zLWVqxqirDHm/xND7T1PpkGW8z1Pl0m2NTNETokDw7v+QI5u/ZDaW+D4MiAmJEJISMTYkYmxNx8GIpG9Ck4OuBrULUaFyCg0nIk+FFkGcHtW+Bb8zGC276G0kvdlbGoBJk33ApDXkHcc9HS1n1V+Rrh0wQ/7PRGRJRYDH6IiBJM2+VtjLUYReZs3XFjNHU/h/xN8MoB2ETzQE6vX7b3o96nS4HJiTxDBsSaGkzcXY/xu+oR9H4Or9EW9TWGwmJYZ58Cy/EnxtVcQFvvU2rJg1k0xpzlAQBBFGGaPA3W40+EafIUCIbE/Kez0qIOoGTIupbcFez0RkSUUAx+iIgSKChL2NCxRzV2YlbkTTxHWYsgQAhnJhQo2O+rxyR7fDU0g0lX7xPnkjcACNVW45r/fg7x8JFzeQ1AJqIHP6H6Wrjf/C8877wG87QZsMycDTErG4LNDtFmB8xmQFGguF2QO9ogt7dD7miDr2EDxgfrETAb4LcYcZyYgfYP/xJblqekHJZZc2A5dhbEjMQ3HbAbLBhhzkFNIHrwxcwPEVFiMfghIkqgr9wHdK2KZ2Xql7wBgFk0otJaoCrI3+OtSdrgpyHYrqpRAoBJMe7v0yW4bw86/v4oCjs60L2vmXa5VzSKFIR/01r4N61VjQsGAyAruoBmpL8Jpd32Ecoz7UbAaI96fsFiheXY42GdfTKM5SNjmlN/jLYWRQ1+co0ZyDBYB3wORETDCYMfIqIE0nZ5m2gvRZ4petZgjLVYE/zUDtjc+mu7pt7HYbCqOtj1JrBjCzr++TiUYABW0aR6LqSEIOXlImPCFCh+P5SOdsiuDsjtrZBdHb2eWwmF9GOKottA1ax53y7GskpYZ58My7GzIFgHL+AYbSvCqm5ND7pj1oeIKPEY/BARJYhfDmKTa69qbHaELm/djbUVY0XrV+HHe5M4+NnmVtf7TLaXQRRi2y7O//l6uJ5/OhykmEQjREFEa4YJO8cXYcf4Qnxn2qU4Kfso1esURYG0dxd8q1d2tp2OEOREE1Ak3ZhFOPKfvcHO8kQyyhq97XY5632IiBKOwQ8RJQ13yAe/LCHXlDHUU+mTL1z7VK2KBQiYlTmux9eMtY1QPW6SOtAiuZBjTL7vQJv5iXV5nm/VSrheeQ7o1nUNADrGjcIz80shmQwAgB3eal3wIwgCTGMnwDR2AuSOdvjXr4L/83UINTVC8R/ZE0dWZCgADIIIQICYkYEOi4zaYBDmYAjmQAgZQQGi0QhDaQWss+YOepYnkpHWQlXdV3dsc01ElHgMfogoKXzUugV/r1kGALgo/3hcVjBniGcUv5WtW1SPj3KUI8vYc2eyEnMOrKIZPjkQHtvrrcXMzLEDMse+agp2oF5X79N78OP99EO4X3teN245dhbcZ02D1PRZeGyHppmClpjphO30c2A7/RwAnUvdFL8PH9esx1sHP4EiCDi17ARcUHkaRKMJL1V/gI/btoZfP8c5CTNLzk6qTUNtohkjzDmoDjTrnuOyNyKixIttvQIR0QA66G/EP2qWQ/n2f280rkejZiPNZLfDcxhfuverxnpb8gYAoiBitGbp015vXSKnlhCR6n16y0wEtmyG5/UXdePWuach46rrMTGzQjVeHWhGm+SOeU6CwYCDogd/D2xGbVEm6goz8N/AFixr7wx49mvaXI+2FSZV4NMl0tI3AULc+ycREVHvGPwQ0ZCSFRn/qFkOGUe6dClQes0CJBNFUfBC/aeqMafBHlPwA+g3u9zjS77NTrWbm060lfZY7yMdqkLHf/6u675mP+sCOC65EoIoYqS1EBZNA4IdnuqY56QoCp6t/1i3ZOxfdR/hc9c3OOhvUo33VF8zlEbbCnVjJeZcmEQuziAiSjQGP0Q0pD5u24ZdXv0N727v0AUAIUVGU7BDVb/Tky/c+3Sf4eL8WTFvVjpWE/zs9dZC7mUPmsGmzfxMdkRf8hZqbUH73x+FElC3/LafdQHsZ18Qzr4YBBHjbSWqY3Z6Yw96N7n2You7SjeuQMGfDr2lCqgB/aaiySJSUBZPFz0iIoodf61EREOmXfLgufpPIj4XKSAaDLWBFjxQ9Vp4P5ssowNFpiwUmrMwwpyDuc5JKDRnhY+XFRkv1n+mOkeBKQunZ0+J+T3HWNXBj1cOoDrQMig3wAf9jdjpOYxJ9nKUWiIvs2oOulCr2Ysm2uamis+Hjr8/Crm9VTVumTkbtrPO1x0/0V6Kr90Hwo+1QVY0QVnCs3WRf3aAzgC2u2JzDuwGS0znHmyRmh5UsNMbEdGAYPBDREPm2fpP4A75Ij53wNcArxyIOXuSKG83bVRt5NkmudEmucPB2GuNa/H/iufj1OyjAXTu63PQ36g6x3cKZse1ZCnPlIlcYwaaJVd4bKv7IMoseVBkGQgEAIsl4fUqe7y1uOfAiwgpMgyCiFtLFmCWU9+dThuQ2EVLxHofJRRCx7+fglStboltGjMeGZd9L+L8tU0TDvga4An5ew1U3m/ZjLpgq2qsxJwbsXEAAIyy6peWJQubaEa5JR9V/obwWLIu0SMiSnUMfohoSGx1H8SnbduiPq9AwTfeOhzliJxhGCi9bTIaUmQ8VbMUh/xNuKxgDl5qWK16vsySjznOiXG/72RHOT5r2w4AsHqDaF6zAu01nyK4cxsUKQjBYISQkQnRkQHBkQFDfgEsx8+BaeSYuN+ry8etW8IZkpAi46/V78JmuAhTHZXhY9whH95t/lz1uol2fb2PVFsN93//heB+9T5HhoIiZH7/ZgimyJuLjrEWwyCI4XkoULDLW43pGaOizrtNcuP1xrWqsbG2EfhlxULcu/+/ONAtiOiS7MHEJfmz8OjhdyFDxljbCEzrdg2IiChxGPwQ0aALyhKerl2uGrOJZjiNdtQFWsNju7zVgxr8hBQ5auZA653mTdjQsUeVJQKAywvmxLzxZ3fTbBVoWfMhJu2oQ9nhVhgUwG8tgIDObIkSkqC0tUBu61x+Fty9Hb41n8A0ZgJs88+BacJRcWeGDms+q6SE8KdDb+FXFQsxzlYCV8iHB6pexT6fuvtc9yVvSjAI7/J34F3xnm4DUtHugPOGH0G0R2/3bRaNGGMtVi1z3OnpOfh5uWENvN1agwPAoqLTYBPN+En5hbh73/NoD3lUzydz5gcAZjnH40/WQjRLLoy3lfTpZ4iIiHrH4IeIBt3bzRtRo6kh+W7BXNQEmvFBYHN4bLDrfuoCrZAU9Q38LSXnoi3kxh5vLda071Q9p933ZpytBMdmjI77fZVgEBNe/gCWz3ccGQPgl4Ow9rLsL7h3J4J7d8JYVgHbKWfAOHIMxNx8CGLvN8/dA80u/3979x0eV3XnDfx77/Si0agXq9qWbRn3Ltu444IBE0iBmMQhvJA4kOZsdtfvspCQZNlksySQENg3IZQQssEhNAeMcQEb3OTebbnKslWsOqPR9HveP4xGujMjW7JG0lj6fp7Hz8M999x7z51jmfnpnPM7XsWPn194C6sG3Y5Xqj+KGEVJ1Fow1z4KwuOB//QJuN5Zg2BN5GiZpNEi4YFHoEm79ojLCPMgVV8fd3e87ue85zI2NR5Slc1MLA4ljUjT2bAq53b8pHxNaDTJJOsj0onHowy9HRl6e183g4ioX2PwQ0S9qsbXhLdqd6nKBhszcUvSGOxwluGDhv2h8jJ3JRSh9NpvwcNTI9s0ZsxIbJvCNsaSjz9UbYhYTN/q3vSZXR59EX4/nC89B+nYUehlLXxKIHTOHfRdM/hpFagoh/PPLwAAJL0B2qxBkDKzYXW2wJ9gBjIyoUlODU0/8yp+1Rqj9lxBD35SviZ0LAcVJDa5UVgfwJdbEuB75+dwX6yISGPdSpOSBuuXvw7d4Mj1Q9GMMOfgnbrS0PEpdxX8SiDquqk/12xRJQbQSzrckzZTVWe4eRBW5dyBP1ZtQkAE8dWMOXGb7ICIiHoXgx8i6lUvV38Ev2j7gi9Bwv/Jmg9ZkjHMlKWq6wp6UOlr7DALWaxd9KmDn9ywRf1z7KOQobfjqYp30Rx0q86NsxZGLN6/FuH3w/ni7+A7dmUkwyQbQsFPQCvjxNBU3DLzPmjzCqG4WyCanVBcTih1tfDs2BqRUS10X58X/vNngHOnkehywXVkDyBJACRo7HZosnLQdNMw6KwB+PXq/w0YPH4UlNcjq9KBpMYWJDW6YXN4oBMSsgzJ0EkXEYj6VECSZBjnLYJ50e2QdJ1PVDHclK3KdhYQQZxwX8Ioi3oT1Fq/Q5UZDgCWpU5Gii4h4p4TrIMxYWjXR+GIiKh/Y/BDRL1mb/MZ7G1WL4hfmDQ2tBg9RZuAJK0VDe1GJMrcl3ot+KkIG/mJ9txicw5+WnAvflnxdqi+TtLiS2kzuvQs4ffD+cdn4Tt+OFRm1uhxWfbgw3nDcXpwKgI6DW4uGo1ErQWasOtNC26Fd/d2uDd/gODlanSOQLCxAcHGBiiHS/FN0YyyoWk4NTgVuQ1+DLvggOliFWRFvWmoVtIgy5AErRTeinZ1cgtg/dJXoR2U12Gdjpg1BhQaM3DG0zZ97kDzuYjg50DzOdWxRWPE0uSJXX4eERENXAx+iKhX+JUAXq7arCqzacz4Qtr00LEkSSgyZWGXsyxUdtJdGUor3dPCp73ldrDPTobejh/n34MPGvbjkq8ecxNHoaALC+qF3wfnC8/Cd+KIqtxoTMDaxcNwLtMcKjvkKsfMxOKIe0g6HYwls2CYOhO+g3vh3bkVgQvnobiiT2ULFxBB6PxBjDxWhZHHqmCU9cjQJ6ISGvjaje1cLfCRZBmaQXkwTp0BQ8nsTq0z6shYa4Eq+NnvOovlmKWqczBs1GeMJR8GOXoWOSIiomgY/BBRr3i3fndEgoAvp98Mi8aoKhtuzlYFP2W9lPQgIIKoDMt+Nugqm4yaNQZ8LnVql58jPB44Xvgt/KeOq8olgxG2b34fyZrDONdudOyg63zU4Cd0nSzDMG4SDOMmQQgB4WhCoLICwUsV8FWUw3fsCCQZEC0u1XX+sMQOOlkDWZKRqU9Cja8JHuXKeqN0vQ2azwIf2WqDNq8A2sIh0BUMhTavAJI+NmtpxlkKVOmrK7x1qPU7kKqzAbiSie+wq1x1zRimgyYioi5i8ENEPS5akoMiUzZujvKlvihs3U+Ftw7NQQ+sYUFSrFX5GiMSGYSv+ekuxdUMx//8GoEL51TlktEE2zdXQZdfiDH1TtXUwIOu8xBCdCqRgiRJkBLt0CfagRGjoAsEcHnnTgyeOhVywA+l7jKClRfh3bsLvoNbVNfqPgtwNJKMbEs6tEOHQZs3GNr0TGjS0iGnZUA2maM8NTaGmjJh0RhVm97ubz6HBUljAACn3VVoUbyqa0Yz+CEioi5i8ENEPe6VKEkOvp45L2oWtwJDOnSSVlX/lLvyqvu+xMJFr3rUJ1FriWnApTQ1wPHcrxCoVo9kSUYTEleugjbvyvuNseYD7ZbwNAVcOO+93KVpddHIRhPkQXnQDsqDYVIJXtkvI/PIaRQfr4a9yQ2kZsA0Zhp0I0ZBN2RYlxIWxIIsyRhrKcA2R9uI2P7ms6HgJ3zKW44hNWqiAyIioqth8ENEPWpf81nsCUtycEvS2A6/zOtkLQqN6ap9X072QvBT4a1VHXe03ud6BOsuw/G7/0awXv0M2ZoA2ze+D21O28L+TJ0dabpE1eaph1znux38tOdV/Lho8OPihDzsmXDl2T8v/AosxrSYPeN6jLOqg58jLRfgF0HoJA0OuM6p6o7lqA8REV0HbiFNRD3qzdqdqmObxowvtktyEM0wU7bquDfW/VSEpbnO0ccm+PGfP4umZ/4zIvDR2JOQ+O1/UQU+wJWpa+Ff7MNHPbor2uam8bC5ZvgaHo/iw4mWi2gOenDaXXXVukRERJ3B4IeIeoxX8eOUu1JVdm/6zIgkB+GKzOp1P6fcVVA62FAzViLTXHcv+BE+L1xvvw7H009CcagTPWjSMmD7zr9Ck54Z9dox1gLV8fGWi/Aovm61p73KsOAnWWuNi6xpiVoLBhvVn8mB5nM47CpXbWyqk7QY0cU9lYiIiABOeyOiHnTWU6P60ipBwjTbsGteFz7y41F8KPfWxnTqV3tXMr01qMq6M+3NX3YczX99GcG6yxHntNm5sH3z+5ATbB1ef5M5N2LTz2MtFzE+RlP/avyNquN4GPVpFS3ldbPiUdUpNudAL/N/X0RE1HUc+SGiHhM+VSnXkAqjfO2F9HatBWm6RFVZWdgIUixFy/SWcx3BT7C+Fs1/fRlNv/tl1MBHVzgUtod/eNXAB7iSRjs8ADwYtsFnd4SP/GTqk2J27+4aZylQHVd461DqPKUqG2vllDciIro+/NUZEfWYUx51wDLUFH2aVzTDTNmqRf8n3ZdwS9LYmLWtvfApb0la6zWn5rUXqCiHe9M6+PbvhogyPU/S6mBadBtMcxdB0nTun90x1nyccF8MHYcv+O+OqrBRrqw4GvmJlvK6/X8DwJiwAImIiKizGPwQUY857a5WHQ/pSvBjzsKnjmOh47KWnhv5CQ9+Ojvq4zt5FO4N78NfdqzDOrqCIbDc8zVoM7I6rBPNWEsB1lzeFjqu9DWgzu+MSXrn8IQH6Tp7t+8ZK9FSXreXrLVikD65l1tFRET9BYMfIuoRTQGXauQGAIYYuzby0161vzFmX/7DXQhLc32t4CdYXwvX3/8C35EDHdaR9AaYb7sbxhlzIMldn2FcaEyPGAE53lKBGVE2hu0Kr+JHfaBZVRZPIz9AZMrr9sZYCzq14SsREVE0DH6IqEeEj/oYZF2Xkgi0rg9qn+VsS9NRfC51asza2Cp8g9OOgh8RDMDz8Qa0rHsHwh89+5qk08M4bSaMcxdDk3T9IxSyJGO4KRt7m8+Eyo63XOx28BOvaa7bu1oaa6a4JiKi7mDwQ0Q94pRHnexgsDEDstT5ERCNJGNqQhE+bjoSKtvceBjLUiZ36T7X4o+S6S3aHj/+s6fgWvMnBCovRpwDANlqg3HWfBhnzIFstsSkbSPMg9TBjzv6s6Op9DWgtKkM5+UKjFUmwPrZP/fxmua6vdaU12fC/g5JkDCawQ8REXVDl75BPPnkk5g8eTISEhKQnp6OO++8EydOnFDV8Xg8ePjhh5GSkgKr1Yq7774b1dXq3wCXl5dj6dKlMJvNSE9Pxw9/+EMEAoHuvw0RxY3wTG9dWe/Tap59tOr4sr8JR1oudKtd4ap8DVDQcaY34ffD9fbraHrm51EDH9lqg/ULX0HSYz+H+ZalMQt8gCvBT3sV3jo4g+4O6/tFENsdJ/DT83/DqtMv4rXLW7FeewLPV30QqhPPaa7bGxu21xFw5e+QtQuJKIiIiMJ1Kfj5+OOP8fDDD2PHjh348MMP4ff7sXDhQrhcrlCd73//+3j33XexZs0afPzxx7h06RLuuuuu0PlgMIilS5fC5/Nh27ZtePnll/HSSy/hsccei91bEVGfEkLgdNhv7Yd2Yb1PqyJTVsQUtE2Nh7rVtnAXwpIdJGutMGsMAIDAhXNo+u+fwP3ReqDdfkVXSDBOnw376p/AOH02JF3sR08KjBnQS+r7nmiJDMBcQQ/+UrMVj5T9Hs9c/AeOtJSrzu9uPo0y9yUA8Z3mur3xUYIfTnkjIqLu6tK0t3Xr1qmOX3rpJaSnp2PPnj2YNWsWmpqa8MILL+C1117DvHnzAAAvvvgiiouLsWPHDkybNg3r16/H0aNHsWHDBmRkZGDcuHH4yU9+gn/5l3/Bj370I+j1194DhKi/agq40BhoUZVJALL0SdDdQJs6VvkbI9ITX8/IjyRJmGcfg1eqN4fKSp2n4Ai0wKY1d7udQLRMb6kQwQDcG96De/1aCCUydbU2OweWL3wFuoIhMWlDR3SSBkWmLFUwc6zlIiYlDA0dB4WCn5xfg/PeyH2F2nunbjd+kHNHXKe5bm+IMRM2jRmOYNvPw7goAREREVFXdOvbVFPTlUxOyclXFvXu2bMHfr8fCxYsCNUZMWIE8vLysH37dkybNg3bt2/H6NGjkZGREaqzaNEirFy5EkeOHMH48eMjnuP1euH1ekPHDocDABAIBDhdrhcFg0EIIRAMBvu6Kf3SSzWbsbHxEETECAOgl3T4XvbSHvvNd6z79kRzBYRoe49EjQWJMF3Xz2uJpQivYQv84sq1GrcH+z5eg4nBFAivB8LrBbweCK8HktEETW4BtHmFkDOzIWk0qnsJISDcLRBOBxSnA8LZBE35FtxcXw5ziw/mFh+KAqdQ7/4IosUV2RiNFsZFt8Mw+xZIGk2v/PszzJiJw67zoeNjrguq5x5yleOcpybqta1dIASw23EK5S01qPI2qPomRU6I239Hl6fejOer1kOBghm2ESjUpcdtW3sT/y3un9iv/Rf7tud15f8N1x38KIqC733ve5gxYwZGjRoFAKiqqoJer4fdblfVzcjIQFVVVahO+8Cn9XzruWiefPJJ/PjHP44o3717NyyW2M2vp6tTFAVOpxO7du2CfB2pe6lj5VID3tbt7fC8C8DPT6zBSv906KDpsN71inXffqQ5AZemLXjIUkzYtWvXdd8vV9LDX3EWo8pqUXShEXoFqBXWq14jtDr4UtMhtDpo3C2QPS3QuN1QlIAqwMyXWjCo3Zofo3DBicgpbP7kNNTffAsCliRg9+7rfpeu8ksNcOnaPsvDrrPYWvkp9J/98/2e5pjqswaAXMWO0UoWNmjKEFSCcLlckCTgt4fexAVZvQaz+th57BTq0a94oQHwNYyDW/IhtcGKned39nWT4gL/Le6f2K/9F/u257VfgnMt1x38PPzwwzh8+DA++eST671Fp61evRqrVq0KHTscDuTm5mLSpEmw2Ww9/ny6IhgMorS0FJMnT4ZGE/sv4APZ4eqNsDRdO5B3pBlxa9KEmD8/1n37Xvk5WDxt7zMzZTympkzu8n0UVzM8699Fbuk+VDlaNzmVoMiARq+H6VpZypyNCAoBt+KDR/HBIfvgl8J/8yZBbhdQJugtMLa/ryTDMH8JjAtuRaG296cejlP8+MfpU1BEW4BmH5aL0ZY8+EUQL5zeB4vS9ll/MXUG7kieBABIqPkEf724BWazBZIElKMZFqj/ni0cOivusr3R1fHf4v6J/dp/sW97XuussM64rv+TP/LII1i7di22bNmCnJycUHlmZiZ8Ph8aGxtVoz/V1dXIzMwM1Qn/DXBrNrjWOuEMBgMMBkNk47VaaPvgy8hAJkkSNBoNP/cYCoggSl2nVRs3Srjy3+FT4P7RsBeLUsb3yJfVa/WtIhR4FH8oGUBH/EoA5b5a1fsMs2Z3+e+M4nTA+ewvEbxcBTMAnaxBQGkLXJqDbpg0Ha8RdCs+NPib4VX8qvJrbY9pkHXAZ23XZg6C5Z6vQZdf2KW2x5IWWgwxZeKUuzJUVuarwvjEwTjoLIdb+FSf9eykm0Kf9ZLkCfjbxU8gSYi6MWiy1gqL3tTzL0Exx3+L+yf2a//Fvu1ZXflcu9QDQgh8+9vfxptvvomPPvoIhYXqLwQTJ06ETqfDxo0bcffddwMATpw4gfLycpSUlAAASkpK8LOf/Qw1NTVIT08HAHz44Yew2WwYOXJkV5pD1C8cdpVHJAd4eugDSNPZUOa+hMfO/W+o3BFswabGQ1iSHPvRn6up8NbhP8v/jrqAEyW24ViZvRg6Kfpvr8q9tQgI9ejKYGNG1LodUVzNcDz33whebpsKa9OYUK80AwACWhnHsi1Izx4Pg8kKyWCApDMgWF+LwPkz8NVWo9rXqFrbEs5j1KLFrIer9Y9FD7MtBaOHLIGcYINsT4YmMztq0NDbRpgHqYKf4y0VAIBtDvVWA8NM2UjRJYSOE7VmjA5moQyNUe8br2muiYiIekqXgp+HH34Yr732Gt5++20kJCSE1ugkJibCZDIhMTERDzzwAFatWoXk5GTYbDZ8+9vfRklJCaZNmwYAWLhwIUaOHImvfOUr+MUvfoGqqio8+uijePjhh6OO7hD1d+FfYItM2UjT2UL/PdqSj0PtFry/U1eKBfYxvZb9TREKfnvxPdQFnACA7Y4TyDOk4c7UKVHrnwrb3ydbnwxLF/ZmUdwtcDz/q4g9dawaEw5m6HB0RDrKhqTBa9TBnDEdi5Mjk6R8cGErthx6H2k1V4KlFktbgNNi1qPFpEdQq553nalPwreyF8Foyu50W3vLCNMgrEXbOqNT7iq0BL3Y03xaVW+6bUTEtVOCeTgNR9REGvGa5pqIiKindOnb03PPPQcAmDNnjqr8xRdfxNe+9jUAwK9+9SvIsoy7774bXq8XixYtwu9+97tQXY1Gg7Vr12LlypUoKSmBxWLBihUr8MQTT3TvTYhuQH4lgFLnKVVZiW2Y6vjzqSWq4Kcx4MLGxkNRv/T3hO2OExFplP9euwMltmFRRw5OeSpVx11JcS08Hjj/39MIVJxXlWtS0pD0je/hvLcUh50nQ+WbGg9hUdK4iNGZbcGLOFOYijOFqQAAvaTFCHMOSix5GGXJQ44hJTS1MPQMKX4XoQ43D4IEKRTA+EUAb9TugEfxhepIkDDVVhRxbTLMmGQdglLXqYhz8ZrmmoiIqKd0edrbtRiNRjz77LN49tlnO6yTn5+P9957ryuPJuqX9rnORn6BTVAHP8PM2RhlycNhV9teL+/UlWK+fXSPj/74RRCvX94WpTyAF6s24V9yPxcReJwOG/kZ0snNTYXfB8cffwv/OfVohpyYBNvKH0CTkop5rtHY2S74ueCtxSlPFYpMWaGyen8zTn62oWer7+bchgnWwZ1qRzyyaozIMaTggrc2VLaufp+qzkhzLuza6Ekzbk+eGDX4SdfZY9pOIiKieBe/v+okGgB2OE6qjkeYByFZF5nC+a7UaarjhkAzNjUe7tG2AcCmhkOo8TdFPXfAdQ47nWWqsuagB5Vhm2gO7cTIj+Jxw/H738BfdlxVLifYkPitf4Im5coIzihzLtJ0iao6GxsOqo7DR9JMsh6jzXnXbEO8KzbnqI4VqDdfDR8xbK/QmIFRlsjPgCM/REQ00DD4IeojHsWHPc4zqrLptuFR6xabczDSnKsqe6duF/xKz2346FZ8+HvtjqvWebl6M1qCbRsQn/Go95DRSVrkGdOueg/F0QTHb/8L/rJjqnLZbIHtW/8ETXpbsgRZkjHXPkpVb7vjpKoN7UeGAGBiwpBeWx/Vk4abB3V4ToaMKVGmvLV3e1iqca2kYcIDIiIacBj8EPWRvc1n4RNtaZglSJiS0PEX2M+nlaiO6wPN+KjpSI+17/36vXAEW1Rli8OyzDUGXHj98qeh4/Apb/nGtA6zwgFAsKYaTU8/icDFclW5ZDTB9s1V0GZGJh+YnXiTar2OT/hDSSOaAi4cb1EnSrjaZ3ojGWHqOPgZbclDgubqKatHm/NQ0i64Xpg0jvv7EBHRgHPj/zqU6Aa1rUk9xWuUJQ82rbnD+sXmHBSbc3DsszTHAPCP+j1YYB8T83TMjkAL3q3brSobZy3EV9Nno9JbjwOuc6Hy9Q0HYNEYcdpdhaPt2gYAQ6+y3idQfhaO//c0FFezqly2JsD24Hegzc2Pel2yzooJ1sGqTGebGg9hQdIYlDpPq7KaGWQdxloKrvW6N4RknRUZOjuq/Y0R56YnRmZ5CydJEr6VvRjz7KMhQ4qYRkdERDQQcOSHqA+0BL2qAALoeMpbe+Frf6p9jRGZ2GLhrbpdEYkY7kmbCUmS8PXM+dBJbb83ERD4e+0OHHCdg1+op+F1lOnNd+QAmp79ZUTgo0lJQ+J3/hXavKtvKjovabTq+KynGuc8NdgVtgZpgnUw9P1gylurEVGmvmklDSZZh3Tqeq2kwShLHkZacuNi/yIiIqLexuCHqA+UOk+pNgLVSDImJwy95nU3RVnwH/6Fv7sqfQ34sOGAqmxG4gjkf7Z2J12fGBGERWOU9RhjUY/eCEVByz/ehOMPv4HweVXntDl5SPzuamjSrr0h6jhLAZK16sQQb9ftUmXEA/rPlLdW0YKfcdZCmDXcI42IiKgzGPwQXaejrgv4p9Mv43un/4jdzsg0wh0RQuBTh3rK21hLYac2ApUkCVPDvtDvcJzsVBr6znAFPfivC29FBGZfSJ2uqrc0ZSJyDCnR2wgJRaZs/DBnmWoan+J0wPH8U2jZ8I+Ia3RFxUh8+J8hJ9g61U5ZkjEnLPHBDsdJ1ZQ3vaTFWGtBp+53o4gW/JR0YsSQiIiIrmDwQ3QdFKHgucoPcNFXh2pfI56++A/U+h3XvM6vBPA/letVm5YCwPSrpCkON8WmHiGq9DXgoq++09d3RIHAs1UfRKSqviVpHNL16tEmnaTBdwfdFhqFStJaMTvxJnxn0FL8v2Er8UTBPRhpactO5z9ThsZfPhGRyhoADBOnwfbQdyEZrx38tTfHPipio9L2xlkLYZL1XbpnvMvQ2TG03Z5GyVorJlivPkWQiIiI2vSfyfBEvajcW6sKdgIiiLfrSvFA5vwOr6nzO/Grindx2qPOiGaQdZiQ0Lk1G8CVTUOTtVbUB9rWy+x0nEROWDa4rtqsOYWjrjrVWpB8Qxq+mDY9av0cQwp+PeR+eEUARkkXuk5xNMF34QQCF84jcOEcAhfOQXFGBoaSLMN8xxdhnDX/utafpOlsGGPJj1g71aq/TXkD2pIW/L12B/xKEMtSJ8PYzwI8IiKinsTgh+g6HAtLpwwAHzUexp0pU5CiS4g4d7LlEp66+C6aAq6Icysy5nZphEKWZEyxDcO6+r2hsp3OMtzdjeDn46YjKNWUwwJLqMymMeMHucuu3ja3B5rzp+EuP4dAxXkELpyH0tTQcf3Wd0hMQsKKb0BXeO11TlczL2l01OBHK2kwvp+OiGTpk/Bw9pK+bgYREdENicEP0XU4HpbSGbgy+vNOXSnuz5ynKt/adBT/U7keQaGoyg2yDiuzFmPqNTanjGZKwlBV8HPBW4tKXwOy9EldvteJlov4Y81mVZlGkrEq53ak6aKvwQmUn4X7k83w7SuFCPij1umIrqgYCV95sNPre65mgnUwbBpzxH5EYywFTAJAREREERj8UFyr8Nbh06bjcAbdqnIJV9Ioz0ocCVnq3aVrQoiIjTRbbW48jGUpU5Csu5KJ7KjrAp679IFqIT4ApOsS8U+5y5BrSL2uNgw3ZSNRa1GNJO10lOHO1Cldus9e5xk8V/kBgu0SHADA/8lcgOFhi+uF3w/vvl3wfLIZgQvnutxm2WyBcc5CmOYvgSTHps+0kgZz7DfhnbpSVfn1BJRERETU/zH4objVEGjGj8+/juawwKfVhsaDuOitx/KMWb3arip/Y8RIQyu/CODdulKsyJyLWr8DT1/8R0TgM9qSj+8MWgprJ7K7dUSWZExJGKpKSb3TeVIV/AghACGiBhquoAd/qv4YHzcdiTh3a/JEzLGPgggEECg/C//pk/CXHUfg3GkIvy+ifjSSwQhtTh60OfnQ5hZAm1sAOTUtZkFPe/Pso/Fu3e7Q56yTtJhgHRzz5xAREdGNj8EPxa1NDYc6DHxa/aN+D6bZhnW4mWZP6GjUp9XGxkNYkjwBv764NiJIWpg0Dl/NmANNDEarpiQUYUPdfhScr8Ooo1XIL69HlbwRWkmjqicnJkGbVwBtXiF0eYU4lizhhepNcLsakebxw+ANwOj2w1DbhLGKHbPEATTWb0KwtqZTU9okjQbavMLPgpx8aHLyoUnP7JFAJ5oMvR1fTJuB1y9/CgkSlqfP6lZgSURERP0Xgx+KS0IIbHecvHY9CPyhagN+WvDlmAQUnRG+3meYKRunPVWhNT1+EcCj516LmKo3wToYKzLmxGSaXrCmGgU7d2HlxzthbG57jkvnQaLWoqqrNDXAd6gBvkP7UO93whtowX1h9xMAdIqMQSYv/PLlTrVBY0+CYfocGKfdHJP1O91xZ+oUzLOPBgDYtKY+bQsRERHFLwY/FJcueGtx0VenKrs5cSTMsh6X/Q7sbT4TKj/nqcH6hv1YkjyhV9oWnultum0Ecg2p2Nh4MFQWHvhk6pPwrezF3Q58lJYWuP7+Grx7dgAA0vyAs915V9AbEfy0nfOgKRA5XU+SJKRqrZA8CuROpJzWFRXDePM86EeOgaTRXLN+b2HQQ0RERNfC4IfiUvioT4rOhm9mLYQsyfCLIP7v2VdR4W0Ljl6/vA1TEoqippmOpTq/E5f9TaqyEeZBGG8txObGw1CgRFxjlPX4Qc4dsHRzKpb/TBmaX/0Dgg1t722RjXCiLdDyKn4ERRAaKTIocQQipxCaNHqk6mzQQkYzItNwA4A2Owe6IcOhHTIMuiHDIFt79jMmIiIi6ikMfijuCCGwzXFcVVaSMCw0aqKTNPh65nw8cf710HmP4sMr1R/h+zm392jbwtf7mGUDcg0pkCUZs+03YXPjoYhrVmYvQo4h5bqfKYIBuD94F+4N70OEpcs2aXSQJRmXMiw4NDILlZmJuDNtGmYnjbpSIRhA4FIFms4cw7mjG5FW64cmeCUxQJLOCrvWCtlsBgxG+Kx26IaPgC4tA3JyCjTJqdBkDYJssV5324mIiIjiCYMfijtnPNWoCRtdKbENVx0Xm3MwO/EmVbayXc4y7G0+06OZvo671cHPCPOgUFC2LGUyPmo8rMru9rnUqZiScP1pl4O1NXD+6fcIlJ+NOCcZTTBOnYkjhQre11eGytcbqjEv4xZIn01h0w7Kw7pCLf46pgmagIJEhxs6nQm/GPkQdGYrJFlGIBDAsZ07MXjqVGi1/GeBiIiI+qfe3SCFqBO2O06ojjP0dhQa0yPqLc+YBatGvc7jparN8Cpd23SzK8JHfka02wsnQ2/HVzPmhI5nJ96Ez6eWXPezfEcOoPG/fxI18NENGQb7P/8Ilju/hDFDpqnOlXsv44DrXOhYCIFPmo4BAIJaGfXJFozKHQe91dZrGdmIiIiI4gF/xUtxRRFKRPBTkjA8NIrRXoLGhOXps/A/lR+Eyi77m/B2XSm+mDY95m1zBt2o8NaqykaEbQS6OHk8JiYMgVfxX/dUN6EocH/wLlrWvxtxTpJlmJbcCdO8xaHAZYwlH1n6JFT6GkL13qkrxThrIQDgvPdyRPKIGYkjrqttRERERDcy/tqX4spJdyXqA82qsumJwzuoDcxOHIlic46q7KPGw1c2+Ix121ouqY71khYFxoyIemk623UHPkqLC84//CZq4KNJy0Did1fDvOBW1YiNLMm4PWWyqu6xlgqcclcBALZ+NurTKlVnw3BT9nW1j4iIiOhGxuCH4kr4qE+OIQW5htQO60uSpJpqBgANgWaUh43QxEL4lLciUzZ0UbKqXS//2VNoeuqn8B2LTJpgGD8F9lX/Dm1eYdRrZ9pGIEmrTkzwbl0pFKHg07DkETNtxTHZa4iIiIjoRsNpbxQ3gkLBjrAU1+GJDqLJN6QhTZeoSkG9v/ks8o1pMW3fsbDNTcOnvF0PIQT8J4/CvfF9+MuOR5yXJBnmO74A4+wFUaf+tdLJWixJHo/XaraGykqdp/Bhw0E0BdQprDnljYiIiAYqBj8UN462XIAjqN6EszPBjyRJGG8txPqG/aGy/a6zWJY6JWZtcys+nPXUqMqGm69/6pgIBuE7uBfuTe8jUFEetY5stSFhxTegG3rtzwAA5tvH4K3aXWhRvFeeAYFXqj9S1Sk0ZnQr7TYRERHRjYzBD8WN8FGfAmM6svRJnbp2XFjwc6LlElxBT7c3Fm11yHVetYGpDBlFpqwu3ydYVwvvjq3w7PoEiqOpw3q6/MGwfm0lNPbOvT8AmDUGLEgag3fqSkNl4ZuuzuSoDxEREQ1gDH5uQDsdZdjSdBQexacq10gyis05uCNlMjQ32JoOvwhip7NMVTa9E6M+rUaac6CTtPCLAIArox6HXOWYZhvWrXYFRBDv1JXijcs7VOWDTRkwyvpO3UN4PPAdOwTP9i3wlx27al05wQbTnIUwzloA6Tr221mcPB7v1e9FQAQjzkmQMN3G4IeIiIgGLgY/N5gDzefw9MW1qo002zvkOg9H0I0VYUkA4t0x1wW4gh5V2dSEzgcuBlmHkeYc1f42+5vPdiv4ueCtxe8urcO5sOluADDKnNfhdUIIBGuq4D92CL6jhxA4UwYRDFz1WZq0DJjmLoJhUgkkne6625yktWJW4khsaoxMmjDakg+71nLd9yYiIiK60TH4uYEEhYJXaz7uMPBp9UH9Psy0jcAQU2Yvtaz7djefVh0PMWYiXZ/YpXuMsxaqgx/XOShC6XJms6BQ8G7dbrxRuz3qCEq+IQ1LkidElAtFgXf3drg3vIfg5epOPUuXPxjGuQuhHz0hZhuO3pYyCZsbD0f8PeGUNyIiIhroGPzcQDY3HkaFt+6a9QQE/lC1AT8t+PINMf1NCIE9TnXwMylhaJfvM85agJfbxRxNARfOey+jMMpePB2p8Nbh+Usf4LSnKuKcBAnLUqbgrtSp0MnqHx3/6ZNwvfVXBCrOX/MZsskMw6RpMEybBW12zjXrd1WWPgmTE4ZiV7tphHpJd12fKREREVF/wuDnBuFWfFhzeZuqLMeQgvn2MQCAc54afNx0JHTunKcG6xsOYEny+F5tZyshxFVTM7d3xlMdsbHppIQhXX5mpj4JmfokVPkakFzvwtDTl9Gw8RmkJuRCTkiEZLNBTkiEbEuEdlAeZFvbyJIiFPyjfi/WXN4WWjfU3iB9ClZmL4oYTQvWXUbLO2vgPbj3qm2TZBnaIcNgnDID+rETIek6t17oen0udSr2NJ9GUFxJeDDHfhNMnVyjRERERNRfMfi5Qayt2x2RBnpFxlyMslxZe+IXQZz2VKlGhl6//CmmJAxFii6h19q523kKr1R/DI0k4+7UaZiZWHzNa/aETXnL1CdhkD65S88VQiBYUY7bd9XAf2gvkuuvfFZaWQevIdoUNAm6gsHQjx6PxuIheM67B2XuSxG1ZAW4w3wTlumGQz5fB0/DSQSrK6/8qbqEYGN9h22SE5OgLx4FXfFo6IYVQzaauvRO3VFgTMcPcpZhU+MhZOmT8PnUkl57NhEREVG8YvBzA6j3N2Nt3R5V2ThrYSjwAQCdpMHXM+fjifOvh8o8ig+vVH+E7+fc3ivtbAy48MzF90IjJ89eeh+nPdW4L33WVaff7Q6f8mYd0ulRIwAIXDgH15v/C//ZUygK+lDlawsSvYq/g3U/Av5zp+E6cwKX1tRjerIZ4406aINBaAIC2mAQ1oCM/IAJBhxFMzpPk54Jyx1fhG7k6C69R6yNtxZivLWwz55PREREFG8Y/NwA1tRug0/4Q8cSJCxPnxVRr9icg9mJN6mmv+1ylmFf89le+RL8Qf3+iClj6+r34oKnFt8ZtBQ2beTIR7WvERe8taqyiZ2c8qY4HWhZ+wY8u7YBny3uN8o6SJIEIdoW+7coPlg72O/HEWyBEAIpdS5VeaLWjCStpUvBi2y2wLR4GYzTZ0HS8EeLiIiIKN7wG1qcO++5jI8bj6jK5tpHIceQErX+l9NnYU/zGTQH3aGyF6s2YeTgr8IgX38K5WvxKn582Hgg6rkjLeV49NxrWJVzOwqM6apz4VPebBozhl1j81ARCMCzdSNaPngXwqtOjy1JEoyyHu6gF06rAacHpyIncRBulnOgOJqgOB0I1taErmsJelXXayUN0vS2Tu/hAwCSTg/j9FkwLbwdspmppImIiIjiFYOfOPdazVZVymKDrMPn0zpev2HTmrA8fRb+p/IDAIDZ5YXkqsBHtW9gjr4QiqsZwuuFJiMLuiHDYvZlfUvT0Yh9etq77G/C4+f+F98ZtFQ1shM+5W28tfCqqan9Z8rQ/PorCFZXRj2vsSfBO2IUXktvRHV6AoQsIUFjwqKiFaH7Cr8f/lPHcXnfp3DuXg9zixK6PlNvj8jk1kq2JkBOsEGTlgFNRhY0mYOgycyCJi2zW3vzEBEREVHvYPATxw65zuNgu31rAOD25ElI0lqvet2shBE4tWsdMj7dg8xqJwBAlvbCYUgNm8YlQTsoF7qiEdANHQHd0OGQDIYut1MRCt6rV2c7KzRmoDHgQkO7LG4+EcAzF9/Dk4XLkW1IhjPoxvGWi6rrJneQjllpcV2Z4rZ9S9Tzkt4A0y1LYZp9C3JFC6pOvxA65wy6ccZTg6GfZWqTdDroi0fjQIYPr451IbuyCWmXm2HVGjEqZzFkvQHQaiHp9ZAtVkg2O+SEBE5lIyIiIrrB8dtcL9juOIG/Xd4Oo6xHiW0YZttvQoLm6pm/hBD435pPVWV2rQVLUyZ2fE0gAO+eHXBvXIdbqytw0esMnVOEApfigVX1XIHAxXIELpbD/dF6SEYTjDPnwnTzfFUa6GvZ13wWVb4GVdm96TORY0jBryrWqrKo+YQfv7n0Hp7Ivwd7nWdUo1p6SatK4tD6Ofj2lcL15v9CaXZEfb5hUgkst90FOTEJAJCORGTrk3HJ15aJbX/z2VDw0+pA83kIWcLFQXZcHGTHHPsomLIi11IRERERUf/A4KeHVfka8Oyl90P7rZzxVOH1y9swJaEI85NGY4RpUNRF9bucp3AmbKPNu1NLoq5FEYoC746taFm/FkrTlSBEL2th1OjhCfpC9ZoC7rDgJ+w+HjfcG96DZ/N6GCZPh2nuQmjSMzus3+of9epMdHmGNIwy50GSJPx73ufxXOUH2O44ETp/zlOD1y9vQ7W/UXXdGGtBaF1SoOoSfAf3wndgDwKXLkR9rjYnH5bPL4cuf3DEuXHWQlyqbwt+PnEcw92p00KftU8J4FhLheqasZaCa74rEREREd24GPz0sLfrSkOBTyu/COBTxzF86jiGPEMaVmYvUiUCCAoFf738ieqaTH0S5tpHRdw/cOkCXK//Cf7zZyLOJWrM8AR9UGQJHqMOdSYdktJykKg1I3D+LETAH3ENAIhgAJ4dW+DZsRXa7EHQZOVAm50DZGZDdqv3Gjrjro4IIm5NnhAKMnSyFg9l3oL6yrPwXq5EgtMDm9OLgPMoCl1+FAgFPr0Gfp0G41IUNJv/DH/ZMQRr1IFfe5LeAPOtn4Px5nmQ5Ojrg6YmFOG9dkFZta8Rx1oqMNKSCwA43lKhykwnQYoYdSIiIiKi/oXBTw+q8zuxtenoVeuUey/jJ+fX4McF94QyuG1pOorKsGlkX0qbodorR3i9aPngXXg+Wg8RFly1Ssgdgr8VS9hdaIWQrwQjM2zFeGTQEgi/H4HzZ+A/dQL+smPwnzkFtJuC9tlTELhUgcClCnj3ABACWS4XmrZ+AF1eAbR5hdhhvAiz2QefTgMASNRZUGIshP/8GQTOlMF/5hQCZ8vwkLMRF331gAh/RpsMo4BHOn7Vz0s/cgwsn18OTVL0bHetikxZyDGkqDZ93dR4OBT8HHCdV9UfYsrsMB02EREREfUPDH560Nq63apRH40kQ4KEgAiq6rUoXjxZ/gaeKLgXNo0Jf7u8TXW+0JiBKZ8lAhA+L3wH96HlvTcRbKhDNLrBRTAtuBW6EaNQVL8bpTVbQ+d2OE/gK4FZSNRZoBs6HLqhw4HFdyBYUwX35vXwlm6DCAai3reVaGqA73Aj3If2oMhTi6J255J0Vji0eyOu0ctapGitqPM7I84BV/bnuVqWN409CeY7vwT9mImd2ntHkiTMtY/Cn6o/DpXtcpahOTgXVo0RB8OCnzGW/Gvek4iIiIhubAx+ekhTwIVNjYdUZfPtY3B3agm2NB3BhsaDqPY1hs7VB5rxn+ffwMxAGkRdNcxGHTwGLRSNjHtSpyNYdgIte3bAe2BPxN42rTRpGbB8fjn0w0aGyubYR2HN5e2hKV5BoWBj4yHclTpNfW16Jqxf+irMi++A+5NN8HyyGcLjxtXU+9Ubg0qSBNtV1hTZtGa0KF64261DamWOMuoiJybBMGY89GMmQju4qMMpbh2ZaRuJ12q2hgJQvwjg06bjmJQwBBVhG6tyvQ8RERFR/8fgp4e8V78XvnZrSmTIuC1lEmxaE25LmYRbksbip+V/w5nmi8itaEDR6VoMPV0Lc4sP97e7j85oxiDTWTRdJRCRNFqYFtwK0/wlEfvNJGhMmG4bjo+b2jZK3dBwEHekTIZW0kTcS060w7L0LpgX3obA+bMIVF5E8FIFApcuIHCpAsCVgKcl6FVtpNr6rKuN3shmCzIGDcIWqRK1Fg2arQYENTJ0/gDutU2BMShd2YMoMQm6UWOhzS3ocsDTnk1rwuSEodjhOBkq29R4CIawfXzMsgFDTNdO7EBERERENzYGPz3AFfRgfcMBVdnNicVI09lCx9raOnxvaxNO79kJydPx5qBpwnjVERjdkOGwfvErV83Ktih5nCr4aQg0Y7fzNKbZhnV4jaTTt02L+4zf58PpDz9AQrIFHx16G4mVCtIvN0MbUCBJEhK1ZtU9tBnZ0A4eCt3gImgLiyAnp0CSJAxpPou/XXgzVG+IMROZhV/usC3dMdc+WhX8lHsvR2SnG2XJU62nIiIiIqL+icFPD/igYT88StvULgkS7kiZHDr2HtqH5lf/AOHzIg9WXJJ8ERnhAMCsMYRSP7cnSTJ0RSNgKJkF/dhrr4EpNGagyJSt2m9nfcP+qwY/0UiyjIA9GX/OacR2ez6AfEiKgNXlxX1pNyPNVgxAAEJAMlshm81R7zPOWoiV2YvxZu1OJGhMeCjrli61oytGmXORqrOh1t+2R1D7JAgA1/sQERERDRQMfmLMrfjwfv0+VdlUWxGyDckQQsC94T20vNc26qGVNMjUJ+GSrx4iLBNastaqOtZm58IwaRoME6aENvTsrEVJ41TBz7GWCpz3XEa+MS1q/TJ3Jc64q1FkysJgU0ao/IRcg23OM6GAS8gSBmeOwM25MzuViKDVrMSRmJU48toVu0mWZMy1j8KasCQS7Y21FvR4O4iIiIio7zH4iSG/COLlqs0Ra2GWpUyB8PvQ/JeX4N23K+I6vaxF2uDReDOrBScGp8BhM2KpqRjjrRMgWlwQHjc0KWmd2nC0I1NsRUissaAp0JakYG39bjycvSSi7i5nGX5V8W7ouMCYjvn2MbjJOAgfaE5AQttolFk24MGsW7oU+PS22Yk34W+Xt0NEpPIGsvXJSG03HZGIiIiI+i8GPzHSGHDhVxXv4mS70RUAGG8tRG6LjKaXfoHAhXMR1xkmT4f51s8h1Z6EL3jrsbHxIDJ0dtySNOaqyQO6SidpsMA+Bm/Ubg+Vfdp0HHelTkOWvm0UyS+CqvTQAHDOU4MXqjZACIEWyQdLu+BnReZcpOgSYtbOnpCiS8BYawH2N5+NOMcpb0REREQDB4OfGDjtrsJTFe+gPtCsKk+rbcE9O8+j8dD7EEr4mh4Jljs+D+OchaFRk0GGZHw1Y06PtXNh0jisrd8Nr+IHAAgIvFW7EyuzF4fqfNR4WLU+5momWIfgZltxj7Q11ubaR0UPfjjljYiIiGjAYPDTTVuajuIPlRtC++gAQFZlE2bsKsekS36YNcaIyVaSwYiErz4E/cgxvdpWm9aEhUnj8G5daahsa9Mx3JU6DRl6O3xKAG/W7uzUvSwaIx7MWhDX093am2AdDJvGDEewJVSmlTQoNg/qw1YRERERUW9ift/rFBQKXqn+CM9dWqcKfIacrsXyNw6gpFLAEmXjTk1KGhK/9397PfBpdVvyROiltmlrAiIU8GxoPICGsNGrL6ffjAnWIZCgDnIeyJwPu9bS8w2OEa2kwWz7TaqyEeZBMMr6PmoREREREfU2jvxcp22O43i/fm9E+eyTTuTqkiPW60g6HQxTZ8K85E7I5r4LGmxaMxYmjcXa+t2hsi1NR3Fr8gS8XVuqqjvKkofbUybj9hSgzu/EpvqDKHUexp1Zs1BiGx5+67h3W/JEbHecQK3fAQkSvpA6va+bRERERES9iMHPdZppK8Zu52nscpaFyhYljcMkxYmg1JbtTbZYYZw5D8aZcyFb4yMxwG0pE7G+YT98n41YCQj8rPwN1ZQwAPhiWltwkKJLwOdSpiL7FDAloahX2xsrNq0Z/1l4H060XEK+MS3uEzUQERERUWxx2tt1kiQJ38xehFxDKrSSBt/IWoivZc4D3Oo019YvrYB58R1xE/gAQKLWggVJY1Vl4YHPeGshikzZvdmsXmHRGDEhYTADHyIiIqIBiCM/3WCS9fhBzh1wBFtCgYLS4lLVkUzmvmjaNd2eMgkfNhxQrVdq7wtpnBJGRERERP1Ll0d+tmzZgttvvx3Z2dmQJAlvvfWW6rwQAo899hiysrJgMpmwYMEClJWVqerU19dj+fLlsNlssNvteOCBB9DcrF5of6PI0NtDgY9QFAiPeuRH6sP1PVdj11qwICl60oUpCUUoNGb0couIiIiIiHpWl4Mfl8uFsWPH4tlnn416/he/+AWeeeYZPP/889i5cycsFgsWLVoEj8cTqrN8+XIcOXIEH374IdauXYstW7bgoYceuv63iBPhgQ8Qv8EPcGX0RyepB/8kSPh8WkkftYiIiIiIqOd0edrbkiVLsGTJkqjnhBD49a9/jUcffRTLli0DALzyyivIyMjAW2+9hXvuuQfHjh3DunXrUFpaikmTJgEAfvOb3+DWW2/FL3/5S2Rn37jrTETYlDcAkON02hsAJGmtmG8fjXUN+0JlJbbhyDWk9mGriIiIiIh6RkwTHpw9exZVVVVYsGBBqCwxMRFTp07F9u3bAQDbt2+H3W4PBT4AsGDBAsiyjJ07O7fBZrwKD34kjQbQx/c+Ml9Im45hn03byzek4asZs/u4RUREREREPSOmCQ+qqqoAABkZ6vUiGRkZoXNVVVVIT09XN0KrRXJycqhOOK/XC6/XGzp2OBwAgEAggEAg+oL9vuBvdgJCtBUYzQgGg33XoE7QQ4N/z/k8moMeWGQDJEgdfqbBYBBCiLh/J+o69m3/xH7tn9iv/RP7tf9i3/a8rsQDN0S2tyeffBI//vGPI8p3794NiyV+1tSYzpYh2dU2+hPQ6HD8Bh/Nak9RFDidTuzatQuyzCzp/Qn7tn9iv/ZP7Nf+if3af7Fve57LFbn0pCMxDX4yMzMBANXV1cjKygqVV1dXY9y4caE6NTU1qusCgQDq6+tD14dbvXo1Vq1aFTp2OBzIzc3FpEmTYLPZYvkK3eJVvHC3C8Y0ObkomDq1D1sUW8FgEKWlpZg8eTI0Gk1fN4diiH3bP7Ff+yf2a//Efu2/2Lc9r3VWWGfENPgpLCxEZmYmNm7cGAp2HA4Hdu7ciZUrVwIASkpK0NjYiD179mDixIkAgE2bNkFRFEztIFAwGAwwGAyRjddqodXGz+CVz+sBJCl0rDFb4qp9sSBJEjQaTb97L2Lf9lfs1/6J/do/sV/7L/Ztz+rK59rlHmhubsapU6dCx2fPnsX+/fuRnJyMvLw8fO9738NPf/pTFBUVobCwEP/+7/+O7Oxs3HnnnQCA4uJiLF68GA8++CCef/55+P1+PPLII7jnnntu6ExvACBaWlTH8ZzmmoiIiIhooOly8LN7927MnTs3dNw6HW3FihV46aWX8M///M9wuVx46KGH0NjYiJkzZ2LdunUwGo2ha/785z/jkUcewfz58yHLMu6++24888wzMXidviXc4cFP/Ka5JiIiIiIaaLoc/MyZMweifUazMJIk4YknnsATTzzRYZ3k5GS89tprXX103BNu9WKreN7jh4iIiIhooGHKiRhSOO2NiIiIiChuMfiJofCRH4kjP0REREREcYPBTwwx4QERERERUfxi8BND4QkPuOaHiIiIiCh+MPiJEaEoUNxuVRmzvRERERERxQ8GPzEiPG4A6ix4konT3oiIiIiI4gWDnxgJn/IGcNobEREREVE8YfATI6IlLNObLAMGQx+1hoiIiIiIwjH4iRHFHZnpTZKkPmoNERERERGFY/ATI+HT3rjHDxERERFRfGHwEyMRe/ww+CEiIiIiiisMfmIkYo8fbnBKRERERBRXGPzEiBKe8IAjP0REREREcYXBT4xEZHvjyA8RERERUVxh8BMjEdPeOPJDRERERBRXGPzESETCAzODHyIiIiKieMLgJ0ai7fNDRERERETxg8FPjESs+eG0NyIiIiKiuMLgJ0aY6pqIiIiIKL4x+IkBoSgQbreqTDKZ+qg1REREREQUDYOfGBBeD4RQVGVc80NEREREFF8Y/MRAeKY3AJBNDH6IiIiIiOIJg58YCF/vI0kyYDD0UWuIiIiIiCgaBj8xEJHpzWyGJEl91BoiIiIiIoqGwU8McI8fIiIiIqL4x+AnBrjHDxERERFR/GPwEwORe/ww+CEiIiIiijcMfmIgYtobR36IiIiIiOIOg58YiJz2xjU/RERERETxhsFPDEROe2PwQ0REREQUbxj8xED4JqeSydRHLSEiIiIioo4w+IkBhdneiIiIiIjiHoOfGAif9sZ9foiIiIiI4g+DnxgIT3ggc+SHiIiIiCjuMPjpJiEEhNutKuPIDxERERFR/GHw003C64EQiqqMa36IiIiIiOIPg59uCp/yBgCSmcEPEREREVG8YfDTTRHJDiQZksHYR60hIiIiIqKOMPjppmh7/EgyP1YiIiIionjDb+ndxD1+iIiIiIhuDAx+uol7/BARERER3RgY/HQT9/ghIiIiIroxMPjppsg9fhj8EBERERHFIwY/3cQ1P0RERERENwYGP90k3GHBD9f8EBERERHFJQY/3RSe8EBm8ENEREREFJcY/HSTErHPD6e9ERERERHFIwY/3RSZ6prBDxERERFRPGLw003hqa458kNEREREFJ8Y/HSDEAIibNqbbOKaHyIiIiKieMTgpzu8XgihqIqY7Y2IiIiIKD4x+OkGJSzNNcBpb0RERERE8YrBTzeEr/cBJEhGY5+0hYiIiIiIro7BTzcIt1t1LJvNkGR+pERERERE8Yjf1LtBYaY3IiIiIqIbBoOfbojY44fBDxERERFR3GLw0w3c44eIiIiI6MbRp8HPs88+i4KCAhiNRkydOhW7du3qy+Z0WcQeP0xzTUREREQUt/os+PnrX/+KVatW4fHHH8fevXsxduxYLFq0CDU1NX3VpC5Twqe9mTnyQ0REREQUr/os+Hnqqafw4IMP4v7778fIkSPx/PPPw2w2449//GNfNanLOO2NiIiIiOjGoe2Lh/p8PuzZswerV68OlcmyjAULFmD79u0R9b1eL7xeb+jY4XAAAAKBAAKBQM83uAPBlmZAiNCxMBj7tD09LRgMQgiBYDDY102hGGPf9k/s1/6J/do/sV/7L/Ztz+vK9+8+CX5qa2sRDAaRkZGhKs/IyMDx48cj6j/55JP48Y9/HFG+e/duWCx9t84m7fx56F1toz8VFRfh2rmzz9rT0xRFgdPpxK5duyBzP6N+hX3bP7Ff+yf2a//Efu2/2Lc9z+VyXbvSZ/ok+Omq1atXY9WqVaFjh8OB3NxcTJo0CTabrc/a5dj8DyjutuArfew46MdO7LP29LRgMIjS0lJMnjwZGo2mr5tDMcS+7Z/Yr/0T+7V/Yr/2X+zbntc6K6wz+iT4SU1NhUajQXV1taq8uroamZmZEfUNBgMMBkNEuVarhVbbd/FbwvKvQ2l2QrS4INwt0OcVQNOH7ekNkiRBo9H06edOPYN92z+xX/sn9mv/xH7tv9i3Pasrn2uf9IBer8fEiROxceNG3HnnnQCuDAlu3LgRjzzySF806broCof2dROIiIiIiKiT+iz8XLVqFVasWIFJkyZhypQp+PWvfw2Xy4X777+/r5pERERERET9WJ8FP1/60pdw+fJlPPbYY6iqqsK4ceOwbt26iCQIREREREREsdCnEw8feeSRG2qaGxERERER3biYb4+IiIiIiAYEBj9ERERERDQgMPghIiIiIqIBgcEPERERERENCAx+iIiIiIhoQGDwQ0REREREAwKDHyIiIiIiGhAY/BARERER0YDA4IeIiIiIiAYEBj9ERERERDQgMPghIiIiIqIBgcEPERERERENCAx+iIiIiIhoQND2dQOuhxACAOBwOPq4JQNLIBCAy+WCw+GAVntD/tWhDrBv+yf2a//Efu2f2K/9F/u257XGBK0xwtXckD3gdDoBALm5uX3cEiIiIiIiigdOpxOJiYlXrSOJzoRIcUZRFFy6dAkJCQmQJKmvmzNgOBwO5Obm4sKFC7DZbH3dHIoh9m3/xH7tn9iv/RP7tf9i3/Y8IQScTieys7Mhy1df1XNDjvzIsoycnJy+bsaAZbPZ+MPbT7Fv+yf2a//Efu2f2K/9F/u2Z11rxKcVEx4QEREREdGAwOCHiIiIiIgGBAY/1GkGgwGPP/44DAZDXzeFYox92z+xX/sn9mv/xH7tv9i38eWGTHhARERERETUVRz5ISIiIiKiAYHBDxERERERDQgMfoiIiIiIaEBg8ENERERERAMCg58BZsuWLbj99tuRnZ0NSZLw1ltvqc5XV1fja1/7GrKzs2E2m7F48WKUlZWp6syZMweSJKn+fPOb31TVKS8vx9KlS2E2m5Geno4f/vCHCAQCPf16A1pv9O2BAwdw7733Ijc3FyaTCcXFxXj66ad74/UGrN76mW1VV1eHnJwcSJKExsbGHnor6s1+femllzBmzBgYjUakp6fj4Ycf7slXG9B6q19LS0sxf/582O12JCUlYdGiRThw4EBPv96AFou+BYDt27dj3rx5sFgssNlsmDVrFtxud+h8fX09li9fDpvNBrvdjgceeADNzc09/XoDCoOfAcblcmHs2LF49tlnI84JIXDnnXfizJkzePvtt7Fv3z7k5+djwYIFcLlcqroPPvggKisrQ39+8YtfhM4Fg0EsXboUPp8P27Ztw8svv4yXXnoJjz32WI+/30DWG327Z88epKen49VXX8WRI0fwb//2b1i9ejV++9vf9vj7DVS90a/tPfDAAxgzZkyPvAu16a1+feqpp/Bv//Zv+Nd//VccOXIEGzZswKJFi3r03Qay3ujX5uZmLF68GHl5edi5cyc++eQTJCQkYNGiRfD7/T3+jgNVLPp2+/btWLx4MRYuXIhdu3ahtLQUjzzyCGS57ev48uXLceTIEXz44YdYu3YttmzZgoceeqhX3nHAEDRgARBvvvlm6PjEiRMCgDh8+HCoLBgMirS0NPH73/8+VDZ79mzx3e9+t8P7vvfee0KWZVFVVRUqe+6554TNZhNerzem70DR9VTfRvOtb31LzJ07t7tNpk7o6X793e9+J2bPni02btwoAIiGhoYYtp460lP9Wl9fL0wmk9iwYUNPNJuuoaf6tbS0VAAQ5eXlobKDBw8KAKKsrCym70DRXW/fTp06VTz66KMd3vfo0aMCgCgtLQ2Vvf/++0KSJHHx4sXYvsQAxpEfCvF6vQAAo9EYKpNlGQaDAZ988omq7p///GekpqZi1KhRWL16NVpaWkLntm/fjtGjRyMjIyNUtmjRIjgcDhw5cqSH34KiiVXfRtPU1ITk5OTYN5quKZb9evToUTzxxBN45ZVXVL+FpN4Xq3798MMPoSgKLl68iOLiYuTk5OCLX/wiLly40DsvQiqx6tfhw4cjJSUFL7zwAnw+H9xuN1544QUUFxejoKCgV96F1DrTtzU1Ndi5cyfS09Mxffp0ZGRkYPbs2aq+3759O+x2OyZNmhQqW7BgAWRZxs6dO3vpbfo//h+OQkaMGIG8vDysXr0aDQ0N8Pl8+PnPf46KigpUVlaG6n35y1/Gq6++is2bN2P16tX405/+hPvuuy90vqqqShX4AAgdV1VV9c7LkEqs+jbctm3b8Ne//pVD8n0kVv3q9Xpx77334r/+67+Ql5fXF69C7cSqX8+cOQNFUfAf//Ef+PWvf42//e1vqK+vxy233AKfz9cXrzagxapfExIS8NFHH+HVV1+FyWSC1WrFunXr8P7770Or1fbFqw14nenbM2fOAAB+9KMf4cEHH8S6deswYcIEzJ8/P7Q2qKqqCunp6ap7a7VaJCcn8/tTDPGnhEJ0Oh3+/ve/44EHHkBycjI0Gg0WLFiAJUuWQAgRqtf+i+7o0aORlZWF+fPn4/Tp0xgyZEhfNJ2uoSf69vDhw1i2bBkef/xxLFy4sNfehdrEql9Xr16N4uLiqwa61Hti1a+KosDv9+OZZ54J/Yz+5S9/QWZmJjZv3sy1P70sVv3qdrvxwAMPYMaMGfjLX/6CYDCIX/7yl1i6dClKS0thMpn64vUGtM70raIoAIBvfOMbuP/++wEA48ePx8aNG/HHP/4RTz75ZJ+1f6DhyA+pTJw4Efv370djYyMqKyuxbt061NXVYfDgwR1eM3XqVADAqVOnAACZmZmorq5W1Wk9zszM7KGW07XEom9bHT16FPPnz8dDDz2ERx99tEfbTVcXi37dtGkT1qxZA61WC61Wi/nz5wMAUlNT8fjjj/f8S1CEWPRrVlYWAGDkyJGhOmlpaUhNTUV5eXkPtp46Eot+fe2113Du3Dm8+OKLmDx5MqZNm4bXXnsNZ8+exdtvv90r70GRrtW30X4eAaC4uDj085iZmYmamhrV+UAggPr6en5/iiEGPxRVYmIi0tLSUFZWht27d2PZsmUd1t2/fz+Ath/skpISHDp0SPUD/OGHH8Jms0X80FPv607fAsCRI0cwd+5crFixAj/72c96urnUSd3p1zfeeAMHDhzA/v37sX//fvzhD38AAGzdupVpkftYd/p1xowZAIATJ06E6tTX16O2thb5+fk912i6pu70a0tLC2RZhiRJoTqtx62jC9R3OurbgoICZGdnq34eAeDkyZOhn8eSkhI0NjZiz549ofObNm2CoiihIJhioC+zLVDvczqdYt++fWLfvn0CgHjqqafEvn37xPnz54UQQrz++uti8+bN4vTp0+Ktt94S+fn54q677gpdf+rUKfHEE0+I3bt3i7Nnz4q3335bDB48WMyaNStUJxAIiFGjRomFCxeK/fv3i3Xr1om0tDSxevXqXn/fgaQ3+vbQoUMiLS1N3HfffaKysjL0p6amptffd6DojX4Nt3nzZmZ762G91a/Lli0TN910k/j000/FoUOHxG233SZGjhwpfD5fr77vQNEb/Xrs2DFhMBjEypUrxdGjR8Xhw4fFfffdJxITE8WlS5d6/Z0Hiu72rRBC/OpXvxI2m02sWbNGlJWViUcffVQYjUZx6tSpUJ3FixeL8ePHi507d4pPPvlEFBUViXvvvbdX37W/Y/AzwLR+qQn/s2LFCiGEEE8//bTIyckROp1O5OXliUcffVSVnrq8vFzMmjVLJCcnC4PBIIYOHSp++MMfiqamJtVzzp07J5YsWSJMJpNITU0VP/jBD4Tf7+/NVx1weqNvH3/88ajPyM/P7+W3HTh662c22jMZ/PSc3urXpqYm8fWvf13Y7XaRnJwsPve5z6lSJFNs9Va/rl+/XsyYMUMkJiaKpKQkMW/ePLF9+/befNUBp7t92+rJJ58UOTk5wmw2i5KSErF161bV+bq6OnHvvfcKq9UqbDabuP/++4XT6eyNVxwwJCHarbIjIiIiIiLqp7jmh4iIiIiIBgQGP0RERERENCAw+CEiIiIiogGBwQ8REREREQ0IDH6IiIiIiGhAYPBDREREREQDAoMfIiIiIiIaEBj8EBERERHRgMDgh4iIiIiIBgQGP0RERERENCAw+CEiIiIiogGBwQ8REREREQ0I/x8Ev/bKh7HUIgAAAABJRU5ErkJggg==\n" 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -283,35 +245,20 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:16.760574Z", - "iopub.status.busy": "2022-10-26T10:47:16.759660Z", - "iopub.status.idle": "2022-10-26T10:47:17.055159Z", - "shell.execute_reply": "2022-10-26T10:47:17.055644Z" + "iopub.execute_input": "2023-01-29T19:27:07.649718Z", + "iopub.status.busy": "2023-01-29T19:27:07.649256Z", + "iopub.status.idle": "2023-01-29T19:27:07.790448Z", + "shell.execute_reply": "2023-01-29T19:27:07.789809Z" }, "tags": [] }, "outputs": [ { "data": { - "text/html": [ - "
<Figure size 720x432 with 1 Axes>\n",
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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -351,10 +298,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:17.061843Z", - "iopub.status.busy": "2022-10-26T10:47:17.060064Z", - "iopub.status.idle": "2022-10-26T10:47:17.100871Z", - "shell.execute_reply": "2022-10-26T10:47:17.100441Z" + "iopub.execute_input": "2023-01-29T19:27:07.796308Z", + "iopub.status.busy": "2023-01-29T19:27:07.795977Z", + "iopub.status.idle": "2023-01-29T19:27:07.829778Z", + "shell.execute_reply": "2023-01-29T19:27:07.828911Z" }, "tags": [] }, @@ -421,35 +368,20 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:17.105895Z", - "iopub.status.busy": "2022-10-26T10:47:17.105265Z", - "iopub.status.idle": "2022-10-26T10:47:17.405217Z", - "shell.execute_reply": "2022-10-26T10:47:17.404738Z" + "iopub.execute_input": "2023-01-29T19:27:07.835490Z", + "iopub.status.busy": "2023-01-29T19:27:07.834789Z", + "iopub.status.idle": "2023-01-29T19:27:07.968011Z", + "shell.execute_reply": "2023-01-29T19:27:07.966826Z" }, "tags": [] }, "outputs": [ { "data": { - "text/html": [ - "
<Figure size 720x432 with 1 Axes>\n",
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -490,35 +422,20 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:17.410925Z", - "iopub.status.busy": "2022-10-26T10:47:17.410200Z", - "iopub.status.idle": "2022-10-26T10:47:17.715167Z", - "shell.execute_reply": "2022-10-26T10:47:17.715834Z" + "iopub.execute_input": "2023-01-29T19:27:07.971082Z", + "iopub.status.busy": "2023-01-29T19:27:07.970950Z", + "iopub.status.idle": "2023-01-29T19:27:08.103278Z", + "shell.execute_reply": "2023-01-29T19:27:08.102366Z" }, "tags": [] }, "outputs": [ { "data": { - "text/html": [ - "
<Figure size 720x432 with 1 Axes>\n",
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\n" 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LLrmE++67j0gkwle+8hWuvPLKFb0XXq9XCoQKl9zTlSf3dHXIfV15K3VPH+7tozadxzAMAl4/6y+5lGOjT2IYXQDUVwXY8RL7s1tIYNUD9GitJzsj/hAnsBpUSrVprfuLS31DxeO9wLqy93cWX1uykf/+4eW8fU6Nn/l/856Tz+f55S9/yete9zrA6fn33HPPsWnTJm655RZqamp44oknyGQyXH755bzmNa9hz549vPjii7zwwgsMDg5y9tln83u/93tTPnd4eJjf//3f58EHH2TTpk2MjY1RX1/Phz/8Yerq6vjzP/9zAO655x73Pe9///v5/Oc/zytf+Ur+9m//lr//+7/ns5/9rDvOxx9/nF/84hf8/d//PXffffcK3SUhhBBi5cUyMQKpHACGYaGqajBDVe7xXDy6VkNbsnlzrLTWA0C3UuqM4kvXAi8AdwA3FV+7Cbi9+PgO4P3F3YGXAhNlS4YvKalUip07d7J7927Wr1/Phz70IQAuvvhiNm3aBMCvf/1rvvGNb7Bz504uueQSRkdHOXToEA8++CDvfve7MU2T9vZ2rrnmmmmf/+ijj3LVVVe5n1VfXz/neCYmJohEIrzyla8E4KabbuLBBx90j7/lLW8B4MILL6Srq2vZ318IIYRYTfmJcfexWV2DMgw8oerS8WR8pred0haWIAQ3A99SSnmBo8AHcYKy7yulPgQcB95RPPcXwA3AYSBZPPclKRAIzLiGHAqF3Mdaaz7/+c/z2te+dso5v/jFL1Z7eNP4fD7ASbrP5/MVv74QQgixGIWywMqqcSYXvGWBlU6cpoGV1novMFOzwWtnOFcDH1vesKZayHLdWnnta1/LF7/4Ra655ho8Hg8HDx6ko6ODq666iv/8z//kpptuYmhoiPvuu4/3vOc9U9576aWX8tGPfpRjx45NWQoMh8PEYrFp16qpqaGuro6HHnqIK6+8km9+85vu7JUQQgjxUqK1Rk2Ulvp8tY0A+KtrS+es8aatpVjojJWYxYc//GG6urq44IIL0FrT1NTET37yE9785jdz7733cvbZZ7N+/Xouu+yyae9tamrilltu4S1veQu2bdPc3Mxdd93FDTfcwPve9z5uv/12Pv/5z095z6233uomr2/evJmvfe1rlfqqQgghxIpJ2BmC8TTgVAKwap0yC4FQHdniOUoCq9NLPD59CvLqq6/m6quvdp8bhsGnPvUpPvWpT00799///d9n/Nz777/ffXz99ddz/fXXTzm+bds29u3b5z4v3923c+dOHn300Tk/s7GxUXKshBBCnNKi+SRV8QwAJgZGjRNYharq3cDKTKXWaHRLJ70ChRBCCFFx0UKKUKIYWCkDszhjFQ7WYBsKAJXJoV9iOcMSWAkhhBCi4ibKZ6yUgVHMrar2hMj4nAU1GxudemktB0pgJYQQQoiKixWShMsDq8kcK8NL2u8BnAT3TCyyVkNcklM6sHI2GIpTgfxZCCGEWEnRfJJQ0smmMijNWCmlKAQD7nmJ+EurEfMpG1j5/X5GR0flB/opQGvN6Ogofr9/rYcihBDiNJGIjWHlnZ6Ayu9Hlf2MsQNlgVVsfNp7T2Wn7K7Azs5Oenp6GB4eXuuhVFw2m8Xr9a71MKbw+/10dnau9TCEEEKcJnKR0kyUqqmZerBsxiodl8BqRXg8HrfVy8vN3r17X7LNjoUQQoiFyJcFVkZ13ZRjKhh2H2deYv0CT9mlQCGEEEKcvvRExH3srWuYcswMlQKrbEICKyGEEEKIOaloKWDyFtvZTLKCVe7jfGJ6i7dTmQRWQgghhKgoW9tYsVJ3k2Bd85Tj3nCpEbP9EgusTtkcKyGEEEKsjOcT3Xyh75e0eGv5H+vejM/wrOl44oUM4WKfQEMpvLX1U477wrXu45daI2aZsRJCCCFOYxP5BJ/r/Tlj+Tj7kz3sSxxf6yERLSQJx4s1rJSBUVM75XigLLBCKq8LIYQQ4lSgtebL/XcTLZSCk0g+sYYjckTzScKJ6Q2YJ4XCpeemzFgJIYQQ4lTwwMQLPBU/MuW1WCG1RqMpiWZiBFI5AAzDRFVVTzkeqi7tEjRT6YqObbkksBJCCCFOQ8O5KLcO3jft9Wh+7WeAEmND7mO7KowypoYjVcFabEMBoHJ5dC5X0fEthwRWQgghxGnG1jZf7LuTtO3kMSmUeyxWWPsZoGxkxH1sV1dPOx4wvGTKGjGn45FKDW3ZJLASQgghTjOHUwPsT/YATlD1lsZL3WOnwlJgdmLUfaxq66YdV0qRC5Z6ByZiL51GzBJYCSGEEKeZgVzEfXxR1VZ2hUst4k6FwMqOlPr/WTXTAys4qRHzS6hfoARWQgghxGmmfOdfg6eKKrMUpJwKOVZMTLgPPSfVsHKVBVZJmbESQgghxFoZLwus6qwQ1VYpSIkV0mit12JYrvJ2NoHapplPKusXmHkJ9QuUwEoIIYQ4zUyUBVa1Vgif8uBRTrOVnM6T0Wu7y85T1s4mVN8y4zlGeSPm+MSM55yKJLASQgghTjORkwIrpRRVZikZfC13Bha0jS9WWo4M17fOeJ4VLAVWubjMWAkhhBBijUxdCnQClPI8q1h+7RLYy6uuG8rAUzNzjpWnrBFzIfnSacQsgZUQQghxmjl5xgqgqizPqrzFTaWNRQYwC06Ol+33oXy+Gc/zhWrcxzqx9m14FkoCKyGEEOI0krazbmFQS5mEDCdwqTaD7jlrWXIhMtbvPi5UhWc9z1/WiFm/hBoxS2AlhBBCnEbKZ6tqivlVwEk5VmsXWMXHB9zHqqZm1vOCZY2YjYQEVkIIIYRYA5GyOlV1xWXAwtgIW377HNsPOj36Yvm1S15PlvUJtGbJr4KpjZiNl1AjZmutByCEEEKIlVM+Y9WShPgP/ovMYw/RkYlxYy7Gf9UGiNWu3YxVeTsbX90sNayAcFUp6PKknNpbk7NvpzIJrIQQQojTyHg+AVpz+SPHuHbfE6QNZ9bKVM4iVctQjNiWtQusytvZBGcrDgoEfCEKlomZL2AUbDLpBP7A7DlZpwpZChRCCCFOI5F8nPb+CS554jieQqnC+mRgFY5n1rZfYFnV9eqGtllPU0qRD5R2DMZiI6s6rJUigZUQQghxGpnIJ2kZdOo+mcrEbG7Ft/syjOKP/FAyu2aBVcrO4osVlyoVVNfNXBx0UiFQSrh/qTRilsBKCCGEOI2M5xM0jjnBi6kM/Je9Eu+5u9wZq1AiQ3SNCoSO5mJUxZ3ioBYm1mwNmIt0sFQiIhl9aTRilsBKCCGEOI1E8gkaRkuBldnajlFTi1FM/A4nnBkrW9sVH9tIchR/Ou+MzbRQVdVznl8eWKUTkdUc2oqRwEoIIYQ4jURycTewspSB1daOUV2LQqGUIhTPoNEki0VEKzq2sT73sV0VRhlzhyFGMOQ+zrxE+gVKYCWEEEKcJgraRkcj+LIFwGlkrKprMaqdmSETg2Aqh7L1muRZxcbKi4PWznu+FapyH+cSElgJIYQQp7VkIUNPZnT+Eyskkk/QMBIHnAbHVmsHSimUaWGEqzGVgWFrgsnsmjRiTo+XdvbNVRzUPSdUWirMn04zVkqpLqXUs0qpvUqpJ4uv1Sul7lJKHSr+Xld8XSmlPqeUOqyU2qeUumA1v4AQQgixFqL5JP/j2Df5+NFbuW3ksbUeDuDsCGwYKy0Dmq3t7jGjugZjsuRCYm1KLmQj5cVBG+Y40xGqLgVfuejptyvwVVrrnVrr3cXnnwDu0VpvA+4pPge4HthW/PUR4IsrNVghhBDiVHHbyGOM5JxZlMeiB9d4NA4ncd1paWMqA7Otwz1m1NRi4iSwhxJrU3KhMFEKjsJ1LfOeX9+y0X2sRk+dmcG5LGcp8I3ArcXHtwJvKnv9G9rxKFCrlJq9ApgQQgjxEjOYjXBX5Bn3ebxwavSyG8/HaRxzlgJNDKyWshmrmtpSkdBEhmiFA6u8LmBGY+7zqnlqWAE0tm12HwfGoiQLmVUZ20paaEsbDfxaKaWB/9Ra3wK0aK37i8cHgMnQswPoLntvT/G1foQQQoiXsOz+Z0ne8UOeq83i211DMugFIHaKBFaRbIw2d8bKnDpjVV1TVn298jlWY7k44Xi6ODYDb13jvO/x1NSjfD50JoM/k2cw0sumhs3zvm8tLTSwukJr3auUagbuUkodKD+otdbFoGvBlFIfwVkqpK2tjb179y7m7ae10dFRuR8rTO7pypN7uvLknq6OlbyvNd//GvboAGEd533PW9x5+Wb2b2kgqRRP7HkKjzJX5DpLdTzyLJ2ZHDaQNk32HT4CxfpVvrEIRjaHrW28kTgHe4+xt3/uOlKzWco97dKjBKMpbNvGVIr9vX3YifkD0ngoSCDlBIF7Hn+AibZTO4l9QYGV1rq3+PuQUuo24GJgUCnVprXuLy71DRVP7wXWlb29s/jayZ95C3ALwO7du/XOnTuX/CVON3v37kXux8qSe7ry5J6uPLmnq2Ol7qsuFBj7rzR9Vh6jYBDK2rz1vsMcPhHh19eeyeYd22nwVM3/Qato3/2/xSjWhvJv2Mj2XbvcY1kLBh67h2g2Q13WJtpUw851O5d0naXc0+j4c3jTeQzDwG/6OOuyy1E+37zve+w36zDGnNysao99yv8dmTfHSikVUkpVTT4GXgM8B9wB3FQ87Sbg9uLjO4D3F3cHXgpMlC0ZCiGEEC9J9ugIyWyKdKFUWNNQBluPjHDN/QfXtrHx5HgGB93HVtkyIEzdFRhKZCueYxWZGMIsNoVWgcCCgioAf3MpTyw11DfHmaeGhcxYtQC3KWcq0QK+rbW+Uyn1BPB9pdSHgOPAO4rn/wK4ATgMJIEPrviohRBCiAorDA8QKTilDPraqqnp2ELD08+T1lnaBqKnRAK7b6hUJyrYtm7KsfJdgeFEpuI5VrHxASZ3sqnq2gW/r6p1PZP7Ae3hoTnPPRXMG1hprY8C58/w+ihw7Qyva+BjKzI6IYQQ4hRRGOwnazt97oabwlzy7psZ3ftRsKEqniGWiUFong9ZRVprQsMR93m4Y9OU4ypcjWk6P/aDyRyJbKKSw5tSHNQzT/Plco2tm9zAyhobw9a2O/N2Kjp1RyaEEEKcQtKDvW7j4mhdFc3BBvJVYQAMW5MZXdvZlHg+RV2x1IJSimD7xinHlWlihWtKz+Mx8rpQsfFNLQ46/47ASeGWde5uxprxBEPZiRUf20qSwEoIIYRYgMRgj/vYbmrEUAb5hjr3tdzI4Exvq5iJoRNYeSfwy4UCGKHwtHOMmtopeVaVWr7UWqMnIu7zcG3zgt+rqqpRPj8AvmyBgfGeed6xtiSwEkIIIRYgN1Tah+UpJlTr+tLMiz06XPExlYv3dbmPk80zt4uZUiQ0niGaT1ZiaEQLSfxxJ6fLUAp/fdOC36uUwm4ofZ+xga6VHt6KksBKCCGEmIedTGDHnPpJecugqtFJwzYbS4HVWrdcyfSXanPnmmYJrKprpiawV2jGajgXI5xwqqZbysSoqZvnHVOZTaX2N7HBEys6tpUmgZUQQggxj8LQgJuPNF4boNnnBAaexlJbFnNsbZsEFwZKpQh0y8ztYk5eCqxUiYjRXJRwvDywql3U+wNlJReyQ6d2BScJrIQQQoh5FIYGyE0GVnVBmjxOEri/qdQK1zcWWYuhlYyU7bpr7ZjxFKN6ar/ASgVWw7koVfGlz1jVtm4sPRlZ2yXX+UhgJYQQQsyjMDzozliN1QVp8TqBVbCpNJPij8TQtr0m4wMgXmpw7K+bOYfJqWW1BjNWyTH8aadUhWlaqPDiKtTXtm6gWE+T4Fj0lCjGOhsJrIQQQoh5FAb7y5YCgzQXZ6zC4XpSAQ8AKp/Hjq5NKQCtNUa8VJequmb2wMqocPK61pqBkVJelFFdgzIWF354mlrdPoy1Eyn602MrOsaVJIGVEEKIU4rWmmg+5S69nQrSg7049a8h1VhH0HTasYRNH5GaAAC21uSGB9ZmgJkMOpcDIOcxqA/Nlrxei6kqm7x+38RzjJQFVsG6hZdamKTCVSi/c5+9p3jJhQU1YRZCCCFWU7yQ5pl4F88lT/Bc4gQjuSidvgY+tfF38Rhr+6NK2zbZsoDJ01zKqzKUQaKuCgacHYPJoV78286q+Bgz0XF3Ri0Z8NLiqZnxPBUKYxTvpz+dJ5GJr+q4RnJRvjn4ABuKOwJrrCChpQRWSkFjE5xwljvHB45B5yUrOtaVIoGVEEKINTWai/GJY/9F/KS8mZ7MKAdSvZwb2rBGI3PYYyPk805gkAh5qQ9PrRqeqasBegFIDa/NjrWR8dKOQDsUmjUYVYaBUV0DxaW0fHT1djJqrbml/y7SdpaqeAbLMKmzwotOXJ/kaWolc+IoAMnB3pUc6oqSpUAhhBBr6vHY4WlB1aThXLTCo5muMDRA3i4lrjd5q6ccz9fXuo9zI2uzFDg2UQrojKrqOc4EqyywsSOR1RoS9008x7OJ4wCEE1maPDUopTBqlxZYhVs63cdrtuS6ABJYCSGEWFM9mVKZgIurtvGK6jPd5yOnRGA1OKXUQoundsrx8qrghZG16RcYHS+10/FV1c55rq+2NF4djbj9D1dSvJDmm4MPuM/Py9fiN5wkf6N67vHNpq6s5II1Okau2BD7VCOBlRBCiDXVnRmleTDKxq5Rrq3ZwdnB0szESC42xzsrozDUT74YfIzVBWn2TJ0RUo1lO/BGR90k90qKR0tV3/3VMyeuT/LUNLg7AwPxNOP5xJznL8WBZA9pOwtAi6eWM5Ie95hRV7+kz/Q1tWEWdwbWRJKM5tf+v42ZSI6VEEKINaO1JtVzjPd+9ykA2gpPoK++2D1+asxYDZDTzuzIeF2QZu/UxHB/VR05j4knV4B0Cp2IL7pO03Klo6XyA1W1jXOc6ZRc8CiTjLYJJ7IM5SZo8KzseE+UzUJeEFiPHnjUfW62d870lnmZTS1YyqCgC9RFUozn4rR6l7asuJpkxkoIIcSaGcvHaTvm5MsYykDddzeNo6UZlFNhxio/2E+hOGM1Xhuk4aQZq7AVYLzWKQVQ0DaFNWjGnItF3Me1NS2zn4hTR8oqzvyEEhkGs5E5z1+K4+nSPdg6bruFU82mFoxAcEmfqUJhdMAPgCdXYHz81GxtI4GVEEKINdOdGaGhGEh5lAm2TeAnt6NsZzltNBdblRyghbLTKbLFoKVgKsyGZrdQ5aQqM8DEZC0rNHaFW66k7CxmWXHQ2tqZ+wROmpyxAgglswyt0KxgYXyM5J13kDv84pQZq47hUhFSq3P9kj9fKUWhvrSMmBzum+PstSOBlRBCiDXTnRmlYcz5westlgiwu45y0QFnacvGXpUcoIWyhwbIF5OkI7VBmn3T60NVmX63SGhB2xVPYB/MRgimnOKglmFizbMr0KiuxTKcwCoczzCUXZlq8YkffJPkr+4gcstniReT6RWK2oHSMqXVubzSGaqhtMyZGRmc48y1I4GVEEKINdOTGqZhzAmcvKqU9nvlw4cJJp3k57XMsyqMDJd2BNYG3FY25cJmgEiNs0S1FoFVf3acQMq5V15lYYTnCaxqat2lwKp4hqHcygRW+RPHAMhmkmzocpLp27x16J5u9xxr3cZlXcNqKBUXXasdmPORwEoIIcSaGR/qxso7S32ecDVmg7PDLpAt8MqHDgNrG1jZ0Yhb0TwW9k1LXAdnxmrKUmCFc6wG0mMEJmeslIkKh+c8XwVDeDxOIOjNFojERuY8fyF0LoudcKq4Z3WejSecWaqNVh2FgVIxT3MZS4EAgaZS1Xs1dmr2C5TASgghxJqwtU12oDSbEejYSOht7wWcAOGsA4PUjScZXsMEdnsi4s5YxcO+OWas1m4pcHRiAFWs8GAGwyhz7g3/Sim8ZTM/jI+SsXPLGoMdKVVwz9p5NpwYQ9mabRFKieuNzUtOXJ8Ubu5wH1tjq1c1fjkksBJCCLEmhnNRakac2ShDGQTa1+M98xw8285yk6tbhmJrO2M1UZqxSoRmDqyqTD+xKj8FU2FrGzsWRadXv7nxpEikFMh5qmbuEXgyq77RXQ6sjmaWXeH+5MDKn87TOhhl/UjpPljrlt+aqK6pNOMViKztxobZSGAlhBBiTXRnRqbkV5mtzmyE1bnB/aFfN548ZZYC4yHvjEuBHsPCa3mJVjvLa7a2KYxVbjkwPlG6lr9mYcU3jfoGN4G9Oppadp6VPVEWWGln9mvj8TEaByLu68tNXAfw1jehzMlSEVnGk5G537AGJLASQgixJrozo26pBa9hYba2A2C2tE4JrNaywnZ2Ygy7WEk9Gw5SY868lFW+HGijKQxXZjkwXkhDwrk/SikC81Rdn2TUNbizgtWx9LJ3BhYiTr5TQRfc+7XlxATevlJPv5UIrJRpkq4pFTOdGO6e4+y1IYGVEEKINdGTGqF+vFhqQZUFVs2tWMWWK/XjSYZz0TVpEwNOYDUpWNeEUmrG88oT2AvanrI0tpoGshGCyVLi+nwNmCeZU5YC08ufsRp3vm+mrH/fuqHESYnryw+sAPL1pVnD2FApsMo+v4/UQ/eSP3EMnV+7PoLS0kYIIcSaiAweL+0IrKnDCIYAJ7AylIFSirpIkmw+S9xOU2UGKjo+nU6TTzuBX94yqAnPPhtUZQaIh7yAsxRoRyOVGCID2XG3LIVHmRgLbKVj1NWXzVhlOLDMGavJpcCszmMbCsPW+JRVSlxvaMIILi9xfZKubwCOA5AeLs2IHXrgNrwv7MdjWITfeRONl1+3ItdbLJmxEkIIUXF5XZgymxFoKyUlG6EwRjCEpUw8OZtQIrMmeVZ2NOK2somHvNNa2ZQLm36SQSewKmBjR1emNtR8BrIRt9SCE1gtfsaqJppafvL6uDOzl7XzHF/v5HmV1yVbicT1SZMlOQDyxSKhWmtSXYeI5BMMZyc43rwyQdxSSGAlhBCi4gayEWpHndwgUxn426fWN5ppObDSTt4RWOeZvT5UlRkgEfIBUNAaHavMePvLZ6wMa8HNn1VVNR7LGa8/nWc8Mbqs5dbyGatnz3FqTU1W0oflFwYt52sstezRYyPF60cwYs5/T1mvSVvnGSt2vcWSwEoIIUTF9cySuD7JCaycGZX68SSja1DLygmsijNWYR/11uyBVdj0Ew+uxVJghGCqbClwgTlWyjDw1De6OWPeiSixQmpJY5gsDqq1JkOBo5saSPs9U2asllsYtFyorJaVUaxlFTt2wJ1dHG6uodW/sN2Rq0ECKyGEEBXXkxk9qdTC3IHVmsxYnbQUOFdg5cxYVXYpUGt9Uo7V/O1syk3ZGRhNL7kZ82Sifk7niYe82KbByMbWKYn+K7EjcFJN8zr3sS8SQ9s2Y0efd19Ld7ZhqLULbySwEkIIUXE9qSF3R6DHsDBbZg+s6tZqxioaIU9pKbDeM/syW5XpJxXwYhsKW2tnBmeVd6ZFC0mSdoZgKodSClMZC14KBDDrG8ryrJa+M9CeiACQ0XniYWd5Mbdta+k6DU3uxoSVUBduJBXwAKDzOeyJCKljh0rXW79xxa61FBJYCSGEqLiJgROYBSenx1PbMG3HmHFSYLUWM1aFiQl3xioR9FJnzR4chM0A2lCkAh4KOO+x46sbDA5kI1i5At5sAY8yUaaJCix856RR3+jOWFXFMkuuZWVHSonr0SqnSKrn3F3u7JnvwkuW9LmzCRk+YjXOfy9aaxKD3aiyRs/hTWuXXwVSbkEIIUSFaa1RQ4Pu80DbumnnmA1NeIrJz9WxDJFk5fvC5SZKCd2ZqhBBwzfruWHTCSgSQS91KaeNi45GoLZu1cbXnRkl6O4ItFDh6lnrbM1k6ozVwqqva605lh4ipUu9BSeLg2bLZqw669ZR+z/+nsLoCNYKzyAppcjU18CAM97Yc0+Rzzr3PBb20d60aUWvt1gSWAkhhKiouJ2mZsT5oaiUwtc6PbBSloW3sQW6nQrm1qjTKNhneCo2zkxk1H1s1dTNGbRM1thKhLwURpwlztXOs9oTP0agmLjuMzwLrmE1yagrBVbVsTRdCwis/rP/1zww8TxB22CXfT5+w1tWHDTnBlYbfE0Y3qpFj2mh7Lo64AQA+T1PktPOsutAazXn+xZWfX61yFKgEEKcplJ2lidjh522J6eQ0VyMhjEn+LCUidXWMeN5Jyewj1Qwz0prTb6s/52vdu4f1lVWMbAK+rBxZrlWM7DK2DmeSxx3E9eDpg+japGBVX158nqGwXmWAp+IHeaBCSdJfIQE+xJOkU57YpyMnUNrTbTKT70VpmmOml8rwWgs1bIqbzs03lY/5yaDSpDASgghTlP/0ftL/rXnDv7syNfoyYzO/4YKGc3F3FILljKm7QicdHICeyWLhOpUikIuA0DOY1IdnHtJz688mMogEfKitUZrvaqB1XOJE2R1nmAyh8ewnByr0CIDq+paLNOZAQwms4ynxt2cspMlCxm+PnDvlNf2xI8BTnHQtO0EePGwj7ND6xa1JLkUVmOL+zhVvDaAWr9x1a89HwmshBDiNJS18zwdPwpArJDin078kMFsZG0HVTSai1ITdWomWcrEbG6d8bzyIqF148uvDr4YJ5daqPPOPQuilCJcVnLBZnVrWT0ZPwJAMJV1c78WWsNqkjJNrLoGzOI9roqlZ919+b3h3zCWj095bW/8mBNAToy7wU0s7OOc4PSl3ZUWbGxzH2dsJ9/LNhSh9Vtne0vFSGAlhBCnoe7MCJpSJe1IPsE/nfjRmpQtONnExDCenBO0KJ8fFZi5/ciUpcBIZUsu2NGpVdfrrflng6pMP/Gy6usrNWM1OQPmjk3bPB1zguZgMkfIXFpgBSflWc2SwH4o1cdd48+4zxXOjFAkn+B4vA87ESNt57ANRTLo5ewKBFbV9a0UzKkzU2N1QTqq22Z5R+VIYCWEEKehY+khOnoj/M7PnuXMF50deMO5Cf7pxA+J5pNrOrbkSKlxrqqrn3XpxmxuxTLKlwIr038PQEcnFlwcdNK0IqEr0NamPzvORw/fwscOf5mutJPIfyQ9QLTg/BnWZrSb0L+YGlaTpuZZpafNauZ1gS/33+0G6eeHNnKFfzPKdp4/1/csGTuP1pp4yEujr5Zmb82Svuti1HtrmKieWlqiv7Wadb7GVb/2fBYcWCmlTKXUHqXUz4rPNymlHlNKHVZKfU8p5S2+7is+P1w8vnGVxi6EEGIWxzPDvPau/Ww7MsJb7zrMuS84wUx/dpwfjTy6pmPLjQ+7j62yhronU+EqzIBTO8qbLRAfH1r1sU2a1idwjhpWk6rMAImytjZ6BZYCH5p4gUg+wXg+zqd7fkqikObJ2BH3+Pqc3328lB14Znn19ViGvuzUshaPRF+kO+P04/MqDx88ADd85ge85+fPYxRsjg0edJcB42EfZwc7Fz2GpaizQkzU+Ke8NvBSC6yA/wbsL3v+z8BntNZbgXHgQ8XXPwSMF1//TPE8IYQQFTQw2k3thLMbsMYM8e4H+1l/wqk3dDDVt5ZDozBWSqT317fMep5SCk9zaWknP9S/quMqN7VPoJf6ORowTyqfscprZ8ZqOY2NgSk7IYdzE3yp/9c8VVwGBGjNmu7jJS0F1jeU6oVF09M2ORxOlWYX35LfgHXnnQQNLxv6opz54iCRkV4SxV2nsSo/54RWfxkQJgOrqUvI6fY2gubstcYqZUGBlVKqE3g98P+KzxVwDfDD4im3Am8qPn5j8TnF49eqtU7RF0KIlxFb22R6jrnPvYZFUHn4nZ8/R+NInIFsZNk/8JczNnO8NCsSbpo7JybYUpoBMYdHyRVnkVZbfmIce7LqeshP7QJmrNp9dRQsk4zPIqfz6EIBnYjP+765jOWmvv/J2GF6s07w41EW1enSn6NaRJ/ASWZdg9ssuSaaoqc4OzVpcrYKrdlxz1NobWMoA48y2f10N+F4iqzt1JCKhX0Vya8CMJRBvq7WfZ7zGIQ7N1bk2vNZaIHQzwJ/AUzOMzYAEa31ZCOkHmCyEEkH0A2gtc4rpSaK50/501JKfQT4CEBbWxt79+5d2jc4DY2Ojsr9WGFyT1ee3NOVt1L3dFTHCZ0YwrZtDBTZVBoNeHWeN9y2l6+/6VweSj5GtfLP+1krLa7T+Mdi2LaNQtEzHic7x3cOZAtgO7vsQkMRHtz7KA1qcX3nlnJf/V2Hse3ijJVp8twzz877noQeJWmnmPCZhCYypHJJnn/8UQr1sy93zudYoYckqRmPnUETyaFBVHGcPUeOgnViUZ9vRCPUprPY2iYYSdITHebRPU/gV07e1v5CF0lybOsaw3ihl1RxPsZbMKkfjnFGLu/ep4zHT/fzR+ie9Wora8Lnda/dWx9GjWbZO763Qlef3byBlVLqRmBIa/2UUurqlbqw1voW4BaA3bt36507d67UR7/k7d27F7kfK0vu6cqTe7ryVuqePhJ9kc57MxiGQcD0Un/tjaQf/y3+aBqVzHHNswM0fKCjYss25Y6kBoj+KI9hGHgNi+0XXYy1fvYWJBlV4MUnf03GztGSyNG8vZNzQxsWdc2l3Nfun3ydmFEs9dDeuaD3d+ai/Pjwc2SqA9ixHAF/kJaOdrxnnLOoa0/SWlM4+BBB20nSXudrLM0gATfU7iTofxxwdleu27178dfI5xm97Vv4Milq0nnCPh/1mzvYHmxnIp+AQ/dSlTe4/okeqoLO3IryB8iNDZFSeZqiGSjep/Ubz6zovwn31x2n9/mjNI4mePIVW7hxy/nsrDm7YtefzUKWAi8H3qCU6gK+i7ME+G9ArVJqMjDrBHqLj3uBdQDF4zXAqVOZTgghTnNd6SGahp0lJJ/y4Nt9GeF3fcBNUm7rn6A/W/neewAj2SjVUScnx1QmRv3cycZmS5s77vqx5JIbBS+G1ppCWeK5v3ZhM04NVhV+w0si5MXWNgVtL6vkQsrOujWavMri4+veRKjYk9CjLM7TpWrwS8mvAqd1kFFTi1dZKO00Y54M3rqL+Va7numhKeqMwwiGqPmjP8NSllv/atK6ps1LGsNS1fqq+MFbd/GlD1/OifX1p0TiOiwgsNJa/0+tdafWeiPwLuBerfXvAvcBbyuedhNwe/HxHcXnFI/fq9dqMV8IIV6GeqJ91EWc5SOv6cFs68Sz/Ww3Sbl+PElfemSuj1g1kfgIvqyTJ2V4vKjQ3EnhZkMTVnHcVfEMI6nVDwh1Komdc3a6Zb0mNcHaBb1PKUW7t55E0Emgzuk8ehklF8oLctZ5nDYxf7v+7VxTey5/2nkjVcm8e3w5PfnM+ga8RlmeVdbZ5NCdGSWYyHDp4114ivMogde9AWv9JrKbt09LFN/SeuaSx7AU9R7nO2tDoVB0eOsrev3ZLKeO1f8A/kwpdRgnh+orxde/AjQUX/8z4BPLG6IQQojFSPSUdo15WztRHg9GMIhR47RlMQua2GClMmFOGttIaWefrpu7sTGA8nhQtbUAGLYmNtyzmsMDppZaiId81C1gR+CkDl+9uzMwa+eXVX19rGxH4GQdrfX+Jn6/7TouCG+eMhu2lMT1SUZ9o5vAXh1LuwnsvZlRzjg0jDdbwGtYmC1t+F/xSgDS51/kVnwHsEyLuvqZWxOtlvLaYu3eevd/HNbaogIrrfX9Wusbi4+Paq0v1lpv1Vq/XWudKb6eLj7fWjx+dO5PFUIIsVIi+QSBfqdOlFKK0LrS8oy3tdTsONu/NoFVenTQfWzWz93YeJLVVGp5kx0emOPMlVFeaiGxwOKgkzp9DW4tq5wuLGspcHLGysoVaGBqaQGdy5K66+fu84Xey5mYdTOXXDiRGaEu4hQi9SoL/8WXo0znvHxLO1XbzsFveFFKUV3XijIqW3N8S6DVrQJ/bmh9Ra89F6m8LoQQp5Hj6WGai/lVXmXhKduCXtVRShI3BocqVrqgXH6stATprW9e0HsCzaWA0B5emSKhyV/9lLFPfpzUQ/dMOzalT2DYt6jAqsN78ozV8gKrhtEEf/CV33LN575H+rGH3WOJO35AfsBJbVYeD77iTNJSGI1NThNnpaiZSBPJJ4gXnJmryXw4r2FinFTMNfSq19Hmq2ODv4nG9sr36Gvz1vGJ9W/hfS2v5O1Nr6j49WdzasybCSGEWBHHM8M0DztLSF7Dwuoo7fzztXZiKpOCLlA/lmAoO0GHr8J5KeNj7sNg48zNl09W1VL6Dv6xCGk7i9/wLnkIdjpF6lc/RWub5G3fw7PtLKzW0jKWHY2QZ7LqutfN5VkIZymwlGO1rMAqF+fs/QP4Mnl8doH4d79O/vhRPNvPJv3wfe55oTe9C6tl6T3yzGLA5FGm2xx7X+I4KTtLTTSNoRSmMjFP2mjgOed8Aq++gfyxwwRf/+YlX385zgtt4LxF7hJdbRJYCSHEaeR4op+LxhKAsyPQLAuszNZ2PIZJoVCgYSxBf3asooFVQdt4IqVk7qrGjjnOLrGaWrCUSV4XqJ1IMZKL0elb+tKXPTqMLs5IaW2T/PmPqf7QH5eOR8pmrBbYzmZSs6eGTNhZtitom9zE0pPtx/NxOiacQGdyB176kQdJP/Kge47vvAvwXXbVkq8BYDQ4AZNHWW61/t9OHACtqY6m3MT1yfMmKaUIvf4ty7r26UiWAoUQ4jQS6T2KWXA2YnsamjCCpaDAbGl3k5Trx5P0pytbCSeST1BdnBExlIG3YWFLgUZTS6kZcyS17JILdtmsGUD2ub3kjh5yn2cmxtzK9JlQcEqS9rxjVQYNVU3kLefHay6dQGcySxrnaC7mLsVZypx23KipI/TOm+bdADAfo6YOZZpOhf5kFk82z77EcQKpHJ6cjdewUD4/KhCc/8OEBFZCCHG6SNtZVF+pD2B43ZYpx41gEGpqAWdn4PjA8UoOzwkUYpOBgoFZt7BZpyklF2JphlPLCwgL49Pfn7zjB6VgaqKUB2bWzr9z8WQd/kaSxQT2rF76zsDxfMJdmrOUQfDVr0e5taMUVe/98JTAeamUYUzZGVgTTZPTeWom86uUhdnQuOwA7uVCAishhDhNdGdGaCrmV3kMC2/n9NwTT1kuUabCOwNHEyP4007tJcPyohZY1FJZFrpYckFpiA4tb9z26PQaXrnjR8nue4r0478h31cq6eCtWfxSaYev3t0ZmLXz2EuoZZWz82QSE+79Mj0+Aje8ieqb/wL/xZdT9cE/wrP1jEV/7mzMhsZSLavicmApcd3CWGAQLCTHSgghThvH0yNTdgRaHdO3oIfaNjD6/JMA2AP9046vpthIH3XFx4XamkVtzzebWmDYmY1LDy1v3HbZjJXZ0ERh1ClPEb/1FrS2KRScgCLnMfDXLb7PX4e3gaOhyZILS0tgH88nyirUG5j1zoyRZ9NWPJtWfgeeUd+ENbkzsDhLNvm7M2O19H6HLzcyYyWEEKeJwcyYO2PlNSzMGQKr6o5N7pJOcGScRDGIqITUcCkgUnWLmwnyN5d2vRWWWcuqUJZjFXrTO1F+pxffZEJ7QdvEQ15+/rpzqA3ULPrzpxYJLSxpKXAsH3eX4qwZduStNHNKArsTUFVH0xjKcH7JjNWCSWAlhBCnidhIX6ldTDCMUVs37RyrtcNNhHZ2BkYqNr7c+HBpHIsMFMJlJReM0eXlWNlltbTMzg0Er3u9+1x5PBy7/Hy+9v5LOLq5cVE1rCa1emtJBp2efgVdIDMxNs87pnMCq9KOQKNxdWeMJmtUeZXpLgXWRNNu3pXZsLqB3elElgKFEGKRtNanZCJvvueE+9jqXDfjGM3WdjzKJEe+uDNwhK2BhdWTWi57rBRgBBZYw2pSuHk9Sim01oTHYsQLacLFhsSLoTMZ7ISzXKpME6O6Bv/Vr0HbBXQyhf/Ka9gbf4hc/AjAkgIrS5nF3Cyn8Uh0fJDaRX7GWC5W2RmrYuDmNSw3oKuOpt28K2MZld1fbiSwEkKIRehKD/F/u39CyPTxl+vfSt0SfvCuBq01aqhUlTzUvmnG84xAEGpqYGwIs6AZHDgGdTsqMkZjvFTTKdywuIKWk7WscjpPbSTFcG5iSYHVlB2BNXVunlfw1aVZq7FIqUffUv98w7WlGaZEZPHV4sfycXfmyFLOrr3VZLhFQi2qo1GUramOpfEq5/uv9vVPJ7IUKIQQi3D3+D7G83F6MqP8ZOTxtR6OK1ZIER53AgKlFMHWzlnPNcqqdCd6T8x63krK2Xl8E6WApbppYcVBJxkNDW4tq6p4hqH40pYDJxPXR3JRHlC9fGvowSnHc7rAcK60i69+EQ2Yy9XUl+5xdgFLgXldIG1n3edjufKlQHPVk8cNfwAjFHaq9edtmodjWHmnhpURDDkBuVgQCayEEGIR+rKlH5L3R54nXsHk77kM5iLUFhvmepTp7KKbRaCtlNReGOyb9byVNJaPuzWsTGXgWWCfwEnKtMjXlXLGJoaWVoPLHhvF1jaxfIpotZ+fjT7J4VQpGf6hiRfchP5qM7ikpUCApsZSTpiOjLs1smYylotz8+H/x4cPfoF9iePF18qLg67+jBU4s1aWMjGUwbqeCChnBksS1xdHAishhFiE3kwpsMrqHHeP71vD0ZQMZSfc3VyWMjEbZw9cajpLhUPNoSHs4m64lTCRT5AsTK80PpYcI5jMOdc0LYxiodLFKE/gTg32zHHm7Arjo2S1UxsqWuUsJX576EG01hS0ze1ls5Cvb7gQQy3tx2Rr/TpyHmeGTSeT6GJe10zujuwjkk9Q0DbfGXoIrTXpiVGsvPPnYgXDTnHXVTaZoN7gqeKcvhQNVpXTJ1AS1xdFAishhFigZCFDtJCc8tqvxveQ04U1GlHJcGyoFLh4fBi1s5czCLdtcAOGupEY4/nEiozh2cRx/ujQLfzx4S+zL9415djEcK/7OFddtagaVpM8ZSUXskssuWCPjZCznT+vaLUTWO1P9rA30cVvogcYyjk1p0Kmn+vqzl/SNQA6fA2M1znBUF4XyAz0znie1prHogfd513pIQ6m+rDHSkud3obZZx9XkllsMRQ2/Vw0YlBtOeOXGavFkcBKCCEWqD87vaFuJJ/g0eiLazCaqeKDpWrkqqFhzsBlcmcgQF0kSV96eiXypXhw4gVaBiao6Rvh0ydu50DSCSYm8gkePfGoe56uX1rj51BLKW9MjSxtzPb4GLmTZqwAvj30ELeNPOY+v6H+AgKGd0nXAKfyfbqhtHQ51n90ynFt2xSGBulNDU9ZXgb44cgjVEecYNdQBp4KFecsb7Ksc7my16U46GLIrkAhhFig8sBKodA4eTM/H32KK6rPWtMSDJmy4puexrlnOIxAELumGsZHMQua4b6jcMbMuwgXI/D0Pt7zs6cAiId9/HbbIXK7bmDvC/dxzoFSTlRz8/RWOwtR27KRweJjz9j4kspeFMZGyRZnGCeqS4FVT6YUqAUNH6+r27WkMZZTTU2w39kcMNHfRXm6fvzWL5HZ9zTRoOLcnTU8f1YrtukEw88lTnBJWdX1SgU2syXIm1JqYVFkxkoIIRaoPLB6Ve0OvMoDwPHMMC8kl5bzs1IKw6Ut/cGW2XcEulpKdaQSvcdWZAy1B0ufE45nOHfPcdJf/SJnPnqA2oiT/9Xkraa5c2k97kKtne4SZvV4gkhhcUuYOpfDjkbI2XlsQxEP+7ioanp7mNfW7yJo+pY0xnK+sp2Z6cHSUqCdTJDZ9zQA2fERrrvnRT74jcfYuX8YiknuNWWJ65XKcTJmuY6UWlgcmbESQogFKg+stgXaMJXBXePPAPDzsSc5J7RutreuqqydxzcWcZ9Xtcw/Dm/7enIHngcg37f8Zsw5XcA/VuqJZyhjalK8gqZAIw0XXI7vsquWdA2jth7DtLDzWcKJLMOxYerqSrv27HiM+He+RmF4ECMYQgVDGFXVWDWNsHMndmQMrTV5XSAR8qFNkw+3vpoXk31u7pzf8HJD/QVLuwknqWotzczpoVJOWKHY5Dln58nZzrJkbSzDO+4/gZFO8/SudW6pBUuZFQtsjNp6lGGg7ambGUzJsVoUCayEEGKBygOrVm8dZwQ7uHt8HxrN3ngXiUKa0BKKVi7XUG7CLbVgKRNP0/xVzWs2bCfBL5339C2/GfNoZoK64hhMZVD3ezfz4BM/pn4ownh9FRde+iY27LwG5V36TJAyTfJ1tVCcnRsd7IK60hJm+qF7yb7g7NIs305QncthX3U1hfFRd6NBtNpPk6eaaivI25su4ysD9wBwff0FSyo8OpPGts1MzqmZ4xF0Ie+UjShWyE/YGUYbQgSTWRqyBmHTz+VPdPPcOW3ujJWJUbEGyMpwyjoURkqzn0YojPJX/r/plzIJrIQQYgG01lMCq3ZvHdVWkA3+JnqjfeS8FkdSA5wX3ljxsQ1mI26pBY8xd6mFSQ3rz2SyglXV4Cg5O4/HWPqPhNHRXrc8gB0MsumiV+M//0IejR7kmqqtdPpWZtZDNTWji4HVeP8xOPNV7rHCLDvvVC5H+pEHMaprSonr1X7afU4S/bW15+EzPKTtHNfWnrsi4wRor2rl6SofVbEM+UKOwvAQVmu7O0OYKKTZt2MTz53dyt/d1o2aSNGUs9i1p4dw3ClZYSmzorvyzIamqYGVLAMumuRYCSHEAoznE2RsZ6dU0PBRZQbQts319xzk5i8+xKvveZHD6aWVAFiu4digW2rBsLxzllqY5GtpB6+z6y2UyDI4trzlwNhAKTk91+hcv81bx5sbL1mxoAog2NzuPk6cVMuqMFJq8hx++/uIvupKxnIxshRI/+Z+CsODpRmrKj9tXmfXnlKKK2vO5rq685dct2omNWaQaH0V4ATm0eI9KvR2k9MFsnae4cYw+Pw0vfatAFRbQS598jiG7eRaGbW1KI9nxcY0n5PzrFa7R+HpSAIrIYRYgPLZqjZvHUopUnf9nPX7nGa95z3Xx/HRlUkCX6xYWakF5im1MEkZBqmW0hLTSNeBZY0hWRbkqAXMmC1VXVtp6S8/Mug+1lpTGHUCq6yd54v1vfztpmH6vXlGdYJ8ZIzMow+RtctmrLxLK/uwUEopCo2lwGSs/yg6n6cw2OdWdx9qCnN+eCNVF1+BWdeAqQxq8bnvDza2z/jZq+XkZUeZsVo8CayEEGIBpgRWvjqy+58leecd+MpqHY33Hp2zdclqSQ+V2tJY85RamKK9bPan+8iyxpAvK9jpaZ4/x2up6ls3uSUWAmMTTBSLm+pkgkI6xVB2gi47wuN2PwXL4Jlz29FoknYaOxGfMmPV4VvdwArAKu/LONBNYbAPXSiQKKSZqPaT9VlcUrUNZVoErr0egAarimZvDR3eevwVKg466eTSDmaDJK4vlgRWQgixAOWB1YaEQfybXwY0nmJvNYDAyJhbubuS8mU5MYGWhTc39q4r7Vor9C5vKdAYLi3DBVtXb3ek1dSCVzm5YHWRFCeK9acKI8NEC0kShTSRGj8Ug69nzuugYCq3p+OUHCtv3QxXWFnlpS/yg/3ke7spFJcBh5rCWMrkgvBmAHwXX45R48yGhkw/HsOqWOL6JJmxWj4JrIQQYgH6i9WxrVyBM3/wa+xUqbWNr5j03TCa4FBq+TvsFsPWNtZIqf1JTcv6Oc6eqnrdNvex1b+8cXtGS4FnbdvGZX3WXIzaeiyPs1QWTGbpmXAS1u3RYVKFLAAT1QHOD23kL9a9mWTQywtbGkkVsmTtvDujWKitodpc/f57tW2b3cdqeJhCXzcp2xnncFOYMwIdbs0s5fEQuOa1U94/W22p1XLy9SSwWjwJrIQQYgH6sxEAdj3TQ3DQCWSUaRF89evxFQuF1o8nOVzhwGo8n5jS/sTfvPCcnOZ1Z2IbzsyOb2wCO51a0hhy2TSBCafJsFbQ0LJxSZ+zEMqYWol8tNgqJjsyQEY7CfwTNQE+0vYadoU3sS3QzuM7nOW4SHHZMBn00hJsqkil/LamDeQ8zo9alUySO7ifZDEAHGqq4tzQ1EDYf9lVGOFq97nZVOGlwEDQnbUyAkFJXl8CCayEEGIeeV1gsBhYbTw+5vbZC974VnwXvQK/4QRWzoxVZXcGTim1oBZWamFSfaCWSL1TYNPWNtEl5lmNDR5HFXexpatDeH2rOxPkL2vGPJm4PzrQ5c5G6fp66j3O97qs+gwGm8L0tte4CePRal9FlgEBWnx1RGpLzZhzfT1TZqzOC09t76M8XsLvugmjqhrfeRdgbdg87TNXW/h3P4Rv92WE3/+Riu5IPF1IYCWEEPMYyk6g0RgFm86hhDvT4d25G6OhEZ/X+cEZTmQZmOh1q2lXQnmpBdOzsFILkwxlkGotzf6MHV/azsBIWamFTMPqJ4RXl1U0zw8PUtA20eFSjlh960b38WXV21HAU7tKeV9DTVUVSVyHYjPmxtK1EnYaW9ukfRbU1LLBNz2HynvO+dT/w6ep+uBHF7TDc6V5Nm2l6nc/hPfMHRW/9ulAAishhJjHZOJ640icQMEJqszaeszaOpRp4m1pwzKcWayasTjH0kOzftZKiw6UAgq7vn7RP4h1eynZPdF9dEljSAyeKH1e4+ovHQWbOzCLs4bV43H6s+NkyxL429u2u49rrRAbVQOHtzRy/1Vb2XduO49evNGtYVUJqqk0iziRd2YXh5vC7AhvWNG6WeLUIH+iQggxj8nAqqM/6i4DWpu2uMfNljb8qrQceDhduTyr5HCp2vhilgEn+cp2Btq9J+Y406G1JnvwBbIHnnNfyw6Wyj2Yq1hqwb1GUwve4oaB2okUx+N9MBFxxqdgS+vUJs87VDsoxdO71nH3NWcQD/tWvYZVOV/ZTs1sscjsUFOY80IbZnuLeAmTwEoIIeYxGVi19U/gKW71tzaVdtSZrR34JvOsxhIcrmCeVX64VCRzMYnrk8p3BpqDQ+j87MuY2rZJ/OjbRL/4aaL/+VnSjzzoHCireL6UMSyW0dSCr6zkwt6ePW7j4HRVkLbQ1ADzbFoxyn7cGRg0e2tWfZyTqtumB1DDjWHOlcDqtCSBlRBCzKM0YzWBtzhj5dk4dcaqFFglVzyweibexTcG72d/cmoLl4Hs+JSgpnoRpRYmtda0M1HtNNnNF3IUymafyulcjvitXyL9m/vc15K/+Ak6k5la7qF19YMFo7oGj9cZcyCVY+TYC6VjDY3TdvsFlXdKknirtxar+OdYCQ1t0xPQVXsnDZ6qio1BVI40YRZCiHn0Z8cJx9JUxTJ4/FUorw+zvVT40Wxtx2dYKKVoGE0wnHMqgtdYoWVfO1ZI8a89d5DTeX459jTnhzbyruYrOJTq578GH+Qt4zHAaX9S1bL4wpxt3loeb66iJpp2dq11H8fqmBqg2ckEsa/8O7mjh9Bau2ULamOa5F0/w4wnyQN5y6ChefHB3WIpw8Db1AbHnYBuw/FSYBdsmnnG7PLqM9kbd1oOrfdXtoRAR1UbT4Z9VBUbKxdMxfp151R0DKJyJLASQog5JAsZIvkEZ/RPgAJLmVgbNqHM0oyH2diEMi28yqIqnsGbzXM4NcCFVVvm+OSFOZoadKuFAzyT6OKZY12AU6y0LuIkQzdYYawl1DwKmX5iLfVweNhpFHziEIFLr3SPa62JffUL5I4eAmAoN8HhZh/t/VFsNOreO8kX28RM1ARorNASW6ilE3XiebTWbDgx5r7e0LJpxvNfUX0GLyR76MuM8ZbGSysyxklVZoBYQ5UbWI3Wh9hRU/kyCqIyZClQCCHm0Jt1ZkPa+qNuflX5MiA4hULNxha3nlX9WHLFKrCfyIygbI0vnZvyui+d460/eYbqjKbdV091qH5RpRam6CglVyd7pu4MtMdGyB15EYDxXJxfvqKT7791F+O1AaKFJKlCxj030VCDx6jM/69bTS3uRoJwwqkLpZSiuXXmgMVQBh9pu45Pbnwn63yVnbFSSmE3ljW8bqrirFDnHO8QL2UyYyWEEHPoyTizIe39E26POmvT1mnnma3t+PqcoKRhNMHR9OC0c5biRGqIt922l3U9Eay2TrrO6uTBphyvuedFtkRs6rz1KKUIvu6NS6555Osoqws10IfW2s1TKgw5+WLxQornWjw8dYGz1PfIpZu44c4XGMlG3fcWKtiw12xqwas8ZCnN5vkMz+KaUFdQfttWeGo/ALkzzyBQ1rxbnF4ksBJCiDl0Z0bw5Ao0D8fxGk4h0JmqYTt5VsUE9vEEe9JDUwKUpYr1HOHinggATWMJ1j1yjMt0AfBjeZwZm9Ab30ng6uuWfI2Ghk6yXhNvtoCdTKDjMVSV01alMDhA2s4xnIsxVu9UPN/ob+bFbZqLnjxO00jC/RyjafHlHpbKbGx2Si4USq/5lQezwr31FqruvEv4ceo4CnjFBVet9XDEKpKlQCGEmENPZpSWwSiGrfEYFlZLO0ZwelK62dKGpcxiAnuSWCHFWD6+rGsXtE1+oFSnyp0xU2bxWgZVv/uhZQVVAG2+esbqnKAxq/MUBkvLmLnBPoayE6A1Y7VBOn0N/M36t3NhzTZ+c9nUANPbsvqlFiaV17Ka5A+EUaFwxcawGK+sPYedF97A+RfewGsbLljr4YhVNG9gpZTyK6UeV0o9o5R6Xin198XXNymlHlNKHVZKfU8p5S2+7is+P1w8vnGVv4MQ4jTQlxnj3sizJMtydk4FvZlR2vsnACewmWkZEJwZKwCf8lA/5szidC2zAnt/dpy6EWfXn6lM/Gedh/esc1HKwAgEqfrQH+PbfdmyrgHQ4WtgrN4JFrN2nvxAqeTCxMBxCsXk9HRDLR/vfBNB08c7my7n2KZGejqcZPW03yLUUbmEbFVdg883NcANNndUpLHyUngMi3c2X847my93c8PE6WkhS4EZ4BqtdVwp5QEeVkr9Evgz4DNa6+8qpb4EfAj4YvH3ca31VqXUu4B/Bt65SuMXQpwG0naW/3XiB0TyCX42+iT/sPHdhE3/Wg+LRCHNWD5Oe38UlHJmrDbNvNPPbGpBKQOvYVETTeLJFTiWHlrWzsATmREaR50gzWtY+C56Bb4LLkZnMqBAeX1L/uxyrZ5a4g01wAC2tpnoO0KAVwGQHizVzmrt2O4W1uz0NfCqunO5/cYc2w8N0dtRy0fClVuGU0rhbWqlOjlGtJCi1gziPUXzq8TLy7wzVtoxOZ/tKf7SwDXAD4uv3wq8qfj4jcXnFI9fq07V/4UQQpwSjqYG3dpI/dlx/q33Z+4W/rXUmxlD2Zr2/gl3lsGzceYZK2VZGE3N+IrLU3VjiWX3DOxOj9AwGVgpC7PN2b2nfL4VC6rACVKCbaX6U5G+LgDsdIp8sVVMwVS0t0797m9tvAwdCPDsuR2M1Ydo9dau2JgWwmxqpsFTxSZ/E3WeMEbD9IbGQlTagpLXlVIm8BSwFfgP4AgQ0dotrtIDTO7X7QC6AbTWeaXUBNAAjJz0mR8BPgLQ1tbG3r17l/VFTiejo6NyP1aY3NOVt5L39BH7KEmdcp8/nnyR/z3ybW5UO9Z0aedJfQLf2DjeZBZDeUjYmp7ePuibuZRC2LAwMnlsbRPuj/Bs1WH2ju5d8PVOvqfPpPfxxkgSG9B5m+f6BmBweNb3L0dWhbCLbWFix4+yd+9ezKF+svk0trYZqQlS6Imxt3fvlPe9Sm/m1/Z+zlKt9L/QReW6JEIwkyOQTLrPh6NxMjP8Nyl//1ee3NPZLSiw0loXgJ1KqVrgNuDM5V5Ya30LcAvA7t279c6dO5f7kaeNvXv3IvdjZck9XXkreU9/09dPcCIw5bWDuQEG2s/i+sbdK3KNpXhmMMLmY1kMwyDoCVC343w27No16/nJvmMkB3oYS6foSOQ4GlRs3nYG1VZg1veUO/me/vShuzGKJRTC6zdxxoUXLuv7zClaRerHd2DlbbyZNOeesZ14LsaLSmMog1hjFW8+/wr8J5UJ2MlOPsCNqzeuOaQzceIH9rnPW3ZfjPfM6RXN5e//ypN7OrtF7QrUWkeA+4DLgFql1GRg1glMbl3pBdYBFI/XAKMIIcQsypO8N/qbae+b4MNff4Sq//VPHO59fs3G1ZMZoXXAqdPkVRbW+pmrek8yW52Je4+yaO9zEt67MktbDkwWMhiDxZ6DCsIdc197ubaGOhivdQLArM6R6e9huOeQe1w3NU0LqtaaeVKl+VO11IJ4eVnIrsCm4kwVSqkAcB2wHyfAelvxtJuA24uP7yg+p3j8Xq21XsExCyFOIxk7R2+xCKdC8YnGG3j7XUcIJnP4Mnm67/vJmo2tOzNK26ATWHkMa8b6VeU8284EFD7Dom0gii+d4/gS86x6MqNufpVHWXjaVrdSd9j0k2ksFvjU0N9zgOjAcfd4qHXxfQhXW3lgpZSBUVe5AqVCzGYhM1ZtwH1KqX3AE8BdWuufAf8D+DOl1GGcHKqvFM//CtBQfP3PgE+s/LCFEKeLE5kRNM7/e7V6azF/djsdyVJeVa63e03GFS+kiaejNA3HUUrhUSbW+o1zvseoqsazYRM+5cGwNZuOjy05gf1EZri0I7AscX01+VpL1xjtO0x2qFR2oaFt+X0PV5pRVY337PMA8F54CcqSmtdi7c37X6HWeh8wLalAa30UuHiG19PA21dkdEKI0175jM5F3RnSjz/pVjAH8A8Okynk8Jmemd6+arozIzQPx93CoGZTy4yFQU/mOed8vMec3nqbj43w9LlLDaxG2FwMrHyGhdW6+sU3azs2A48AkO47gX+klMXRue6sVb/+UlR96I+xR4YrWvVdiLlI5XUhxJqanNHxp7JccOcTgNMwd7KZbyCZ5djwoVnfv1p6M6O0FfOrPAvIr5rkPftct0L6xq4xBtNjpOzsnO/J2DluHbyfL9oP8kDEySkbHO8lVGwu7PEGKlJKoK2zFDx5jx2HnNP4OR3w0ll36i0FAijDwGxuOWULg4qXHwmshBBrqivtlA949X0HCaacH+RGVTX55tIMRH/XcxUfV3dmtJS4voD8qklm+zrM2no8hoU/k6ejb4Lj6dlLJAxmI/xd13e5c+xpBnSML/X/ih+PPEqyr5Tf5GvtXHKD5cXo7DgDbTgBipErNTfONzZgSbVwIRZEAishxJrJ6wInMsM0jCbYfmgYX3GmJ/yuD+DZss09L9J9uOJj6ymbsfIqC8+Ghc1YKaXwnnOe+102dY3O2trmmXgXf9X1bY5npgZePxj+LeHhcQAMpQi2b1jq11gUj9dPvq5u+ustbRW5vhCnAwmshBBrpjczRl4XOOPgEKYyMZSBd8dOvGefR+P6Urm8XO8JKr25eGS8j5poGgCv14/ZvvClMO/Z5+Mt5oltPjYyY2D1VOwI/9x9G4mCcw1TGbSpavd4ecV1qwKJ65PMGYKoqtbKBHZCnA4ksBJCrJmu9BBozRmHBt1WMJNNhZs2nIlRzJupGRpnOBet2Lii+RThvkHAmYHyd25a1I4zz/Yz8XmdmlANY0lGBo5OO+f20Sfc3ZD1Vpi/2/AOPqxewcVVzkxdqUegpyI7AieFZ5gda+nYNsOZQoiZSGAlxMuI1prxfHz+EyukKz1E03CcuvEUPmWhfH68Z58LgKd9HV7TKUhZG0lxeOL4XB+1onqzpfwqj7LwbFxYftUk5fESPGOH+9z34mFydilnydY2J8qW//52wzvYFmjHUib/reP1XFOzw52xCpo+t/BoJTR3njHluaEMGttn7o8ohJhOAishXiaShQz/68QP+OihW/jawL1rPRzAqUp+5iFnmcxrePDu2InyOMGU8vpQjc5OOMPW9J54oSJj0lpzLD1Yll9lYq1fXGAFENxxgZvwvenYMCcypXapw7koGdtJ1K82gzR7asg8/TihB35F7ukn+KCxg01U0earJxioxqidnve0WmrbNmGq0o8Gr+nFbJTmxkIslFRTE+JlIG1n+efu2ziYcgo+3jX+DO9pvnJKvahKs7VNV2qIyw86gZXPsPDtnNoXMNC5idRADwAT3QdhFVrlRfMpXkh281ziBEfSAwxmI6TzGT46GAMmdwQuvp2M5+zz8Bke8oUCnb0Rjk10syXQCjAlWf3MtJ/Ylz5D9uAL+JNJYl2HAOW2j7HaOipaSsBqacNneEgWMgCohgaUKT8qhFgo+dsixGkuZ+f5dM9POZjqw5PN0zQSZ7C5mmPpIc4MVm6J6WSDuQlq+0epiaYxlIEVrMJzxtQGug3rtzP25EPOk74+0nZ2xfrVHUkN8NWBezmaHph2rC6SxJdxlu684RqM+sX3oDNr66C1FXq7MAua4a7nofUiAE6kR1C2ZtczPbzuiafIcnKT5lKifiXzqwCU30+ooZXk0HFQUN9+6lVcF+JUJoGVEKexvC7wub5f8GziOFsPDzu1opJZjm5q4NCH+9c0sDqWHuKMg06CuM+w8J27C+WZOoMWXLcFj2GRs/M0Dcc4lh7irODK9Mz7xuD9MwZVAOsGk3gMi5Dho2bTWUueMQqs30KitwuA1ImjcKnzendmhFc8eoxLnjiO31sNptPrLrPtbKp0gXxfqY2PZ8sZM3zy6qrv2II/mkChCLdtrPj1hXgpk8BKiNPYHaNP8NzQfq5/4BBnvTiI1/CQBTYfG+WpvoPQsHvez1gtXckBth9ylsS8yoN317QOWVjt6/AbHnJ2nsbRBAfjPSsSWOV0gaPpQff5tkA7O0LrOSe4jnZPLcZDXyHnc8a20MKgM6nfcCYjj9wDgNnfT8bO4TM8nMiMcP3h4hJosZxC+F0foHtsgq07d1IYGiT7wj5UIIB310XL+KZLY23cgnXAqQC/nO8vxMuRBFZCnKZsbbPnxYe56cePE0pkqbGChM0AvRmn/5uxby+c+541G9/ooX1sizt5PJ5wNZ5tZ047R1XXYIVrIJLCmy3QM3AYmi9d9rV7MiPkdQGAJk8N/7DxXQDoQoH4t79KZn+p0rtn+9J75AXXbXZn3JqHYnSlh9jgbyISHaZuPAU4yeE1f/qXKK8PxvYCYDa3EGi+bsnXXS7/K69DZzKoQBDvudNaxQoh5iCBlRCnqRfj3Vz+iycJJbIYyqDeE8ZctxF1aAytNR0HuhnNxWjwVFV8bGk7S+D50i6/6l2XoszpLVOUUgQ7NzEecZbsYt2H0efqZSdzH0kN0tkT4crfHKGmppnU7nvwbDuL1K9/SmbPE+55/ldcjWfT0ksNWB3r8SmLHHnqx5Mci/ViKpPmoWIpB8PC6ljnBFWnEMMfIPSGt6/1MIR4SZLASojT1LF7b6OpWAsp4A9T/aGb8Ww9E+sv3kcum6Z5OM6xE8/RsOWyio/tYKqf9cedmTOPYVG185JZz61et5X+5x/F1prQ4CgDuQht3uWVH+hKD3HVw4dpHYxRP2qTOPGdaef4X3E1obcub0ZP+f2opmYYOIFhawZPHMC7LUDrYKlVzkKbOwshXhqkjpUQp6FsLELdfQ+5z32vucGpEeX3kzmjVEU79vRv1mJ4HO57wV0K83kDeDZvn/VcT8d6fMWdgE0jMQ4ke5d9/WPxXpqHnUKp3hlKTviveBWht/3uijQ+DnSWAqdk9xG60yO0lpdykMBKiNOKBFZCnIaO3/Z1rHQWgER9FRuvfZt7zL+zlCTue/b5ivfgAxg/sMd9bG3aOm03YDmzYx2BYvDTNBznhWT3rOcuRM7Ok+ntwrCd7+2vqnOCTp8fgMCrXkvoLe9ZsdpR9RtKuWPe/gEOpHpLgZXMWAlx2pGlQCFOM/kTx8g9/lv3efz112OW5fB0nn8lL373a3hyNt7hUXJ93Xg71ldsfCk7i+/QEfd5wzlz70w0m1vwe4OQi1Mdy3B09Bi0L/36JzIjNA1MAGApE/8ZO6h63++jC3l0JosRDC79w2fgW7cJr2GRtfM0D8d4dKSbcDFp3+sPzdj0WAjx0iUzVkKcRrTWRH/8bZKFNABHNzWw48LXTjmnIdxA35Z29/zBJ+9f0THYyQSFocFZZ8JejHezvnsccJbCqs/aOefnKdMi2LnJnUHyn+hZVkPmY+khWoacGSOf4cFat9G9zkoHVQBW53q3wn3jSMLtQaiUIrBu84osNwohTh3yN1qI00j+xDFiR/ejtaZgKl649kI2+Kb3ecucW6pwntrz+IotBxbGRhj/X59g/H//FRP//Hek7r8LOx6bcs6xrr0EUk6fPDNcg9k2f10q75Yz8BeDk46+CfYne5Y8xqPpQVoGJwMrC2vdhiV/1kIY4SrMGifZ3srbnL3f2eHoLANuXNVrCyEqTwIrIU4jueeeIV6crTqwvYXzNuyeMVeoZsdusl6nvEFheIhCz4kVuX7mkYfQaScpPT/YR+L27zH+yT8n8ePvoAtO3aj4/n3u+d7tZy1oxsazeZvbyqajL8ILiaXnWZ2I9lI/ngTAZ3qxKrAMGlhXyqPa3OXshpTEdSFOTxJYCbFMQ9kJPnXiR/xH3y/dopNrJfHskyRtJ2n9yOZGXlEzvegmwJaqTg5vdvrfZXSO7L6nl31trTWZvU9Mf71QIPXQPaQfupdkIUPwyDH3WPM5C6sqbm3a6gZWrYMxDkWPL+h9J9LD/G3Xd/mPvl+SsrNO4npPWeJ6SyfK71/QZy1HzYYzoBjgTl7bJ4nrQpyWJLASYhlsbfNvvT/n2cRxHp7Yz/2R59dsLIXREcZ6DoPW5C0DY/uZs9Z72uxv4ehmZ4kwZ+dJHX5hxvMWdf2eExRGnDYtyucn/Pb3uflLAMk7b+dQ9z7a+5zEca9hUXXWwqp6G6EwwbZ1KKUwbI15opuxXHzO9+R1gc/1/oJDqT4entjPF/rupCszTPNgMXHdMPFtqEyDYW/nRrxq6l4hT7gGo76hItcXQlSOBFZCLMNd4/umNPI9sIzcn/nMlwc1/MxvieadJa7uzjre0H7FrOf6DA9qcymoSB4/jM7lljW+8orl3h078b/ildT8ySewWoqJ8pk0xle+jJW3nZOaWzBrF17o07t5Oz41mWcV4UBq7npWd40/Q2921H3+ZOwwX+r7VSlxXXmmBH6ryepYh9+YGlgFN2xdsZIOQohThwRWQizRWC7Od4cfnvLai6m+VbnW/ZHn+P1DX+TDB7/AXx37Np/t+Rm3jTxGrJByzzn81N3u4/RZ27kgPHfz3HWNmxivCwCQyabId3cteXxaa7LFZcBUIcO+rfVk7BzKsgi9/b3uefboiPs4sP2caZ8zF8/m7VMT2OfIs4rmk/xw+JFpr/dlx9yq5z6jcsnjRl0DVrDUOshSJv6N2+Z4hxDipUoCKyGW6BuD95Mu5jNNGslFGc3FZnnH0mit+c7QwyQKaRKFNEfTAzwWO8j3h3/DXx37NifSwxwZP4bnWJf7nssufvO8syFnBNrpbasFnNpSuaMHlzzG/PGjFMZHydp5uow4Xwgf5f90/5iMncOzZTv+iy+noAtk7dKsWOuOxTVTtrZsw286eVbt/VEOxGcPrL43/BuStlMrqtVbx66wk8vkzeRLFd8tH1b7/DsSV4JSiqr129w/k6DprdhsmRCisiSwEmIJ9saP8VisFIjUWiH38aFU/4peK1pIEi0kZzw2nJvgb49/l18+8m03KTrf0c62trPm/dxzQ+vpba8BIG3nSB05sOQxurNVdpbDm5uwTYMDyV7+tecOcnaexOtewzEj4Z7vNb2Et+9Y1DXMugaC9S2gwJMrkOs9zkQ+Me28Y+lB7os85z5/X8srubnj9az3NbnLgAD+tvUoj3exX3XJQuu30Oato9FbTb1VJaUWhDhNSWAlxCJl7BzfP/BTzn22l517e3j3i5p37M/T2RMBVn458ESmtHy2wdfE3214Jx9oucbdJZexc1S/WNppt2HXqxb0uTVWCGNTKc8qdmQ/2rYXPT5t22T2PAlATud5cXuze+zZxHH+tecO/mHk59x9ealeVPW2HRj+wKKv5d1yRlme1QQHklPvtdaarw/ch8YJMs8PbeSC8GYChpePr3sjm0acGcaA6cNfocT1SVaHUyi0ygxg1TdiVFVX9PpCiMqQljZCLNLtx+/j+m/ehz+Tx1AG63wR0naOd2Qj3PaGcznoX9nAqicz5j7e6G/mzGAHZwY7OCe0jn/pvp3h9BibirWRqqwAzbteseDP3tK5g2TwLoLJLOlklMJAL1b7ukWNL3/0EHY0AkDCb3Fi3dSE9GcSXQCMndVKOG3z+kQj69/0wUVdY5Jn01YCj3rJ2Dk6eiO8kOzmkupSrtILyR4OFgNbA4P3t1ztHmv0VPPOzDri3j78RuWX4jzbz0L5/OhMGu/Oudv4CCFeumTGSohF6M6McOjpu/Fn8gDUe8IYynCTql/50BGOJ/qn5V4tR0/ZjNV6f6P7uNPXwD9ueg9XjQfcIK++sRNzEYHRzqpN7nJgspAhd2TxeVaZJ0p9CV/c2oQ2nDyii6umJmd7DS/XvulP2PaR/4nZ3Lro6wBYW7a7eVYd/RPsjR2dsltyT/yo+/hVtTto99VPeb/q6SFo+jCUqnhgZVRVU/vxv6P6wzcTvOHNFb22EKJyJLASYoFsbfPl/rtZ1+3MIPkMD3Vn7CRw5bWYgRAew6J+PMmO5/s4mhpcset2Z0olAzq9U+sehU0/7+kL0+6rp9PXQHDHhYvawr810MZwpxOsFbTN+KFnFzW2wvgYmSed3Xdaa57a7sxWKRR/3H49r6nbWRxngL9c/xbODS2vfYzZ3EogVItSimAyR26on77suHv8mUQXRsHGn8pyYdXUpT47FqUw5gSpyrQw2zqWNZalMBua8J5zPsqSxQIhTlfyt1uIBbov8hyHkr1c0z0OCpo81YR/521Y6zdh1Nbh//FXydl5XvHoMQ5dfoyzQ4tbUpuJ1prushmrTl/jlOOp++8i8+hDbpNf747zF/X5pjIIbzkb7t8PQPTIC7RpveDgLH3/r928rNzG9fS1OSUFmjzVeAyLD7Zeww31F1BnhfEay//nRhkG3s3bCOzpI1nI0Nk3wZ74UTp89YzmYgxFB/m9bz9BdSzD1g9eDheXKpuXz8ZZ6zdKcCOEWBUyYyXEAkzkE3xn+GEaxpKEEllqzRC+cA1mpzMD47/yWqw6J+gJpHLo++6e6+MWbDQfc5cVQ6afurLdh6n77yJx+/fc554tZ+DZfvair7F5ywVu38BcZBR7bHSedzhUKkn6kQfd50NXXuw+bi2r+N7irV2RoGqSZ/M2gqYPgI7eCHvjXYAzW7X1yDDV0TQBw0Ph/ql/BrlDpV2Pnq1nrNh4hBCinARWQizAbSOPkSikWd89jqVMaq0Qnq1nuA2ElcdD+Ma3uue3PbaP3Njwsq/rLgNqzZlJL7lD+0k/8VsSP/7O1KBq01aqP3zzghoan+y8qk30tzo71NJ2jsSR/Qt6n//Zp9A5J+iz2tfRvaG0TNnmrV30OBbK2rKdoFEMrPom2J/sIVnI8Ey8i/YBp/hnwPCR7++lECktE+aOvOg+9myduYeiEEIslwRWQizAvoTT9Hd99xgNniqUUni2T60V1bz7akZbnZkaI19g6KffWfZ1JxPXr7n/EDf+v18T/eKniX/7q6Qeusc9x7NpK9Uf+dMlNxNu8FSR3FAslKk1Ay/O35DZTqfwP7fHfR549Q305SLu89ZZehSuBKtjPZbXh9ewqImmCcZT7E108WziuNuHMFgsRZHb7+SM2dEJCoNOfTFlWlibKltqQQjx8iGBlRDziBfS9GfHUbZmXe8EgeIPbc+2qctuhmnS95or3eeZpx9Hp9PLunZ3ZpQNx8fYua93WhNfWH5QNal227nu48SR6Q2ZdT5P7vCLZA88T777OOn7fo2Rcb6b2dSC9/wLGcxG3PNbV3HGSlkW1oYtZbNWEX48/Ch2MkHDWAJTmXiKS4/ZYmCVO1yarbI2bq5oYVAhxMuLZG8KMY8jKafJcutglHBOoXwKs7YOo6l52rlNZ+xipOEeGkcTZPIZ8j3Hl5XP0xcf4NX3OkGB17Awm1qxOtdj1NRitnXg23UxyuNZ8udP2rztIuLmdzALGgYHKYyPYdaVShUkfvztKflU5QLXvA5lGPSX7c5rW8UZKyjmWR18lkg+QUfvBPduH2XDYBSlIWiVgqbcwf3FoLAsv2qL5FcJIVaPBFZCzGOyRc367nG3XpVn+9kz7pw7I9DOw63VNI4mSNs58ieOLTmwsrXNugefoibqzAx5Q9XU3PwXq1Kx+4zaTfyso57OE6PkdYGRPQ/Tcs0bnHEkk2Qe/82M7zNq6vDtvoyUnSVSbC9jKoNGz+pWFbe2bMNneDCUQUdfBHD6BwLujCKAzqTJdx0hd7i0I9CzTfKrhBCrR5YChZjH4bLAyldcYprth/MmfzMjrbUAToBy9LkZz1uIweMvsPNpJ7fLVAbVb3zXqrVB8SiT1I5Sztj406Win9nn9qALBQCMYAirvROjupZCVQ3hd74fZVlTlgGbPTWYanX/afGs34xSBgHDS+NoAl86R3u/k18VMHwY1TXuuelHH6Iw7Mw6KsuDtWHzqo5NCPHyNu+/fkqpdUqp+5RSLyilnldK/bfi6/VKqbuUUoeKv9cVX1dKqc8ppQ4rpfYppS5Y7S8hxGrRWnM4PYCVK9DeP4HPza+aucmxx7Bo3lLKVxqbIV9pQde1bZLf+6bbWDm6oR3fxZcv6bMWquq8i7GLVdN111HsCWdpL7v3SfecwLXXE7n5o/z0j17Pl99zEWNbnKT3qcuAU6udrwbl92N2rido+lAaOnsnaBuI4je8GEoRePXr3XMzTz3mPrY2bF6RpVMhhJjNQv63Mg/8f1rrs4FLgY8ppc4GPgHco7XeBtxTfA5wPbCt+OsjwBdXfNRCVMhALkKikKajbwKPrfAoE6ulHaOmdtb3XLL9leQt569WLjJCIrL4sgu5wwfQPScAyFsGQ2947aIqqi/F9ubtbnubdCFLZt8e7GSC3IvPo9HECik+U9/N/zz2X9w5vofndD//2vNTbG0zUKHE9XKezdvc3X/nP9uLN1sgYHoxaurwX3w5ypzMdCi1vJH6VUKI1TZvYKW17tdaP118HAP2Ax3AG4Fbi6fdCryp+PiNwDe041GgVinVttIDF6eftJ3l0ehB7o086/56InaYvC6s2jUL46MUhmdvPzPjMuD2mWerJp0ZWkeszSkWqrXmmf0zJ33PJfPYb8jaTj/C585po6l966I/Y7E2+1s4st35q5rXBaJ7HiH77B60bTOSjfJcveZZX2zKe3oyI+yJHztpxqp21ccKYG3eVuzT6GXjcafNUMjw4dm4BeXzYW3eNu09ElgJIVbbopLXlVIbgV3AY0CL1rq/eGgAaCk+7gC6y97WU3ytHyHm8MW+X/HExEEaR+Js6B5nffc4kYLNkTe+kXed+7YVv17u2GGiX/xXyBcI3/QRfOfvnnbO4dQAaM3Wo8P41GTi+tyBlVKK+s3noLuHAOg6+ASXXfqWBc842ckk2X1Pk9VOYPXsOW1c7WuY513L5zEs9I5zse8/gGFrUof348sVsLVN3E5zYJuz7GcpkxZPLYeSPQD8ZPRxFKXvtpo1rKaMtxg4NXmrieQT+A0PHsPC2ujUqPKefR65Q6Vip5JfJYSohAUHVkqpMPAj4E+11tHyHxJaa62U0rO+eebP+wjOUiFtbW3s3bt3MW8/rY2Ojr7s7kdUpxg+eA8f/m0XoVRuyrHuH/yIe/Nt1KvQLO+e37R7qjU1P/4vrAkn4Tn2jS8TeTdwUv+4x+0XqBoeoWY0ASpEkjw96RzM8+djWk1kiz30jK4T/HzvA3Sq2mnnaa0ZIc5RPcJRRjmhxzj7hR5eM+EsAw42hDgeshg70MtetXKNnWfjsX0cbw6xoS9KLJPAPHiABFlsbbOvo4rqlMX71aUUUjb/kj9OMpliX/IoitKC2+jBXvaqsVUfK0CtN4AZGSWEBWhSJBnI5Mnv3YupDWqTSffcXMcGup9/viLjWqqX49/9SpD7uvLkns5uQYGVUsqDE1R9S2v94+LLg0qpNq11f3Gpb6j4ei9Q3n22s/jaFFrrW4BbAHbv3q137ty5tG9wGtq7dy8vt/tx/2++yxsfOIphayzLQ8DwkrZz5Ow864fjPBse5pptS0/ePvmeZp/bSzQ+QdJnYmMTtgu0pKIErrymdI6dJ/ri/Vx+IophGNT4wwR2v4L1uy+a93qF9Z0cvP8O4oU0naNJnmtKc2PnzinnxAtp/vH4DzieKc/Bsth5eASj2Jpm/3mdbKhp5ZKt02fTVoMn0cDPznyUTQNxCgYEfEEimQwDLbXkW2p5Y8vlXF5/IQAPPH2IFwJT88c8yuLKMy7BWOVdgZPiL15E+tHSUquyPHReex3KstBaE3n4LgpjTvX6hksvZ/Mp/vfq5fh3vxLkvq48uaezW8iuQAV8Bdivtf502aE7gJuKj28Cbi97/f3F3YGXAhNlS4ZCTJPrOkL1937o7oCrrmqk4+JXU9/uLOkoDQPP/GZKHs9yaNsm+cufEC+kGMxGGM5GGcvFSN39c7f3HUBXeghtFzjj4CAew8RQBr4LLp7jk0uMugaqap0Cor5sgQMn9pIsZKacc2/kWXoSg3gzefe1htE4rYNOHlPBVBw7q5O3NV223K+8YNsCbRzZ1oJWkLPzZO08aTvLi9uaUSguqy7lKF2uNk9ZAgQncb1SQRWAZ8vUPCpr/UZUcdZRKYVv96XFxwbe82SDshBi9S1kxupy4H3As0qpvcXX/hL4P8D3lVIfAo4D7yge+wVwA3AYSAIfXMkBi9NLYWiQkf/8NIWsE3RM1AY56xOfIlzbjHX/r5n4wTHShSxbjg7z45FH+Vj79cu+Znbvk+R6uxnLxcl5DLJeCxJJwpFR0r+5n8DVrwGcwqBtA1GqYxl8ph8jGMKz/ex5Pt2hlKJ64xmMjPeRs/M09I/y0MR+Xlu/0z3nmd5n+P2vP4I/naP3FecTet2bOff5Z/D4ndpV1vkX8O/n/yGWMpf9nRfKa1i0NWygt/05OnsjjOScopuHtjVzdnAddVbYPbdehbi0ejuPREvtYla74vrJrE0nBVYbp/YADFx3I2ZLO0ZDI1ZreyWHJoR4mVrIrsCHtdZKa32e1npn8dcvtNajWutrtdbbtNav1lqPFc/XWuuPaa23aK3P1Vo/Od81xMuTTqeJ3vJZ4rFRAFIBD4ff8zuEizM93h07qS/+IN9wYpzHR56nL7O83B1dKJC883YmCkkK2ubpnet47KINAAznoiTv/oXb3+9wup8zDzp5TT7Dg/f8C93ZkIWwNmym2gwA0DoY4+7IPrR2ZuUGsxFqnnqGYDKLoTVXPNnLpd/6Ff5n9qGUQilF6NKrKhpUTTo7uI6D25oAyNg5ettriId9XF4zvSjqGxumzuC1VGhH4CSjvgGjphTMeTZN3T2pLAvfBRfjkaR1IUSFSOV1sWYyTz9GYXSYuJ0mbxnc9obz2Lmx9IPabGwm1LaBgOnFytusPz7Kj0cem+MTF3DNJ35LbqifSD5Bxmfx5AXrePacdqJVPrJ2jsjEEKmH7wHgcKKP7YecHCK/4cG3a2HLgJOs9ZsImwGUUrQNRunJjLjtcR6LHWLLUSf3J2j4MJRBrusIdtxZBjRq6vCccc6yvutSnRns4PmzWulrqyYZ9PKbyzZjKoOLqqaXfNjgb2JXeJP7fL2vsZJDRSmF/4qrATAbmubdsSmEEKtNegWKNZM7/CIZO0feLvDIZZuJtDdyQXjqzIL33F3U9R8nVRhjy9ERfr31AG9pvIR23+Kre2utSd33K8bzCbTWPHHhOhqrW7m0ejuPXjzAa+55kfF8HP+vb+fZqhzByAmCyayTq1PTgLVl+6KuZ63fiKEUYdNP03AcM29zd2Qf24PtPNOzl9cNxwEIWQGUMtDadt/rv+gVKGNt/r9ne7CdvNfDd99xIWgNSnFBaBNh0z/j+R9qfTW39N9FtRXgkqrptaNWW/DVr8e38yKMmjqpqi6EWHMyYyXWhNaa3NFDJArOstvxdXXsrtqC15ga63vP3YnP8BAwvWzuGgXb5uHo/pk+cl6F7i4yg71E80lyHpM953fy7uYreGPjxUzsPIdIbQCtNX3RfoyvfYXX3OPkDnmVhX/XxYsOdIxgCLOphSozgGFrmodjPBo9yNHUIJ4DB5yTFFSdcS7VN/8FZp1Tq0p5PPguvWJJ33ElBAwvm/3FsnTFsiozLQNOavBU8T/Xv4WPtV+Px1ib/1czG5slqBJCnBIksBIrLppP8lTsCCk7O+s59ugw9sQ48UKarNdkuKmKy6un//A2OzdgVNdSZQYIpHJ09E3waPSgm6u0GOknHy0lY29tYkvtBi4Ib8ajTD7c8Vp+9rqziYd97vnVUSfoq7ICeBe4G/Bk1vpNTn6WYbGuZ5yczvP5vl+w+VhpGTB47m48m7ZS8/G/I/yuD1Bz8ycwG5qWdL2Vclaw033sMzxcGJYcJSGEWAgJrFZB/sQxJj77KeI/+taSAoCXspwu8Ddd3+Ffem7nMz0/nfX7Zw+/yHguTkHb9LbXEPYE2RFaP+08ZRh4d5xP0PChlGLL0RH6s+OcyIwsbmC2TddjvyJVcIK9F85s4T3NV7rV0LcH27n8nOv4xnt2c2xTI37DS50nTIevgdqmdVjrN8316bPybHOCxWozyIV7evBk84zGh1nf7ZSOCJk+vOecB4ARCOK/5AqsdRuWdK2VtLMsb+rSqu34DJkNEkKIhZDAahUk77yD3PGjpB++j/yJY2s9nIo6khpgKOdUM382cZxnE8ennRMvpHlg70+J5BMA9HTUckXNWbPugPPu2IlSiqDhY8vRYdCax2IHFzeuE4+SmnB2H8bDPnad/xq2BaZuv39H0+X867l/zI1//iW2vuMPqfNV4zUs/Fdft+QGyL4LLsGsrSds+gmm81y4p5sNJ8YxC07uUrhzC2Z9ZRO+F+Kc0Dp+r/Vabqi/kPe2vHKthyOEEC8Zkry+CgoDfe5je3QYXkZbvfcX+8dN+sHII5wb2uAGJt2ZEf61+w5ef6wUcAa2nsXbm14x62d6tp6J8vkJFdLUTkzQOJrgUd9B3t74igUFPM8mjhM9WNpNmDzvHN7RMnMOU72nWKfp6uvw7boIOzqB2Tl9Jm2hlMdD4Po3Ev/O1wibfnY/3U1PRy0AQcNLcMeuJX/2aruu7vy1HoIQQrzkSGC1wnQ+jx0pVQi3Y7E1HI2TJP5wdD9HU6U+c0opLghvnnHpbblODqwOp/p5JtHFzvAmRnJR/vH4D7EnxqmdcPKXqgPVfGT372Ea3lk/U3k8eM/aQXDPEyilOOPgEL9pDHMiM8IG/9y5SE/FjvDlrp/x3i6n/pXXsLj6mpsWVB3cqKnFqKmd97z5+HZfRureO6nuzxPLpNh8zJk5C5k+vDt2LvvzhRBCnDpkKXCF2WOjU7bN6/jaBlaPxw7zhb47uXN8j/vrl2NP86kTP+JIamBFr5XXBQ6m+qa9/oPhR0jbWf6l+3aihSSdvRGUUjR7a2jdtgvTM3tQNcl7wSXucuBZBwZQ9tzLgdF8is/3/oJ/6bmdzoM9ePI2pjJoXX82oc7KziAqwyB4/ZucZcViAGkog1BtM2bn2udTCSGEWDkSWK2wwtjUprR2bGKNRuK4f+K5GV/XaL7cfxeFsiBwubrSw2TsHOAka3uUMyF6ND3AJ7u+5zYbXtc7Qau3jpDpx7N5YbWhvGedixEMETJ9VMcyc+4OfDZxnI8fvZXfRp2SBme+OIiBotVbR/XFV67EV10073kXYK3bSIu3hkZPNe3eOgI7dq1ZrSohhBCrQ/5VX2H2yEmB1RrOWEXzKfbFS8nj726+kt9tvgpvMeA5nhnmF2NPr9j19ie73cfnhTfw6rrz3OeTQRXA5aNe/MVdZp6tpaa+c1GWhXfXxe7uwLP3D8y4OzBZyPCZnp/C2CjbDw1x5cNHOLsvTbOqwmt48F5wyXK+4pIppQje+BYMZVBlBfAYFt5zJIdJCCFONxJYrbDCyNCU53YsukYjgcdjB7FxZqS2Bdp5Q8NF3Niwm7c1Xeae88Ph3zKUXZlZtQPJXvfxWcFO3tBwkRvETbrBu42G8SQAyjSxNiy8jIHvosvc5cDth4cw84Vpy4GPxw5x1Z3P8OGvP8obfrmfG5+N0uypxkDh2XYmZm1lmwSX824/G9/5uwGwWtoX3NBZCCHES4cEViusMDp1BmUtc6x+U1wKA6YU37y+/gLW+5yk76zO85WBe5Zdb8vW9rTAqtYK8eqynWVnBTt5a6zVfW6t34RaQH5V+flmU4uT9J0tsPXoCA9N7CevC+45e448wjn7ndyxWitI0HQKfmrDJHDN65b8/VZK+P0foeaP/4Lqm/9CKoULIcRpSAKrFWaPnhozVqO5mBvoKBSXVpd6uFnK5PfbrkPhlCrYl+jit9EXl3W9E5kRknYGgForRKunFoB3Nl3OdXXnc23tefxZ5xvQRw+77/FsWdgy4CSlFL7dl7lNi8/eP8hILsojxbEPZScwnt3nnl/Vso7AtddT9YE/ZPy9f4D3zLVpalxOGQaeLdsxQuG1HooQQohVIIHVCtJaT5+xymXR6XTFx/LbstmqHaH11FihKce3Blp5bd1O9/nto48v63rlZRbOCna69aU8yuS94828+8kI9i1fIP3oQ+551pbFN+z1XXgpSilqrCAbTowRTGa5Y/QJbO30ENx+yMnlCpheam54G6Eb34rv/N1oCWSEEEJUgNSxWiI7HiN34Hk82850ax3peAydzUw/NxHD9PsrOr7yGahXzNCDD+DtTa/gnsiz5HSe7swII7kojZ7qJV3v5MAKIHfsMMnbv0/u+NFp5yvTxLNx66KvYzY04tmynerDB4jkE5z54iBP7/LyVPwo+44+zutHnWruYV8V3rPPm+fThBBCiJUlM1ZLFPvKvxP71v9j4ov/iradBPGTE9cn2dHKllzozYzRlXbG4lEWF1fNHMAETd+UZrt74ktrv2Nrm/3l+VWpALGvfYGJz/2fGYMqIxgi+MZ3opYYbPouvBRDGVSbAc5/thczb/PVgXuoe+EQ4CwZ1uzYveTPF0IIIZZKZqyWwJ6IkOs6gtaa3EAvEz1HMdo7MEcGZzy/0gns5cuAu8Kb3ATumewKb2JfoguAPfGjS2pjsid+jHghBcDOwxECD/8bmbKZO2Va+C67Es/WM7A6N2DUNy659x6Ad+du1O3fp0bb1EdGuGBvN0/s3uAuA4YMP8GdFy/584UQQoilksBqCXInjjGaixHNO2UD7nnkizxzXgdXPH+C3ylkpgUylaxlpbU+aRlwaoJ4YWiQzJ7H8GzejmfbmewKb+LWwfsAeD7RTdbO4zUW9p9Fys7y7cEHuTuyDzNv88qHD/OK50bQ3lr3HN+uiwm+/i2YDSvXaNgIBAne8CYSt32XsOnn0se7GGoK01hcBqzyyzKgEEKItSGB1RL0HnzKDaoAOvoiPHNeB+GJBMO5KOuMBqxQFXbS+UFfyZ2BvdkxBrJOr0Kf4WFX2GnfogsF0g/cRfKXt6PzxeroH76ZlnPOp91bT192jKzO83yym13h+WtL7Yt3ccvA3YzmonhyBd562146B2LUe+sBMBubCf/uh/Bs3LIq39N/+avIPPYwtb3HiaVTvOHnzwPOjsfqcy6QZUAhhBBrQnKsFsnWNkcPPuE+V0qxoS+GiaJmIoWtbcbycawNpX50Ol65wOrx2CH38c7QJryGRb6/l4l/+98kfvpDN6gCiP3X/6MwPDglkHo6Pj0nqlyykOE/+3/N/+7+MaM553vt2tvN1qEMnb5GPIaF77wLqPmzv161oAqc5PfQ296LpUynNU7OqWUVNv34dl60atcVQggh5iKB1SL9JvICwT4nl0opRaevgbPz1fz30JXUTDh5RrF8iuH2evc95TNW+YE+Iv/8d0T/8zPoXI6Fmsgn+GLfnXx36GHSdnbW856IlepEXVS1hdzxY0x8+h/Jd3eVneXkN+l0itjXvsAu79QE9tmKhe6JH+PjR2/l/kip/2Ct7eGNL6Rp8dZiKoPga99A+AN/hBEILvi7LZVn01b8F19Oo6eKoOkjZPqpDdTKMqAQQog1I4HVImTsHL/ef6c7O1JjBrGUCcA5vUma007AYhuK2/y9boBix0o5Vql77yQ/0Ev2wPNk9iy8dtRXB+7lwYkXuH30cf6267sMZiPTzhnORd3dgKYy2OlbR/w7X3VnqZRpEXz9m6n5k/+BMp1V4Hx/L50/u5uAcqqAj+ai9GRHp332nvgx/m/3bYzl4+5rF1dt4x+HNlGdcXZFmnUNBK67YVmJ6YsVvPGtWMEwLd5amr01+M8+T5YBhRBCrBkJrBbh52NPEejpB8BQBrVlRTczT/yWRk8VSimiVT6Oe7NE8k6OVfmuwEJ/qSxBoa/UtHguA9nxKTNR3ZkR/vLYt9h7UnmEJ8vOOSe4HnXf3RQGnfEqr4+aP/trgq9+PZ5NWwm99T3uubmnn+AtT42jbCcQnKnswp1je9zH1WaQP+24kT9tvR71wAPu64FrXucGbJViVFUTfOM7AFDKwH/ltRW9vhBCCFFOAqsyOpcjeecdpO7/tVubatJYLs7tI0/QNuAESfWeML6zznWP544dxlQm9VaYiZoAyaCHSCFJXhewY04dK23bFIYG3PcU+vsWNK6fjz2NZuryXNLO8H+7f8Ivx552XysPvi5PVJO6+xfu8+CNb8VqLy35+S+7Cv+lV7rPdzz2Im+5/RmCySx7Tsqzytr5KQVA/2Hju7ikejuZpx7FnnAS5Y1wNb5LLl/Q91lp/kuuoPa//xU1f/43eLYurk2OEEIIsZJe9rsC+7PjHEsPcUagHf/Pf07qgbsB0Ok0wde9wT3vhyOPkNU52gajeA2LKjOA/6pryR18YUoQVm0FsRpqSQW8aDTRfJL6pIkuFLCjE1Mqs+cHSrNXs4nmkzwQed59/p7mq/jVyJO07zvM1iPD5NJPctzTRiAPu+x+6jbUcXxDA2fuecgdl2fTVvyXXz3ts0NveQ+F0WFyhw4QMHxsODHM+779BL94bZJ4Z5qw6SypvZDsJqfzAHT6Gmjx1qJtm9Q9v3Q/K3D1dYtqqLzSrPXz72QUQgghVtvLOrAazcX462PfJmln8Kfz/On9T1NnewiaPlJ3/xzvzt1Yre30ZEa5P/Ic3mye+rEE9d46lDLwbN6O2bmB/ImpS2dnrjsfbQyT9nuIpVPUWWF0PEZhqH/KeXZ0AjuZwAhO7eNX7tfjz7hBzUZ/M68Z8nPpT07Q332UzP/f3p1HyVWWeRz/Pre2ruo9na2zkYTsBElIhCghxAQEwiYwzhEXRFFwUGfUUYc545wZl3PG45lxPJ6ZcSaOjOgc13EBJBiRxaiAstgJCSAkkJCEbHSn00l3p5eqd/6o29XVSRrS7b1V3X1/n3P65NZbt+q+9aSS+/T7vve5ufzaqWY7Rm08w+SeY0w+0MZFT7yCl8ovnrd4gqp33IR5Jw9OWiJBza0fp/Pnd9Pxyw2kvAS0d3PdXU384YxHuHD+GgA2H9tZeM0bKmcC0L35SbKH/EX8FWlSp0jcREREoibSU4F3Nz9ORy4/gvSGp/fSfbydA92t7O56le6eLtq/fycul+N7B3+DwzF5fxsZL0naSxJrnIqlUiRmn3wj4ZlTFjI5WU9HJknOOY5mO8kdaxswDdineM3VibpyPWw83ATAuJZ2bvrZCxxd/xXs4EEmJevwLP/Xl3U5Wnr6F5VXFhUoTV96JbGJkwc9hsViZK64lpoPfYyKGr8GVdZxZONPC/s0+ZXZAc6pmknvgX10/OxH/ce4cA1eRXrQY4iIiERFZEesDvce4yG/bECsN8fSzf1riHpzWfZ1tzL1pedpfujHPDnlZQAmH2hjXLwagPjMfJ2q+Oy58PAvBrx3fMJELksvpT39IA1AW7aT7NE2sgdOkVjtf4XEmfP6j73/FRK7XyI7tZFf2R56jx1hze92smzrfhqS/dXL4xUZqtau4r8qX6InEaM37jH+1XZm7Wxm3cEKONZBcv5ZpN9y6WnFIzn/LCbe+imOfOlT4BwTntvJzt3bSE+aWig4mrQ4c3a2cOTb38B1HQfAEkkqVl18WscQEREZ6yKbWN3T/ERhim31S10syNbQFu9kX0WWpxdO4vzHd7Gvu5XsPT+g+p1LOFpdwbKWeOF2L30FQBOzTr7BsdcwgVXJydxVmQZa6cn18tKh7TSeMBUIA9dZdT//DG1f+zI1HR00P3APDd0t3OI54r056hLV/l5GxfkXkFl3LQ01tSw7sImftTwBQGtdhuNnLeR9s96Daz+GZSpPOQU4mLpZ8+maM5vUCzvwco5dG79P9/XX5590jiu3HqXjkf8AfyG9JZJU33gLXlX14G8qIiISIZGcCjzS284Dh7fkHzjH2i3NxC3GuEQVk9Zcze/Pm03zuAw9uV5yxzv5s580MW/Hq8w71F/Qs2+xtFdVPWCqzauswqtIk/aSNDbMKLRvOfjMqUesiq4M7Prtw4Xt5p6j5HJZ4r05PPOojqVJzFlA3Sf/nqp33IRXUwvAn0+8gNkV/cc/r3oOZoZXVT2kpKrPxEuvL2yn/7CZzXs3g3Os3rSdZZu20ZdUxerGUftXt5NcvGTIxxARERmrIplY3dvyFN3+aNWb9jmqm/OV0S1VwbzV13PrjHX84uIFOL/OZf3hTt758x3EO/KV1a0iPSCZSszun8rzGiYUtudP6L/0v+3ALrqOnFx4M+uPWLlslu7nnwWgkx4OVPRfaVg/eSa1N3+Emtv+mvjUGQNen7AYn5h2FUurZvHG6jlc2bB86AEpMmfRBRyemv8Mls1R9dtHWfXbHZzbtKdwc+nE7LnUfuIzJ/VFREQk6iI3FXi49xj3H96cf+Acl285UniuYsVKvEyGC1jA0SVv4/6WdlZv2k6qJ0d9UTHQxIxZA0aDEnPmc/yxTQDEJ08ptNfVTaI5lqIj28W0vUdo63U0JKqJTWokd7gF191FW9shvvPH77OoM8PiznYcsCeT4+s3v5lYNsfqxCxunn/9a1Yzb0hU8+np1wYSH8/zSF58Gdz5bQDObdqDufzNjeMWI3XOMqre/UEsHrmvjoiIyOuK1NlxR+d+/nXPPRzPdeNlc1y3aQ/1L+evpjPzBizCvmzcUiouTvC7xVu4assRYr/fjMvmR7nicxcMeN/kkuWknn2a3OFm0msvL7R71TXUxDN0ZLtoaG7nqBl18UpSkxrJJlO073qBQ91tvLxrK25PK9VdrxLHY/ucejCjtqKWG2ZfWdJbxAAsXX4lj2z4KeMPHcX8uqSZWIrk2Uupes8HS15dXUREZLSIzBny4dat3LH/QXpcL6njPVxz71aWHQT86a3U+SuJjRs/4DWr6xazum4xLIDsJc0c//WDkMuSXrlmwH4Wi1H97g+cdEyrqibtJUl5CbpyPTjnaO1tp3piI1aRpmVH/jYxDc3tzHy5GZyjlyw7ptcB8KEpl1IZK/1972oTGdpWvZnxP9pYaIstOpvqG29VUiUiIvIaxvxZssdl+db+h/hla36xerqjm3f932bmtscLa4YqzrtgwL3zTiVW30Dl1W8f0rG96vwC8/p4Jfv9mya3ZTtpb6ilNdbJ8Ww3ANP3tjLj0HG6yd/AeefUOtbVL+XsyjOGdLwgLV5xFc8/9jum7W3lxTMncPXNH9f0n4iIyOsY82fKBw5vKSRVAG9+qZOzOiuIx2IAZK64jvTay0OZbusrQ5COpQqjVjjHg8kDHEod4Hx/v6W72pmQHEd3rpcDjXVcmF7MuyatCrw/Q7Goagb33Xgd9x14ljUzV5FODV4dXkRERPLGfGJ1Sf05PHF0B9s6XuZNNfN5e0UHPZa/Ei+9+q1kLl4X2rEtlcISSVxPN/XxqkKhzXtju0lVZfOJlRn1sQwASS/O/CVrMG8GcYuF1q/TYWZ88oxr6Zi2rjCyJyIiIq9tzJdbiJnHX05dx/snr+WjU9YR6+y/CbJ3wpqqMHjVNQCkY/m1VkerUvQk4xyrTNKVilMTSw9IohILF4fep6FQUiUiInL6XjexMrM7zOygmW0tahtnZveb2Qv+n/V+u5nZV81su5ltMbNzw+z86aqJZ7ik/hzMDNfZXmj30pnQj21FVcnrE1W0jPOPaUZrQxV1RWUcvEwl8ekzQ++TiIiIhON0Rqy+CVx2QtvtwAPOubnAA/5jgMuBuf7PLcDXgulmcFxnR2HbMuEnVn0jVgBpL0l8YmPhccP0+cSsqB7WvIXDqpYuIiIiI8PrnsWdc5uAlhOarwHu9LfvBN5W1P4tl/cYUGdmjYwgufb+ESvLhL8guzixAlhx5koWZqZxQc1Czpo1sEp6YsHImgYUERGRoRnu4vVJzrm+OwrvByb521OB3UX77fHbTrr7sJndQn5Ui8bGRpqamobZlaGp27+PWEd+1OqVnbvItR4N9Xjp1iNkOvpHydras1x9OH8LnJeP7aK26LlXehy5piaam5tLFo+oUEyDp5gGTzENh+IaPMV0cH/yVYHOOWfWV597SK9bD6wHWL58uVuyZMmf2pXT0vLDODl/CnDqsuUnjSgFrbPtVdqf6y/3MGXlRcTq6gHIzZvH4d/cj+s6TmLmmUxfeSEATU1NlCoeUaGYBk8xDZ5iGg7FNXiK6eCGm1gdMLNG59w+f6rvoN++F5hetN80v21EcLkcrrOz8Lgka6yq+hM3S1Xg1db1P5fJUPOBj9L9x21UrLgw9L6IiIhIuIa7Uvpu4L3+9nuBu4rab/SvDlwBHCmaMiw713Uc53JAPskpxe1ZvJrawnZs4uSTCpEm5syn8orriDVMCL0vIiIiEq7TKbfwXeBRYL6Z7TGzm4EvApeY2QvAxf5jgA3Ai8B24OvAbaH0ephc0XomL50uyTHjs+eSOHMelkyRXnvixZUiIiIylrzukI1z7oZBnlp7in0d8OE/tVNhcR3FVwRWleSY5nnUfuTTuN5e3WtPRERkjItU0aRcUXFQK0Fx0GJKqkRERMa+SCVWpS4OKiIiItESrcSqqDioV4LioCIiIhIt0UqsBoxYKbESERGRYEUqscp1lG+NlYiIiIx9kUqsBpRb0IiViIiIBCxaiVUZrwoUERGRsS9SiVWuQ2usREREJDyRSqyKC4R6KrcgIiIiAYtWYqWrAkVERCREkUqsBlwVqMRKREREAhaZxMrlcrjjnYXHVlGamzCLiIhIdEQnsSqaBvTSGcyLzEcXERGREolMduFUHFRERERCFpnEamCpBSVWIiIiErzIJFYDi4Nq4bqIiIgELzqJlW5nIyIiIiGLUGJVXGpBU4EiIiISvMgkVjkVBxUREZGQRSaxGng7GyVWIiIiErxIJlYqtyAiIiJhiExiNbDcgkasREREJHiRSayKyy14GrESERGREEQnsdINmEVERCRkkUmsVHldREREwhaZxMqp3IKIiIiELBKJlevtxXV3AWDmYamKMvdIRERExqJoJFadA6cBzayMvREREZGxKhKJVU4L10VERKQEIpFYqTioiIiIlEJEEqv+qUDdzkZERETCEo3EqlMjViIiIhK+SCRWOZVaEBERkRKIRGLl2otuZ6PioCIiIhKSaCRWGrESERGREohEYpXTVYEiIiJSApFIrIrLLeiqQBEREQlLNBKr4qlAjViJiIhISKKRWHVojZWIiIiEL5TEyswuM7M/mtl2M7s9jGMMRa7jWGFbiZWIiIiEJfDEysxiwL8DlwOLgBvMbFHQxxkK19lZ2Fa5BREREQlLGCNW5wHbnXMvOue6ge8B14RwnNPierpxvT0AWCwOiWS5uiIiIiJjXDyE95wK7C56vAc4/8SdzOwW4BaAxsZGmpqaQugKeMeOUu+vscplKtm9eXMoxwlSc3NzaPGIKsU0eIpp8BTTcCiuwVNMBxdGYnVanHPrgfUAy5cvd0uWLAnlOLnODrr5ILmOdiwW44yQjhOkpqYmwopHVCmmwVNMg6eYhkNxDZ5iOrgwEqu9wPSix9P8trLw0hkqVr6lXIcXERGRCAljjdXjwFwzm2VmSeAdwN0hHEdERERkRAl8xMo512tmHwE2AjHgDufctqCPIyIiIjLShLLGyjm3AdgQxnuLiIiIjFSRqLwuIiIiUgpKrEREREQCosRKREREJCBKrEREREQCosRKREREJCBKrEREREQCosRKREREJCBKrEREREQCosRKREREJCDmnCt3HzCzQ8CucvdjBBkPvFruTowximnwFNPgKabhUFyDF/WYnuGcm3CqJ0ZEYiUDmdkTzrnl5e7HWKKYBk8xDZ5iGg7FNXiK6eA0FSgiIiISECVWIiIiIgFRYjUyrS93B8YgxTR4imnwFNNwKK7BU0wHoTVWIiIiIgHRiJWIiIhIQJRYlYCZ3WFmB81sa1HbOWb2qJk9bWb3mFmN3z7TzDrNrMn/+c+i1yzz999uZl81MyvH5xkJgoipmWXM7F4ze87MtpnZF8v1eUaKoL6rRa+9u/i9oijAf/9JM1tvZs/739nry/F5RoIAY3qDv/8WM/u5mY0vx+cZCYYSU/+5N/jPbfOfr/DbdZ5yzukn5B9gFXAusLWo7XHgIn/7/cDn/e2Zxfud8D6/B1YABtwHXF7uzzaaYwpkgLf420ng11GOaVBxLXrddcB3XmufKPwE+O//s8AX/G0PGF/uzzaaYwrEgYN9cQS+BPxjuT/bKIlpHNgCnOM/bgBi/nbkz1MasSoB59wmoOWE5nnAJn/7fuA1f/s0s0agxjn3mMt/e78FvC3gro4aQcTUOdfhnHvI3+4GngKmBdzVUSWIuAKYWRXwCeALgXZwFAoqpuRPbP/kv2fOORfZ4owBxdT8n0p/VKUGeCXIfo4mQ4zpW4EtzrnN/mubnXNZnafylFiVzzbgGn/77cD0oudmmdkfzOxXZnah3zYV2FO0zx6/TfoNNaYFZlYHXAU8EHovR5/hxPXzwL8AHSXq42gzpJj630+Az5vZU2b2QzObVLrujgpDiqlzrgf4C+Bp8gnVIuAbJezvaDBYTOcBzsw2+t/HT/vtOk+hxKqc3g/cZmZPAtVAt9++D5jhnFtK/jf+7xTPa8trGlZMzSwOfBf4qnPuxRL3eTQYUlzNbAlwpnPuJ2Xp7egw1O9qnPxo6iPOuXOBR4F/Ln23R7Shfk8T5BOrpcAU8lNbf1v6bo9og8U0DqwE3uX/ea2ZrS1PF0eeeLk7EFXOuefID6diZvOAK/z2LqDL337SzHaQ/+1gLwOnqab5beIbRkyf8F+6HnjBOfeVUvd5NBhGXN8ILDezneT/j5loZg8751aXvvcj0zBi+iT50b8f+2/xQ+DmEnd7RBtGTM1v2+G/5gfA7aXv+cg1WEzJj0Rt6puONrMN5Ndn/S86T2nEqlzMbKL/pwd8Bui7Um2CmcX87dnAXOBF59w+oM3MVvjrAW4E7ipL50eoocbUf/wFoBb4WBm6PCoM47v6NefcFOfcTPK/zT6vpGqgYcTUAfcAq/23WAs8U+Juj2jD+Pe/F1hkZn030r0EeLbU/R7JBospsBE42/JXVseBi4BndJ7K04hVCZjZd8n/hzjezPYA/wBUmdmH/V1+DPyPv70K+JyZ9QA54EPOub4FhbcB3wTS5K+2uK8kH2AECiKmZjYN+DvgOeAp/6rgf3PO/XfpPsnIEuB3VXwBxvRvgG+b2VeAQ8D7SvMJRp6gYmpmnwU2+c/tAm4q2YcYYYYSU+fcYTP7MvmrBh2wwTl3r79f5M9TqrwuIiIiEhBNBYqIiIgERImViIiISECUWImIiIgERImViIiISECUWImIiIgERImViIiISECUWImIiIgERImViIiISED+H5Id8NjL1yfOAAAAAElFTkSuQmCC\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -562,35 +479,20 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:17.721197Z", - "iopub.status.busy": "2022-10-26T10:47:17.720435Z", - "iopub.status.idle": "2022-10-26T10:47:18.020348Z", - "shell.execute_reply": "2022-10-26T10:47:18.020815Z" + "iopub.execute_input": "2023-01-29T19:27:08.108303Z", + "iopub.status.busy": "2023-01-29T19:27:08.108085Z", + "iopub.status.idle": "2023-01-29T19:27:08.256962Z", + "shell.execute_reply": "2023-01-29T19:27:08.255941Z" }, "tags": [] }, "outputs": [ { "data": { - "text/html": [ - "
<Figure size 720x432 with 1 Axes>\n",
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -633,7 +535,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.0" }, "vscode": { "interpreter": { diff --git a/docs/examples/content-personalization.ipynb b/docs/examples/content-personalization.ipynb index e22ff81f46..36fa862af0 100644 --- a/docs/examples/content-personalization.ipynb +++ b/docs/examples/content-personalization.ipynb @@ -28,10 +28,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:20.277214Z", - "iopub.status.busy": "2022-10-26T10:47:20.276278Z", - "iopub.status.idle": "2022-10-26T10:47:20.308610Z", - "shell.execute_reply": "2022-10-26T10:47:20.309177Z" + "iopub.execute_input": "2023-01-29T19:27:09.647679Z", + "iopub.status.busy": "2023-01-29T19:27:09.647451Z", + "iopub.status.idle": "2023-01-29T19:27:09.659176Z", + "shell.execute_reply": "2023-01-29T19:27:09.658611Z" } }, "outputs": [], @@ -58,10 +58,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:20.316587Z", - "iopub.status.busy": "2022-10-26T10:47:20.315955Z", - "iopub.status.idle": "2022-10-26T10:47:21.093632Z", - "shell.execute_reply": "2022-10-26T10:47:21.093212Z" + "iopub.execute_input": "2023-01-29T19:27:09.661875Z", + "iopub.status.busy": "2023-01-29T19:27:09.661752Z", + "iopub.status.idle": "2023-01-29T19:27:09.856254Z", + "shell.execute_reply": "2023-01-29T19:27:09.855688Z" } }, "outputs": [], @@ -118,34 +118,19 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:21.097837Z", - "iopub.status.busy": "2022-10-26T10:47:21.097218Z", - "iopub.status.idle": "2022-10-26T10:47:21.454536Z", - "shell.execute_reply": "2022-10-26T10:47:21.455016Z" + "iopub.execute_input": "2023-01-29T19:27:09.859123Z", + "iopub.status.busy": "2023-01-29T19:27:09.858934Z", + "iopub.status.idle": "2023-01-29T19:27:10.228676Z", + "shell.execute_reply": "2023-01-29T19:27:10.228100Z" } }, "outputs": [ { "data": { - "text/html": [ - "
<Figure size 432x288 with 1 Axes>\n",
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -179,34 +164,19 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:21.459152Z", - "iopub.status.busy": "2022-10-26T10:47:21.458491Z", - "iopub.status.idle": "2022-10-26T10:47:21.714563Z", - "shell.execute_reply": "2022-10-26T10:47:21.715029Z" + "iopub.execute_input": "2023-01-29T19:27:10.234151Z", + "iopub.status.busy": "2023-01-29T19:27:10.233974Z", + "iopub.status.idle": "2023-01-29T19:27:10.334976Z", + "shell.execute_reply": "2023-01-29T19:27:10.333989Z" } }, "outputs": [ { "data": { - "text/html": [ - "
<Figure size 432x288 with 1 Axes>\n",
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -226,10 +196,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:21.719094Z", - "iopub.status.busy": "2022-10-26T10:47:21.718264Z", - "iopub.status.idle": "2022-10-26T10:47:21.750270Z", - "shell.execute_reply": "2022-10-26T10:47:21.749801Z" + "iopub.execute_input": "2023-01-29T19:27:10.337936Z", + "iopub.status.busy": "2023-01-29T19:27:10.337756Z", + "iopub.status.idle": "2023-01-29T19:27:10.354889Z", + "shell.execute_reply": "2023-01-29T19:27:10.354032Z" } }, "outputs": [ @@ -238,26 +208,26 @@ "text/html": [ "
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        "defaultdict(Zeros (), {\n",
-       "    'politics': 0.0,\n",
-       "    'music': 0.0,\n",
-       "    'finance': 0.0,\n",
-       "    'sports': 0.0,\n",
-       "    'camping': 0.0,\n",
-       "    'food': 0.0,\n",
-       "    'health': 0.0\n",
+       "    'music': -0.013333333333333336,\n",
+       "    'camping': -0.01,\n",
+       "    'health': -0.0078000000000000005,\n",
+       "    'sports': -0.0063106666666666675,\n",
+       "    'food': -0.0052320723809523816,\n",
+       "    'finance': -0.00441314521904762,\n",
+       "    'politics': 0.01650162758658716\n",
        "})\n",
        "
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -335,34 +290,19 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:21.956030Z", - "iopub.status.busy": "2022-10-26T10:47:21.955395Z", - "iopub.status.idle": "2022-10-26T10:47:22.273660Z", - "shell.execute_reply": "2022-10-26T10:47:22.274122Z" + "iopub.execute_input": "2023-01-29T19:27:10.461719Z", + "iopub.status.busy": "2023-01-29T19:27:10.461138Z", + "iopub.status.idle": "2023-01-29T19:27:10.607872Z", + "shell.execute_reply": "2023-01-29T19:27:10.607254Z" } }, "outputs": [ { "data": { - "text/html": [ - "
<Figure size 432x288 with 1 Axes>\n",
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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -400,10 +340,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:22.279345Z", - "iopub.status.busy": "2022-10-26T10:47:22.278646Z", - "iopub.status.idle": "2022-10-26T10:47:22.304087Z", - "shell.execute_reply": "2022-10-26T10:47:22.303559Z" + "iopub.execute_input": "2023-01-29T19:27:10.612840Z", + "iopub.status.busy": "2023-01-29T19:27:10.612196Z", + "iopub.status.idle": "2023-01-29T19:27:10.627900Z", + "shell.execute_reply": "2023-01-29T19:27:10.626916Z" } }, "outputs": [], @@ -435,10 +375,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:22.309129Z", - "iopub.status.busy": "2022-10-26T10:47:22.308464Z", - "iopub.status.idle": "2022-10-26T10:47:22.334707Z", - "shell.execute_reply": "2022-10-26T10:47:22.333416Z" + "iopub.execute_input": "2023-01-29T19:27:10.634015Z", + "iopub.status.busy": "2023-01-29T19:27:10.633769Z", + "iopub.status.idle": "2023-01-29T19:27:10.648916Z", + "shell.execute_reply": "2023-01-29T19:27:10.648179Z" } }, "outputs": [], @@ -479,10 +419,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:22.342073Z", - "iopub.status.busy": "2022-10-26T10:47:22.341013Z", - "iopub.status.idle": "2022-10-26T10:47:22.367489Z", - "shell.execute_reply": "2022-10-26T10:47:22.368127Z" + "iopub.execute_input": "2023-01-29T19:27:10.653296Z", + "iopub.status.busy": "2023-01-29T19:27:10.652922Z", + "iopub.status.idle": "2023-01-29T19:27:10.670687Z", + "shell.execute_reply": "2023-01-29T19:27:10.669731Z" } }, "outputs": [ @@ -517,34 +457,19 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:22.371596Z", - "iopub.status.busy": "2022-10-26T10:47:22.371027Z", - "iopub.status.idle": "2022-10-26T10:47:22.675843Z", - "shell.execute_reply": "2022-10-26T10:47:22.676283Z" + "iopub.execute_input": "2023-01-29T19:27:10.673154Z", + "iopub.status.busy": "2023-01-29T19:27:10.673071Z", + "iopub.status.idle": "2023-01-29T19:27:10.816006Z", + "shell.execute_reply": "2023-01-29T19:27:10.815274Z" } }, "outputs": [ { "data": { - "text/html": [ - "
<Figure size 432x288 with 1 Axes>\n",
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\n" 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -565,34 +490,19 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:22.681943Z", - "iopub.status.busy": "2022-10-26T10:47:22.681235Z", - "iopub.status.idle": "2022-10-26T10:47:23.014596Z", - "shell.execute_reply": "2022-10-26T10:47:23.015042Z" + "iopub.execute_input": "2023-01-29T19:27:10.819127Z", + "iopub.status.busy": "2023-01-29T19:27:10.818923Z", + "iopub.status.idle": "2023-01-29T19:27:10.968474Z", + "shell.execute_reply": "2023-01-29T19:27:10.967995Z" } }, "outputs": [ { "data": { - "text/html": [ - "
<Figure size 432x288 with 1 Axes>\n",
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\n" 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\n" 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 preferencepreference
itemcampingfinancefoodhealthmusicpoliticssportscampingfinancefoodhealthmusicpoliticssports
user
Anna@afternoon0.069222-0.0181050.0355630.1097510.1688851.000000-0.059041Anna@afternoon0.0000000.000000-0.030868-0.0195620.000000-0.0033850.000000
Anna@morning-0.011807-0.0502960.0000000.000000-0.007567-0.038986-0.045754Anna@morning0.0000000.000000-0.008942-0.050784-0.0531850.000000-0.035998
Tom@afternoon-0.0743280.060644-0.0266010.0705611.0000000.164659-0.229550Tom@afternoon0.124429-0.0320770.1370960.0893321.0000000.174578-0.179105
Tom@morning0.061163-0.028562-0.0004070.0906280.0653131.000000-0.050107Tom@morning-0.000000-0.024397-0.017108-0.016825-0.118900-0.014694-0.000848
\n" @@ -752,7 +670,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.0" } }, "nbformat": 4, diff --git a/docs/examples/debugging-a-pipeline.ipynb b/docs/examples/debugging-a-pipeline.ipynb index 6033b1bf7a..4bfcb021f3 100644 --- a/docs/examples/debugging-a-pipeline.ipynb +++ b/docs/examples/debugging-a-pipeline.ipynb @@ -21,91 +21,25 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:47:25.759001Z", - "iopub.status.busy": "2022-10-26T10:47:25.758132Z", - "iopub.status.idle": "2022-10-26T10:48:02.549487Z", - "shell.execute_reply": "2022-10-26T10:48:02.549907Z" + "iopub.execute_input": "2023-01-29T19:27:12.328598Z", + "iopub.status.busy": "2023-01-29T19:27:12.328456Z", + "iopub.status.idle": "2023-01-29T19:27:21.535869Z", + "shell.execute_reply": "2023-01-29T19:27:21.535304Z" }, "tags": [] }, "outputs": [ { - "data": { - "text/html": [ - "
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y_ewm_0.5_by_station
(\n", " by=['station']\n", " how=EWMean (\n", - " alpha=0.5\n", + " fading_factor=0.5\n", " )\n", " target_name=\"y\"\n", ")\n", @@ -346,170 +280,92 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:48:02.590989Z", - "iopub.status.busy": "2022-10-26T10:48:02.590382Z", - "iopub.status.idle": "2022-10-26T10:48:02.626498Z", - "shell.execute_reply": "2022-10-26T10:48:02.626064Z" + "iopub.execute_input": "2023-01-29T19:27:21.558294Z", + "iopub.status.busy": "2023-01-29T19:27:21.558145Z", + "iopub.status.idle": "2023-01-29T19:27:21.571901Z", + "shell.execute_reply": "2023-01-29T19:27:21.571426Z" }, "tags": [] }, "outputs": [ { - "data": { - "text/html": [ - "
0. Input\n",
-       "--------\n",
-       "clouds: 88 (int)\n",
-       "description: overcast clouds (str)\n",
-       "humidity: 84 (int)\n",
-       "moment: 2016-10-05 09:57:18 (datetime)\n",
-       "pressure: 1,017.34000 (float)\n",
-       "station: pomme (str)\n",
-       "temperature: 17.45000 (float)\n",
-       "wind: 1.95000 (float)\n",
-       "\n",
-       "1. add_time_features\n",
-       "--------------------\n",
-       "clouds: 88 (int)\n",
-       "day: 2 (int)\n",
-       "description: overcast clouds (str)\n",
-       "hour: 9 (int)\n",
-       "humidity: 84 (int)\n",
-       "moment: 2016-10-05 09:57:18 (datetime)\n",
-       "pressure: 1,017.34000 (float)\n",
-       "station: pomme (str)\n",
-       "temperature: 17.45000 (float)\n",
-       "wind: 1.95000 (float)\n",
-       "\n",
-       "2. Transformer union\n",
-       "--------------------\n",
-       "    2.0 Select\n",
-       "    ----------\n",
-       "    clouds: 88 (int)\n",
-       "    humidity: 84 (int)\n",
-       "    pressure: 1,017.34000 (float)\n",
-       "    temperature: 17.45000 (float)\n",
-       "    wind: 1.95000 (float)\n",
-       "\n",
-       "    2.1 TargetAgg\n",
-       "    -------------\n",
-       "    y_mean_by_station_and_hour: 7.89396 (float)\n",
-       "\n",
-       "    2.2 TargetAgg1\n",
-       "    --------------\n",
-       "    y_ewm_0.5_by_station: 11.80372 (float)\n",
-       "\n",
-       "clouds: 88 (int)\n",
-       "humidity: 84 (int)\n",
-       "pressure: 1,017.34000 (float)\n",
-       "temperature: 17.45000 (float)\n",
-       "wind: 1.95000 (float)\n",
-       "y_ewm_0.5_by_station: 11.80372 (float)\n",
-       "y_mean_by_station_and_hour: 7.89396 (float)\n",
-       "\n",
-       "3. StandardScaler\n",
-       "-----------------\n",
-       "clouds: 1.54778 (float)\n",
-       "humidity: 1.16366 (float)\n",
-       "pressure: 0.04916 (float)\n",
-       "temperature: -0.51938 (float)\n",
-       "wind: -0.69426 (float)\n",
-       "y_ewm_0.5_by_station: 0.19214 (float)\n",
-       "y_mean_by_station_and_hour: -0.26013 (float)\n",
-       "\n",
-       "4. LinearRegression\n",
-       "-------------------\n",
-       "Name                         Value      Weight     Contribution  \n",
-       "                 Intercept    1.00000    9.22316        9.22316  \n",
-       "      y_ewm_0.5_by_station    0.19214    9.26418        1.78000  \n",
-       "                  humidity    1.16366    1.01252        1.17823  \n",
-       "               temperature   -0.51938   -0.42112        0.21872  \n",
-       "                      wind   -0.69426   -0.04088        0.02838  \n",
-       "                  pressure    0.04916    0.18137        0.00892  \n",
-       "y_mean_by_station_and_hour   -0.26013    0.19801       -0.05151  \n",
-       "                    clouds    1.54778   -0.32697       -0.50608  \n",
-       "\n",
-       "Prediction: 11.87982\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1;36m0\u001b[0m. Input\n", - "--------\n", - "clouds: \u001b[1;36m88\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "description: overcast clouds \u001b[1m(\u001b[0mstr\u001b[1m)\u001b[0m\n", - "humidity: \u001b[1;36m84\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "moment: \u001b[1;36m2016\u001b[0m-\u001b[1;36m10\u001b[0m-\u001b[1;36m05\u001b[0m \u001b[1;92m09:57:18\u001b[0m \u001b[1m(\u001b[0mdatetime\u001b[1m)\u001b[0m\n", - "pressure: \u001b[1;36m1\u001b[0m,\u001b[1;36m017.34000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "station: pomme \u001b[1m(\u001b[0mstr\u001b[1m)\u001b[0m\n", - "temperature: \u001b[1;36m17.45000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "wind: \u001b[1;36m1.95000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - "\u001b[1;36m1\u001b[0m. add_time_features\n", - "--------------------\n", - "clouds: \u001b[1;36m88\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "day: \u001b[1;36m2\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "description: overcast clouds \u001b[1m(\u001b[0mstr\u001b[1m)\u001b[0m\n", - "hour: \u001b[1;36m9\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "humidity: \u001b[1;36m84\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "moment: \u001b[1;36m2016\u001b[0m-\u001b[1;36m10\u001b[0m-\u001b[1;36m05\u001b[0m \u001b[1;92m09:57:18\u001b[0m \u001b[1m(\u001b[0mdatetime\u001b[1m)\u001b[0m\n", - "pressure: \u001b[1;36m1\u001b[0m,\u001b[1;36m017.34000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "station: pomme \u001b[1m(\u001b[0mstr\u001b[1m)\u001b[0m\n", - "temperature: \u001b[1;36m17.45000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "wind: \u001b[1;36m1.95000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - "\u001b[1;36m2\u001b[0m. Transformer union\n", - "--------------------\n", - " \u001b[1;36m2.0\u001b[0m Select\n", - " ----------\n", - " clouds: \u001b[1;36m88\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - " humidity: \u001b[1;36m84\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - " pressure: \u001b[1;36m1\u001b[0m,\u001b[1;36m017.34000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - " temperature: \u001b[1;36m17.45000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - " wind: \u001b[1;36m1.95000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - " \u001b[1;36m2.1\u001b[0m TargetAgg\n", - " -------------\n", - " y_mean_by_station_and_hour: \u001b[1;36m7.89396\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - " \u001b[1;36m2.2\u001b[0m TargetAgg1\n", - " --------------\n", - " y_ewm_0.5_by_station: \u001b[1;36m11.80372\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - "clouds: \u001b[1;36m88\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "humidity: \u001b[1;36m84\u001b[0m \u001b[1m(\u001b[0mint\u001b[1m)\u001b[0m\n", - "pressure: \u001b[1;36m1\u001b[0m,\u001b[1;36m017.34000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "temperature: \u001b[1;36m17.45000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "wind: \u001b[1;36m1.95000\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "y_ewm_0.5_by_station: \u001b[1;36m11.80372\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "y_mean_by_station_and_hour: \u001b[1;36m7.89396\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - "\u001b[1;36m3\u001b[0m. StandardScaler\n", - "-----------------\n", - "clouds: \u001b[1;36m1.54778\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "humidity: \u001b[1;36m1.16366\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "pressure: \u001b[1;36m0.04916\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "temperature: \u001b[1;36m-0.51938\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "wind: \u001b[1;36m-0.69426\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "y_ewm_0.5_by_station: \u001b[1;36m0.19214\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "y_mean_by_station_and_hour: \u001b[1;36m-0.26013\u001b[0m \u001b[1m(\u001b[0mfloat\u001b[1m)\u001b[0m\n", - "\n", - "\u001b[1;36m4\u001b[0m. LinearRegression\n", - "-------------------\n", - "Name Value Weight Contribution \n", - " Intercept \u001b[1;36m1.00000\u001b[0m \u001b[1;36m9.22316\u001b[0m \u001b[1;36m9.22316\u001b[0m \n", - " y_ewm_0.5_by_station \u001b[1;36m0.19214\u001b[0m \u001b[1;36m9.26418\u001b[0m \u001b[1;36m1.78000\u001b[0m \n", - " humidity \u001b[1;36m1.16366\u001b[0m \u001b[1;36m1.01252\u001b[0m \u001b[1;36m1.17823\u001b[0m \n", - " temperature \u001b[1;36m-0.51938\u001b[0m \u001b[1;36m-0.42112\u001b[0m \u001b[1;36m0.21872\u001b[0m \n", - " wind \u001b[1;36m-0.69426\u001b[0m \u001b[1;36m-0.04088\u001b[0m \u001b[1;36m0.02838\u001b[0m \n", - " pressure \u001b[1;36m0.04916\u001b[0m \u001b[1;36m0.18137\u001b[0m \u001b[1;36m0.00892\u001b[0m \n", - "y_mean_by_station_and_hour \u001b[1;36m-0.26013\u001b[0m \u001b[1;36m0.19801\u001b[0m \u001b[1;36m-0.05151\u001b[0m \n", - " clouds \u001b[1;36m1.54778\u001b[0m \u001b[1;36m-0.32697\u001b[0m \u001b[1;36m-0.50608\u001b[0m \n", - "\n", - "Prediction: \u001b[1;36m11.87982\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "0. Input\n", + "--------\n", + "clouds: 88 (int)\n", + "description: overcast clouds (str)\n", + "humidity: 84 (int)\n", + "moment: 2016-10-05 09:57:18 (datetime)\n", + "pressure: 1,017.34000 (float)\n", + "station: pomme (str)\n", + "temperature: 17.45000 (float)\n", + "wind: 1.95000 (float)\n", + "\n", + "1. add_time_features\n", + "--------------------\n", + "clouds: 88 (int)\n", + "day: 2 (int)\n", + "description: overcast clouds (str)\n", + "hour: 9 (int)\n", + "humidity: 84 (int)\n", + "moment: 2016-10-05 09:57:18 (datetime)\n", + "pressure: 1,017.34000 (float)\n", + "station: pomme (str)\n", + "temperature: 17.45000 (float)\n", + "wind: 1.95000 (float)\n", + "\n", + "2. Transformer union\n", + "--------------------\n", + " 2.0 Select\n", + " ----------\n", + " clouds: 88 (int)\n", + " humidity: 84 (int)\n", + " pressure: 1,017.34000 (float)\n", + " temperature: 17.45000 (float)\n", + " wind: 1.95000 (float)\n", + "\n", + " 2.1 TargetAgg\n", + " -------------\n", + " y_mean_by_station_and_hour: 7.89396 (float)\n", + "\n", + " 2.2 TargetAgg1\n", + " --------------\n", + " y_ewm_0.5_by_station: 11.80372 (float)\n", + "\n", + "clouds: 88 (int)\n", + "humidity: 84 (int)\n", + "pressure: 1,017.34000 (float)\n", + "temperature: 17.45000 (float)\n", + "wind: 1.95000 (float)\n", + "y_ewm_0.5_by_station: 11.80372 (float)\n", + "y_mean_by_station_and_hour: 7.89396 (float)\n", + "\n", + "3. StandardScaler\n", + "-----------------\n", + "clouds: 1.54778 (float)\n", + "humidity: 1.16366 (float)\n", + "pressure: 0.04916 (float)\n", + "temperature: -0.51938 (float)\n", + "wind: -0.69426 (float)\n", + "y_ewm_0.5_by_station: 0.19214 (float)\n", + "y_mean_by_station_and_hour: -0.26013 (float)\n", + "\n", + "4. LinearRegression\n", + "-------------------\n", + "Name Value Weight Contribution \n", + " Intercept 1.00000 9.22316 9.22316 \n", + " y_ewm_0.5_by_station 0.19214 9.26418 1.78000 \n", + " humidity 1.16366 1.01252 1.17823 \n", + " temperature -0.51938 -0.42112 0.21872 \n", + " wind -0.69426 -0.04088 0.02838 \n", + " pressure 0.04916 0.18137 0.00892 \n", + "y_mean_by_station_and_hour -0.26013 0.19801 -0.05151 \n", + " clouds 1.54778 -0.32697 -0.50608 \n", + "\n", + "Prediction: 11.87982\n" + ] } ], "source": [ @@ -540,7 +396,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.0" } }, "nbformat": 4, diff --git a/docs/examples/imbalanced-learning.ipynb b/docs/examples/imbalanced-learning.ipynb index 749b5f8cdf..20aaa8befd 100644 --- a/docs/examples/imbalanced-learning.ipynb +++ b/docs/examples/imbalanced-learning.ipynb @@ -21,39 +21,21 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:48:04.685370Z", - "iopub.status.busy": "2022-10-26T10:48:04.684127Z", - "iopub.status.idle": "2022-10-26T10:48:11.563295Z", - "shell.execute_reply": "2022-10-26T10:48:11.562760Z" + "iopub.execute_input": "2023-01-29T19:27:22.871223Z", + "iopub.status.busy": "2023-01-29T19:27:22.871035Z", + "iopub.status.idle": "2023-01-29T19:27:25.447782Z", + "shell.execute_reply": "2023-01-29T19:27:25.447185Z" }, "tags": [] }, "outputs": [ { - "data": { - "text/html": [ - "
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"iopub.status.idle": "2022-10-26T10:50:02.547409Z", - "shell.execute_reply": "2022-10-26T10:50:02.548163Z" + "iopub.execute_input": "2023-01-29T19:27:43.260984Z", + "iopub.status.busy": "2023-01-29T19:27:43.260833Z", + "iopub.status.idle": "2023-01-29T19:28:02.208158Z", + "shell.execute_reply": "2023-01-29T19:28:02.207647Z" }, "tags": [] }, @@ -198,10 +180,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:50:02.554597Z", - "iopub.status.busy": "2022-10-26T10:50:02.553972Z", - "iopub.status.idle": "2022-10-26T10:50:58.865255Z", - "shell.execute_reply": "2022-10-26T10:50:58.865837Z" + "iopub.execute_input": "2023-01-29T19:28:02.211121Z", + "iopub.status.busy": "2023-01-29T19:28:02.210996Z", + "iopub.status.idle": "2023-01-29T19:28:20.242767Z", + "shell.execute_reply": "2023-01-29T19:28:20.242321Z" }, "tags": [] }, @@ -250,10 +232,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:50:58.870275Z", - "iopub.status.busy": "2022-10-26T10:50:58.869667Z", - "iopub.status.idle": "2022-10-26T10:51:44.267151Z", - "shell.execute_reply": "2022-10-26T10:51:44.267564Z" + "iopub.execute_input": "2023-01-29T19:28:20.245691Z", + "iopub.status.busy": "2023-01-29T19:28:20.245378Z", + "iopub.status.idle": "2023-01-29T19:28:35.468828Z", + "shell.execute_reply": "2023-01-29T19:28:35.468306Z" }, "tags": [] }, @@ -301,10 +283,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:51:44.271563Z", - "iopub.status.busy": "2022-10-26T10:51:44.270901Z", - "iopub.status.idle": "2022-10-26T10:51:44.305496Z", - "shell.execute_reply": "2022-10-26T10:51:44.305913Z" + "iopub.execute_input": "2023-01-29T19:28:35.471457Z", + "iopub.status.busy": "2023-01-29T19:28:35.471367Z", + "iopub.status.idle": "2023-01-29T19:28:35.488980Z", + "shell.execute_reply": "2023-01-29T19:28:35.488434Z" }, "tags": [] }, @@ -480,10 +462,10 @@ "execution_count": 7, "metadata": { "execution": { - 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"iopub.execute_input": "2022-10-26T10:53:22.251411Z", - "iopub.status.busy": "2022-10-26T10:53:22.250771Z", - "iopub.status.idle": "2022-10-26T10:54:08.615899Z", - "shell.execute_reply": "2022-10-26T10:54:08.615384Z" + "iopub.execute_input": "2023-01-29T19:29:14.021144Z", + "iopub.status.busy": "2023-01-29T19:29:14.021038Z", + "iopub.status.idle": "2023-01-29T19:29:29.359034Z", + "shell.execute_reply": "2023-01-29T19:29:29.358433Z" }, "tags": [] }, @@ -639,7 +621,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.0" } }, "nbformat": 4, diff --git a/docs/examples/quantile-regression-uncertainty.ipynb b/docs/examples/quantile-regression-uncertainty.ipynb index 8e93c70a67..4ca53a2757 100644 --- a/docs/examples/quantile-regression-uncertainty.ipynb +++ b/docs/examples/quantile-regression-uncertainty.ipynb @@ -12,10 +12,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:54:12.554677Z", - "iopub.status.busy": "2022-10-26T10:54:12.553603Z", - "iopub.status.idle": "2022-10-26T10:54:13.530377Z", - "shell.execute_reply": "2022-10-26T10:54:13.530965Z" + "iopub.execute_input": "2023-01-29T19:29:30.584608Z", + "iopub.status.busy": "2023-01-29T19:29:30.584421Z", + "iopub.status.idle": "2023-01-29T19:29:30.805677Z", + "shell.execute_reply": "2023-01-29T19:29:30.805298Z" } }, "outputs": [], @@ -39,35 +39,20 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2022-10-26T10:54:13.540373Z", - "iopub.status.busy": "2022-10-26T10:54:13.539759Z", - "iopub.status.idle": "2022-10-26T10:54:15.038837Z", - "shell.execute_reply": "2022-10-26T10:54:15.039338Z" + "iopub.execute_input": "2023-01-29T19:29:30.808090Z", + "iopub.status.busy": "2023-01-29T19:29:30.807933Z", + "iopub.status.idle": "2023-01-29T19:29:31.647342Z", + "shell.execute_reply": "2023-01-29T19:29:31.646891Z" }, "tags": [] }, "outputs": [ { "data": { - "text/html": [ - "
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or/GJRCIzPBIhJqf8tyvr1YQQQggh6mveBT9lkpkQc5X87QohhBBC7BvzNvgRQgghhBBCiGoS/Cww9913H0opqYQnhBBCCCEWHAl+ZgGl1Jg/V1555aTOe8opp/DJT36yrmMVQgghhBBirpp31d7moo6Ojsq/b7nlFr785S+zadOmyrZYLFb5d7nimjQZFUIIIYQQYmLmfebH1S5JOztjP6529zrG9vb2yk9TUxNKqcrrjRs30tDQwF133cWxxx5LMBjkoYce4pJLLuFtb3ub5zyf/OQnOeWUUwC45JJLuP/++7n22msrGaTt27dX9t2wYQPHHXcckUiEk046yRNsCSGEEEIIMR/N+/RB2snzwc0/mrHf/+ODPkSjb+pltz/3uc/xrW99i/3335+Wlpa97n/ttdfy8ssvc/jhh3PVVVcBsHjx4koA9H/+z//h29/+NosXL+ZDH/oQ//zP/8zDDz885XEKIYQQQggxW8374Ge+uOqqqzjttNPGvX9TUxOBQIBIJEJ7e/uw96+55hpOPvlkoBRYnX322eTzeUKhUN3GLIQQQgghxGwy76e9zRfHHXdcXc/32te+tvLvZcuWAdDd3V3X3yGEEEIIIcRsIsHPHBGNRj2vDcNAa+3ZZlnWuM/n9/sr/y431XTdva9PEkIIIYQQYq6a99PeYmaIHx/0oRn9/fvC4sWLef755z3bnn76aU9QEwgEcBxnn/x+IYQQQggxO2nHofjSc/j3OxAjGtv7AQvIvA9+DGXUpeDAbPPmN7+Zf//3f+cXv/gF69at44YbbuD555/n6KOPruyzdu1a1q9fz/bt24nFYrS2ts7giIUQQgghxL62NdfF/+z6E7lkB+/aeQInHvKmynvadVHGwp74tbCvfg47/fTT+dKXvsRnP/tZjj/+eFKpFBdddJFnn09/+tOYpslhhx3G4sWL2bFjxwyNVgghhBBCTIf/6byXV3Kd7CLNfyQeoCvbh7V9CwNf+Sz9X/g4+Yf+OtNDnFHzPvMz11xyySVccsklldennHLKsLU9ZV/5ylf4yle+Muq5XvOa1/Doo496tq1du3bY+Y466qhRf4cQQgghhJgbLNdmS74TtIsGLMfij9v/ytt+9QhuKglA5ve3EjjqOIxYw8wOdoZI5kcIIYQQQoh5IOnkANCOC0qBUnQ99QBWMl7ZR9sWTueeGRrhzJPgRwghhBBCiHkgNRj84NgopVCGwVHP7iJRTHv2czPpEY5eGCT4EUIIIYQQYh5I2FnQGtxS5mftnhRtAzmSTtazxEFL8COEEEIIIYSYy5JOFu26pQBIGRz/bAcohatdkna2sp9kfoQQQgghhBBzWsrJgeuiXZfFA1lW706U3tCahJ2pZH90OjWDo5xZEvwIIYQQQggxDyTtUvADcNyzHZ73bNcm7eQByfwIIYQQQggh5rjE4LS3WNbikC19Q28oBVoTt0pBj85I5kcIIYQQQggxhyXtHDg2x7zUg+FqgjUtPS1tk3HyuGnJ/AghhBBCCCHmsJSVxl+wOHJTDwAxfAQwSTQEq7I/GZn2NhG7d+/m/e9/P21tbYTDYY444giefPLJyvtaa7785S+zbNkywuEwp556Kps3b/aco7+/nwsuuIDGxkaam5u59NJLSS/gCHS6XXLJJbztbW+rvD7llFP45Cc/OaVz1uMcQgghhBBi8hLFNIdv6iFYdAAwMWgiwKPHrCztoDUF16KYGpjBUc6sCQU/AwMD/P3f/z1+v5+77rqLF198kW9/+9u0tLRU9vnmN7/J97//fX70ox+xfv16otEop59+Ovl8vrLPBRdcwAsvvMA999zDHXfcwQMPPMAHPvCB+l3VHHXJJZeUGlIpRSAQ4MADD+Sqq67Ctu19+nt/+9vf8tWvfnVc+z744IMYhkE8Hp/0OYQQQgghRP0lrQxHbuyuvDZRNK4+iL72Zs9+VjGPLhameXSzg2/vuwz5v//3/7Jq1Squu+66yrb99tuv8m+tNd/73vf44he/yLnnngvAL37xC5YuXcptt93Ge97zHl566SX+9Kc/8cQTT3DccccB8B//8R+cddZZfOtb32L58uX1uK4564wzzuC6666jUChw5513cvnll+P3+/n85z/v2a9YLBIIBOryO1tbW2fFOYQQQgghxORYrk2xkKMtni9NcQMMFMG/O4pAaFvVnhpXu7iZDGYgODODnUETyvzcfvvtHHfccbzrXe9iyZIlHH300fz3f/935f1t27bR2dnJqaeeWtnW1NTECSecwKOPPgrAo48+SnNzcyXwATj11FMxDIP169dP9XqG0a6Lm07N2I8eLDc4XsFgkPb2dtasWcOHP/xhTj31VG6//fbKVLVrrrmG5cuXc/DBBwOwc+dOzj//fJqbm2ltbeXcc89l+/btlfM5jsMVV1xBc3MzbW1tfPazn/V0+IXhU9YKhQL/+q//yqpVqwgGgxx44IH87Gc/Y/v27Zx11lkAtLS0oJTikksuGfEcAwMDXHTRRbS0tBCJRDjzzDM90x+vv/56mpubufvuuzn00EOJxWKcccYZdHR4yzIKIYQQQoi9Szo5IumcZ5uJwly0hIA/jB4MiNDgaBe9QNf9TCjzs3XrVn74wx9yxRVX8IUvfIEnnniCj3/84wQCAS6++GI6OzsBWLp0qee4pUuXVt7r7OxkyZIl3kH4fLS2tlb2qVUoFCgUhlJzyWQSANu2h00Js20brXXlx82kGfjyFRO5zLpqueo7GLGGCR1THZyEw2H6+kqlCu+9914aGxv585//DJSyP6effjonnngiDzzwAD6fj2uuuYYzzjiDZ555hkAgwLe+9S2uv/56fvazn3HooYfy7W9/m9/97ne8+c1v9vye8ucFcNFFF/Hoo49y7bXXcuSRR7Jt2zZ6e3tZuXIlN9xwA+9///vZuHEjjY2NhMPhoYZZVee45JJL2Lx5M7///e9pbGzkc5/7HGeddRYvvPACfr8frTXZbJZvfetb/OIXv8AwDC688EI+/elPc8MNN0z+A58Hyp/jSH/f+4rjOGitcRxnWn6fmB5yX+cnua/zk9zX+Wu67u1AIUUsmQcGgxwUhunH8fuJqgC5kI9I1gI0jnaxknGw58eMq4k8L00o+HFdl+OOO46vfe1rABx99NE8//zz/OhHP+Liiy+e2Cgn4Otf/zpf+cpXhm1/8skniUajnm1KKSKRCNlstvTHlsngOhPLvtRTNpNBqfEl2CzLwrZtMplSB9777ruPu+++mw9+8IP09vYSiUT43ve+V5nu9otf/ALbtrn22mtRg9H8f/zHf7By5Ur+9Kc/8Za3vIXvfe97XHHFFZx++ukAfPvb3+buu++u/B4o/UdZfr1582ZuvfVWbr/9dt70pjcBQ8FsPp+nqakJgGg0SkNDKajLZDKec7zyyivcfvvt3HPPPRxzzDEA/PjHP+bQQw/llltu4bzzzqNQKGBZFt/+9rfZf//9Abjsssv4xje+URnXQlUoFCgWizz77LPDsnT7iuu6pFIpHn/8cQxDikDOF3Jf5ye5r/OT3Nf5a7ru7VZ68afzuAC6NL0r6Q+ycSBFKuKSCvoIZS3QkCvkeWnDk+QG5ke/n4k8O04o+Fm2bBmHHXaYZ9uhhx7Kb37zGwDa29sB6OrqYtmyZZV9urq6OOqooyr7dHd3e85h2zb9/f2V42t9/vOf54orhrI3yWSSVatWcdxxx9HY2OjZN5/Ps2PHDiKRCKFQCFe7FMyZ+x+RSDSKUROgjcbv9/OnP/2J9vZ2LMvCdV3e9773cc011/DRj36U1772tZ7iEhs3bmTr1q2ezxpKn8Hu3buxbZvOzk7e8IY3eILE448/Hq11ZZtpmvh8PqLRKC+//DKmaXL66afj9/s959VaV/6jjUajnnNWn+PVV1/F5/NxyimnYJpmZf+DDz6YrVu3Eo1GCQaDRCIRjjjiiMo51qxZQ09Pz7CAdqExTbNS8CIUCk3L73QchyeeeILjjz++cs/E3Cf3dX6S+zo/yX2dv6br3hY7N7DnpSLGYOLHj0FLcxPLWht5RcWwwn6MeA40+PwmB6xcSfCEE/bZeKZTeVbYeEwo+Pn7v/97Nm3a5Nn28ssvs2bNGqBU/KC9vZ177723Euwkk0nWr1/Phz/8YQDWrVtHPB5nw4YNHHvssQD87//+L67rcsIoNyAYDBIMDl+Q5fP58Pl8w7aVK6aVf2bSRMfwpje9iR/+8IcEAgGWL1/uub5oNOo5VyaT4dhjj+XGG28cdp7FixfvdQzV28r7RCKRcR0z0vu1n/ne9vH7/Z73DcNAaz3j92ymlT+fkf6+9/XvLQexYv6Q+zo/yX2dn+S+zl/TcW/TxTTRTLHy2kRhRKKYStE0OO2tRONqjcpn583f2kSuY0JX/KlPfYqTTjqJr33ta5x//vk8/vjj/OQnP+EnP/kJULqxn/zkJ7n66qs56KCD2G+//fjSl77E8uXLK31lDj30UM444wwuu+wyfvSjH2FZFh/96Ed5z3ves08qvalIlNavfrfu553I75+IaDTKgQceOK59jznmGG655RaWLFkyLANWtmzZMtavX88b3/hGoJRl27BhQ2U6Wq0jjjgC13W5//77PYUrysrZoLHmrR566KHYts369es56aSTAOjr62PTpk3DModCCCGEEGLqkoUkDVmr8tpEVZ5DY9rHQGhoRo+jHdwF2mNzQvPBjj/+eH73u99x8803c/jhh/PVr36V733ve1xwwQWVfT772c/ysY99jA984AMcf/zxpNNp/vSnP3mm79x4440ccsghvOUtb+Gss87i9a9/fSWAqjdlGBixhhn7UftwbucFF1zAokWLOPfcc3nwwQfZtm0b9913Hx//+MfZtWsXAJ/4xCf4xje+wW233cbGjRv5yEc+MqxHT7W1a9dy8cUX88///M/cdtttlXPeeuutAKxevRqlFHfccQc9PT0jNqc96KCDOPfcc7nssst46KGHeOaZZ3j/+9/PihUrKiXQhRBCCCFE/STySWI1wY8RjQEQozrzs7CrvU34yfycc87hueeeI5/P89JLL3HZZZd53ldKcdVVV9HZ2Uk+n+cvf/kLr3nNazz7tLa2ctNNN5FKpUgkEvzP//wPsVhsaleyAEUiER544AFWr17N29/+dg499FAuvfRS8vl8JRP0L//yL1x44YVcfPHFrFu3joaGBs4777wxz/vDH/6Qd77znXzkIx/hkEMO4bLLLqssJFu+fDlXXnkln/vc51i6dCkf/ehHRzzHddddx7HHHss555zDunXr0Fpz5513DltHJIQQQgghpi5RSBLLjZL5wU+2KvhxdakVzEKk9HSVk6qjZDJJU1MTiURixIIH27ZtY7/99pu2xeILhdaaTCYzbO2RqK+Z+BsuT1M84YQT5s38XyH3db6S+zo/yX2dv6bj3upCgf/z5LWcddODBKzS0oQ2Qiw9+z34lq1gDxl+seUOzvrrK6ABBQfufyytn/vqPhnPdBsrNqgltRSFEEIIIYSYw9xcllwxVwl8AEwMjKrMT2Xa2+D311YqPs2jnB0k+BFCCCGEEGIO09kMOuvtdWOiUIPtQ6LVwQ+ABiednLZ+grOJBD9CCCGEEELMYcVsCn8u79lmBIIoX2mttYlChcJV72oc20Lnc9M4ytlBgh8hhBBCCCHmsESqj1jO9mzzRbzFxIxwxPPadR30Aix6IMGPEEIIIYQQc1gy3Ue0KvhRqGHBT9gMYfuGHv0d7eIuwHLXEvwIIYQQQggxR2nHIWFnPT1+DBRGTfBTKnpQ1ejUdRZkrx8JfoQQQgghhJirLIukLoza4LSswVP0QOFoZ0H2+pHgRwghhBBCiDlK2xYpisSyxco2o6rBaVkMP7ngULlrV2vcRHwaRzo7SPAjhBBCCCHEHKVtm5QuEM15Mz8q4i1wEMNPNlw17Q0XN94/beOcLRZU8KMLBdxMelp+dKEw05c7qksuuYS3ve1tldennHIKn/zkJ6d0znqcY2/uu+8+lFLE4/F9+nv2NaUUt91220wPQwghhBDzgVUkSXH4tLfaNT/a2+vHReMmE9M2zNnCt/dd5gddKJBf/yBuenoWdhmxGKET3oAKBse1/yWXXMLPf/5zAPx+P6tXr+aiiy7iC1/4Aj7fvr1Nv/3tb/H7/XvfEXjwwQc566yzGBgYoLm5eVLnmKyTTjqJjo4Ompqaxn3MJZdcQjwel2BDCCGEWOC066LTKYzG8T9HzAXatikUc5iOW9lmVDU4LWuoaXTqoHFTEvzMW9q2cNNpVCCACowvIJn07yoWcNNptG2NO/gBOOOMM7juuusoFArceeedXH755fj9fj7/+c8P27dYLBIIBOoy3tbW1llxjr0JBAK0t7fv898zknp+3kIIIYSYfm5vD9bLLxI49oRhPW/mNKuIXfA2Kx1t2lt1tTdXgZuSggfzngoEUaHQvv2ZZHAVDAZpb29nzZo1fPjDH+bUU0/l9ttvB4amql1zzTUsX76cgw8+GICdO3dy/vnn09zcTGtrK+eeey7bt2+vnNNxHK644gqam5tpa2vjs5/9LFprz++tnbJWKBT413/9V1atWkUwGOTAAw/kZz/7Gdu3b+ess84CoKWlBaUUl1xyyYjnGBgY4KKLLqKlpYVIJMKZZ57J5s2bK+9ff/31NDc3c/fdd3PooYcSi8U444wz6OjoGPXzqZ32trdzXHnllfz85z/n97//PUoplFLcd9994/rcRvq8v/CFL3DCCScMG9eRRx7JVVddBcATTzzBaaedxqJFi2hqauLkk0/mqaeeGvWahBBCCDE93EwKp68Ht793podSV9q20fm8d2M4gjJMz6bazI+7QDM/Cy74mUvC4TDF4lDljnvvvZdNmzZxzz33cMcdd2BZFqeffjoNDQ08+OCDPPzww5UAoHzct7/9ba6//nr+53/+h4ceeoj+/n5+97vfjfl7L7roIm6++Wa+//3v89JLL/HjH/+YWCzGqlWruOGGGwDYtGkTHR0dXHvttSOe45JLLuHJJ5/k9ttv59FHH0VrzVlnnYVlDc1HzWazfOtb3+KXv/wlDzzwADt27ODTn/70hD6jsc7x6U9/mvPPP78SEHV0dHDSSSeN63Mb6fO+4IILePzxx9myZUtlnxdeeIFnn32W973vfQCkUikuvvhiHnroIR577DEOOuggzjrrLFIL8JsVIYQQYjZxkwncVAKna/QvWuciXSyi8t7Mz0iZrRgBsqHqJQoKO5Ma9qX4fLdgpr3NJVpr7r33Xu6++24+9rGPVbZHo1F++tOfVqZf3XDDDbiuy09/+lOUUgBcd911NDc3c9999/HWt76V733ve3z+85/n7W9/OwA/+tGPuPvuu0f93S+//DK33nor99xzD6eeeioA+++/f2Vc5eltS5Ys8az5qbZ582Zuv/12Hn74YU466SQAbrzxRlatWsVtt93Gu971LgAsy+JHP/oRBxxwAAAf/ehHKxmU8RrrHLFYjHA4TKFQ8EyXG8/nBsM/byhleW666Sa+9KUvVa7rhBNO4MADDwTgzW9+s2d8P/nJT2hubub+++/nnHPOmdC1CSGEEKI+tOviDvShIjHsnm782SxGZH5MfbPyGQI5b6EtX7Rh2H5RfJ7MDwqcQh6dyw2bIjefSeZnFrnjjjuIxWKEQiHOPPNM3v3ud3PllVdW3j/iiCM8D+LPPPMMr7zyCg0NDcRiMWKxGK2treTzebZs2UIikaCjo8MzVcvn83HccceNOoann34a0zQ5+eSTJ30dL730Ej6fz/N729raOPjgg3nppZcq2yKRSCVoAVi2bBnd3d0T+l2TOcfePrey2s8b4IILLuCmm24CSsHgzTffzAUXXFB5v6uri8suu4yDDjqIpqYmGhsbSafT7NixY0LXJYQQQoj60fkcbi6L0dqGzqRx+3pmekh1kyikiGVtz7ZAZHjw48NAhUKebY52cQfm1zTAvZHMzyzypje9iR/+8IcEAgGWL18+rMpbtKZqRzqd5thjj+XGG28cdq7FixdPagzhcHhSx01GbXU4pdSEU6+TOcd4P7fazxvgve99L//6r//KU089RS6XY+fOnbz73e+uvH/xxRfT19fHtddey5o1awgGg6xbt84znU4IIYQQ00tn0lAooFpawefD6erAt2rNTA+rLlKFlKfBqUIRjDaOuK8R8j7nubg4A/34Vqzep2OcTST4mUWi0Whl+tR4HHPMMdxyyy0sWbKExsaR/8iXLVvG+vXreeMb3wiAbdts2LCBY445ZsT9jzjiCFzX5f77769Me6tWDjYcxxl1XIceeii2bbN+/frKtLe+vj42bdrEYYcdNu7rq4dAIDBsrOP53EazcuVKTj75ZG688UZyuRynnXYaS5Ysqbz/8MMP81//9V+VwhA7d+6kt3dhfaMihBBCzDZuNoN2XZRhYjQ0Yvd248+kMaKxvR88i2nHIenkieaGMj8GCiM8/AtcgJgKUgj4CBZL+zuAGx+YjqHOGjLtbQ674IILWLRoEeeeey4PPvgg27Zt47777uPjH/84u3btAuATn/gE3/jGN7jtttvYuHEjH/nIR8ZsErp27Vouvvhi/vmf/5nbbrutcs5bb70VgNWrV6OU4o477qCnp4f0CH2TDjroIM4991wuu+wyHnroIZ555hne//73s2LFCs4999x98lmMdT3PPvssmzZtore3F8uyxvW5jeWCCy7gV7/6Fb/+9a89U96gdO2//OUveemll1i/fj0XXHDBtGbThBBCCDGcm0yAWap+piIRdDbD7p5t/LTjL9zU/SBZZ/Y2px+TbZPQeRqqMj8mCmOE2SswWO46XFXxTWnceP8+H+ZssuCCH10soPP5fftTnJ7/gCKRCA888ACrV6/m7W9/O4ceeiiXXnop+Xy+ktH4l3/5Fy688EIuvvhi1q1bR0NDA+edd96Y5/3hD3/IO9/5Tj7ykY9wyCGHcNlll5HJZABYvnw5V155JZ/73OdYunQpH/3oR0c8x3XXXcexxx7LOeecw7p169Bac+edd+7zRqi1LrvsMg4++GCOO+44Fi9ezMMPPzyuz20s73znO+nr6yObzfK2t73N897PfvYzBgYGOOaYY7jwwgv5+Mc/7skMCSGEEGJ6aa1LxQ6CpfUuShn0BTVf7r2De+PP8oe+J/hp519meJSTo60iKTdPpCbzoyIjZ7SG9foB3IGFFfwoPQfr2yWTSZqamkgkEsMeVvP5PNu2bWO//fYjVLWoSxcK5Nc/iDtCpmJfMGIxQie8YUJNTmc7rTWZTIZoNFqpkibqb7S/4X2pPE3xhBNOGLbWTMxdcl/nJ7mv85Pc133HzWXJPXAvKhjEiERx0fxf5wk2qgFUrBFlGgSUj+sP/tg+eb7Zl/fWiQ9w64M/5YA//LWyLYqf/S746Ijlrm9SLxO5+y/sv6M01S3m+lhx5Otp/Ohn5vSz3VixQa0F81+XCgYJnfAGtG3tfed6/D6ff14FPkIIIYQQc5HOZiCXRTU2AXCv2sVGfwqKLjg2mAGK2qagLUIqsJezzTJWkWI+49lkqOFV3cpiBMhUNzpV4A4Wg2CavnCdaQsm+IFSACQBiRBCCCHEwqEzabR2UaZJJ1luVYNtLZRCW0XUYFuLlJMnZMyt4EfbNk5Ng1M3EkapkVe2NGg/vVXT3hyl0bksupAbNWCabxbcmh8hhBBCCLFwOKkUKAMXzU/UixQZrAJrmmDb6MGqsCk7N8ZZZinbglzWu22MhqUx/GSrCx5QDn4WTksOCX6EEEIIIcS85Q70ooIh7lI72KISQ28YBtp1wS4VC0g5cy/40ZaFkfcW2hqrfHep4MFQ8OOgS8XAbAl+5rw5WMdBCED+doUQQoh60fk8bibDrrDDb9XWYe8rZaCt0nrwuRn8FDFzec82X6Rh1P2HV3vTuMUCegE1Y593wU+5lHI2m93LnkLMTuW/3ekuCy6EEELMN242jS7k+J/IdmzcynaFopkgmAY4Drh6TgY/Vi5DIO8NXAKjlLkGaKjJ/AA4xQIsoOBn3hU8ME2T5uZmuru7gVIvnLlcum820VpTKBQwTVM+031Aa002m6W7u5vm5mbMwWZsQgghhJgcncmwkwzbDW+rkzP1arrJ8SR5wEVrd04GP8lCmoast5JxODJ6qefaaW8ArmvjpFMslK9c513wA9De3g5QCYBEfWitKRaLBAIBCX72oebm5srfsBBCCCEmz02n6PZ7g4NGArxd78+N6mVQCrQGredkwYNkIUksO5S1UShC0aZR9/dh4NZUdXMUuP29+2yMs828DH6UUixbtowlS5ZgWdPT12chsG2bZ599lgMPPFAasO0jfr9fMj5CCCFEnTgDfSQD3i9sl+gwfgxi+EGVvtxVWpOcY5kf7TgkixlCBaeyzUBhjjHtDSAQCKOVQg2uMXYBNxnfhyOdXeb1E6xpmvIgWUe2baO1JhQKSfAjhBBCiFlNFwvodJpETeXnZko9HxuqJ3rNxWlvtk02GydctclEYUSiYx4WI0Au5COSKyUISo1OM2jLQi2A9cbzruCBEEIIIYQQbiaDzudI+LxVVJsoNTKN6aoHfVeTcrxV02Y7bVvkcynvRtOEQHDM4xpqKr45SqOzGbS1MIoeSPAjhBBCCCHmHZ1Nox2LpGl7tpeDn4bB/6uUQrtzL/OjLQsr6y3kYEXCe12XHa0peuACOpcFCX6EEEIIIYSYm9xMKTCI432ob9aDmZ/ytDelwHVI2bm51WvPtnCyGc8mNxoZZechteWuHQU6l1swvX4k+BFCCCGEEPOO29+HCoRIqIJne2Ptmh+lwHVxtUvOnTsBgLYsyNdkqyJ7D35GanSqC3mZ9iaEEEIIIcRcpC0LN5VEh4IkazM/lWlvVcGPZu71+rEtyHvXKe2t2AGU1jp5Mj9odLFYCqYWAAl+hBBCCCHEvKLzOXSxQCZg4DBywYMgJn6MUvBTin7mVLlrbVn4ct7gx7eXMtcwvNGpi4su5kGmvQkhhBBCCDH3aKsItk3C53q2KxSN5UIHqMF1P1WNTudQ8OMUC/jy3il9kcjoDU7Latf8uGiwLNzaKXTzlAQ/QgghhBBiXtHFItp1SdRUemvAj6/q8bdBByqNTtEuKXvuBACJQpJwvqaSXXjvwU8MP9nqUtcMfl7ZbL2HOCtJ8COEEEIIsYDNqQpn42VZKCBRs96ncbDSW5mn0ak7tzI/vdl+QgWn8lqhiIUb93pc7bQ30DhWHremctx8JcGPEEIIIcQC5fR0UXjqcbTr7n3nOUTbFhpIKG/wU17vUxarDn7m2LS3/lSP57UPhRHee8GDBgKeam8AjtboXAZt26McNX9I8COEEEIIsUC5iThO5x7cgf6ZHkpd6WIBFCTwrolpHixzXVbO/JQanTqkHG8BgdlKuy7JXByq+pmaykAFQ3s91o+BE/J+Dq4CN5NZEOWuJfgRQgghhFignIE+3PgAdteemR5KXelsFmX6hjU4HTXzM9jrJz1XMj+WRTqf9GzSgSDKGN+jfdgXxDGH9nUV6GxmQVR8k+BHCCGEEGIB0raNm4ijwiGcPTvRhcLeD5ojdD4Hpo/4sMxP7ZqfwdeDwU/SmhuL/rVtkS941+iocHjcx8cIkI4OfRaOAp1OSuZHCCGEEELMT246hc7nMBcvxU2lcHq7ZnpIdaG1xs3nwWcOX/OjvdO9Yrq60akmZc2NRf/asrBy3kDNDEXGfXwMP6mq4MdF42azC6LRqW/vuwghhBBCiPlGZ1LoYhEVDKFME3v3Tszlq1BK7f3g2cy2S9XefP5KtbfDN3bz9xt2sSa0G+ek0zCXLgOqqr0pBRpS9tzI/GBbOEXv+qRAaO/FDspi+EnGqjI/6MHGsJL5EUIIIYQQ85CbTFYWzKumZpyebnQyPqNjqgdtWWjHomBCDptopshpD20nlikS7Bsge+dt2Lt3AjXBD5q0k8fVs7/yXbaYw6xpcBoKN4z7+FLmZygL5qLRuSzItDchhBBCCDEfOf29qGBpnYgRjqDzOeyeeTD1zSqA45DylfoXrehKYQyW8jZR4Njk/vwH7J2vDit17boOWXf2BwB9xTiRmgan0XBs3MfH8JMaIfPjFuZIwYcpkOBHCCGEEGKB0fk8bjqFCg2VRlbRGPauHXO+14u2LLBt4mapAWjbQOmBXqEwyqkuxyF3zx8Jv7pr6DiYM71+eotJT/BjYuCbwLS3BgLD1vzofA6dnSPT/qZAgh8hhBBCiAXGzaQgn/NUCDMam9DxAZze7hkc2dRpyyr1wTFKi/cXDQY/JjVrmVwH+y93c9i2eOm1Aq1dUvYcCH6sJOH8UHECHwoVnkDBAz1C5qdQwE2n6zrO2UiCHyGEEEKIBcZNp9GugzKHal8pnw8NOJ1zvOfP4LqVcrGDtkrwM8Jjr3Y55y+bOWB7P4pSueu5kvmJ5oYyPz4MVGj8pa4bhlV7K00LdBMDaGduZ/72RoIfIYQQQogFxk3GYYSGmEZjE3ZXB25m7mYAdLGIUoq4KmC4Li2JUjDjG8z8lCu9lfk0nPLYjlLRA2duBD/9hTgBa6gwgw814eAnH/Rh+0p/Ay6AUqXy5/O83LUEP0IIIYQQC4h2Xdy+nhEfllU0hs6kcOZw4QO3UEAbigRFWhJ5DLdU+KA87S182jn4Dzm8sr+BojmZx3Q1aJfkHOj1k8rEPa9NDIwJTHuL4gelKhXfNBpXgU4lYZ6Xu5bgRwghhBBiAdG5LG4uO3LwoxQqGK6Ugp6T8jmU6SdOsTLlDUrBj4pEUaEQwdf9vWc7QGPGAq1JFmZ31ku7LrlciuolTD5lQDAw+kE1ylXuqtf9uGh0Oome5+WuJfgRQgghhFhAdCaNLuRRwdCw95IUeSiW4vnCnjk7/cnNZcBnkhgW/BgYza0AqEAAFShlPcoV4BoyxVK1t+LsDn6cYgE7763KZoYiKDX+x/ogJgFMz7ofR4Gbzc7Z+z5eEwp+rrzyytI3AlU/hxxySOX9fD7P5ZdfTltbG7FYjHe84x10dXnTpjt27ODss88mEomwZMkSPvOZz2DP8ZKKQgghhBBzhZtOgatRNWt+0lhcY2zgf8Lb+FZkI3f2PD5DI5w87broQgFl+kiowrDMj9HSWnmtYg2V7QCN5eBnlk976y/EPZXeAAITKHNdtliHPJkfC7fU6LRYGOOouW/CmZ+/+7u/o6Ojo/Lz0EMPVd771Kc+xR/+8Ad+/etfc//997Nnzx7e/va3V953HIezzz6bYrHII488ws9//nOuv/56vvzlL9fnaoQQQgghxJjcgX6U3z9s+x/Vq3SSLS3815q/Jl6YgdFNkWWhbRvXZ5KkSFu8JvhpHgp+jFipKWgl85MuTfdK2bO7101fIU4kNzQ1TaHwhyce/CwjWlnzA0PBj57na358e9+l5gCfj/b29mHbE4kEP/vZz7jpppt485vfDMB1113HoYceymOPPcaJJ57In//8Z1588UX+8pe/sHTpUo466ii++tWv8q//+q9ceeWVBALjn6sohBBCCCEmRjs2zkD/sPU+/eS5Rw2u81Ggtabfnt3Tv0airSI4DhmfH+06tMbzlfdKwU9L5bWK1mR+0qWMx2yv9tZTiBOZQpnrsnYiPF+b+cnncQuS+fHYvHkzy5cvZ//99+eCCy5gx44dAGzYsAHLsjj11FMr+x5yyCGsXr2aRx99FIBHH32UI444gqVLl1b2Of3000kmk7zwwhz8dkEIIYQQYg7R6TS6kBv2sPw7tQ0L17Mt6xRwtHfbbKctC2ybuM+hOVkqdV2iMDEwW9oq+xqD096MwcfhxnQRrRTJWR789Ban1uC0bJmO1Ex7c9DFAm46UZdxzlYTyvyccMIJXH/99Rx88MF0dHTwla98hTe84Q08//zzdHZ2EggEaG5u9hyzdOlSOjs7Aejs7PQEPuX3y++NplAoUKiKQpPJJAC2bct6oWnkOA5aaxzHmemhiDqTezs/yX2dn+S+zk/TdV+dZBK7UMD0+1G6VAJ6DxkeNDq8O6rS+plEIU2jb+IP1jPFzeexXZsBwx5e6S0Uxg0GYfC6dTSGZigTUJr2psg4eQpWEXMCBQTGUu97211M0FyV+TExIBTGGbyu8VpC2FPwwEKjlcLq7cE/x56vJxIPTCj4OfPMMyv/fu1rX8sJJ5zAmjVruPXWWwmHJ55uG6+vf/3rfOUrXxm2/cknnyQanfgcRzE5ruuSSqV4/PHHMUZojCbmLrm385Pc1/lJ7uv8NF331c1m0EYQBlKVbbdFN5MODD08+i0HV4FTLPLQU4/RpufOs5ZbyKMJ8Hw6QUNvhsEWPxhAX6SBl/qTlX0DjkG77eCgcU2IpvJktQbb4f7HHyZKfZZj1PvevkgHp+TtyrW5GrZamnTVtY1HXjkMNCvyPmOwYaomhcv2rl6sxx5DKbXXc8wWmcz4i1RMeM1PtebmZl7zmtfwyiuvcNppp1EsFonH457sT1dXV2WNUHt7O48/7q0cUq4GN9I6orLPf/7zXHHFFZXXyWSSVatWcdxxx9HY2DiVSxAT4DgOTzzxBMcffzymac70cEQdyb2dn+S+zk9yX+en6bqvhScewSlkMFtLz09bSLDbTBDFBK059eHtHPliF5mwn9vfciAHnHIwB0dW7LPx1Ju9YxuFZzbQ1WDSkMxjDD6/BzFYsnQpq1qHnhvdoEHOZ6LR9AEBV7Oo6JANGxx0xMGsiiypy5jqfW9/8/xTNOTtyrVFlMmqxW34Wif+THyrESbTECI0UCry4DPgNcUMsaOPRgWDezl69ijPChuPKQU/6XSaLVu2cOGFF3Lsscfi9/u59957ecc73gHApk2b2LFjB+vWrQNg3bp1XHPNNXR3d7NkSekP6p577qGxsZHDDjts1N8TDAYJjnADfD4fPt+ULkFMkFIK0zTlc5+H5N7OT3Jf5ye5r/PTvr6vulhApVL4ImEMpdBo/p/aUnn/4K39HPli6UvpaM7i9U/uIveG3Jz6O9OOg4kmpYq01/T48bW2YVZlM4xotNS6RZcqvrloGjNFciEfWStT1+uu173VWtPnZohUrfnxY+CLRDzXNl7LiZCKBmgbDH4spVGZFKbrYMyh+z6Rz3VCubdPf/rT3H///Wzfvp1HHnmE8847D9M0ee9730tTUxOXXnopV1xxBX/961/ZsGED//RP/8S6des48cQTAXjrW9/KYYcdxoUXXsgzzzzD3XffzRe/+EUuv/zyEYMbIYQQQghRH24mg87nKs1Nn6OfTSoOgNKaE/+227P/0r4MyfzEplLNNDeXA9NHws3Tkqit9Nbq2VcpAxX1lrtuzFigNcnC7LzujFvAKeTx20Pre8rrmSZjOVFv0QPl4qbT87rc9YRCul27dvHe976Xvr4+Fi9ezOtf/3oee+wxFi9eDMB3v/tdDMPgHe94B4VCgdNPP53/+q//qhxvmiZ33HEHH/7wh1m3bh3RaJSLL76Yq666qr5XJYQQQgghPHSxgHYs8Plw0fy6KutzwKsDtPfn8eEjT2n9T6DoMJDqh2UzNeKJ07ksyvRhJeOYzlClOhPlqfRWZsQacdIpTBQ2pUanWmtSxdlZ5ru3mCScrQ5MVKnU9STX3i8jwrbaogfZTKlk+Dw1oeDnV7/61Zjvh0IhfvCDH/CDH/xg1H3WrFnDnXfeOZFfK4QQQgghpqpYROnSFKzNxNmhBoseaM26p3bTTJAc3qpZxf6eGRjo5Ol8DnwmZjzu2a7CYVQoNGx/NUKjUwWkiuNfQD+duvt3EsnkGRxuqcy1YYJ/csUZ2nWEZ2vKXbu5LMzj4EfKxAghhBBCLADaKsLgupCdDGU29t8ZZ0Vvjhj+SsPPMqe/d1rHOBXasdFWEWX6CA7UTFurmfJWVu71Y1Z6/Qw2OrVmX/Cjtaa7axuR3NB6H3Mw6zPZymztREjGhpaeuGjsfLbUL2mekuBHCCGEEGIBcAt59OBDco8aLAagNSc+tZvAYNhj1AQ/7sDANI9y8rRloW2bgk/ROOANXgIjTHkDUNFy8DOU+dFKzcrgxx3oozvRQaQ4NJ3PN4X1PgCLCZOLejNill3ASc/ONU/1IMGPEEIIIcRCkM2iBqti9VAqBrBmd5Jl3Wl8g4+E3uBHoZKJ6R7l5FkWODZJn0tbPOt5K9y8eMRDypmf8nU3pQsopUjOQPDjdHfiJkYPNu0d2+nXecKFoWapU1nvA6XrjkSaPNsspXG7uyd9ztlOgh8hhBBCiAXAzWVgMPjppZT5OfGpUoW3cvDjmfamwJdKo7VmLtDFItg2CcOmNT5U6U2hCLUsGvGY8pqf8nWHcxamrUk7uWm9bu26FDc+T/5vT+CmU8Pedwb6sHfvoC+iiFZNe5tq5gdgsb+RfHCoDICtNM7A3JnuOFES/AghhBBCzHPasdH5PMrnB6Bb5VnZkWRlZ2l6k3/w4d9tbvEc50/nYI6UPdZWEe26ZDPDK73Vlrkuq838ADRmLVK6CPb0rXvR2QxuJo3b3UXh2adw8znP+/aO7VAs0u9zCOergx9jysHPMiI15a417kA/2nXHOGrukuBHCCGEEGKe08Ui2rbB5yODRRaLdU8N9fXxUep54x55pOe4UCY/7EF81hpcpF+Ie7MWdiiIEY6MeIjyB1DBoCfj1ZApkMJCW/aIx+wLbjqFzucxV67G6diN9cIzlaIDTnwAe9cO7JZm4hSI5IbG5UONem3jtUxHSEWHih5YaNxUsvJ5zjcS/AghhBBCzHeDU8KUz08veRb1Z1m9u7yep9QrJvDaYwk2NHsOa8gUyOaGT8OajbRtoQBnoN+zvdDSOOZxKtrgzfxkLPI4WMXpC/rcZAKlNcrnw1y6DGv7Voqbnke7binrUygQj5gAROqe+YmSqur1YysXJ5NEFwtTOu9sJcGPEEIIIUQVp7uLwovPzpm1LuOhrcFpXD4fPeRY3jUU0JSzB/5DDiMSa/YcZzou6XjXNI92cnShgFZg1FSos1qaRjmixIg1eDI/jekioKe114/T1wPBUtU1FQhgLFqMtXkTxRefxd79KqqlhX5KwUi51LWBwkBNqeABlMpdV09700A2myz1TJqHJPgRQgghhKji9PVgb30Ft3f+VLzSxSJauyjDoEflPQUBfBiY7ctRpo9IpKlSDrss29sx3cOdFJ3Lokwf/nhtj5+WkQ8YpGLlzE/puhvTBbTWpIrTk/HS+Xwp81MVxBjhCEZjE/bWzehcDiMaKxWp0JpwvjTtrVykQoWmNu0tgg8nFvVsK+TS6Hx+lCPmNgl+hBBCCCEGaa1x+npwEwNYWzejHWfvB80B2ipSfrjvJUdrfOhbfR8GRlMpQDAMk0Ik6Dk229c5beOcCp3PoU2TcNwbtPhG6fFTZkRjgz2OShrSRRRMW+bHTSchl0XVrN0xGhpRDY2YS9oB6FMFApZbKeZQCX6mmPkBCNWUu3bzWXRBgh8hhBBCiHlN53O4mTTm4qU4HbtxuvbM9JDqo1CgNKEJusnRmqjO/CiMquxIPlb9MK0o9vdM0yAnT2uNmxusTFcTsAabRi5zXaZi3kanjZkCGkja0xT8pJJo10WZ5rD3jGgMFShNSeslX5nyBqX7Bkx5zQ9AQ8ybHXMcG6d/fpa7luBHCCGEEGKQTqdK38I3NILPj7Vlc6Xq1lzmDk4JA+h3szSmhhaz+zEwmporr61oVQZCgZ0YmP1lj20bbBvXLuIwtFZLK0VjeOyCB0PlrkuPxQ3pIkprUlZ2rMPqxh3oqzSfHUs/+WHFDvD5UH7/lMfQGvWWAreUxu6aG9MdJ0qCHyGEEEKIQW46hdYaZZoYbW04PV3Ye3bO9LCmTGcz4POj0djJOKqqmIMPw5P5caI1mYRUatb3+tFWEe1YZIpZdFXwkwv5aFLBMY4cnvkxHZdwwSFp7fvMj7ZtnP7+YVPeau0hwyYVJ1yV+THr0OC0rN1oJBceCqIsNO5A77wI/GtJ8COEEEIIMciN91emHynTh4pEsLZsmju9bkZQnhKmfD6SFGmIex/qfZEYyl9V7SsW87yvMpnZv/7DKk13S9jebE0+HKCZvQQ/kQgow1PuuiljkZqG4KfU32f4eh/PPmh+ql7CxiU62ONHoQhh1i/4IeIpd+0qTSbZP/vv+yTsPccmhBBCCLEAaMfGGehDhSPYuGwhyQutCZ7P7qRz4/Osbl7N5SvOZLF/7GlUs05Vmetu8p5iBwpFoMk75UlFvcGPmc2hC7O754u2LLBtkjUV2txQyBPUjESpUoNXMz30uTSmC6TsfR/w6lQSisXKup6R/FntZIsq9WQKD057ayRQ6vEzxQanZYsIkYkGoXco4Etk4ywp5GEwMzZfSPAjhBBCCAHodJrNVi93NsXZaKTIU/qWnbAD+SIb0zv5Tc+jfGj56TM70AnSxSLatjFCYXqI11R6U5jN3uDHrHnY9WfzuLksw5fjzx7lUt65QprqXIg5zjLQRqwBMz20wL8hY5HShVIhAmPfTZRyknG0MXpw1kmW/6e2VF5HchZ+DFooBUtGnTI/BgqiMWCoQWwun5qXvX5k2psQQgghBNCZ7ODrDS/ztG9gKPABME2066CLBV7JzY2yz9VKDU5t8PnoVbWV3rzFDgACUW/ZY43GneWVv0prUxT5nHeqWiAcHfmAGioW82SIGjNFUnowY7aPaNfF7e0ZtU+Pi+Z/1EtYDBWbiORsFhFGlSu91aHMdZkv5s1oFvOZednrR4IfIYQQQghgfXwTbtVi+WrKMMG26LESaD3yPrOVLhTQjg2mSbceocdPTRPQcCiGYw49IjoK7J6uaRvvpFil3jx23rvmJxyKjbx/DSPWUCl4AKXMT1pZ+3TBv85mcLPpUQOY/1W72aTinm2vyQcJVeXgptrgtFq4NujNlcq+zzcS/AghhBBCADuyncOmOC1nMHNgKHA1Rcci7c6xb8OtUqU2pRSpXIJAcagPjr+qwWlZTAW8i9/RuL3d0zPWSXILBVxDDZum1RBqGuUILxVt8BY8SBdIKgt3H1a5KxU7yKNCoWHv9ZDjVvWKZ9tiwuyf864Nqmfmp6mm3LWZy+MkE3U7/2whwY8QQgghFjw3n2OXnYCq4Od9+iC+6r6u9FCsFGgXrV36rNQYZ5p9dLFYeax3EgOe90zTh6qp7hbDX1P5C+z+3lnd60fnMqR8EMx5CzM0h8ZXnMJoaKg0DYVSrx8bd1gBhXpykwmU1ig1/HH8TrWDAt5mrf/sHoKR8wZ39ar2BtAa9TaD1a5DMdGHtu1RjpibJPgRQgghxILnpJJ0qEwpyBm0UsfwYdBEAJQqTXdzXXqs5AyOdOLcfB5tKBw0RsL7Tb7R1DLs4TuGn1TMm2HIp+Lo4uyt+KbzOTqDFuH80IO6QtEYHn/mx8SorKUJ5y1My6G7EN8XwwXA6euB4PCsD8DLeH/vm/QKDtXNwzJb9cz8LI62oZW3+EIi2TNmueu5NgUUJPgRQgghhKAr2UkRFwUs7UnjtxxWDk55a9NVD6japXeuZX5yGZTpp588LXHvw3OoqW3Y/qXgx9sbx8omYZb2fNGuiy4U6KVAwPJO6Rt/tbcYCmrW/RTpKcbrPNoSnc+XMj8jBC82bikQr3KSbi81mq0JNuqZ+YkaATI19z2d7Bu16IGbGKCwYf2szgiOREpdCyGEEGLB25ncjelqLvjd8yzpzaBNk+g5R8LipSwixCskQJUetHvnWOZHZ7Pg89GDt9iBgSLYPDz48WGQi3kfqu1sevb2+rEstG3TrzM0V20u9cEZX3Cg/AFUMIi/kMUerK7WlC7SvY/utZtOQi6Lalw27L09ZHBqCm+sJIabGz6WemZ+FIp8Y5RYaijYyWcS6MLI5a6deBydSYPreqaLznZzZ6RCCCGEEPuAdhx2pjv4u60DLBls8hh2FMVHHwCgjVLmRykDHGdOBT/asdHFAsrno4f8sDLXZk2xgzInWpMxyWbHnP40k9xcFmyLZE1GzqdMCARHOWo4FW3AV/Vo3JAp7rMpjm4qidYaZQ7vnrQTb4W1RYSI4EPXrPfBH0CZ9c1j2A3e9V92Lj165megD23N0oB4DBL8CCGEEGJB05k0u90ka/YMPTwHMHC6O3HTqaFpb0rNveCnWCyVa/b76XXTNKWGHlZ9I1R6qxwXremPUyjgZjIj7juTtNbY27dAoUjG8pa5NkJhlBq9gWitUtGDoUfjpkyRbmvfVDtzertRfv+I7+2qmfK2UpcCkmHrfeo45a2iwdvgVmezuNnh5a61Y+P09zBKZfhZTYIfIYQQQixobjrFbtKs6hgKavyDj0j2tlcqmZ9SxTdN7z5cBF93xQI4NsrnI5vo86wZ8aMwmptHPExFvRkAR4HTPfsavLo93dg7tkNbK7m89yHdF55YD5xS5sfb66fHrX/ApwsF3IF+VGTkBqy7ajI/qxgMfmoyP0Ydp7yVmQ3eAhFmNodODV/jptMpdHbk6XCznQQ/QgghhFjQ7FSCfDZJJDfU0NI/2EjS2rp5WPCTsDJY7two/6uLRbBt8Pmw4v3e96JRlD8w4nHBQJiif2hKlqs0Ts/sCn60bVPcsgmtXZJhH/6aMtehcTY4LTNi3sxPY7pIr87i6vou6HeTcXQ2g6oKzrR2K5XTdipv8DOU+fFmtuq53qcs0NDsfZ3J4aRSaMdbdttNJtG52ZcJHA8peCCEEEKIBa2jfyfLurwPnIHBh2C3p4u2VBGaqJS7VlrTa6dYFhh5ythsoq1iaczKQCWHl7keTYMKkIoFaRsoPXC7gDPQj3bdYY1g9xVtWRSefgLf8pX4Vqwe9r6zZydO5x7Mpe10kSZSU+Z6osGPijVUMn5QWvPjapfeQpwlodYxjpwYNxFHu05lvY+bSpL7y524/b24bW2sOlSTOWARxUDp/VWDVQdr197si2lv0QbvdTpo3OQAupD3ZKqc5EApsJ6DJPMjhBBCiAVL5/PszHWzumNoao+J4Sl57Nu6jUj198VzqOJb+QG1gEM47p2+FByhzHVZtKbRqaNAp5JgWaMeU29uMoHTsZvC357E2vaKp6eMm89R3PIyKhRC+fx0kavJ3BkYE5z2ZkQbMFGVXj+NmSLK1XTn+vdy5MTYPV2o4FDgUnz6Cdy+HtCaQm8Xpz24jQ/f8BSn37+F1Z1plqQc3EQcN+UNXtUEr288GoONnoyfg8ZNDHjWG2nXxe3pRoVG7lE020nmRwghhBALlptJs8dJsLIq8+Ov+W7Y2vYKbUetJavSpeyP69A3R3r9lBqTanrJ0Rr3Zg5iTYtGPS6Gn56qRqeu0rjpFNoqooLjr6A2FW4qgXZsjHCE4rNPoQsF/AcdgjJN7Fe34vb3Ya5YBUCXynoanE6kzHWZamwESve/iIPhahrSBboLA/W7ply21N8nMhS4OF1D0wktStPLfLbD4Zt6OGZTP3l2jDzefZD5aVEhXm0MsrivlPHTaDKpONGqrJPOpHEzGdQ4eyjNNpL5EUIIIcSCpQs5+jP9RLNDU3gCNY9Hbm83qxOlh1JVqfg2R4KfTAZl+ujROVoTQ9/emxgEm8cIfrQ38+Oi0ZkM2pq+qU5ubw/K58doakY1NlF88VmKLzyD09eDtfUVjOaWyhS8kTI/1dmV8VChMPj9nnU/zck8PfUMfhJxdC5bydpo7XoyOkW864sCDC+F7RlvnTURINHgzejk8ilPmXM3lSyVT5+jmR8JfoQQQgixYOlCAdXb69lmhKPDHixfs21w6pNSpWlvc6Tim5vLgt9PPB8nUBxatO5DYTQ1j3pcDD/J2FCGxwF0Nj1t0960VcQZ6KsECUY0hrloCdYrGyk+/wzkshgNjZX9O8kSztcEPxPN/CiF0djsqfjWlMzTU6zfFEc3GUdpXQnadCYDVcUEirjoqvLctYF4NaNtcd3GVebDoNDgzegUc2nc7FCxBTcRZ07WuB4kwY8QQgghFiw7lyXW413TYSxbgW/tAZ5tK7YOTk1SBmhNT75+2YB9RbsuOp9F+fxk4jUBnulHxUYvCBDDTypWk/nJZadtkXupmljWs8hehUKYS5fhDPRhLF7qGVu3yhHNeae9GZPIjBiNTZ7MT0uyULdeP1prnO4uqMqYlAKJwfeBjB9+/L6jeej4VQw0hUcMflQwSOC4dZgt9SvCUM2tCioBnFwWPZid0lrj9HXP2SlvIGt+hBBCCLGAdWS6WNHprfTWuGwNvqZFWBufr2yL9SVpSeQYaAyD1vTNhYIHloW2bFQggJXo87xlNzei1OjfgUfxeYIfjcaxLdzM9Ez3c5NxtF3qT1RN+QP4lq/0bItTwLWL+OyhDIofNamCALXBT3OywPN2fa5Z57K4qYQnoHOT8cq/bVwGGoNkogHWH72C9Uev4NriCcQIljKOgz9j3bd6UDWNTlU2g5tJox0HXcjjplKlrFpN+eu5QjI/QgghhFiwunq2E8sOTZcyMYgtW4O5bLnn4dmHwcFb+kExGPyk6t7/pd60Verxo3w+iNeUuW5sHvPYWE21NyhlWJz+3lGOqC+3rxfl949r39J6H2+Zax/GpNbEGI1N+KumvbWkCgy42br0ddKJBDqf96yVcZPe9T4DTUPvNeCnyRdF+fwo04cyzH0e+AD4a3r9qEIRN5MpNWdNJkplr/fBeqPpIsGPEEIIIRYkbVmk97xK1bMubjiMampGKQPffgdWtvtQHLx1KHtiuRZJZ3Z3uNfFAjg22mfiT3gzVYHm0ctcA0Tw4fp85ENDAYirSkUI9jVdLJTW+1RlSMbSNcJ6HwwDAiM3cB2Lamz2Zn5SBbTj0lOHTJ+TLE2VrA5gdNW0tyKOJ/hZpWOVstvTKdTg7f/kKI1OxNGFHG4q6VmzNBfN3ZELIYQQQkyBLhagu9OzLb9sSamiG3iCHxODxf25UtNPpdCOO+srvuliEe04ZE1ojGc870XHKHMNpexJqeiBt9eP0983xlH14aaS6Gxm3NPWupQ38+MfzPooNfHAwWhswkBhDAYdPtslmpn6uh+tdak3Ts01VWd+LFzijUNFJlYysSat9dJshklX93hCl8qO5/OlfkSB6Sl1vq9I8COEEEKIBckt5Il0eR/mzWUrhv7dvqySfVCAieI1W/tLay8ce/av+xns8dPnZGhKDxUqUCiam5fs9fDaRqcu4Mbr2/BzJG4ygXacYet9RtNJ1lPmerJT3oBS/x3TV9XrSdESz0498+M4uOk0RlU2S2u3Ztqbw0DT0LhX6ZkJfloIeSr92bi42QxuIo6TiKPCYf5d/Y2fhF7hzkAHf8tsJ+dOXwn0qZLgRwghhBALUrFjN4Gst/Fn47I1lX8Pn/pmcOgrfYAqVXzL7ftAYCp0sYjSkEz2gh4qTWyi8DftvVJYTHvLXbtKo1NJtD319S9jcXt7UP7xT1nrIktkimWuy5QyMBoah6a+KWhO5Okqxid1vjJt2+hiHqoaxOp0GtxS0QAXjYX2THubqcxPCwFPBspFY2dTpcA3lyUb9vO86udRXy+/Du3k33f/fs40/QUJfoQQQgixQPVsftrTrSQb9tPetNyzj/+A11T+7cOgJZFjWW8WtKZ3lpe7dgs5tGmSS3nHaYWD4wouYvg8mR9HgZtO7dNy16X1Pv2lDMw4lMtcjzTtbbKMptqKb3m6p9rXybbAMDxT8WqnvBX9BtlQKdulUKxgfGue6q2FEPFGbwPTQiGLtiy067Lb9H5hYCqT9kDzNI5waiT4EUIIIcSClN7+sud1z7IWYsobFBiLl1Yqo5WbXx72Si9au7O+14/OZlE+H4WMd72KFRvfQ3WMQE2vn8GmnNa+C37cVBKdG/96nwEKWLgjNDidfB+aYUUPknl6phD8aNdFW9awbJTrKXbgEm8KlaZUAksJE8Sc9O+cijAmuQbvWK1cBjebQfkD7MJbGn5FoAWfmpmxToYEP0IIIYRYcLTWsGO7Z1th2dJh+yml8B10MEDlgfiQLX0YtkvvLF/zo7NZ8Plw0t5x6nEHPz5StdPechncfRn8THC9TxdZgMqaHwOFifKUk56oYeWuEwV6plDwQKeS4Die9T7g7fFTxGGgKtuycobW+0Ap66Rrev3obBo3XsrI7Vbe4hkrA2NXDpxtpMmpEEIIIcakXRedTqGiMZQ5d77hHYvb14NOp6iuc11d7KCa/8BDKG5YX8n8hAo2++9K0tUwe9c5aNtGWwWUzw8p7ziNWOO4zlHq9TNU6tpBo227NF1r0d4LJkyG09s9wfU+pXLj4Xxp2ls5QFWhyWd+hjc6zZO2c2SdAhFz7Epn5Wl7FPKl6miZFFYygXZdVE2VNO0JfgYzP4NWzdB6nzKjocnz2nXdUq+haHRY5mdlUIIfIYQQQswTbj5H6sffw9q+BXPREho/8mnMlr0vlp/t7I7dWNqtxD75kJ/WpvYR9zUaGjHbl+Pr3FXZ9ndb+tly0FLybpGQMfF+MvuaLhZLU60iUcyM95t6f3ScwY/2k45UT3srrZDS/X2w/0H1G+wgXSzgDgyMe70PQKcazPwMTnsrV2kzJlnwAEoNYEvBjwI0AcshnLPothKsNccO+uydr1J87m+lzCIa5fPj+vyoEXoOuYnqNT/eHj8r9cys9ykLRxpxTAPTKTXydXBRwSAYBrtUhqU9aQJ5i53LGlg1xzI/Mu1NCCGEEKMqbliPtX0LUPpWPven38/wiOqjONCDhVt5nYwFWKFG/7bdd+DBmFVZogN2JQhmC/QWZ+fUN13IgW2jfH4CaW8z1lBD87jOEcOPaxpkw6XsTzn4cfZRuWs3mUBn0xMKfmqnvfkrmZ/JBz8qGkMZRiXTB9Acz46r14/d1QH+AL4Vq/CtWI25dBlma1up6WoVrV3cVOlvx0Hj1FR6m+nMT4sKkWyoLnetcZMJ4hTJYHHSht2cf9cmLvnt86zc8BJuLjuDo50YCX6EEEIIMSp7z2C2w3HAsii++Czadcc+aA4Y6O+AqlpvmbB/zOpa/v0OwjB9lQDIcDWHbOmjO9u7r4c6Ydp1sbe+grYsioYmnC143o/FWsZ1nhiloKfc8NJBgwJnYN80OnVTydL0MHP8E5O6yeG3HHx26W/SV4/gxzAwYo3eqW+JHD17CXTLvXBUdO9Zm+oy10VK/7e85ieIyWImP/56aCFIvCr4cdC46SS7SNOYyrP/zjgAiwfy+P5wO8W/PTFDI504CX6EEEIIMapyU0tdLJQe7gb6sXdun9lB1UE63uN5rUMhwmOsBlDBIL7V+3keiA97pZfe7Ozr9ePs3om9czvm4qUks3FPjx+Ahtj4pi2Wg59yuetS5keh+/fNNTtdncPWxYylXOa6ttIbMOk+P2Wqqcmb+Unk9pr5cZMJdD43rt9dW+mtGDDJDZa5XqljGFW/eya06CCJBm+jU51MsltlOPLF7srflB8DFQwRPOaEmRrqhEnwI4QQQohRuf19oEsL3XEc3HyOwlOPz/SwpqyQ9D7AG+G9f1vvP+gQzKpHp+XdaVId2+s9tDFp18Xu3IO2rBHfdzNpii+/CMEgKhgklfZep+33EQ2Mt9qbN/iBUq8fJ1H/4MfNZXESA+PKmpTtIo2FO6zHD4YJEyiaMBKjwVv0oCmR22vFN3egH6VKjVLLeslxv9pNp+ldd+UNfhwGmsKVMtczPeUNSpmfRFX1OQeNk0qw20lyxKahLw782iB4/ElTqq433ST4EUIIIcSonIE+cF1wHJTfD7ZNYf1D6GJh7wfPYlZN+Wf/OKqDmStXQ81DXui5F+o6rr1xEwMUntlA4ekncLPeB2rtulibN+ImBjBaS4vQs2lvL6JCLIyhxvf4VzvtDcBV4KYSdZ/66Cbi6Oz4+/sAPK1K0+/K6318GKUy1+Gwp5noZBieXj+KlkSenjFKm2vXxenuhKq/ow4yXGk8wc+NTfyi8Xn+xtAUSTc1FEgVcIg3DmVZZk3wU5X50WisVBxz61ZPpi2AQeikk2diiJMmwY8QQgghRuTmsuhCvrTeR+tSh3q/H6dzD/kN6+f02h837S3/HBhH5kcZJpkD1ni2tb24ZVo/Bzc+gE4nsXdup/Dko571N07HLuxXt2IuWlrJPhTTtQ1Oxx9c+DAI4fM2OlWD61VGyTxNlhsfQFFabzNeTw8GE+VKb5HBaYtTWe9TZjQ1VabQATQn8nQXE4NV3IbT6RRuOokxmLnSaK5TG0kx9Dn90dhe+Xc582PjYuF6ih28RnvLTM+EJoIkG72Bvp1Js+qF7d4dly7FXDJylcTZSoIfIYQQQozIHShNb0raWbp8RQYooJUCn4/C+ocrVeDmIpXNUN3jJxRuGH3nage+pvosBJJp7G2v1HVsY3G6O1HBEObyVTgD/RSeeBR7z07cbIbiyy+B3++ZgmQPa3A6saxCDJ9n2purQGcz6Do2OtWui9PVARNYp5OgwFZVurbw4LS3ugY/jc1Da34UpWxHLk/CGbmqmZuIowsFGFyz9CAdbFJxzz5bVZIUpc9NDwY/+ZpiB1H8rJwFmR9zhEanBWwW93i/NIge+HfTOay6kOBHCCGEECNyB/rJOQV6dZac4RKnQDc5MAzc/h6sl54vTfWZY1zXxZfLV8c+xILjC34aFi2nr2Xw4VqVvrnPPfnoPhjlcG4uixMfqJRiNtuXox2bwob1FJ97Cre/D6NtkfegtLchpYqNM8gbFNN+z7Q3B40uFnFrzjsVlaxJZPwP/U/Thx6s1hfJWxgoQuXgZ4rFDqD0OZnKRHmKHmTpLo687scZ6APTQClFkiK/MkYOiJ+nH+0OlbkuBz/lBqcH6+YZL3ZQFvVHyQeHioBksT3v58JBGpavneZRTZ0EP0IIIYQYkRvvI2PnqytCk8WilzxObw9uIY/16taZG+AkOfF+3Jqpao3h8U01alNhXjqwKsDQkNu2qZ7DG1XtuhilFGbbYlQkir3jVYzFSzyL7QF8ae+6oEBsYlOqoviHZX5A4/b3jHrMRFWyJsHxV3p7Wg2tn4nkbMJVtdnqkflRpokRbRg6q4ameHbEogfatnF6uirB2y3qFTKMPC3wWdWHTqdAl/7+8oMBRXna2yE0T3ns9dJCkHjV1LdyoFbW8ZqVGIY53cOaMgl+hBBCCDEiZ6CfomvhiX6ANEX67BQ6nSyV93XskU8wSyX7O6hdudEyzuCnET+9i73Zk+LA9PT6cQf6R1wXYzQ04luzH0bNQ7/WmkDaO00rFJ1Y8BPDj+0zKxkAFw0anP769fpx+nvBNMddpMDC5Xk1VHEunLcqU96gPsEPgNFYXfFN0xLP0T1C0QM3GUdnMqhIlJcY4CHVMeo5n1N92MlSEYryep9C0Edu8PM9VI+vB9N0aCHoaXSqq/6rcQ1F/qD9Z2JYUybBjxBCCCFG5Az0DQY/wyUp8mzvJnShgM7lpnlkUxPv20N1QGcFfDSa4ysEoFD4o9XBj8ZJp0YtPV0vpWpiHTCBamhuPot2vN/WR8fZ46esoVzuOlbV6BRw69ToVFvWYNZkeMEJF+154C57kf5KY1CAaN729Ggy6jDtDWqDH2iOj9zrx00m0LaF7Te53tjoeS+ANzOSwqIrUZoq6lnvo9SsWe9T1lzT6LTaK2tbWRKaPYHaREjwI4QQQogRZXo7St/0D34jn4l4e6fk9mznz+YudHbkReCzVTLe5XlthYMTWmcRCjd6XtvawU3G6zG0UelUAjedqlQTG49cOu4JHrRSNEcn9sAaLZe7jlQ3Oi1VZ6sHN5koTeWrua5n6eNjxoNcavyVP6kdnvf+pryZtkVZjVl1//ZN5qe05qenOELmp6cb5Q9wh9pOJ97/Ft6tD2SZ9l5bV7KUGaqs92mcfet9AFp1kETjyMHP3w5bygpn/IH4bCLBjxBCCCFGlOvZU+nkDvDCIUuprhLQlMxzt7OdF5PbZmB0k5dNeB+e9QQbNDYGYlj+oW/0be3ULRgYTXldjAqOf6y1DU5TsQDNamLXWtvo1BkMhp06ZX7cZBxt2yif37P9BuNl0lg4aG5Wm3mMUsCq0Z71PmhNa96bHVLj6Nk0HqqxCb+n4EGejqL3M9X5PM5AH70xkzvUq5739teNvFmv4AjtzbalkqXxz+b1PlDu9TP876WvJcyuZQ0sd+sTZE63KQU/3/jGN1BK8clPfrKyLZ/Pc/nll9PW1kYsFuMd73gHXV3eb1h27NjB2WefTSQSYcmSJXzmM5/BtufWfGEhhBBiPtOOgx33Pui5q9fQHGn2bNt/d4I/p6e30edU5ZM1gcoEMwVtKlzJhMBg8JPYt8GP09sNPt/ed6ySTcc9r3OxsKd3zXjEtLfRaTkTWC7VPFVOVycq4M0u5LDpqsmgXGdspIssr5JigKEGu37bJep4r6ke1d6gVO7aXzVtLZopkMolyDpDv7+cuXoyksZmqIiGgeKf9CEYKF6r27znTaYo4GAN7h9vKl3/bFrvA+WCB8MzP08ftpQWFSLKxP4eZ4tJBz9PPPEEP/7xj3nta1/r2f6pT32KP/zhD/z617/m/vvvZ8+ePbz97W+vvO84DmeffTbFYpFHHnmEn//851x//fV8+ctfnvxVCCGEEKKu3GSCouPt5dLa0MaSVYfQzNAD0QE7k+wu9NcePqvVNv40x9HgtNoiHSIdHcpU2Nrdp5kfXSzg9PViRCe2HqT2Ou3oxDMitWt+yg/49Zjm5+ayOImBYVPeqoObsjw2P1DP84Tq9mxfnTMJsK+Cn0b8GJ5y102JHLuLVY1lEwNo12Wn4Q3W1ul2VlNaG3YQzQR0KYhSrqYplfdc40BTeNat94GhggeJ6opvQR8vHrSYVXp2jXUiJhX8pNNpLrjgAv77v/+blpahKDWRSPCzn/2M73znO7z5zW/m2GOP5brrruORRx7hscceA+DPf/4zL774IjfccANHHXUUZ555Jl/96lf5wQ9+QLFYv4ZZQgghhJg8p7ebomtX1vvYPoNlgVZ8q9d6Fpev6EozUEjg5OdO0QM3m6Z6+l5gosEPoaryzwpbOzh1yoSMxI3H0Zk0KjKx4MVOextSTrTBKUA7pd+Zqsr8OArcTBo9xVk7taW7y0YKfgBeVSn+WLP+5+hszb0zTaiZQjdZyufHiMY85a6b47lKsK+1LjWdDYXYjbek+P4MrQvzY7DaLr1uShUwXE2uqmdOf1No1q33AQjjI6j83HXy/nQujtGxJMZtb30NxYDJCib238xsMql81eWXX87ZZ5/NqaeeytVXX13ZvmHDBizL4tRTT61sO+SQQ1i9ejWPPvooJ554Io8++ihHHHEES5curexz+umn8+EPf5gXXniBo48+etjvKxQKFApD/yEkk6XFZrZty3S5aeQ4Tuk/9JrKMWLuk3s7P8l9nZ+m674md74y+C1/6YEsFQuylgZY1obP9FMutmVozYpdA3S+poOli1bv0zHVg7ZtyOU8DU6DwSiOHl5VbDSthDyNP1002d5OQlN4JhnrvloDfdiui88wPWuw9qom+CHWMKHrhFLFrwCm53qLSmPm8xTTScxY4xhHj83q7yv9hSnlua4+lR/1mNrqbwdnQ54tKhQu5aYmeJ2jUQ2N+DM9g1PUNE39abb3bafotINtYSUS6HCYPcob/LS7kUplPEdr9i82sSeUpDnpvbZ80Ech6OM1bvOE7810aNYBdi9r5MbzDvdsX64H/5vRGttxZjxsm0g8MOHg51e/+hVPPfUUTzzxxLD3Ojs7CQQCNDc3e7YvXbqUzs7Oyj7VgU/5/fJ7I/n617/OV77ylWHbn3zySaITqHoipsZ1XVKpFI8//jiGIbUy5hO5t/OT3Nf5abrua/6lp4iiKhWhByIBAv02XbgsblmM7olXHjpX7kryl01PceCW0fubzBaOY0GugFv1nNnj+kn1D6/iNRoXTV/IP3QODXu2vczm9esnPa7R7qvWGjcRB18YJjBGgEAy5WnR1GeG2DDBcwAEGv10Bn2V681oB619bHnoIdyWtrEPHkXpugbAHH5dfwvFyYT3HtwHtUmht0jWHtq3qHy8NIlrHE2rL4R2B5u7aoj0JHhq50b2f94qrX1yHAZMm4TtLXXeE3fJ6vI4NEucBrJRhwNf7vH87fU2BMnYDk7SxwanfuOuF6tBkfENvxfxJPytaIMG4/HHh/Wemm6ZTGbvOw2aUPCzc+dOPvGJT3DPPfcQmmBllKn4/Oc/zxVXXFF5nUwmWbVqFccddxyNjZP/xkFMjOM4PPHEExx//PGY5tzr6CtGJ/d2fpL7Oj9N133d8OTtqKoy1/6GBl7X2gyAtf+BFHu3UhhM/yyL5zAWhTjh4BP22Xjqpa9vF5vyFkbVV9WHty2hqXVizxOPpxuHzqGhAYfDT5j89Y92X91MmvzD96EaIxgT6PGjLYstlkWh6jrXLl7CsU0Tf2560mhivcpjB0wCloNhQsR1OXLpIgJHv27C5wNwU0nyD9+H0dSIqnmmfFF1EDWGPoMWHWRADZ8K9zq9hIN8BYq+oX0bmhtZMcF7ORZr6RIGdm0iRym4WZK2eDbicIyvGVwXTIOn/HHPeBt0gDdWBYWO1uh+OGFAceSWPk/Wcc/KJhabIU5vap91094AnjIa6FPDA4vTmpbgS2XAdQm97nWoGf7/MeVZYeMxoeBnw4YNdHd3c8wxx1S2OY7DAw88wH/+539y9913UywWicfjnuxPV1cX7e3tALS3t/P44497zluuBlfep1YwGCQYHF5twufz4Ztg5RMxNUopTNOUz30ekns7P8l9nZ/29X3Vtk1hoIeQGnoYC8WaMQdf65Y2/BiV4KclWWBTrndO/J3FcwOECkNrmRSKxnBT5drGK1jT6FQnE5iGMaVvwEe6r3Y6iZHPYbYtKk0PGycnk65MuypriLVO+DoBVhJlPaWiB20DudIUMG1AfGDS99xKxjGKBcxQaNh1JZR3DfgbWU6vzvOw8mYWj9GLIb/ZEzIYofCkrnE0blOzp6BCSzLPgFHAChiEKU0F7KwJDlYQHTYGBZy+frdnWzFg8uQRyziUZvxqdmbnWxn+/N1OhLDy4SoFSuEzTdQM/7c/kb/DCX3Sb3nLW3juued4+umnKz/HHXccF1xwQeXffr+fe++9t3LMpk2b2LFjB+vWrQNg3bp1PPfcc3R3D1XruOeee2hsbOSwww6byHCEEEIIsQ+4qQRuJu3Z1lDVHNNoavaUTA4VHXqT3eg5sL5sYMA7xd5ETSijUhapKfltOza6do1NHTh9fWAYEwp8AJx00hP85EJ+mn2T63+zfLBJZ7m8d7Fc8S0+8Sp/2nWxXt1K8cVnUeHwiNdVW/CgRQe5SB/MAVkfpz24jXPu3cxBXXmOZBG6ptBGvRqclhlNLfgxKxXfGtIF/JbDnqoCB7tqih2sHKEYQKhzN+17vBUBHz9yObmwf9b196nWMkLws0LP7SUnEwrTGhoaOPxw74KnaDRKW1tbZfull17KFVdcQWtrK42NjXzsYx9j3bp1nHjiiQC89a1v5bDDDuPCCy/km9/8Jp2dnXzxi1/k8ssvHzG7I4QQQojpVUwl8GW9pXtbY4sq/1axBnyGD9yhh9Risg+dy6JiDcxmyWSP51HTp4xh067GoynShFYKNbhIvdzrx2hsqs9AAW0Vcbo7JlziGiCTHvAUB0g2BDmEyS1ZWD74MF8ud+3g4ipwByYW/GjLovjyi9ibN6IiUYzmkfva1E5xayFIIJ3l43dsZSA9gIvmTVtfwXfiKuycN/iZTCA7FqOpGYXCh8Ia/DxbEnl2t2Y4gNK9rq30trwmONCuS8uzTxDExEDhoklHAzx5xDJg9vX3qdaig9TOxpttJbknqu45tu9+97ucc845vOMd7+CNb3wj7e3t/Pa3v628b5omd9xxB6Zpsm7dOt7//vdz0UUXcdVVV9V7KEIIIYSYhD0DuwgUvVmc9uiSyr+VYWA2eB/yVTJJMVP/zEe9ZRI9ntduMIiaxJSjRUTIRIZKKlvaqXuvHzc+gE6nUJMIfrKZuOd1Ohqo9OyZqCWEMVGeim+WcnEm0NjVzWYoPP0E1sYXUC2towY+Dpok3mlvbVmH3J23YabTLCLEEsIEtUHh0ftx9uzy7FvvzI/y+VCxBk+z09Z4jt2DU90cNJ3K+0VBbRloe/NL+JNxFKpSJv7B41fh+IxZ2d+n2oLP/Izkvvvu87wOhUL84Ac/4Ac/+MGox6xZs4Y777xzqr9aCCGEEPvA7p6tnhyBD4NorNmzT7ipDRJ7Kq+bE3k6Mt3sx/LpGeQk5VNxPF9lT7Ih5iJCbIsGiGVKD+o2Dna8n8BejpsIZ6APXD2p9RSFlLfBabEhOukF9T4MlhCp6m0EltLocfY2chMDFJ7egNPXjdm+HOUfPQhLUMCtyliF8xYNd/559Kaq2vW8rFeD02pGcwuBdA/lEKc1nq9Me+siW2n8WlYdzGjLwtowVAUwgo/tbQFeOqiUST1Ct87KQgdlIwU/I03rm0tm5+oqIYQQQsyY3v5dVAcIOhxGmd4HcH9TK2bVY0RrssCe9MgtK2YL7TgUsilP7DPZaVKLCVdlQhRaQzbeM+YxE6FdF6dzz6SDMyfjrX6lJ5E9qrZcR2oyPxo3mRjjiCHWrp04PV2Yy1eNGfiAd71PsGBz/h83Ysbj4x5nvTM/UAp+qte4VWd+9tRMeWskQGwww6a1pvjsU+jcUGYoip/eE45CKYPlRDlfH1j38dZTC0FPpqedCMvmePAz+8uyCCGEEGLa6GKBVKrfGyCMsI7HaCwVPXAGv/VuSRboyHQP22820cUCbs77sOoPTe5BrokA2Wj1t+KaTF8ni0Y9YmJ0KoGbTGI0jb2GyE0mKP7tCbTWBI8+HqOpufRGTfEFc4prsZYTZUdNo1M3m8G1ihj+sfNdbrwfFY2OqxJeOfjxWw7vuGsj7X05qMqkGI1N+I84hsL6B2GExpaqzmt+oFT0oLriW2siRx958tjsVEOFQQzX5bidWQrdj+H0dOP2dg8ryOBbuYZ3Lz+Fc12bYFUhhdlKofiEfi2/YSsaeJteO6szVeMhwY8QQgghKtxcjnzWmzUIRYc/gBvNpeCn3K++JVlgqxVHFwuowOwsYOQW8qh83rMtGJpcRsRAQbnR+uCzYH6gfpkfZ6AfXcijgktH3Udrl9xf7sTt7y0d07GL6DsvANOHmfGuQ/HFptb7ZpmumfaGC1rj9vdhLF02+hiLBXQmM+6/iXKxg1Mf2s6y7jS+qkdVFWsgfNZ5GLEGzCVLyd3zR2+FPcPcN8FP81DFN42mNZ5Hac0espXMj99yuOC2F9hvwKY4WmEJpQi+7iQAQnPoEXwpET6iD9/7jnOETHsTQgghREV/tp9Q2vttdWOsddh+5cxPmc9xSWYGcGuqxM0m/cluQnnLsy0SnnxGxBepOlaDHe+b9LlqOd2dew0Y3L6+SuADoDNpii88i85mcGrWwoRq1mxN1Aqi5IM+HLN0z22l0drF7esd8zidy5YC4uD4Ks0NUCBYsDn0ldJ5zcHIUkWiRAYDHwCzbTGRc8/HXLaicqz/sCP2Sb8Zo7kFBfgGx2I6Lg3pArtIVyq9/d3LPbQNZAkwerNP30GHYrbWKzcoJmvuhJ1CCCGE2Oe2ZztoyAxV2zJQxGLDK3OpSBSfLwD2UCalmE6gsxkYpZLXTHJzWbq2vUA0P1TFTqEITzLzA7UZMY1OjG8NzN642QxOfx8qNvbY7F3bh22znn0Ks7XN0+PH9hk0Bqc27a2dKChFKhagOVG65xYuTt/Y2S43m0VbRdjLWp+yfgqs6khWSoj7UGCahM9627Ay4kY4Qvis83A696AMA2NJ+ySubO9UKIwKBPEXBxu8Uip6sCOWrlR6W9lZykD5R8grqGCI9KoVLFr3hn0yPjExEvwIIYQQouLVfA/NVcFPABNjhClTSil8TS3QNzRFLpjKkM4M0MzKaRnreGmtsbZsoi/dQ7gwtE5ksg1Oy6IR78O4LuRx8zmMKS66d+P96FwWo2XsINLZtWPYNl0sUFj/sKcCWTIWZImaXI+fshAmiwiRiniDH3dg7GxXabG/HneT1gEKrN499DdlYmAuXY7ZPDz7CIN/h1XZn31BKVWq+NadrFR8a4vn+NuqnkqQubSnlAEqrw3yrT0A3/4HYS5eihuN0T+QYj/f5EqNi/qSaW9CCCGEqNie7aIhMzQ1LICBER05axBuavMs2G5JFuhIduzzMU6U092JvXULA00hormh4MeHMaXgpyniDU7sOvX6cXp7Qakx+w/pYgGna+TP2k70e8pFJ2NBmkcoWTxRy3W00ugUBiu+7SX4cZOJYZUCxxJXBdbuHsqgmSjMFTMfTBtNtRXf8vQOrngLFmyak/nS39Pgfw+Bo47Hv/9BGA2N4w78xPSQ4EcIIYQQFb2pLtTQczMBzFGnX/kaWyrrIABaUgV2Z7rRrjvi/jNBFwpYm14EBUnDxmcPTXvzoaZUGnmRL0Y+OPRgb+uJNf4ccby2hdPdgbGX0tT27p2g9YjvVU95A0jGArTWIfhZhrfcdVG5OGMEe1pr3Hg/BMf3uzWaQiZJS3xozZkPA9/yVZMfdJ0YzTUV36rG2D6Y9akER6aJ0TpypkrMPAl+hBBCCAFANp+ikE54ylz7Tf+oAYLR1Iyv6lGiJVGg00l6+ppMBzebpfDsBuw9O9E15Y+trZtxerowFi8hk/dWsfNhTKk62CJPr5/Sw3uyb2qZLx0fQKdTqL0EP86uV0d/ryb4ycfCdakutlxHayq+afQYvX50PodbGH+xgyw2y3d7gykzGMJYtHhyA66j6opvUBv8lMpdl4Mjo3URyhi98IGYWRL8CCGEEAKAHakOGtJDTSYVilC0adRpO0ZTs+fb8OZUgW43XSp6MI3c3i6slzeSX/8w+Ufux3p1G7pQwOntxtr6MkZLK8owyeXSnuMM0zfuhfgjacRf1etHgYbkwNSCHyc+AK4es2qZ1hq7Zr2P/9AjYHCaXPV6HwC3YWoNTsuW4w1+bKXHzvxks1DIo8aZ+YlTYPVubzAVXLZqzOl/08Vo8lZ8i+QsgoPrx5ZWMj+lgMdcPHp5cjHzpOCBEEIIIQDYlemisSr48WFgjtEfpjbzo7QmlUvgZrNjFPytP7urAxUMYrQtxo33U9jwGFZTMyoQRNt2pcFnIV8T/ITCU1qPoVDoSBQoBwCabP/kG71qrXG6OlDhsafiufF+dMZ7Lf7DjgCtsTY+PyzzY46yZmuilhOtyXRBITWA6zgY5vA7rnNZsO1xr/np13nWeIodKPwrVk953PWgGhtBGfi1WVXxLUfH0gaWDWZ+ytPezEVLZmycYu9mPpQWQgghxKzQXej3ZH78GBhjlFtWwRBmyDttzMmkcFLJUY6oPzebwenrRcUaUD4f5qIlmMtXoG0bp7cbc0npW3gHjZv39i/yhaNT/v2VtTmDMVRhKo1OHRs3lRzzMwdwdnqzPirWgNHcSuDo48E0cWoyP1NtcFoWww/V0/EUWI6FO0rhBTebRk8gtszEe4hmhyoNmrNkvQ+AMkyMxqaadT95ItkiscHqiJVpb4sl+JnNJPgRQgghBABdxTiN6aGHTz8GKjZ21iDQ6K14FkvlGUhPIQCYILevF53NoCJDQZgyTMyWVnwrVlWyDgkKhHPeBqeB0NSDn0DU2+h0KtXetGWNqyGoXbPex7dyTakcczSG/5DDsasyP1opItGm2lNMWnOoCdcYimgs7WDvHl5yG8BNxFH+8Rda0Ht2eV4XYxFUY/3GPlWldT/eogflYgeVSm8+P8Ys7HMlhkjwI4QQQggAuooJGqvKXPtQo5a5Lhux3HW+b9oqvjk9nWCae10X0keBSFXwo1AEw1NfC1Pb6FRNotGpdl3sndtLQVxo7AIM2iridO7xbDNXDk0NCxx1HLng0BS0raubaTKm1neo2nIVq6n4pkuV52rH6dilMtfjXO8D4N/tzSClly+ZVWWia9e4tcVzLO31VnozFy2ZFWuUxOjk7gghhBACrTU9dorGqganvnFkfmr7n7QkC3ToDLpYGOOo+nBzWeyeboyGvU/rGiDvCX58U2xwWtYYbva8NjPZYRXnxqKtIsWXnqX4zAZQCrOtbcz9nY7d4A6V60Z5p4YZ4Qi/P+cIXjxoEU8ftpQ/v2E/WvXUy1yXrSBKOlJV9MDQOHt2oq2iZz+dy6EnUOlNuw6xDm/G0FqxbOoDrqPaim8tiTzLusuV3koB52yoTCfGJgUPhBBCiAlK2ll+3nUfOwo9nNJ0OGe3HTvTQ5qybD5FsZgjWBx6sC6t+dlb8NOMH4MipeNaE3m26wwU8jCFHjrj4Q70oTNpjOV7b4LZr7yZHxNjSj1+yppirVSvcHK0i5XoJ9C293UfbjpF8YVnsHfvQLUugtzeg6baKm/m0mWogLfc9tY2Py+/6cDKtma3fsHPch3lxVgAukqvLaVxBvpxE3HPQn+dzUKxAIGxg7kyt7sLZXmnJY7nvk4no6m1UvHNQtOczBPOl+5ZJfMjld5mPcn8CCGEEBN0W9/jPJLcyK5CHzd0389Tqa0zPaQp60p305CqztaoUuZnL/1mjMZmT+YnlinS46TQhX2f+XG6u8A0UMbeH2f6yRPJDwUXPtSUevyUtQWacMyh36/R9Pft3utxTl8v+Scexdm9C7N9+biyUDltsWfnSyQo4g6u6zFXeauhpbGGlbpuqUOD07JlRDzlrl002VwKZ6Dfs5+by6Bdd1z3BsDes8uzVqmnLUJjePas9wEwmpuBoZLWhqsJ50sBW0Aqvc0ZEvwIIYQQE/Rcxrvg/A/9T8zQSOqnK9dHQyZfeV2eFjZWvxkAo6nJE/wA5LJJdE1ltXrT+TxOdxfGOCuZ9des+fHVKfMTU9W9fkoSfXtG2XuIve0V3HgfxooVKN/4eg39PPU46VQf/eTpIoemVOyg2laGV9prIjBs22S1EKQQ9X5uOSuH09WB1kPBi5tOwyiBj4tmF2lPkGbt2eEp0b1jeVNdg7Z6UMEQKhzxrPsp82OgAsFZVaBBjEyCHyGEEGICXO3SWYx7tm3M7mZrrmtmBlQnXfk+mhPeHj97y/oAKJ9/WB8ZnU5h7+Pgxxnow82kUNHxVWzr1/nKt/RQ6iGzt34646FQ2NGqrI2G9MDYfwvacXASAxixxnEvjo9TIL9re+V1HptE2MRoXeTZ7w7lDcxX6pinF9NUKRSBqDfgtApZ3GQCnU5Vtrnx/hGLHaSx+LzxGP/HWM+/GI/QRx5tFbG6OqAq+Hl1RROtjG+90HSqXeMGQ5XejEWzq0CDGJkEP0IIIcQE9FopbO0M237XwFMzMJr66SrEWRSvzvwY4y7ZG2zyrutoShXoTk++2ed4OD3doBTKGF871YyVxnCHHq59GHWZ9gagIuUATAGa/F56/ehsBp3Po0Ljf7jfQ4b9dsY92zasCmGroWvayAAvK+8+b9X175MTjdX8XeRyuLlspcy3toroTGbEYgd3qlfpJAuUArpfqc04nXs8/025hqJrWRPRWbg03WhuIYIPs6rCYQOlzJ2s95kbJPgRQgghJqCjOHIfl0cSm+i30tM8mvrpLsZpSwwFP34MjObWcR0bbGr1PAy2JgrsyffWfYxluljA6d6DEWsgkx7gb4/fwTNP3U2xOHK2yUFj5bKebT7UhIKPsZg1jU6tgb4x93cz6VI1vMD4p6N1OilWdXintL24Ksa9aqg3zu1qu+f9VkL8Pe3j/h3j1RrzBru2dkoluPtKAa/Olqr9qYA386PRPK68QfEG1UN65xbPlLc9SxqI+iOeEuqzhdHUgoFiOVFaCLKYME2D0/Ok0tvcIMGPEEIIMQGjBT8uLvcMPDPNo6kPrTXdVtIT/PhQmC3jC36MxmZ8DGVgWpJ5OqzEhEo+T4Qz0I9Op9GhIC/e9UvMZ59BPfUkz/zhZ+TywwPQOAXCOW8pZjMQqjRAnapAda8fDW5i7EanOpsBrSfUDybdsxufXVXIQCm2r2zidrWdLDZbSfKC8hYdOFuvqeuUt7JFwRZPkQcLF6VL2ThdLOBms6XS137vWqadpOnBG6A62qXv1Y2e9T/bVzXVtTx3PZWzoT4MmgkSw18J0STzMzdI8COEEEJMQOcowQ/AX+LPkuvajZuZWxkgp5AnnU9WyvbCxDI/RnPzsF4/nWTQhfwYR02e09sDaLo6thBMDK0zCQ4keO7uX1IsDv1ejeavavewBqe+vTQTnYhoxLvI3UwMLzpQzU0M7LWQRC21x1tEobstQiHoI4PFXepVblfbPO83EuCNet/0yWlXUVKxoayVg0vOLaAzadx4HJ3LAnrY+pfarA/A0t4MhUwSpyr4eWVtC82zrNhB2WhTQVU4Mq41cmLmSfAjhBBCTEBHTbGDaikrw1833YvT1THqPrNRb6aXlgHvN/I+w4caR/NQGF7uOlSwGSgk90nwo4sFnI5dqGgDha2bh70f6unn6Xt+iW0X0Wj+n9rCH9R2IrmawK6OPYgaI83VIySYzlF0rBH31a6LMzAAE5xyF61pALpj+dC9uUvt4G/KO83wTL260niz3pYQJl1b4S4XB9fFiffhJhOVrJq9eyf5Rx/AfnUrT6rha6EO2j6AjUua0uc10BSmrzk86yq9lalYDMzhn6sUO5g7JPgRQgghJqB22ltAVU3tKRa5292Gk0xM86impivbS2t8aE2MgcLf1DLuHi2qoRG/8j4Q5jKJfdLrx+nvw02nIBzGt+PVEfcJdXTzt3tv4lfupkr1s+pKb00E6lbsAIavgTEcl75E54j76lwWXciNWAxgNAW7QGt33LNtZ1XwY9X09Yni5816xbjPP1E+DJyYt8peJh2HcASncw9uvB+CQZyuTnJ33Yb1wjMk7vkDsW07h53rwO2lqXrlNT+vrG0BpWidrcGPMjCahmd/zMXS32eukOBHCCGEGCfLtem1vFOa3rbodUCpfLEuFOgIWDyb3j4Do5u8rnwfbcMqvbWNcYSXMgzMhpqpX6n0iOtvpsrpLgUVbsduXGvk7ApAcOdu/H+9DzVY4S06OO2tjXBpnUYdg59wuLZktaavb9eI++pMBgqFCQU/PV3bMJyhAEcrRfvSA0fd/3S9itA+rpTmqylvXsgkMGIx3FQSd/D6rFc2Vt7PYvH6J3aiBnsBKRQt8RxtNRnHV9aWAovmWbrmBxg5+Fkk633mCgl+hBBCiHHqshLoqqpUAKe3HMXKYBu6WEC7Dsr0cTev7pOsx77SXRgYHvy0jK/MdVmoJlhqTebpyI5d8nmi3HwOp7MDo6ERa+tmzyL5vpYwhaD3gf812/o49eHtoDXRnM0iwjQOliWuR4PTMmUYOGHvw3qyb+Spj24mhdZ63Fk1gEzHDs/rgcWNvNN/yLB+MwAhfLxFrxz3uScrGPMGu246hQqGSn/3hTwqGMRNxivvZ7BpjefYb0dp2yl6OUds936RkIkE6FhSWjczW6e9wcjrfgzJ/MwZEvwIIYQQ41Rb7KDJFyViBnlr4DVQLJYWsRuK5804O5O7Z2iUE9ddiLNokmWuK8c0tngqi7XFC3TWO/jp78XNpCAYwt6xzRP8PH3YUl46Yx223zv97rUvdXHUSz0ck4tV+rEAdWlwWs2JVvX60ZpM/8iNTt1kAiYQ+EApy1Uts2wxbYQ4dYQg51S9khj+YdvrrSHqDQCMdCnLp/x+dKGAMn2la6U0La9IqY/Pcc+WgsIT9VJO3F6T9VnTgh5cNzOXgh8VjWHUMZMo9i0JfoQQQohxql3vszzQgtaaE3sMoo5ReqhVCq01G5KvzNAoJ0ZrTX+mj1hmaAqZDzXuBqdlZmubJxOxojtNZ74frfUYR02M07kHDANnz06wrKHgRyk279fKUYv/DuO0Mz1lmBWK9z7cRVt/xnOuemZ+oKrRaanPKbne4ZkfrTXuQF+lv5B2bJyuToovPEPhvntY9PC9WJte8B5jFQl0e4sZ6GXLAThHryVSFegEMTl9HzQ1HUlzdJHntVEo4thFjEWLMduXoV0HnS5V4ssyVGxiVUeS/XuLHJjxsbw7DVW9fMpT3mB2Bz++1Ws90xb9B//dDI5GTNTsa50rhBBCzFK1ld7aAy24/b0Yu3fxutZ2/spQKd8t+ZEXvM86xSJWvL/6GRSfMjGamid0GrN9BX6MSheXSN4mkeyBYhGCU3+QdbMZ7J5ujIZGChufx0VXFsnvam8gEwmwyA2xfPmRPH9yEfN//4KitHA+rM3SOKrUc80PQCjaVPWIr3E79wzbR+dyONks9vYt5Hfeg9vfB9odPAIitkOxezemMvAffBgATlcHtnaGPgdDEW4vFTOI4ecT7hHcoF7GRfMefRCNjL9x6lQsji2iejKeRtOX7mNJ8zIwfbiJOAwGvhm8a7POeGYAt307Pgwi+MhiUQyYlQp2jQT2SX+ielH+AJHz3oO1eSNGQyO+Aw6a6SGJCZDgRwghhBin2mlv7b4mrK2voG2bA32LhoIfpdhSGN7TZDZKZeNE497CBL6G5gk3AFUNjRCJQrYqyOjqRA+u/5gqt68HnUmjlrYPTnkbyiht2r80Ra+N0rfxh+9/PIU+i+IzG0Yfb52nvTU0L2Hor0OxdFsnuWQ/4cah6YM6m8be+DzWS8/BGGWRC088gm/tAahgELtjl6eaW+fiGCt9zZXXh9DC1fqEul7LeDT5o1jBAP7C0P3uz/SWgh/ATZWmvNm4FHA8x+63tRtr4HkAGvGTxWLrqhbcwYzdbC52UGbEGggeffxMD0NMwuwNq4UQQohZZk9V8NMcz7Lqua3YO7Ziti1mf4ZKDyul6Lcz9FmpkU4zq3RlemgdGCpzrVCEWhaNccTIlFKodm9TzUhXX916/dgdu1F+P87u4VPeXt6vlUYCBKv62gSOOxFz5ZrRx1vnaW+L9/873PJaHgWm7dL54F2efZxUCmvzS8MCHxuXfvL0mzkSFNH5HIW/PQ5Abs9O3KpAb+fyRpYx8+tLFAo75h1HMtNf+bebKAU/map8GJTKqIe0idtfmsoXwocfg837zY0pb2Luk+BHCCGEGIecWyRhl9aNrN3ex8U3PM6SX/2W3P/ejS4WaCdCpDyhQhmgXV5JDe9rMpto26az4xXaqoodmCh8Eyx2UBZp9643WdqdJJlLjrL3+LmpJE5fD6qhEXtraS1VOfj5/9n77yjJrvu+F/3sEypXdc7d0z05JwwGwBCMIESKhDIl05IVLb97JVP2k2jLy/TS07sSl6+8HCRbvrSu/C4tSqaVKJGimARSIAgQBAZhgImYnDrnWPGEvd8fp7u6TudQ3dM9OB+uWUSdOufUrjrVdfZv/76/76+rMUk2FqJG+a2jhdCIfuBDiDkW3NNPFutuykUkkqCvo65ki6Lw6ku+fayLb6Dys0X+LopRUeBileRepY6FZIw8aWzsKxdxhwawh/3GCX3NlVsmOBDxhO9xJj1e/O+ZzE92TvATwyxVWCKAhB7lbltlcdsBKgkI2CiC4CcgICAgIGAFlEreHn2zC91VGK5E5XPknv0KwrLYqaazP5oAufWDH/veLfpHu6iZnJUuGWtwepuhsmknomRqm0pb9A/eWfc43dFhVC4LZgin8y5AUfZ2Y5dnsV3H/GBGhCNEP/QMGOa87f6+POVhfN+u0leBvj7s6fEqpbBePwtCQ6IYx+LNOsGnf/4Y/+MnjvHF79+Pq3uf3RQ2KEnuW1/DVrPBg9Q0ZH0DGotL5jYTM5HyPXbSs4GumpzAQZGfDn6u764BIYgvUHFR07yL9xntVBHmjGrkAxvYoDUgIAh+AgICAgICVsCM2YGQioaBSQw0hPT6tcjxUXLP/R275PRK+LTj263swr1etgLu0AD29auMhBUVU7M9iTyb69U5vc1gVFbhRvwF9xN3rq5rnEopnN5uRCiC230fHK943kGihODGtFyqZoHgB0CvqiHyvqf925o3pg9OpLWdqcR0VkaApRzyLz7njbfzLk5vF44GPWQYI8/rR+qwp625J1IRzh5pBKCAi4tCZTO+ep/e+gT1hr+56IMkNsfumsxs7ZicnCBbYnRwr7WCu+01RBcIfsyO3fyM2s9/lu/ml9ThBfcJCCgXQfATEBAQEBCwAvoKXj1DajJP2HI9W2elivUbbk8nj3zvetHhCuCuNYRUcsHzPUhkPod19RLKdSjkM4iSMRvrCH6E0Eg3lNYLCZyue+saq5ocR44OI1IpnHu3i9sdFN1NnuQNoJbFa3jMnXuIfPAj6PWNGB17CD/+7nWNaTHaSHJ536z0zRaSwrmzKNsi/8Lfg1JMag4OklzU5Pouf2PY7x1vIhMLoVBFh7TS4KerOUXjFqj3maEi4f+ehNI5cjgoJZFTE+RKjA7GUhGyxw7Pz1kJgb5j58YPNiBgmiD4CQgICAgIWAEzmZ+6YW9121CCuTO56mt3OHV52uJaCHJuge7CyCaOchYlJXJyAuW687bb167gDg2i1zfgjo/6nheJBMJcu12y29RYcjIwe/vnjWFV5xsa9JpmhsNe5mcaB8mNnbPBw9yan7mYO/cQ+6GfIPr0R9Dm1KqUizYSXN5fOxsQ40nB8mdfovDmq6BUMSC4eKC+2I/ocdXAEVWNZeq8+LhXNzVjFFAa/HQ2p2hWWyf4qUrUzpE5FuhTGVQ2i3LdouQNYDwVoaN+D3p9o+8cekNT0CA0YFMJgp+AgICAgIAVMNPgtGHQc3AzpfKMDUrQETx9tpvd98cQQoDjcjs/MO9cm4Hb30vulRfJffc5Clcv4fT3IvM5nK77OPduo9c1IDUNc3zCd5xRWbPIGVdGqMFfrxGenMIdHVr1eZRtYV2/gnX9CiIeRw4OoAqePE8BLpLb7ZXF/WsXkb1tJnVEySfj3J/uV4OAgrTJfPHPUPk8rlDYuCghuHCwHoBflcf4p+oIH5CeFO/qnlr66hPkcbCRxdomV9foa0hsqcyPGU+hlwQ/uisZzI8hJyco4BZd6hxDIxMzOUQ1oVOPU7pqYB4+vtnDDniHEwQ/AQEBAQEBy6CUKhoe1A2nUSgMCWgaWk2db9+w0njm27eI5VxQkpvp7gcyXrenC5XLoAp5nOtXyL/yIrkX/h7r7QsQjSIiEUbJ+2yuAWKVq7e5LqWqphnLnLWctlFY195e1Tnc0WHyr7+CdfkCIhJFr6rB6fJnfUaqYrP1NWyN4EdD0KYSXDpQX9xmK9ez+3YdCtOzrlsdVUwlwoTQOYoXbB6hmrDSUULw7Xd1ADCOBdMBRG9DAlfXtlTwI2JxTKH7to1nRlCT4+TmZH3aSFJBCKNlB9EP/QDmgSNEPvBhzJ17NnvYAe9wguAnICAgICBgGabcHFnpZR3qhzzZmym93jahY48QevSJ4r5hdEzb5dCdEc/xLdOz6eNVkxM4g/1oVTXoVTXozW3oTS0I0wRdR6/yJtyD5Kgen7W51hBE1hn8NGoJehpni/IVislbl1c2bsfBunWN/Ksv4Q72oze1oCW9LIozR/JWao0cx9wyRfKtxLnVUUU+7I3H0hRYBZTrUtA8CdtbhxsA2K1SGNNTMRONvZbnstdfn+DKvrpi3Q/A7fYqqggT2SLvE0BoGioe921Lp8eQk5O+ep+JZJjDzDoIGjs6iLz7A5i7923aWAMCZgiCn4CAgICAgGWYkbzFshaJdAGhZmp+BFp1LaHjj2JMF23PNNpsGsqglKK7MEJOWoueeyNwBvtR+ZyvlkJoGloiiV5iYz0oM1RNzPadMdB8z6+FCkIMNlb6tuXu3VzRsdbbF7EuvoUwQxjNrQjDm+jLbAY5PFjcz0FxZ8ds/57aZep9NpM2vAzN23u9INLSFEq6oBR54WWsupq8gG4v/h5EB6zZz/7b7+rgTlsFrq5xc2c15w810Kz8gcZWQIv73ecKmQkKk6NYpWYHFREOq/V9rwICysXWWT4ICAgICAjYoswEP3UzWR+8wAfdQKusRAiB0b4Lp/MuYTQEgqZBb18pXe7lBzkY2xh75bko28bpvo9ILF/UPzU1TI2cdXoz0dCq1jdJFQjyjXXAveI2OdiPzGbQYotP3pXj4A72o6Uq0FL+oMDt7vQ9LpgaPQ2zk+7FbK4fBK0qAQIuHajnkcv92CjU9GdsIb2sz7Qhwj5V6Tu23UkRVyYZYWOFdL74kQM+R8HGLWR2MEMkXkGW2X5WTmaKiUlPGjrDVCrK/qBxacAWIcj8BAQEBAQELENfSb0PgCEFaAKtuqbYLFOr86RMAoGJRjJdIJZzUNLlVm7z+v24w4PIifF5AcRCWGPDvscqGkWE1x9ImHUNRSczAMd1cO7eWvIYOTWJymUR0fmW1aX1PgADLdXIkvMv1OD0QdGGF3QOV8for0ugUDi6oKArCqHZjJCGYM+czI+OxinlryGbCXyALVXvM0MiUel7HJ/Kk5nyOxwmk7XFjGhAwIMmCH4CAgICAgKWoX/a5rp+cAqFwlSA0NBLzA60qiowTWBW+tY8kgXX5Vauf9PG6vZ0gRAIfXlxhxwf9z1Wa+zvM5d6PUlv/UzmSWApF/v20tI3lZ4E255ns62kxO3xZ37ulNT7wNbK/CQwqcIzYpip7bF0KOiCiwcaik1NW1ViwTqlx1T9vG0zNG3BzE8sUYVW4t5WP5LBtvK+fZpTTZs9rICARQmCn4CAgICAgGWYyfzUD6dBgSmFV0NTEvwIoaHXehPX2bqfLEjJzU0yPZAzRgcVlSva35gT/JjrrPeZoUnF6G6atXt2cLFvXVvyGHd8DKXNn5a4g/0oq+DbdmWHX9JXqxZvcPogaFPe+N7eW8urJ1uYqohxY18DL52elT7uY+HM3AGqSLFwn6WmLZj50RJJr+HvNJWTeZ/kTWqCffHNkXwGBKyEIPgJCAgICAhYAqkk/dY4pu1SNZYFlGd2AL7MD4A+LX2bCX4ahzMgFaP2FKN2esPH6gz2eUYHS9TWzJDGJjWe8W2LV9YtsvfqaCBGd9NsTY6Nwu68i8rnF9xfSYk7MrSg5M2dI3kT1TX0znl7W8HmupTWaekbQvDS6Ta++g/O8Ffv3+GTAu6dU+8zg4ZYMPsTQqd6i71PABH3Bz9zySSjdGjLSzADNgflOsvv9JATBD8BAQEBAQFLMOqksZVD7XAaofAyP0KbdnrzZ0pm6n5MNDQEjUMZkC5Iye38xkrflG3jdHUiYnEcJG8xxC0mfKvwpfSpDNXjs05vAkGqqqEsY2kkRm9DAqnNyKEUtmNhd95ZeOyZNCqTQUTnZzacrnu+x4XW5mLzzBm2kuwNZjM/M1wRo2RLbKth8cwPwGNq/nVoVDGfvGyroCUSSwY/erJiS477nYicmsTpvI+cmnzQQ3mgBMFPQEBAQEDAEhQlb9NOb5pS6EJHq6hCGKZvX72+EfD614fRCVsOlZMFr9/PBpseuCNDqIkxRCrFvxNv8Z+1i3xae4P/Q7zBFUZ9+77BIJ/NvobhyNmxIzAra8oylhgGMSNKf91sEGBLG+fOwqYHcmoSVcjPM1twM1PIUb8pw2ibPzCIYBDfYua1rfhTUw7S97iWyJJZnL1UFOuGZtiKZgcAhMLoZnjRp5Op9fWNCigPMptBTU1i7tgZBD8PegABAQEBAQFbmVKbazUtefPqfeZP6rR4AjEtOSvW/QxnUdLldm5gQ8fp9nahBNww0twU48Xt98Qk/157i38v3uIaY/yhuMJ/FRfZ+7a/DkmEwgtmXtZKk4rRXzcbBNjKxR1a+DOQ6UmEEIgSZ7MBsvxZz3e4xxTD5L1cTyhEf4O/r0ytiiC2WGahmTj6EmNaTPI2g4bgjGr0bduqVtFCCMx4atHnG5KNiz4XsDmofB45OoKx7yDGzt0I3tnytyD4CQgICAgIWIK+Gae3oSlP8jbd3HRuvc8Mc+t+moYz4LrczvcjlVzwmPWi8nmcoUG0ZAX3xcK1RVfEKL+jvcnL9PHuN7o5faF3dsxo1Na2+oKP9dJAjInkbEbAdm3cOVmcGdyhQSjJ+qSx+V3tAtGubhSKKSwmsTCadzCs+xvGbrV6H/CaxTYt0ZB0bn+fhfgRtZPDqhodwUlVy/tUcxlHWF4ic+yuZzDQqAwyPyvG6e/FHRkq6zmVbeEOD2Du2U9o/yH0mlpEMoWamirr62wnguAnICAgICBgCXoKIwipqB3JAKpY36AtEvxo9XOCn2nHt7xboHc6i1RuZC4LhQIiHKGbJYwVlOLdb3Tz+FuzWZ84Ji3EqTp+pqxjaiLG5EzwIwS2dJCD8+ueZC6LTE8VzQ4cJP9NXGZQpmnvmSjuN04Bp62FEfymCVsx+IHZfj8LsVS9zwxhdP6VOsl/l+/nV9XxJetqHjRmPImxwPiiGIgV9JsKAOW6CClBKuR4eX4nlOPgDvRjtu8idPAoQjcQZgi9qQWV2XgDlq3K1v1LCggICAgI2AL0FEaoHst69TGqNPhZeEV7JvOjIzDQqB/NotsuagPrflQui3JshGnOC36KxeZzAh8NQR1R6okSf8/TGC1tZR1Tg5qT+RESd3QE5fjlNmpqCkqam/6puMkVMUrzQJqQ5Rb3kyie26EzNCf42WpmBzMsFvzEMGlmeTe+GRYKKrYaIrGw41sUAy0ZBD8rQeVzEI0R2nsAlcsi1xmcKCVx+3rQm1sJHT6BMGfrE426BhAC5dhLnOHhZev/RQUEBAQEBDwgsm6BUSdN/eC0RERBSBiIeAItsnBvGb22AaYDjjA6mlTUDadBSu7mBzdknCqbQQiBRNEj/PbVvyKP8nG1hw+80VcMfCIYtBAnQYjIez6Iuf9Q2cfUSJTJxGzw4wqQVh530F/3I9OTKCkRms5zdPOc6Abg4K0R336DtXG+Fh+iZ46sr1ZtzeCndRHZ2x6Veujcz+b2+vEQROMphLG1zCi2KiqXRUumMPYewNx/GDk2iiosbA2/svPlELEY4UPHEBH/34hWVYOoqHrHGh8EwU9AQEBAQMAidBe8CXjdsGd2IFCYQl+03gdAhEJolVWA15sFPNMDpOTeBgU/cmoCDINh8hRwfc/tIsXTVyb50bfGqCdKI3EaiWGgE3nPUxsS+ADUE8MKGVimXtxmSQf79nXffu7IECIU4gqjfF67AcCee6McuzqAmP4fwN22SixcpuZYRteytRqczrBY5mffFjUuWA8ikSh+12cIo2Emqx7QiLYh+Tx6XYNnILF3P+auvbiDA2vOzqhMxnOkTM43oxCGgdHcgspkFjjy4ScIfgICAgICAhah2/KCn/qhNCgwlIYQYlHJ2wz6dN1PaPo22zSUAaXoLAyX3fRASYk7MQ6h8DzJWxyTRGcvhVdeQEMQxySKjkBsaOADXq+jWhGdrfsBHA2cu7dQ0vsMlG0hx8cYigo+o11GoqiYzPP93/H6AdUSIYGJq2tc2bfwZ75VZW9VhIlhztu+ErOD7YYWT06H07PTygrCaKnFXeACZlFKooRAmw5UhG4QOnQUo3UHbl9v8e9lVecs5DEamhY1MdFrGxCGibKsBZ9/mAmCn4CAgICAgEXoLoyAUtNObwpzOguxmNnBDNo8xzfP7jovLQbsiaUOXTWqkEfl84hwmO45krAjQy75bz8Lyt8UNPzk+zc08JmhUcV80jdb8xyt5IRX0C3TU6hcjq8mhshgozuSH/7WTa8/EmESmFQS4rtnOhirmJ/hCaGTWiDA2AoIBG1zpG8GGrt4+AICEfesvVuIU0eUZuLEMRCpygc9tG2ByuUQkQhaiTmECIUJHT2JXluHHFnYJXHR8zkOQtfRKioX3UerrEKrfGdK31YV/PzBH/wBx44dI5VKkUqlOHPmDN/4xjeKz+fzeT7xiU9QU1NDIpHgYx/7GAMDfm1vZ2cnzzzzDLFYjPr6en79138dx3nneo0HBAQEPEz0WWNcznRiK3f5nbcB3YURkukC4bwNKELTzTSXkr2B3/RAR6NyskA4WwAou/RNZbNQ8IKfLmZlLMl0gaefvQxzZDOhk6cJHTxS1jEsRvMcu2tLKOTUBG6/Z/wgJydRjs1V3QsIn3r5HnUjGWKYVE43+YzsPkDDgUcXPH8NW6/HTylzpW8damFjgO2O0A1ENIaOIIFZDPq1wOltRahcDi2ZmtdnS4vFMVp2QKGwuvNlM15d4hLBj9B19OYWVC67liFva1b1F9ja2sq/+3f/jnPnzvHGG2/w1FNP8cM//MNcuXIFgF/7tV/jK1/5Cl/4whd44YUX6O3t5cd+7MeKx7uuyzPPPINlWbz88sv88R//MZ/73Of4zd/8zfK+q4CAgICATeflyev8i9uf4992/hW/ee/PSLuzxbru2AjK3n7OQj2FEeqmJW8ohanpEAohEsklj9Oqa0D3JoAhNBDQNJAGpcof/OSy4LoI3ShmfkKWw4/93XUSWf9nbuzZT+iRx8v6+kuxU6WYTISKjwu44Ng4Pfe9xosT40waimHyHL4xxLFr3mdTRRgBaJXVRN79AZ6hY0EJ2VY1O5jhpPIHyY9R/4BGsvEs9DcRBD8rQ+Wz6DX1C0rURDKFEqxK+iYzafTaeoQZWnI/vaYeEQqvy1hhO7Kq4OcHf/AH+ehHP8revXvZt28f//bf/lsSiQRnz55lYmKCz372s/zu7/4uTz31FKdOneKP/uiPePnllzl79iwA3/zmN3n77bf5/Oc/z4kTJ/jIRz7Cpz/9aT7zmc9gvQM1hwEBAQEPE18afhWFJ6+6lx/kP3d/FUe5OF33Kbx+Fqe3+wGPcHXMOL01DE4VZWMhdPTqumWbgQpt1hRhtt9PGqUU9/LlbWIos2nQBDaSfrxV3Ge+fZva0awvy6A3thB5z1NlbWS6HLtI+Wp+XCSFQhY5OYkz0Ic7MsT9hEvNWJanX7oLeHIxEw0Mk8gHP4IwQyQw+QHVPu/8W7XHzwyHqeJn5X4Oq2p+WO3kg6r1QQ9pw9DiQfCzFpRSgFg0S6MlkohIZMUBilIKXHfZ7DSAVlHpSd8m31nStzX7D7quyxe+8AUymQxnzpzh3Llz2LbN008/XdznwIED7Nixg1deeYUnnniCV155haNHj9LQ0FDc58Mf/jC//Mu/zJUrVzh58uSCr1UoFCiUpPwmpy+S4ziBZG4TcV0XpRSu+3DIWQJmCa7tw8lmXte8tOnODxeDH4DLmfv8j2tf5B/e1pGZKRgcQJS5l8xGcj83iFKK5t5xL/gRAgOBqKnFnVNDsxCirgE12F8MQBoHp+2ucwPYtr3mIGTudbXHxnD1ED0qjUTRMJRmV6dXU2OioQCtoorQ0x9Bavq8+p+NpIYIdsJf91LITOLqJoX7d5CZNHeqbR77Xp/XR4nZYDH07vdDZVXxs/6AauGbWhfjYnY+UKuiK7oWD5L308L7VUvxscvC43WV8q7rFn8/i5JI+N6ZCEeQZmhTv29blaWurcznUGYYGYsvOKdVoTAqGsfNZtEXsdf37Z/PI0MRZCK5ojmyaGrBGexf03WSSoFSOK77wMWnq4kHVh38XLp0iTNnzpDP50kkEnzpS1/i0KFDnD9/nlAoRGVlpW//hoYG+vu9js79/f2+wGfm+ZnnFuN3fud3+K3f+q1529944w3i8ZU3CgtYH1JKpqameO2119C0h0+z/E4muLYPJ5t5XbvFBGnTX2yvpORv5SWy4TYeoQH6B9Befhmh64ucZWtxQeulwBSN3WNIPKe3nCvpjFeSG11+pTQWSVLruLiA1KF+OEs6kyWTz/Pt175LgvCy51iI0usqhECOjwIGV9JDZOIutT0TSOXVG+VdiQyF6Xv8/bgZCzKbr7KQRgWyZF41JW16LRd3bBKl4DV3gg/3T87uowSDHXsYrWqCOZ/zabOFLyduoVCElE58Is459bCsWivSjsv5sUl44FPJ1ZPEoMqZXWgppGJcXcHfyTuDJa6tY4Mw0C5fWXRBRFoSWXARK/k8bRt0E+3K2ytaYFGOgzSiMDwG2ip/m10HFGivvYZ4wHOHzCpsu1cd/Ozfv5/z588zMTHBX/3VX/FzP/dzvPDCC6s9zar41Kc+xSc/+cni48nJSdra2nj00UdJBTaKm4brurz++uucPn0afZtMXgJWRnBtH04287pOjl8kPji7GKUsy6tFEYKzVf28y6njQH+B8J5d6PWNGzqWcnFz6EX2nbcJuQpQRIROzDQ4uG8fIrx84CLNXeTOvQTojJMnkbdpthSTtXFq9u3gRLxjTeMqva6ikCf/0vOIWIzbMUlc02kfzaEJiGIQM3SM3XtpaGtZ/sQbRBdNSFMrZnaUUBwNCZAFpIA/NbLUpq3inDApDGpOnGRn9fz7+ylSPEE198UUJ1QtlVVrCyC3Iq5SvDU6yYmqFPomShPLhTx8mNyVc8UMQuXBQ7QucA3fiSx1bZ2+bszd+wgdPLb48T1dFM6dRa9evmbM7enC3HcUc8+BFY1NKUX+pW+jrAJ65equl5yaBCmJPPbYA1/UmlyFdG/VwU8oFGLPnj0AnDp1itdff53/8l/+Cx//+MexLIvx8XFf9mdgYIDGRu9G19jYyGuvveY734wb3Mw+CxEOhwkvcKMxDAMj6By8qQgh0HU9+NwfQoJr+3CyWde1yx4prjIqy4Jc1lsJ1HUUij8wrvIbWjNtkxMYzduj7qHPHqejcwzwJG8hNIy6BozIyupMtGQKLRJF5XOE0Mkjae6fZKqugi57hEeNPWse28x1FYU8ulVAq66mV3grn01D06YHaAjAqG94oJPpvVQymghTPZ4DwMJFpicJ79rHCHlCE2/5JDdhdMyq6kVXrfdQwR4qtmNyZFmEEOjT/7YbejKF9kP/APv2dfSqGox9Bza1vmyrs9i1VUoRqqpd8jdaVFTimCaabSNCi5sYKOmCpmFW1azqN99NpnD7+1b9vRNCeHJgXUc84LnDat7vunNUUkoKhQKnTp3CNE2ee+654nPXr1+ns7OTM2fOAHDmzBkuXbrE4OCs0823vvUtUqkUhw5tfL+BgICAgICNYcbBTEmJyudoUNGi2xlAFpvfr+2hMNCzpoZ9D4LuwjA7OkeKE3MTDX0VNUtCiGK/n5lmp60940D57K5VLotSEqHpdIsM4YJD5US+OF6Ytd1+UOwi5ev1o1CMpocQus49PUPt2KzVroYglKhc1qUqYGui19UTeeI9mPsPIUQgoV4OZRUQZhgtuYx7ZCKJiMZQ+dzS58tmEbE4ekXVqsahJVMo+51jPLaqb+anPvUpXnzxRe7du8elS5f41Kc+xXe+8x3+0T/6R1RUVPCLv/iLfPKTn+T555/n3Llz/MIv/AJnzpzhiSeeAOBDH/oQhw4d4md+5me4cOECzz77LL/xG7/BJz7xiQUzOwEBAQEBWx9HuV4zUADbRrkuP6sf5lHll2j0GzZvWt2obdBUL+sWyE+OejbX04TQ0ZtXZ9hgNLUWjwVBe/c4UL7gR2YygCCDzSh5GueMF133bLcfIAlMZNLf72Ys7X1f7ohJasZmJ3RhdLSq6k0dX0DAg8ILVmLLWucLw0CvrEbllgl+Mmn0qhrECrPTxfNHYsvv9BCxqhzV4OAgP/uzP0tfXx8VFRUcO3aMZ599lu/7vu8D4Pd+7/fQNI2PfexjFAoFPvzhD/Pf/tt/Kx6v6zpf/epX+eVf/mXOnDlDPB7n537u5/jt3/7t8r6rgICAgIBNo7cwiq0cUMpbydQ0OkQF/y9VRR8ZeqblWGiCm0zw5MTYks33NhI5NYmcmkCrrEaLLW6Y02ON0NY5yozkTSAwzTB6w+rqlfSWmeDH6/VTMVUgNZFlsMILsGL6+hb+5MQYIhymZ7q5adOg9/8zdtF6TR1itUXMG0A0UQnMWp3n0uMA3GWSfXOCHz0IfgI2ETk+hpycQG9p2/S6FZnLYnbsRujLT8e1mlpU590l91G2jVa/+kzvTLCklHpHSBVXFfx89rOfXfL5SCTCZz7zGT7zmc8suk97eztf//rXV/OyAQEBAQFbmHsFr2+NchyU61KrJ0hMN6Q8TT09zN6w74TzuMODGDt2PpCx2vdvY19/GxFPolfXoDc0oVdWI5Ipn1tRd2GU9vsjJRbXGmZTy6oDCa26BhGJEsrnEHin29E5xuWjMe4XhjgYW3v9k3JdZHoKEQrTxRRAMfNjTtf7aA9Y8jZDZaLW99hNTyJR3BVTvKsk+Amho1U92ExVwDsHd3QEHAetsho5NYFeucmBt5QrDva1eBKhaSjpLvg7pCwLEQqhpSpXPQwtEkGYpuc89w6QnAaCzICAgICAdVGs95luVt0uZh2D9ih/k8P7YYvC8CCqpHfbZqEcB3ewH5FIIcJh3IF+CufOknvp2xTeOIs7Mlzctzs/TPv90eLjENqqJW8AQmjoza0IwEQHFDs6vfOuV/qmcllUIY8Ih+kWGVCKpsHZ4AcefL3PDA0JvwQylM5yT01iOwUqpma/C2G0QPYW4EMVCihV/jpBd2QIpCR8/BRG2w5UOr38QWVE2TZCNxDJlTmsiUQSIlFUfuFmpzKTRiSSa2osK8JRMEPF3/CHnSD4CQgICAhYF/fygyjHAdsmkXc5MOygXK/h3E78N3ZHE9y3hpETY5s+Tjkxjkpn0BJJtHgCvaERo7UdkUzh9HaRP/tdClfOI7MZxrtvkcgUYFoCslqzg1JmgqbQdPPOHd3jCKnWHPwM2hMMiClUNuMVKYdC9JAmmbGI5Wzfa22V4Kc50YAosWfTXclL+dtevc+0oYSOhoGGVrm6Yu2AhxdlWbj9fbh9vWUNgNyhAUAQPnEKo60dvaEZEQ4jlzEUKCcq59X7aIkVBj/RKFoi4bUQWOh82Qx6XePapHvhMCIUfseYHgSetgEBAQEBa0Ypxf38EMq22X1/lB984R7N7g0y4XMY+w4SO3CE5qo4vdM1KQi4bWbZPz666f1+5MQYyrE9eUcJWiSK1tyKzKSxr72N29eL6L1SlLwBaLEE2holMUZLGwW8rEYaiOZsakfS3IsOreo8jnL5XwMv8nejb5E201wf7ed/I0RMCLpEhpah2SZ/ITREKIxYwyrwRmDGEhiagS3t4rYb6W5qJvz1PiJZgTDMhU4R8A5EZtNoNbUgwO3rRW9qXpeLnFIKOTgAoZCX8WlsBkCrqESva8Dt74XGaLmGv/RYpiYxdu6Z93u0GEII9Jp63KH5iybKsrzn12huIoRASyRwBzY3+/WgCDI/AQEBAQFrZsieJOPkwLJ437ledFcSQkMV8tiX3iLzhf/Jj3/1bfbfHkFIb4X/dtRbzd1sy2t3sH/J5qRaPIHe2kbWLVBzr8/3nNnStuZCYC2ZQiRTxWwMKHZ0jdFdGMGWzorOMeFk+D87/5q/G3sLhfc5nre6+U/V9+kmQxa7KHkDL1Ol1dVvmeJlITREwu/4FkvnqfWZHWiB2UGAD5XNoNfXEz75GFpF1bozQGpqEkyTyMnHioEPeJN/o6UN5bper5wNRmbSEI5gtO9a1XFaKuUZy5T0xVJKIYcG0Ft2rGtBSUu8c+yug+AnICAgIGDN3M0Pgm1TOZahaiKPhmcOUEpT7zg/8NxN/uFX3kZzJXfCBeTUBCo9tWnjlNkM7tgoIp5Ycj8hNPorTNoGMsWsj0CQalndJGUuRsuOYq8fFOzoGkMi6bZGlj32dq6ff3P3f3E12+3brhyX26Ecv6O9CcyaHWgzTm9bRPI2Qyjhz0Klpgo+m+vA7CCgFKUUSIVeVYNeWUX45Ol1B0AyPYXR0oa+gCOaXtuAlqpATW3s75JSCjk6gtHesepgX0ukEKEwlNTmyIkxiMUJ7Tu4Lrc6EYsBatn9HgaC4CcgICAgYM3cy/ajrAK7e7wJQ5j5N9+Zbc0DUxy8PcKwbjFhpze17keOj6LyOUR0eUnL6GAnIXt29ddAEG5pX9fr682tJYGhorVnHM2V3MsvLX17ceJtfuv+XzLqzJGjKEBKEBoZbIRSNEzL3swtVu8zQzLhn+hVpAvUlDQ4DXr8BJTimXlEiu5lxQCocm0BkJISlEKvrV/weREOYzS3ITe4D5manEBLpjDbd6/6WJFIIGLRYrNTZduoTIbQvoPrbh8gwhFA+LJKDytB8BMQEBAQsGbujt9HuS67uieA2UJ7rbJ6+mY6LcGaLnY/cs2b7N+KFHCHy9PocyW4o8MgWFG9gNXb6XtcqK5Ei66vCaDe7FlazwSCpi1p7ptc0vTgayPn+IPev/N6KJVQbSRIqJBXk6R5n2v1eK4YsM1kmLaKzfUMqUR18XsAUDOWKzq9GWjoiCD4CSiishlPMlqSrdUrq4icPI0Wi686Q6MyaU/aukR2UW9s8gr/Cws7qq0XJV3k1ATGrj1oyzQ2XQihG+hVNUXTAznUj9HcirGjY91jE5EowjDAWZkUdzsTBD8BAQEBD4jtvsKmlOJeupeQ5dDa701EZibeoUefIP5Tv0Do0TMIZif9rf2TVE3kuBt3cYeHUNbGW17PWFxrsaUlbzOEenp9j62WpnWPQYtE0WrqvM9HgULR1j3myQYXQCrJF4fPztt+MNbKp3f8JD+VPUadYxSleY1zzQ7iiSWbuD4ItGSFLzPYPDA7eQ2jgxCB01vALLkcel2Dr/8WgFZRhV5Xj8xmFjlwYWR6Cr2+odjQcyG0iiq0mjrk+PhaRrz8GMbG0KpqMVs71nwOraoG5TrIiXGIxDD3H15Rk9TlEJEIvEMc34LgJyAgIOAB4I4OUzj7XS8jsU2ZGOtjzEmzsz+DNm1mEEIHTcdoaUPoBqGjJxGRqG/Se+TaELfDBVQ2s2GTjFJmLK6Xq/cBUFaB+KBfjhduXp/kbQajuXU6M+Z9Vu2do3QWhpALyHcG7Qmy0h8YfqjqBP9mx8eoMGJUuib/aqSDVuW9p0af2YG+5SRv4PUpKf0ezHxnYFrylqwoyyQuYPujlETBoplArbpuVRkKpSRIF7126b8LoWmYrTtQtlV+QxYlUYU8od17lwzAlkNLJBFCQ05NYu7Zj16mBQMRjiDMkK+e6GElCH4CAgICNhmnt5uhc9+lr/sa7kDf8gdsUW4P3EBJya4uT/ImZgrtm1u8myggdB1jz37fpPfwzWHuMYUjHWRudau3a2Exi+uFyPZ14qrZeh9X16hu2lmWcegtbYTE9OegoHFgCpXPMWBPzNu3s+APipN6lJ9v+ADGzPGuS6WI8in1CLtVRTHzY6IR2aLBjzYn+CklqPcJKEXlcohobNGGnVoqhTBMlG0v+Py882WziGgcbQVW0FpdPVoy5TnDlRPbRq9rWFOz5FJEIomIJdCbWjFX6Ra35HmFQEsmg8xPQEBAQED5UFJi3bnJN698nX+RuMC/3tHDH468sC1vNsq2uDN8G01o7OoaB7ysjwCMNn+wYO4/5Jv0xrMWrV0jdJuWZ/m6wSxncV3KxO2rvsd9DUkajZU1IVwOvaEZQzOnPyUv89HaM86d3MC8fbvy/uCnLVxbtK1WSnnBXChEApN/7Rzj0IikighNxBF4E7ithognCIuFMjuCEFoQ/AQUUdkMWqoCsUitnZasQMRiqBVK31R6Cr2mdkVSUC0SRW9uK6sbpSp4WVxz5x6vrmYdaJEoRscuQgePrLhH0IrP/Q6xuw6Cn4CAgIBNQDkO1tXLfOfGc/xxqgfH1EDTeEkf4NbAjQc9vFXjDg1y3x6lcSRHNOetvs7U+8wtvtWrajDrGjFLbjlHrw1yJ2qhJudnPcrJchbXFi43meAl+vjG2HnSd/3Bz0hbnW/c60GYJnp9IyHlOb4B7Ogc425+fvAzN/OzI1JX/G/Z3wuOU3Su00fGqJAGlcXwUyzqaPUgEZqGEU/Os0IPTRtiBDbXATOoQt6r91mkT5UwDPTaOmQuu+DzvnMp5WVd6ldeu2c0NoGuo8pU/C8nJsAMlc2EJLTvYNnkbqWIWOwd4XYdiGsDAgICNhjluliX3uTV3jf5H3UDoE1nQYRAAVeHb7C39cgDHeNqUErh9HRyP5Rn3/Xx4vYwOlplNVpyfqbE3H+I8NA9bDwd/a7Ocd48PYlMp1Gus2G1HjMW11q1l1WQKO4zxRUxytuMcUOMF8f0Q+dukC9xVrNMnfS+1dvRLoXe0ka45yY55YKA9q4xXltJ8BOuBcAdH8O6eskzB5heFXeH/MdrlVVeL5AtiJZIEU4P4jBbT1F0CAwyPwF4v5dCaOgVS0/utapauHNr+fPlcxCJoq9A8jaDiMUhHEFZhXVnagCUayHC8XnmDVuNGYdOpdSWaZC8EQTBT0BAQMAGI0eGuNh/mT+sG0Rp/huK0DRuTXWj8vl1FcFuJmpynMxgL0N1ku/vHC9uD6Etarlq7tpH6Oxz4HhZIqEUxr17qLY93ntfgRnBWpixuEYI/lbc5VnRRZr5dQINQ2n23hv1bXvjWBMtkdqyroQazW3Tk30vyKoZyTAw0oXcIdGmbbgt6TBgjfuOawvXIvM5rMvnPZer8Ozn5Q71+/bdipK3GUQiQRKTTMk1SGJ6wdw6+5QEPByoXBYRiy9a7zODlqpAmCbKtoo1hgueLz2FVl2LWIW1tIhEEeGw50ZZDtdEBWzxwAfm2F2XWVK3ldj6VyIgICBgG6OU4nrnBX6/4j7OQr+4ms5txnFHl252uZVwBgfokhMkshZ1I57mXkzXbehtHQseI0Ih9J17fNt23OxjqpAu9qwoN6UW128xzF+LOwsGPgBPvtHte5wPG9w/upOnVEtZx6TV1RM2/VmZxrv99JcEO92FEVRJxCUQtBgV2Fcu4g70oTc0ArP1P+6AP/hZztHqQaIlU0QxaCRGJWEaiRFBR0tVBk5vWwiZyz4wJ0qVzaBVVS+7GKQlU4hYHJVd+vdDFQoYjc2rymQIIdCTFVAoT/2LAFhBj7EHzTvF7nrrX4mAgICAbUzn4C3+g3UWy1jkxitgyLAZ77u3qeMqxe68S+HCOZzuTmR6asn+Q8q2cLru0ZlQ7CrJ+phoaOEIesPiuvrq/ccRJU0uqyZy9Ex0o3K5sryPuZRaXL8lFp/ItfZPsa9rkhgmKULUEKHm2BN82ng3Ccq7+ik0jXBjG7oSxQBn5/1R7pRI3+ZK3urMFPrtO9j376A3NCG0WfMIt7sTNeWvm9Lrt3DwM736HsWgijDRaQFKIHnbOsjJCeTYKDjOimpqyo2yrBXVrAnDQK+pW7LfjyoUEKHwmurJtFRFMVO9HpRSKAFC2/oyMhEKvyPsroNlloCAgIAN5P/X802y2KDNyjJOq3ouiBEsPEtloencHL9HdfaRTW9MqVwX5+5t3ME+bN1ARKNoFVUYDU3otXVoc3T37tAgcmKcrmbpC35CaOit7Utq2kMNLVgVScyJWQvZfOcdT5O/AZRaXN/D79xUR5TjqoZDsoo9r72IxqyMTERjNB9+F2KD1geN9p2Eu68yM63suD/K3Uwv7644CEBnwZ8FbLMj2DeveqvhoRCUBKfWhXO+fbWKSrTaOrYqIrGwc15gdrBylJTIsVG0isqy1KMUz6sUcmQIpCJ09CRqfAy7616xtmwzUI6NMAy0VOWK9tera7Dv3Fz0eZme9P4mlpHQLYSIRFd9zIK4DkIY2yPzo2loicS8OsKHja1/JQICAgK2Kd0j97lpDUDJBOWYquGX1GF2qhL9ua5xW456E49NRo6PIifG0Ztb0VvaELE4cnyUwvk3yL38Ata1K8jp4EQphdvbDZrGHTVOe89sxiGEjrFj6X44Qgiy+/3St1hPP+7wYPnfGLMW1zaSHuG31P4n8iA/o/ZzvDeP1u/vtRQ6cRphbJzeXW/f5Tm+Tccw4YLD5J23i893lWR+lCtpGkqDaaLNqYtyB/tx+3v8Yz92CrGFJ1naInUXQeZn5ahMGqSL29eDKtMKvZISt78XYYQIP/IYod370Ft3IIRYcS+dsowju7J6nxlEcrruZ5HPQeVy6E3NazIaELGYZ0rjusvvvATKtsE0tkXND4BIPvx219vjSgQEBARsQ17qfd3rEj5906sgxK+ooxho7MS/An43VMDp61lScrYRuEODnm2yGfKa3EVj6LX1GG3tiFAY68oF8q+8iNN1Dzk+ijPYz1RlnFBvH7o769gVEQZG645lXy++5xCqRHvvug7565fL/r5LLa67SOPOcS1oJ4lSisLrr/i2i0QS88Chso5lLnoiiZhT3G9eu4FU3ufZWdrjxy7QMqUWbM5oX3zT91jEExh79pV9vOVEJBY2tgiCn5Uj01MYTS2YHbtwB/tQhfy6zqdcB7e3G72ymvDpJzCaWwHQa+vRauqQ46PLnKF8yKlJ9Nq6Ffev0ZIpRDy+YN2gKhQQholeVbumsYhIFGZMD9aD43gZum3inqZFH3676yD4CQgICNgA3EyaV6ZuIvTZ+ozHVUOx2eduNSf4iVg4I4Nlbay3HMpxcPq6Ib6w1E5LptBb2lC5HPk3zmJdvoDKZbkeLbD37uyESEMQbWgt2qQuxa5YI/dbZld1pYCxwa51T+DmIsdHPdeoaJT7cyRvjcSIYuB23kXOyTqFT57elML7eF0zpTOMHXeH6LXGmHAyTLreRE65ElWwaIvWzSvWNibHce/f8W0LHT6x5U0DhG54NsK+jdqKZU7vdJRS4LrodY2Ejp3C3HPAk6KusNnnQsiREfT6RsKPPoFeIj8Uuo7ZvhNVKKDk+rIfKxpHegoRjiybQS7Fq/upn/f+lZS4Q/0YLW1oa+yHIyJRzzJ+ndk15TgI09zyNtczeHI/tekLcZvJ9rgSAQEBAduMO91X6CMDc4KfGXbjl3VkdEm/NYG7idI3OTqCmpxYsC/PDELT0Gvr0OsbkWMjaFXV3Mn2cfDWSHGfMDrmIi5vc6kkzGSDfzKSHukvu+mBOzoMmoYQGveEP/jpUNNZn7de923XUpUYew+WdRyLEW/YgVFi/lAzkuF+3w2f2YGyChiupDE+v/g7df2y77EIhTEPHt64AZeRudI3raLSt0gQsDgqn0NEol4vJ9MkdPgY5v7DyLFR5BoWTpRS3vesrX2erBJAr29Cq6j0mnRuIEq6yPFRzF170atXl6nRq6oRc6RpcmgAvboW8+CRNX+3hK6jJVLlyfxEN7eWcz2IcAShm+CWp8HrViQIfgICAgLKjCoU+N7Qed9KXx1RdpdI3aoJU4G/N8XdmIvT2+1J5TYBZ6gflFxR0bQwTfTGZrREktDlyz7JW1gPYew9sOLXjdT6HeHU+Oi6Vq7n4llcDxTNI+4x6Xu+gxRuT9e8rE/o5OlNW53VG5oQIX+mbOryG8V6H+W6YBVo1VLoc2p4ZCZNvPO2b5t56OiSvU62EnP7rQSSt5WjMhmvv830Zyh0g9DBI4QOH0dNTqAKq5uoz2RH9ZqFTTJEOIyxYycqk97QTIAcHkKvrcecY4e/EkSqEkKhYt2PnJoETSN06Ni6DWS0VMW666qUYyOiZTJP2AQ8u+tQ2erJtiJB8BMQEBBQZuy+Hl5V/VAiQXpc1ftsngWCXXOlbwkXOTaCnNzYVVbwsgpuXw8ivvLGfwDjhUl2XvX3xDH2HljVJKO+1l8b5Lg2bk/nqsaxFHJyHJVOI+IJbCRdwh9Ydagk1nl/1kckKzB2b169jBYKYTX5LanF9WvFeh9lWSgpadUr5x3rXD6PKA2QdR3z8PGNHG5Z0Zta/Y9blq8VC/BQ+Sx6Y5NPBik0DXPPfrTq2lVnf9TkhFfbs0QDUKOpxeunk0kvus96kPkcSIm57xAiHF7+gDloyeR0v58MyrKQE+OY+w6h1zeue2zzJJprOYeUm+qYt15EOOK5Sm6i0cVmEwQ/AQEBAWVEuQ7Xui8yarqUxDo+ydsMu+ZI3+4YWbCsTan7cUdHPI39KrqeA/RfeQ3TnpWYCKFRd+zMqs6xO9rARHJ2kuMIxcidK6s6x1LIifHpru8m3aRx8WfS2vqmcPt7fdvCJ05tribfNAk3tPqamVbc7aE73V/M+gjdoE34pUiqkMe55v+szH2HttXkytx3APPQMbSKKsxDxzBXkTV8J6McG6EbvrqcGYSmoTc2wSr68iglUY6D0bh0I18tkcRobkNNjK92yCsagxwexNixc8keYUshdAO9tgGZTeMO9GHu2Im5a/UZpIXQojHP8U6tPRuv8Jo8bxeEpqHFk0HmJyAgICBgZbjDQ5wt3PPV+jQRp435evq5pgedIo0tJDK7MSuspbgDnr3zavTwyrbRr/gn3iO7WjBXWazeTJyxutL3LhjuvrGqcyyFO9BXNF+Y29+nkRja+YVc0jZ3Ai4Mk4bqVp/zne64yNs3UFbBkz7qGq3K/72xrlxAlTZeFILQ0ZObNeyyIHSDyLveR/wnfprIu94X1PusEJXJIBLJRc0h9Mpq0LQVWzOrjNcAeCV9oYyWNjCM8huTjI2hpSox9x6YZ+qxGvSqKrAstOqa6Tqf8hh/iGgUytH0c5tIUmcQqYfb7joIfgICAgLKiN19n9ciEz5b07mStxl2kvJtd5F0RlzkBqywliLzOdyBviWNDhbCvnYFp+A3JpDHVy+3Egi0uobSDRQG+8rST0RmM7jjY4hpB7v7c8wOjg24uD1dvm2hY6c2fwJuGiSVwWhdyis6n84A7bwzBJZVrMNqw3sfSimsC+ew3nzNdxpj5541NXAM2H7IzBR6feOiNtBaqtKTf60w+yOnJjAaGleUNdSqa9AbmnDHymd7rWwLlcti7j24oNnCatBSFeiNzYQOHl33uUoRkSgivPb6F+W6CE3bNvV4M3h214HbW0BAQEDAMsiJcS6P3GTK9N80nlhA8gYQw6AJ/8TjbtRCTkygNtBpR44MITNeTcxKUa5L9vI5bGZXle/sqKKjeuW2tKVU1M2p+xif8AqV14kcH/OKuGPe53p3Tubn5Fv+2iIRjWHu39i+PgshhIaWqiBbVw3SBVeipEvHnSFwXdA0UoRIEUJJSeF736Hw+svzzhM6dmrTxx6w+SglQYFes7gTmohE0KtqVlSbo6QLUqE3NK/o9YUQXh8v11mXBKwUOTKM0dyC0dq27nNpFVWEH3kco3Fl72elCNNERONrd3xzbDBM2EayN5ixu354CYKfgICAgDLh9Pfwqjbg6+TdrpI0sXjR7Fzp251QAVXIl936uRS3v8+zgV5FjYtz6zr5jN+I4fyJNtpZXc3QDK01Hf5mp8pl7Pb6637csWEQAiE0HCTdYnYiWDeSobZzwLd/6OjJFbndbQRaqoLw3gNelnD6o6iYzFOT9gLfVhUH2yb3ra9hX7s873jz+Cn0FUiWArY/Kjdjcb20M55W37CiDKqamkJLJldlK60lK8rS96aI66LX1JdNoraUacO6zltZuebgRzkOGIb3uW0jPLtrwy+xfYjY2t3QAgICArYJqlAg332PNxN+yckTzGZ9ZCaN292J09OJ29uNch1OH+ngpUeNYiBw18ig7AIqm4ENuJnLbAZnaGBBqZRSCre7E+vKBc8G2gyhVVSipSpwOu+RL8n6dDemSDa0oau16fR3mNW8VBWjanTWia3n7kVqT793TeeDaYvrgf5i1qebNE6J2cHjb/UWm8yCZ+NrHjyy5tcrB41VbUzGQyQy0xNKIdjVPcFkKsKxnjTZN780z5IbYOz4aWpPPbHJow14UKh0Gr22bllXRa2iChEKo6zCkhNulZnC2HtgVe5qIhpDhCOoQmFFDY1XdM4ynWcj0WIJcNeY7XIchGnAA1pgWSsiGoVw2LvWxsIyy+3M9roaAQEBDzVKKRzlYmrb76fJHezjUr6HzJwymsesKgoXX8W5dxs5NjLvuJa3rvED4xG+/tRuXF1jQORI4xDOZtiIKhQ5MozKZtCqZhuNKtfBuXUD69JbyPESTX8+hzs1UQx5SoOfV0828xhr65wOoCNwamuhJPiZ7Lq15vMppbAmRlHpNFqN54ZVanZQN5Lh8N1xtJIsnHnk5APX4neIFH+zo4pjV2czUk+81cO7X++mXoaRzJl46Drh934fU5X16yoQD9heKKuwIjc0LZlCJBLITBp9keBHOQ4IDaNudVbQwjDQEqmyNGJWSqEEa7K23mxENAZCoJRa9d+ccmy0eNXmOkmWARGOoEWiyHwWylhDtVXYfjOMgICAh5JzU7f5TO83cJXkp+rfy4erTzzoIa0YJSV2131eTqR99tZ7VAXxF17Cund70WND6Oy/O0r8axZf+vB+CmGDu+ECVen1178shNPfgzAMhNBQSmFfuYh14Y1li6RdFNZ08DNUE+deawU/qyrXNZZofTPcuD/9SEB/35rO8+rkDf6g71nI5/lxM8bTpjdJvDdtdhAuOPzQ398krEomIGaI0KFj6xl+WUhgMrqjAUqCn5Dlfc6hOcp0EQ4T+b4fQDQ0wejGfD8CFscdGwHLRm9Yf/+Y1aAsz7Zdq1x+sUHoOnp9I/b1t2EBS2zwmoCKVAXaIs8vhVZVhdPXvfyOy+E4ntxtG8jBtGjUM5mw7dXX7tj2trKhn0EIgVZZhXuvfAYXW4ntFYoGBAQ8lAxaE/x+z9fISQtLOXx+8AXGnczyB24R5Ogw98Y7eSPmL65/f7+Os0TgA16sFEanpX+Kn/ryFVJTee5ELeT4WPnHmUnjDg8hpl3enJtXKZx9cUXuUHlmDRheeaSFiDDXXO8zQ0NNSXNLAeGJKabG50u8lqLfGuP/6v0GBWmTs3L8z8oBztIPeJkfoRTPfPsWlRN5n+QtdOT4lll1DjW14epzb8cCs+QWLRIpYj/4E2Uv6A5YHiUlTl8PIEDXkRvU7HMxZGYKkUit2NVvpg+QkotItTIZjKbWRV3jlkKLJRBlcAFTtgWGuS1qYUQkVpQSrhblOkXnye2GlqrwzFceQoLgJyAg4IGilOJ/9D+HpWYn145yuZbteYCjWh1Obzd/Fev12VtHMTj2xp35O4dCGB27CT16ptj7ITz9U1w9nuOnvvw2o1PDyEwGVVijw9AiyJGhaSe0OEpJrAtvLrifVlFF+Mn3E3n/hwg98hjG7n0M1SXpr0vw/Jl2bu6sZp+qwFjnLaStuh1ZajGt4O7111d1js8PvIijXE/K4zqga/w/2lVuME63SPPkG93s7BoHZjMpWm09oROPrmvs5WSHWcWtDv+qvolA03T0plbCj72b+Md+ckUr/wHlRdkWbm8XelU1kUfPYLS2ozZgYWLR11fKq/dpaFyxMYBWUbWo5bWyCmAY6HX1axqPiMVA11fcS2hRHAdhhhDhre+CJsJhRCS6RrtrsS0CvIWYlfuVx91vKxHI3gICAh4or07d5ELm3rztN3K9PJHat/kDmsaSDqbQl9V4y/QUlwevcjmZo3Q96R90R9H6en37hk49Qej4qaL+22jrIPfNrxDKzDrqxLMWR59/C/nuPchsBr2M2Qmnv9ezbhUCp6sTOeGfxOlNLYSOPoLetgMh/IHNn4mz9IjZbNyBddT7zBDSTfI1FcQGZ6QViuHbl+DxZ1Z0/KXMfc6lb6McxzOIUAo0DRvJf9IusPPOEI+/NRtEh9AR0RjRpz9aNoepctChkvzXd3UghaByqsBATYxQawcHmt77wGuSthNeIX75/l5kJo0cHcFs34V56KhnNqDrON33kZl0WfvJLDqG0WG0yirMHSu3lNdiMfSKStzhIV+9hpIu7mA/RmvHsq5xiyGicQiFUYU8YhnzhaVQtu3VJ22hv8Ol0CoqcMfXJgET28zmegYtnvDGblmwDYwpVsP2+NYFBAQ8lGTdAp8beH7B525kexfcvtGM2FP8x+4vcy8/SEiY1IcqqDcraAhV0BSq4vHkXlLGrIbb7uvhL817UCJbqlAmp9+45zuviCcIHTvpK3zVa2qJ/eCPY/3dl2B8tvFmLJ1nuO8ObbkMVK1tkjIXmZ7CHZmVvFlXznvjR2LhEq6qI/HRH10w2JvA8gU+AAfWWe8zg1HXCIOzk4pC990VHecqyZ8MvIByXVQui5LSJ+OJj07y/S/MZt4MNHShE3nq+zfMEnettJMkGzX5+lN7itt+WO1EqO05aXoQyKlJrzmwrqPXN6x7Ui2nJlGZNKFDxzD3HijaoeuVVRit7Ti3rm94IbjK56FQIHTk5Kq/s3pDE05JM1+lFG5/H3pdI6EjJ9bc1FdEIoho1MtKryP4wbE3JXgsF1oihXBWl+1SSiKEQJghtmO70I1w99sqBLK3gICAB8afD73ExCK1PXfzg1hy4xp9LsbfjrzOvbxXd2Ipm+7CMG+mb/ON0Tf5H/3P8c9ufZZXJ28CIPM5Xu09x72wX572U/cjMDinn8yJ0wtOyLREksof/AeM1/gnNyPjfajsyjq1rwR3ZBhyWUQ0hjs26lla49JLhkFy/MnREJfFwiubNxj3PY5grLveZ4bKWn+z00j/EHm5vLzk2+OX6MoOoLIZr4u6aVKFt+ovlOKZ529h2rOTlTA64Sfeg9HUUpZxl5M45rxeUO1qawVoWx05NYnRsQu9th63r2fddTlyYhxz70HMA4fn9YEydnRAJLKhtT9KSdyhAYyO3egtq28CqqUqvUn3dM8fOTyIlkgSOnoSLbb2AnyhaegVlbDWpp/TqG0W/IhoFCVWGcI4znRd0/ZcxJhx91OF/IMeStkJgp+AgIAHws1cH38/dnHR5yWS2/n+TRyRx43c0hknS9n8556v8MXhs+Q77/LX4g6UBDUNKsqRc36TA5FMYe4/uOg5tXCEzO4O3zZndKhspgfeqm83mGGEENhXLgAwhY1EkY+YXNhTze9rl7iJv5FpHpdviS7ftnLU+8zQUteBKLHIi6cL3O6/vuQxaTfPX/ZPGzU4DsIw2aGS/LZ8jAZi7OiZoG7EHzim93nSpa3KR+Ws+UMzcY6zeieudyoz9SdGcxuR02cw9x9BTU3hDg2sqV5B5rKIcBijuWXBTOhM9keNbVztjxweQquuxdx3aE02yVpFJSIRR2UzXkYMQejICfQy1I1pqUqwy7AwtUUMR1aCiMYQurmqpp/Ktr3+Ptu05gc8d7+1NnjdygTBT0BAwKbjKsln+/4eVSIGCAmDWtPfJOdmbm3Wx2tFKklPYWW67r/sf4nfHP5b+sOOz976p++YqJFh377hRx5HaEvLTGoa/Zp+Y3KK/GDP+guLAZVJ446OIFLeKp598xrgSd4ALhysxzU0LFx+VztP53R/nDwOvyvOc12M+85XjnqfGSIVNSV1LQJQ9Nw+v+Qxfz3wEpPpUW9yYYZAwE+pvaQI8avyGI9d8fchGauMoj/5vi3dF+e9NPN/yNP8M3mU/0OeLltw+U5ApafQEkn06hpEKEzo0FHCp88gYnHcnq7FXc8WO9/EOHpdAyJVueg+ZnvHhmV/ZDYDriR04PCaszTCMNDrGnHHRqble0fL5hQoYnGU8BZV1oxiWxkBiMh008/VmB44jtdWYJtmfmDG3e9Bj6L8BL+uAQEBm843Rt/kfsE/Qf3xujOcTPgDgOubXPczaE9gK/+K5s83PMWP1DzO0Xi7b7uyCnSShhLtfIdMsOvcDd9+WkUVxp7ljRv21u7BMmfPJQV0991E5XNreSs+5NgIKpdDRKLY1654rmh4wY/UBOcPNRT3zeLwH7Tz3GGSf79A4BPH5H2qfHbLQmjI+trpB4CCqTvXFt2/pzDKs8PnULbt1fgIeFTVc3A6IGuccjl9P+/LJl040sxOvbJsY94odpLiUep9ltwBy6MyU+hNzcXJtBACo6mFyOl3oSUqUOmpZc5Qci7polwXo3XHksGyVrFB2R+lkKMjGLt2o68zWNGra9BiCYx9BzHad5VpgJ6hgjBNWEUWpBTlTgcF2ynzE46s2u5aOQ4iFN42pg4LIeJxMAzPTfMhIgh+AgICNpURe4q/Gn7Ft60tXMtHqh9hX9R/s7+Z613f6uIq6S6M+B4n9Sgfrj7Bx+uf5FNtP8ZP178PgfCyMVZh3k3tp29pqDmOQKFTj89zTluIKi3KRKPf3GB0sNNzMVsHnuSt15sYKon1tic1VCgcJDd21pCO+1cmJ7H4Le11bgu/BC6Oyb+SJ0iw+v4gSxGrLb3uCtHVha0Wznh9fuAFXKvgTUyF1wvnH6pZowD76iVi6NQSQUNghwxO7D5DvMxjDtgaeJMy4RlnzEFLJNEbm5GrCX4mJ9FSFei1y1tBm+0dEC1z9se20WvrMPccWHemUq9tIHT4GKE1SucWQ0RjiFBk7Vb8trNtevzMIDQNPZmCwiozP+uor9oKiFgcwpGHru4nCH4CAgI2lT8Z+A4FObtiKBD8k8anMYQ+L/iZcnP02+ObNrauOcFPa3i27kIIwTM1p/iXrT9MpOCAlD6Ht8NuBU1vXvUdr1XXYuzcveLXN5v8xf9qeAi5XtMD18UdHUUkkzj37qCmJ2r2tOTw3NGVdatPEeJT8hE6SC2/8yqpr2unVDtYNzDOrcz8Pk8j9hRvTdzyJk/TgeeH1Q7qiAJeEbV9/QoACbwmrIf2nuG9Zvu8cwU8HMj0JCKVQqtauEZKr6sHpVByZfJRmZ70sj4rmJhrFVUYLeXt+6OUxGhtR4tE130uEQ5j7twzz7Bh3ecNhRHx+JonxMqxEYa5rTI/ACJVsapsl3JsxDYydVgIEY6gRaJl7zn3oAmCn4CAgE3jYvoer03d9G17qvIo+2Je0FNnpqgw/K5Xm2l5PTfzUxr8zHA8H+ffDLRRr8/e1HQ0fvIGqEl/piS8wqzPDA0N/kApMplmfOD+io9fCGXbqEIOQmGsi7NNTW0kvQ1J+uu995EiRIdaOLCpJMyn5CO0sTE38kRdS7EBKUIQzjvcPvfcvP0uZe6DY3lF7JoghsEPqtnAxrl9Y95NOnzo2IaMOWCLkMlgNLX5bM5L0atr0eJJVHr57IzK5xHhCHp904pf3mhs9hpBrjC4WgnbwVZYq6xccyG8si1EyNx2Pay06OqyOEIptG1wLZdCCIFWWRVkfgICAgLWgi0d/mhOT5+EHuXj9U8C05P0yXH2uknvvx0H5UpuTHWVpeh/JcwNftrCtb7HSkrsu7dotkP8f8UT/IBq55Sq41ftw1S9ddm3r1bXgL6KxoQAO+t24Zilq7SCO7fOreocvvEqNd3RPYT18gvI4cHicw6SN4/MZn2aVIx/qY7TPMdyuYYI/0Y+Mm97OdHiCU9SMjtyKr72LMr2S0zOT9xCWVaxR8lhVU1kul2dUgrrit89UG/dgVZRuWHjDniwKMcGTfOyO4sgwuEVS9/kxBh6bR3aKhzRRCLhFcKXYWVcuY7XF2YbZES0RMrLfq8F29mWGRER95rcrqb+ZbsFeAuhpSpgk+7Bm0UQ/AQEBGwKXx09R7/ll4d8PHSEyN1O8q99j9wL3yT33W/TcX8UmZlCpadQ6Umudp0n/73nV6XbXwuukvRa/nqduZkft78Xt68HvaaOBCY/ofbwz9UxDlzrn1dUHX70iVVr9kOaSa6hJOASMN57Z80rrLKvB2wLt/N2UQ42w1Qyws2ds5O8BmIkCfHr8gR7VAUAu1UF/0Y+QgMbr1sPHTs1+0AIwmOTDP3NnxY3SSW5NHHHC4SnnfOOqtnrIwf6kKN+l73QoeMbO+iAB4qcmkSkKtEql24ErNc3LCt9U9JFOQ5GS/uq/m5FJIoWjZXFmERZFggBZZC8bTRaNI4Q2qqd9GBaDrbFGg2vBC2W8OpfVnCtlVKem+k2dnqbQURjXnZzDbbxW5Ug+AkICNhwBq0J/mb4Vd+23Xo1j18bxbr4Ju7gACDQKqvZV7XLWy0zDNB0eo08kyP9Zet5sxgD1jjOnCL70uBHToxjXb8Cuu6zLlWOjXX+dd9xemMLevPqGxMCxJr8x2kDA5717SpQSmHfu03h4pvEO+/glMjdvAHqvPiBg8iSIujG6QCnmgi/oU7xh/J9/H/UKWrZnIlYy4FHGWyoKNmimHr+6zj9nuzxVraPdCE9bXTg7XGU2UnvjJHDDCKZQm/bQcDDi8pkvF48y9S06FU1aImlpW9qagotmUSva1h0n4UQmoZWXYvKl0EWZNsgtG1hBCBiMa9/zWqsn2dQqiw1TZuNiES879FKrrXrIvTt2+C0FC2e8N7HWq71FiUIfgICAjac/zn4AlaJhbRA8HPaYUQ2i966A72+AS1VgQiF6CDp9TgRAjSB0jTuhvO4k+MbOsa5ZgcpPUZS927QMpuhcOlN1MQY2hyJjf32Ja/ZZgmew9vanJqaG/f6HleMZ7g/cGvFxyvXxb7xNtaFc8jRYarPvzpnD0Hk/R/iaqP/ptygoiV7CCIYPrvojcYQOr3vPoXUpl9TCHJWjvT/+ixKSs4Pve0VG08bHbSoONV4enqZzeDc9TeWDR08tqp6q4DthbIthGGi1y4frIhwGL1haembnJr0sj5rkJxpqQooQ82Psh3QtKKscysjolFEOLymWhAB2zYo0KtrV/SelWODaWyLQHY5RDSGCK/D3W8LEtwZAgICNpS30nd5Y8o/eX+68hit/WlEZH4xqIlGh/JLIm7HbOTQ4IbaXncX/JKpHRFPfqbyeaxLb+IO9KM1Nvsm1Mq2sC74a3L01h0YTS1rHkddXRvC8Bdv373+2oqOVbaNdeUi1tuXkK6Dffa7iDmfWfiJ9yB37mQM/41sM6Rty7GrqoPXj806/uWFi3XzKoVXX+LC+A1QCqaDo6PMZuXsa5ehVJKhG5j7D27auN+pKNfB6e/F6ZvvzLfRyMlJtIrKFdfnFKVvC9QuqHweEQqhN67c6KAULZaYloCtMwCyLYSx9QMfAKEbaKmKVU+IlZQgxLYNCrRkat5v6oI4zkOT+RGGgZZIPVSmB0HwExAQsKF8aY7cLaXH+FjoIHJ8FC1ZseAxe/FvvxUpILPpdfe8WYpua47TW6hmOpi4gNPdhd7UgtD8ExPr8oV5N4TwqSfWNQ5NM7Ab/NmlqXvXlz1O2RbWxXPYN68iqqqxXn7RW30swTx6ktCR4wwyX7Nev0nytqU4Sg1nH2lmIjWd0RGQt3NM/vXn6Rvv8TWUPaKqPZODty9inX/Ddx5zz/5t4Zi1nZGZNG5vD3p1LSIURs5xOtxIlOuismn0ltYVZ0n06mnp25yePMqxcYf6MZpa0SpWbnRQimd6UIaVcemCtn0aYmoVleCsUgrlbL8eP6V4TT9NlL205bVybAiZYDwc/cW06uoFa0/l1KS3ALENspWlBMFPQEDAhpGXFrdyfb5tP1n/bqJjk55r1yISk5mC+xnuGBncfA45NblhY53r9NZiVmFdvYx97zZ6QxPCMFBKIrMZ3MEB7Lu3sC75a2mM9p2rrhlYiERTSa2KEIR7+sg5S0+s3L4e7Pt30RuaUGMjyDkyQWPnXsKPvQuAAfwyvSrChHnwN68KQrTpVXzr3R3FbTkcshMjPPPcLerHvEDTRGOfkyD/4t9TePmFea5T5qGjmznsdxRKurgDfahMBvPQUSKPvQtz1x7k5HhZ7Z4XfX2lkAO96I0tmK0dKz5OhOa7vinHwe3rxWjbSejIiTU3AvVMD6LrNj1QUMxsbge0WALk6rLxyrbANGEbONothBZPICIruNaOgxaJrrtR7VZBi8YRcy61zGYQpom5a9+2e5/bZ4khICBg23E3P+g53kwjEDwR34N74SXPQWYR5mZ+8rj06Hl2T05AY/MiR60dW7n0FkoMFZSisW8c+1YfWl09cmqCwhuv4PZ0LWnvGnpkfVmfGVqa9nGHs8XPrmY0y9XuizzScXrB/ZXjYN+7g4hEEKHQvPoXraqayPufLkr2BoT/xt2gHrzkbYZj1PDl1kmu7qnl4K1hsprClRZt/S4/88VLdDWlSO/fjXPpS8iRoXnHm/sPodfUPYCRbz2UlKhsBhGPl6X+SRXyuEOD6DV1mAcOYzR4MjGzfTduXw9yZGRJ2+lyIEeGEIkU4SPHF5TNLoVe14B9+0ZR+ub296A3txE6dnJd9tKe6UEd7t2by++8CEpJEKw5AHsQiFgMDAPlOCtvpOo4iG1cCyNCYbRUCndkGJKLN3xW9vZvcFqKl/GavdZKKeToMOaeg+g1tcufYIuxff7KAgICth23cv2+xzvCtZiTU8iJcbTU4jeOCsLUzZFh3YrbuCV9asrJgDWOxAtqlOsisxnqbnQh4gmsN18j+zd/gdt1f8nAx9i1t2w3gVhtE4ZeKpdQ3D//nUX3dwf7cEeG0CqrUUri3L/jH9ueAwh9dnLSPyfz07gF6n1mOD5tX/2dM+0Uwga2kGQ1t+jw1tY3yZPfubpg4BM6/ijhd39gM4e7pZGjw6hcFre7C5lZvsnncrhDA5i79hJ+/Mli4AOeC5a59wDY1ppt2VeCnJoEKQkdPr4miZonfUsgpyaQfT3oDc2Ejz9SFucxLZVan+nBdI0I2yr4iXtyv1Vcc2XbXhZhG73PuWjVNWAv/Z6FlKtuirqVKV7raZm3mpxAxJOYu/Y84JGtje377QsICNjy3J4T/OyJNnkBjOMs2/xt7xzp2+2ohZyaRJahn8ZcuqbNDpRtoTJpqnOS6OQUua99Efvti16h/VIY5rprfUoRuo5qLJHPCUH2znXcsdF5+yrX9bI+hokwDORA/zz3Ob19l+/xXNlbwxao95lhJykSmGSjJn/79F6skI6co6iIzhUtmCaRD36E8OkzgcPbNEpKVD5PaN8hzANHULkcbm/XmutSZCaNiMYwd+1dMFjQm1oxWtt9jXTLiSoUkBPjmPsPr9lQRISmXd+Gh9HqGggfP4UWK0/zXi2+PtMDZU3LwbbR91eEI2iRyKoK4ZWz/TMiWiKJWkbupwAegganM3jXOooqFFBSIqcmvN+CbdivCYLgJyAgYAO5lfcHP7tDdTi9PRBffkVsr6r0n8vMQi6L2oC6n+7cEDKX8+oYLIePf+sOhZdfXFzXrWmIRAq9sRlz30FiH/1Rr/i3jFQ07fQ9rhwYo//2hXlNBd3hQeTQAFq11/PGvueXvNmpqnlj28qyNw1RbF7a2VLBf//Jk7x0uo1MzJtIGGiESm5dWkUVsR/6B5g7t+cK5EahpibRUimMtg7Ch48ROfMejNYO5Ogw7mD/8ieYe76xUYyWds/WeQGEpmHs3gfhSNlr85TrTmed9mDu2rv8AUtgNDRjtO/0Ap8yTtxEfKYB5hodsRwHYW6zzI8QaJVVqwqoheuWLeB8UMz0vVHL9L15GJzeZhBCoFVVowp55NgIWlUNZlvHgx7WmglqfgICAjaEcSfDiO2fBO0qRLxeOfXLmwLswS+LGxJ5hinQnJ4qi6lAKfcHb6PyOYRh8NTLnTT1TwFzNOm6Tuj4o5gHDns9LjZ4hba+cRdjfBc5XfdTN5bj3uXv0dC8F6O5FfCKv53OuyhAmCHv8T2/5C3b2u57nMdlfJ7N9dbJ/IAnfXtFeBP0Qtjg1ZMtvH6siQO3R/joxQkY9SYdRsceIu/94EM1ySgXcnKCUEldjF5Vg/ZIFXpzC4Xz55DZzIonoTKbgXAYo619yf30qmrMnXuxrlxAxBNlkza5QwPo9Y2YB46suweOXt9ApKbGJwMtByIaQ4tGkYU8rGFyrywLrboWMTfNucXRkhWeg9sKUaht//cqYglEJOLdMxZ4L0q6CCG2/fuci5ZMgW2jXJfw4dXX3G0lguAnICBgQ5jr8hbRQtSP5ZFKzetjsxCtJIhhkGX2xvq95BQfGxmGMq7yy4lxuqZ6EbpOKmNz6OYwJv4fdaNjN+HH3+39+G8SRl0jeiiCtGazNMnX36TQcBS9ts6zFx4dxu3vRa/2MiVyZBiV9gec2ZYdvseDcyRvsDVsrks5QjUC4TPLkLrG2/vq+ODuDxAb974/elX1gxrilkZmM4hoDKPRLw8TmobR3Ibb14vdfW/FwY8aH8Po2LWinjpmx26c/h7k6DB6bZnMD1wHc9eestTmAGUPfGB6ZXwdpgfKsdASCZic//e5lRHxhNeMWsplg12vT5uAbWp2MIMwTbRUJe7gACyUCXUcMLevnfdiiFgcdA29vgm9ue1BD2ddbJ/8akBAwLbidm7A93hXqA7V34tYodREQ/C48md4vhsfxx4fXrbHwkpRrkv25hWvBkbXefRiH5pUs7IqwyD6kR8m+vRHNzXwAa/uJ33quG+ba1vkvvlVrGk3N6frnue+M93TximRvBVw6U/qvNiQI8Ps5zUwp8dPNRFCW8DmupQkIXap+Z+3huCgqEavqg4CnyWQ42MYTc2LSjH1ljaEYl4fqIVQ+TzoOkZbx4rsbEUkgrlzL5SpNk/NNIvcBsXj6zI9kGpbysG0ZAoRXqHNt+sgdOOh6MGlVdWAvbDsTdm218voIar5AdBicfTaeszd+1bu7rdFWVXw8zu/8zucPn2aZDJJfX09P/IjP8L16/7me/l8nk984hPU1NSQSCT42Mc+xsCAfxLU2dnJM888QywWo76+nl//9V/HWUXaNCAgYOtzK+/P/Oxy46ipSa8h4Ap5v/LbWo/qDpedQWS6PDUFbm833f23UKZBLGdz7JpXrG1O/zSa+w9jzMmcbCY1hx7lVsfsJN9GYk+Okf3bv8Tp7sTp6UYrCQIK924xiUUPGXrJ8NLOKN+N9fAH2pViFqVfzHF6U1sr6zPDcWrmbdutKojzcDQN3CiUbSGEwGhZXKKm19ajVdUgJ8aXPZ87NoLe2IJWvXInQ62iEkLhZWsiVoKyCt4qenhrfk9LWa/pwXbMFIhozDMAyC0f/CjbBtNYl634VkGLJ1BKTWez5jBj/f0Qyt5CR06glzg9bldWFfy88MILfOITn+Ds2bN861vfwrZtPvShD5HJzHZd/7Vf+zW+8pWv8IUvfIEXXniB3t5efuzHfqz4vOu6PPPMM1iWxcsvv8wf//Ef87nPfY7f/M3fLN+7CggIeKBIJec5ve3M6F5tyiokJx2k6CjNAAjBd0JDZTE9kNks1s236Ym4IASPXOpHdyUGGhoCNI3Q0ZPrfp310C5SPP++fUwkZycLBV1hX7lI/rvfhkIBLRZnjAJ/PvE698c7GSGPhTf5urnTkym9LUa5xjgwP/PTsIVsrkuZMT3wbSPI9iyHHBtDq61HW8J2XRgGxo4OVC678ORtGmUVEEJgtu9cVRNDLZFERGPzXAfXxHQz5O1QX7BW04Nijcg2DAqEEGi1dStzfJs2ddiOQd5ctHjCu14LBPjKcRCR6La2814Mvapm2zU0XYhVXZm/+7u/4+d//uc5fPgwx48f53Of+xydnZ2cO3cOgImJCT772c/yu7/7uzz11FOcOnWKP/qjP+Lll1/m7NmzAHzzm9/k7bff5vOf/zwnTpzgIx/5CJ/+9Kf5zGc+g1WGVaKAgO2KUoruwggXM/d9/y5l7jPhZJY/wRai1xojJ2f/npXrsmMguybp2Nzsz/lomuGx1btVlaKUwr5zHTk2Rm9KJ2Q5nHzbO2cx67Nn/wO38dQRtIdq+MrTe3F1b1x5XDAMcs99HWXoOEj+nfYmo/eu+mpkMrEQffWzWbavinvA/JqfrRr8dJCkao7pxAm1/ZrpbSZKuiirgLmjY1ljAL2+ERFPopbo/+OOjqA3NKKtsnZHGAZ6TS2yDMGPsixPWrUNJpIiGkOLxVZl/QyAbXu2yNtUDqanKkDKJQNpmG78GY5ue8kUeIGuCEcXvtb5nGcEEbBlWdc3cGJiAoDqaYvVc+fOYds2Tz/9dHGfAwcOsGPHDl555RWeeOIJXnnlFY4ePUpDw6yW/8Mf/jC//Mu/zJUrVzh5cv5Ka6FQoFBipTg56a36Oo4TyOU2Edd1UUrhuuto5BawIEopfr/v67yevrXg8wLBLzd+mHel9m/I65f72t5I9/huhJV5RSptoVoacJfrmTOHx6jnz7hJYTqbIYXg+cm3+XHr1JonRHJogMKd24jqGrrFbU68PUjI8s4fwstQ6UcfWfVYN4K9VHCpLsF3ntjBB793zwt+NA2lFPkXn+POB07T35Dlg/fGfMfd7KhCTncGVQoui1HuyEn65sje6mQElwf/Phfip939/KF+BQuXp2UbrSqxZce6mbjTcpu53093fByRqkDV1C9/bwxHEA3NOPduoi/Qd0XZNlJKREs7rpRLNvhdCFVRhevcQqzzb8ixLbREctvc61VFNc747eV7g5UgLQsME2kY2/IeK6MxpBkGq7BkVse1bERNbNtcy+VQqQrcgT70kkU9OTmBCkcxW9p87zOYP208q/lerTn4kVLyq7/6qzz55JMcOXIEgP7+fkKhEJWVlb59Gxoa6O/vL+5TGvjMPD/z3EL8zu/8Dr/1W781b/sbb7xBPL79CgS3K1JKpqameO2119C2wSrcduK2GOY75oUl9/n9W3+LbZ8hsgE1D+W+ts/r18joXrZKSUVzNsH5cBJGl5Grua7n8TVHGtcaq+BieGj6keCroo+WV15GX4FrnO/0SAbkBPnsJBgOODZv50b4+Yu9zPSskxKGW9oYlvry490EHMMgk3T53r5aGnonOXRnlLTreNK80RHML/8tjx+toX4wzcz0NKIMamqPIpwsEofs9A33/7av0Wf6ZW+DEy7n5IN/nwsT4uc4hiVcEirEObbqOEtRntuTpm9gzxZF2nE5PzYJiOI2lXfQEhG0t95a2VksCynCMDzuH6tSnuQtlEC7dx9xv2v1I7QtpB6BkfF1Ne5UIoTWO4C2Bf4WV4LM55DKQKxmvI7t9Q57861teY9VSiKFAeMZMBbv+aOkQBufRHv11U0c3cYhs1mUK2bvE9N/N1o8gXbNXw8fzJ82ntISnOVYc/DziU98gsuXL/PSSy+t9RQr5lOf+hSf/OQni48nJydpa2vj0UcfJZXaXAemdzKu6/L6669z+vRp9HX2Wgjw82b/s8Qnlw/kR2pMfqzm8bK/frmv7d/ev028EAelkJk0T8g4p2or5+2nHBs50I/b143b14McGgAhMPYdIvTomaIGvppd3NZHvWMU2DJPtDnCyR2PLjkOpRTd1iiXs51cTt/j6uRd8vkM6K5XRC0EJ64MkMw7xTlkUjdIPX6G9uqt8dtyjARf12/hIHn+fbtpGc3RNAFRdBSKYRzefam/OP5qIlSEk+zZfQpL6+R/qVvEdB0hYMCYIj7H2e2pyvqi1C9gfchMGjk2ipZMIacm0ZuaN8RW2VWKt0YnOVGVQhfCW1Ee6EOrqCD86OMrt7CWksKrLyEnxtGrPWmbsiyvr05jC6Ejx9fsQKYcm/yLz4EQngvaWs6hJLJvksihQ2h1ZbLN3mDk8CD5s99Fq6xBaCv7LXUHBjDqW9CPndy291jrwjns7k6M6sXr8pzeScK7d2Ls2LnoPtsJd6CP/GvfQ6+qRQgNd2AArbqS8Okz85zegvnTxjOjClsJa/pV/pVf+RW++tWv8uKLL9La2lrc3tjYiGVZjI+P+7I/AwMDNDY2Fvd57bXXfOebcYOb2Wcu4XCY8AKFgIZhYDwE2tHthBACXdeDz72MFKTNm5m7viLCuB4hJAzy0vLVzjw7fp5nak8R18uvDV/u2uakxbA9SUuoGm2JlVxLOnRZIwghPD2047A33oJe8v7c0REKZ7+L29/jk9MIAKVwr10mf/8O4cffjbF7H7tFih0qSaeYQghQwAtTVzltPLHoOL43cZU/Hfwuo3Ya5ViofAHl2J5UbtqFR5OS0xd7Sz8Fwi3thMrcRHU96OjsVimui3GskM5fffQAv/T3fewYypLFKTZBBU8emcDEbN+FoRt8ULXyBXWXxepTa4kQEcGNeL0o28IdGkQzTUIHDmG2tlO4chF3sB+9uXX5E6wBIQS6EGh4kzAzkSR88lGv/mI152nfSf6Ns2jTq9ZqaJBIx25C621iaBjIqhqc/l70RSy3l0NZDiIUwkgk0LbJPUemKtHDEcS0GclKUK6NkUqi6fq2vceqmlpk5x3f7/y8fVAYkei2e2+LoaUqcEJhNNtGSYmOIrzvIMYituzb9dpuF1bzua5quU8pxa/8yq/wpS99iW9/+9vs3OmP3k+dOoVpmjz33HPFbdevX6ezs5MzZ84AcObMGS5dusTg4GBxn29961ukUikOHTq0muEEBDwUnE/fJV8S4AgE/3HXz/Hf9v5v/FbHP/Ttm5UF/m50ZZKWcnIt28Mv3fhD/tWdP+G37v+lLyCby938AAqFchxUoYCmG+zUZld+lVUg9+zf4vZ2LVlHoHJZ8t/5JrlvfBk1MeEzPhCaxjmri1F7asFjB6xx/qDvWUYKk8hsGpnJeJI604SSH8hDN4ZJTc3KNMLoRE+cXtFnspnsp7L435PJMF/6oaOETjxKWvg1zhF0dARGxy4A4picKCy+Yt6gtqbZwUYi01O4w4Mr6nGzEtzREdzBAYymFiJPvJfw4RNoFVWEDh5FRGO4YyNleZ3FkIP9aLE44ROPolfNd8hbDq2+ES2Rwh3sR44MY+47SOjYI2VxV9Nq61CL9EJZCWq6hkSUqbnpZiCiUbRYfNWObyKyvf8WtWTKs/l2F667UK6LENq2dLRbDBGLI6JRVC6HHBnC2NHxUNhAvxNYVfDziU98gs9//vP86Z/+Kclkkv7+fvr7+8lN+7tXVFTwi7/4i3zyk5/k+eef59y5c/zCL/wCZ86c4YknvBXaD33oQxw6dIif+Zmf4cKFCzz77LP8xm/8Bp/4xCcWzO4EBDzsvDzp1wYfirVRaXgrhm3hWh5L7vU9//XRN8m6i+uqy42tXP7v3mexlDdZvJHr5a+GXll0/1u5fk/7XMijlKJVSxEpSTIXXnt5SYepubi9XWT++k95/ObEbDNOTUO6Dt/pPrvgMS9PXseVElXIoSzLcxcyDWZSIClCVLoG73mrDx0NHY0IBjX1O9AbW1Y8ts1in6r0Pb6jp8k/+gj/85l9pOOz8oo4Jpgh9JLeRKfyjeiL/NTXs30mleVASdeTpcUSuIMDuP296+pFI3NZsCzCjzxG+NEz6CX20npVNaEDRyCXQ5ap4edc3MFBCIUJH38UvaZuTefQIlH01jaEEIQOHSV06Ji3SFAGtEQSoWmoNRZ5K8tCRGNlG89mIIRAq65ZsePbjDHMdg8KtHgSorHF+/04nqPdw2BzPYPQdfSqatyRIbRkBeae/Q+FDfQ7gVUFP3/wB3/AxMQE73//+2lqair++4u/+IviPr/3e7/HD/zAD/Cxj32M9773vTQ2NvLFL36x+Lyu63z1q19F13XOnDnDT//0T/OzP/uz/PZv/3b53lVAwDYh6xZ4K33Xt+1Map/v8cdq/dKurCzwd2Obl/359tglBuxx37ZvjL7JvfzggvvfyvWhLKsYdOxiNuvj9HZhX7vsP0AItLoGQsdPEf2+ZxbWg0sX9eLzvH98WkYy7Xb23OA5nOz8QOrVyRso20IVCgjTpFJEeJ9q5pflEf6rfA//Vb6H/3CtmsNTJjtIsIMETcSoPPXklrx57aXCMziYxkXxl+I295qTfO7Hj3F9dw0IQUwPE3nX+3xWskkV4l1yYUlx4xa1ud4o5NgoWnUt4ceeJPLYk2h1jciRIZy+bq+Z5ipQSnmrve1eDcNC1tJGWzvGrr3I4aE1N75cFNsCQyd8/BR6/fpkmmbHHsKn34W579CyFtmrQUtWTE+I12Z5rayC1zB1m6GlKmGlAZ/rIHQDsU1trmcQkQh6ReWiwY+yba/HzzYP8uaiVVShRWOYew888NYIAStnVcLD5TzcASKRCJ/5zGf4zGc+s+g+7e3tfP3rX1/NSwcEPJScS9/GVrMyAQ2Nx+cEPzsidTyW3MtrUzeL2742co7vrzpJTN/YG0lOWnxxeDa7IrNZkBJhGPz3O1/mt5s/hh5PoqwCcnICOT7GjcnLKJn1amuEYLf0gh9l2+Rf/Lb/BQyT+I/9JFpJnYK+YyfO/TsUXnnRnyFSig+82c83n/Im7MIwGbLTXLz2XU4e/1Bx0tZvjXEv24/K54pj+CV5mINUzZ7KdbDOv+Ebit7QhN7cVpbPrdxEMGhXSe6K2YLOl0QfAIWwwVc/uJfBMyn+qXYcsUBX8Y+oHbxEn68PEECDeudkfpTroHI5QoeOo8W8fix6QxPu8CDO/bs43ffQm9tWbJ8uJ8bQEinM3fsWDZiFpmHuO4icGMcd6MdoKk9WUTk2SEn48CMYjc3LH7AMM59HuZmZELsjw7CWiaGU23JCqaUqEKbpLQAt8PdYirJtz3wlHNn2Ju5adS1ub/eCzynHRphhr5/RQ4RWUYXRsRujtf1BDyVgFQQWPwEBD5C5krfjiXYSC5gZPKjsz9dGzjHpequ2ynHAKoBjo3JZbo3f5+tvfIHcC98k9+Jz5M9+l5Gb5xlWWdD1Ym3NLrzApnDuLCrtd2MJn36XL/ABTzZiduwm/uP/CGOXPxBM3r7P4bHpny3hBUDPjV/Gvne7uM+rE9c9vb3rNQNNEfLVzADY167Mk96FHn1iS2Z9Zpj7HubySKRt0YlWIzFOqfmyqK3a4HQjkKMj6LV1GM2zAYjQdYyGJkLHTqJVVCEnxpY4wyzKdVDpNMYKGuFqkagnJQuFkJMT63oPxdfP50HXV9189EGg19ZDYY0yXaW2ZUZES6YQ8fjKMl62jTBDD0VGREtVoIRAqQVqOW0HLRbf0r+xa0GvqSV84tGHonHrO4kg+AkIeEBMuTkupu/7tp1ZpInpTPanlI2u/ZlwMnxt9FzxsbIK3sqkaUIohAiF+OvUEKOag4hG0ZtbuNeY8IKe6dXzMDotxHEH+rAv+/sY6Q1NmIeOLPr6wgwRftd7vdcrDkLxA2+WFJBrgjfjGUZuXMAd8lwjX+k/70mYpo87pep8kjHlLJD1aWrFaNoYV65ycWBO3U8pIXROUrvo8wDPKP/KZBSDundIzY9ybJRlYe7aN8+CFrwAxdy1F5VOr0ieJocG0esbMds6VvT6ek0tRsdu1FR5etWoQgE0fdmswlZAJFMozbPVXg3KsRGGiYhuv++oMAz0mnpkdvm+I8q2ELFYWeWGDwotkUREIguaPahCHpEI+jIGbA2C4Ccg4AHx2uRNJLMTAlMYPJrcs+j+PzYn+5Nx8xua/fnS8KtFFzov62PxM9Kficlrkj9P9nmWrkJwXYz7nu9QSYTrev0+SkUduk7kvU8jlml+qEWihA4f921rud1Hw9jszVXqGi8ZQ1hvX6Kv5wZ3M33eRGJ6hfG08q+O21cvzVuRDZ0qf++kcrN3iczPCVXjM5VYiF2kigGQhuBH1c53TH8fOTKMXt+IvoREzGhuQ6uuQY4tnf3xzAsE5t4DqyrE16trQYg1F/+Xoqz8tjEB0JIpRDiKWqXpg7IsCIcRi9gGb3X06hrEIs5npSjLQktsjZ5i60XE4tNOd/5rLSfGEdEYxhaVFQe883hn3PkCArYgcyVvJxM7iWqLr+S2L5D9eXb0PHIhicE6GbDG+fvxi8XHyirwZK6S7zN38R7ln0C+Lgb5r+IS/0J7mW+ITt9zu6nAeuPsPDlR+JHHV1zIHDp60pf90YAfPec/33crM9jDA7xy93ugXE92ByQwOVBa62PbWBfO+Y7VW3aUpW5io0lg0qoSCz73uFpZwftPqN38rnyS/yDP8GG1Y/kDHgKUZYHrYu7au6Q0RYTDXvYnl100QFFKIYenLW3rFzaRWAy9shoRS6BWkA1YFqWK3/GtjojG0JKpVZseKKvgycG2qTuYlqqAUGRZIw0h5YbUWz0IhKZ59uYlpgfKtpFTk5h7D6zJij0gYCMIgp+AgAfAmJPmatZfGPqu1IFlj/vRWn+GYtLNcj3Xu8jea+cvh17GnQ6qlONgWA4/anrj+7jaTQL/qvMbYpAR5ksdjtwew7rkz05ptfWYR0+ueCwiHCF0+IRv2547w9SMzU6mBkSOm41RXpN9YMyO7ZSqQy+RvNlvX5y3Khl+ZOtnfWZYqO4ngsHxZSRvMwgENUSofQByN2XbC9cCbDDuyBB6U/OKghWjqQW9pha5SG8eOTGGiCeWNDlYDBEOo9fVIdML96ZaKcV+Kdo2CX6EmK77WV3fGywLLZVasQHFVkMkkohYbHnp2zata1oMPVWFmJaOKqWQg/0YLW2YHbsf8MgCAmbZnr8qAQFbhIybX7Lh52Kcnbzpc96KaCFOJhaweJ5DR6SetrB/ovvq5I1Vv/5SvJ3p4uXJa8XHyirwwUwVdeFKAJKE+Em5d5GjS8Y6atP6or+2Bk0j8t4PrnpCEzp6wucSFEHnQ+f8Vtt/E+rmbswpyt3AL3lThTzWxTd9x+ht7egNq1vBf5DM7fcDXoC3leVrMpvB6elCDg3g9vWuyDW0bK89Me45ru3cu6KaChEKY+7cgyoUfM0alZK4gwNQKGDuPYiWXJtMSa+tB9dd12egCnkIRbZN5gemC+GlWlXwq2xrnhnKdkLoBnpdAyq7eMZLKQlCPFTBj0gkwQyhbAs5PgaxOKEDhwNDgIAtxda9YwYEbHFeGL/CP7353/nF65/hy8Ovrfg4Wzq8OHHFt+3R5G5C2sI3B6e3i9xLz5N//WUKVy5yulDh9dFxvMnZa1O3yiZ9G7Qn+L2erxYfK8chWnD5QdNf6/MkjRxQVXMPB6CKMB/M1/L/frYPzfFr3sNPvNerfVglIhwhdOSEb9uRuxPUjM5OLG7MqTeKY/rsrQuvvzKv8WD4EX8d1VZnoczPEyuUvC3FjCFAuVBKIacmcbu7UJkMZscuwqeeQEumkNPGFBuJUgp3aBBlFQgdOYFWt/LPSG9qRa+tR4562R9VyON2dyHiCa8Xzs61r2BrldWIyOrrX0pRhQJaNFI0FdkOaKkK732vyvVNoG3Tep8Z9MpqUHLxYNe2PfOYyMMT/GjJFCIaQ06Mo7IZQvsPoVUsfK8ICHhQbJ9fz4CALYQtHf5k4DtYykGh+POhlxZt+lnKiD3Fb93/y3n7LiR5U1Ji3b5B4c3XkGMjuAP92LeucuLmOCqT9v5ZFmNOmpu5vnW/pwIO/6nnK6TdEr22ZfED6VqS0Tl21Ah+RR3hpKqljihHVDU/qfbyf8rH+V33DD/+7XuYU34raXPfIcyDi7u7LUfoyAkocbdKKIP3nOtZdP9HVB3G9E+c0987r7mq0bEbvW7rWwWXUkXYZ1ndoZIcYn0TCyUlbl8vcnQEt6cLmZ5aX2ZCurg9nZ5ccv8BIk++n/DJxzDa2gkfPQm6jruIrKwceO+nBxEKET71BObOPauSqAnT9LI/loU7MoQ7Moy5aw+Rx5/EaGxel1WvSCS9LEhmfmPelaIKebSKqm1lGSxicbR4fMksSClKSoQQiMj2c3orRUtVeDVLi9T9KNsGw3y4Mj+GgV5Vgxwfw9zRgbFCR8SAgM0kyEMGBKyB2/kBstJ/Q/vr4bP8i9YfWvSYa9kefq/7K8W+OTNUGQmOxP3F58pxsK6/jXPzanHCNEMb0CKG6ZGTxeLpV6dusj+29gaKUkm+bFxmwMoXJ1XKcTieifD94X3z9leOTbSnm1/qGkWmp9CiMUTSRktmsYYGcLv9xgdaXQPhJ9+3voljOEzoyAmsN70sm47g+N1JXh7OMFg730L19HSQoFyXwkvP+580TMJPvGfNY3mQ/GN1kD1U4CB5t2oqBnhrRY4ModXUEjpwBHdwAKevG9nd6U1YKysR+upuE+7gAHptPeGTj82Th+n1jYSPnKDw1hvIqck1y8cWQzk2bl8vel09oaOPoFdVr+k8emMzel0DMpMuBm7lqD0RQmA0NlMY7F/7SRzHMwvJDa17PJuFVwjfgHvz6soOsC0wQ9vW6W0GkUwh4glkNoO+QICjbMsLjraBZflq0KprMJpbMfcffigsvAMePoLgJyBgDcw1KwB4Y+oW9/KDdET82QSlFM+NX+SP+p/3WVsDhDWTf9r8/Zhi9gah8nmsKxew791Gq6n1bKTncJp6enQv8FHZDK8MXOCn69+Ltox19GL82fBL3NFGiDP7Wi12mP99tBaj2dsmc1mce7dxOu/h9nZ5TUSnWcq8V0RjRJ/+6Kon0QsROnIC+/KFooNSkhDvfr2LL37EnzmLYXAYb+JrXXoTOT7qez586olt2TkePNe3j6rydBNX+Tw4DqF9BzEamzEamzF378Ud7MfpvIvb14PesmPFQaucmkToBqGDRxcNbPTWdsxCHuvSeTCMskmblOvi9vVitO4gdPTkgn83K0UYBuFjjwCUve5Eq6pGGEaxj81qKNaIbMOMiF5dg62Ul9VZJpBUloUIh7bl+yxFaBp6XSP2zassmKC1bbSqmm2VxVsJRlMrWlXNtv2NDXj4CWRvAQFr4Fp2YbnVF4fP+h4rpfifgy/w2f7n5gU+9WYFn+74SV/WR2Yz5N96HfvebfSGxkUncMVCfl0HTWM0M8z1228suO9yPD9+mW/M6ReUwOSfDTURTXnWpE5PJ5k//xyF730Ht+ueL/BZEqER+eBH0OILWzSvFhEKY05PSsEzPtjXNUVzv99B6+S05E1OjGO99brvOa2mDvPwsbKMZzvj1cUMeLbNjbNZQy2ewNy5ZzpArPCKlldyPttGToxj7juIvkSNjRACc9c+zL37kSPDZas1UtkMWrKC0PFT6wp8ZtBSFRtScK9VVCHiCVRmDZbXlpcpEGX6e9pMtKpqRCy+IqtvZRUQscRDUSSvV1UtWvejbMszCHjIEJEIemVQ5xOwddn+vywBDzWvTt7km2PnmXL9BcIagt3RRv5R/XuJ6ZvbB8JVkhuL2Eu/Pif789z4Rb4x+ua8/Y7G2/nnLc+Q0GelEMq2sC6fx+3tQm9uWTJT0kKcRmL0ky26Pr1y/yx79GqMjt0rWkm0pcMXh1/lyyN+swZdaPxzeZzadDeiNYEqFMi/8PcrD3hKCJ95b9l76IQOH8e+cqHYNySJyXte7+IvfuBgSWPTOpRS5L/3vH/cQhB5CJRHlQAAS/FJREFU91Pb1j63nMjxUbRkBebegwt+Hloiibl3P4W3XkclU0tORJVSyIE+jNZ2zJ2LN+qdQWgaoQNHUZkM7kDfks1HV4rK5dDrG9C2eLZAGAZ6QyP2rRsr7nU1g8rnEeEIYhv2hdEiUYzaepyeTlhmwq+mba4fBrRkBSIUQRXyvkyWzOcQQkPfxo52AQHblWAGELBluZcf5Pd7vsbb2S66CsO+f/cLQ3x7/BK/3/O1TbXOBbifHyK/hL31TPbnarabP+p/ft7zP1hzmn/d9qP+wEdKrKtXcLrvozc1LysREwgeK7FxRtd5I5amcOlN7BtXUXJh9zelFE5/Lze7LvFv7v0pfzPyqs9yG+AfV7+X3b1TnmuPEBRee2nh1Voh0BtbCJ08jXnwKHprO1pltReMmSahR59Yl8HBYgjTJHT80eLjBCY7+qZo75kEIEWII9Tg3LqO2+uXJ5qHj287k4ONQNk2KpvF3H9wSWmK0dqO3tCEO7y0mYccHUakKggdPLLi1XphGBjNbSjHKUv/H2UX1uQk+CDQq+tArc76Gaad3ioqtk2Pn7no9Q3T/Z6W+c2WEi3+cGRERDyBlkj6zB6U6yKHBjF27kFvan2AowsIeGcSZH4CtizPj1+eJxWby4XMPV6ZusG7Uvs3aVRwLTe/3qeU16du8Wb6Dn/Y+8154//fmz7M+ysPzzvGvnMD+/Z1tNr6FdcBnFb1/K24V3w8YjrcT2m0v30RZRcIHTjqm4gq2yZ38yp/3fciX4sPQSIxrxj1o1WP8J5sBYWJa+gtbTi93djX3/bto9XWEzp6EqN1x4IuRTMTm43UsZsHD2NdehOVSaMjqCPK973ey9damvgZtR9x/x65l7/jO0bEE4RPbZ+GphuJOzSA0dyK0bpjyf2EaRLae4D86DAyl12wPkfmsmBZhI4+smoDA622zpOApdOIdZgfKDldC1NmA4WNQqusQkRjqGx2dRI229rWtsFaZbX3vvO5Rc0Mir8f29zsYAahaWj1DbjXrgCejNgd7ENvaCS071CQhQ4IeAAEf3UBWxJXSc6usHnnnwx8h4y7yu7h6+DqnHqfJ1L7iOv+IOA/dn15nqvbD9WcXjDwcXq7sK+9jZZMrUqy00aCBvwThDfiGbTqGuzrV73gYLqvhpwYJ/3my/zbwa/y1eQwSrper5HpiYYmNN7j7uLjVU/g3L/rTTykJP/db/tf1DSJPv1Rr8P9IvasQogNL+AVukH4kceKj2MYnBhSfPpOHXveuEHuW1/zemiUEHnX+xDm1nBVUo6DOzqM03UfOTmxea8rXZz+XkQ0hrnv4IpMKLS6Boz2XciRId+KvVIKd3wUOTKMsXMvekvbqsejRWMYDU3IqclVH1uKyucQ4UjZ3eM2Ci0WR6+qXrXltVIKLbH96n1mEIkkWmUVKr3E+3YchGE8VPbPekVVMdMnx8cQoQihg8ceqv4+AQHbiSD4CdiSvJ3tmhc8/OPGD/IrzR/lx2vP+LZPOBn+fOh7mzIuqeQ8s4NHErt4pvqUb9tcKdnxeAcfr3ty3vncsRGsyxdA01ZdXC0Qs8YH07wuBhHRqFdTcOcmhfOvY9+/S/617/GNiYvcittec0TT9BqlWhbt4To+veMf8qS7E4YGcUeH0SqrsN58FTXln5iHH33XlnHwMfYeREtV+rblv/0s1vnX5++7cy9G+65NGtnCKKWQmTROXw9ysB8tEsXcfwiVzSAnxjf89WU+h9vbg15ZReSRx9CralZ0nGdQsNdnfiBzWdyeTgSC0IlHPbnbGgNevaHJmxiuoaZsBpXLocWT2ypboDc0rcrsQdk2wjQR0fWbOTwoZqy+l2ryqqwChMKI6Nau3VoNWqoCEY2iJiaQmTShA4fRa7aHRDMg4GEkkL0FbElenrzue9wRqef7qo4D3iTyVr6f8+m7xeefG7vIeysOsjda3uL6ufRaY74moAAHYq3EtTBfGz23YAaqIVTJr7R8dJ4NtcxmsC69hcxl11zwfVrV8dUS6dsQOTpJ0x5Koje14PR04vb1oMIhvldbKBoCIAS6bvCD41V8bMdH0MOV9KnbOD33EbqOHB/FuuR3gNPrGzEPlb+GZ60ITSN06nHyzz87u3GBGgpj9z4i73lqE0c2n5n+MyIWx2zfid7Ygl5bD7qOFk9gXTqPhFUXwK/w1XFHR9ALecw9+zH3HVy1KUCp+YFTyCOYdmzbs3/dwbBeU4uWTKHSU4g1vn9VyKO179xWlsFaRRUiFPaczULLm7aogmd2oMXjS1rLb3W0qmpEKOTZWS/Q30ZZFlo4/FBlfkQ8gZZM4XR1Ejp4GGPHzgc9pICAdzRB5idgy2Erl9cmb/q2ldb0CCH4hYanCImSehYU/0/fczhqY6cF1+b096kxU9SZKWJ6mI9WPzJv/4gW4l+2/rDP3AA82ZN99RLu8CB6Q5Nv0iZzWZzeLqzLF8h/99tkv/ZFct/55oLZgXaS1OGfyL4mvOJ0YZjozW1otfV01kToF/5M2ifFI/zQWCXyxlVv1d22cQcGEZWV5F98riiJA0DTCb/nKcQa+whtFMauPWiLFbkLjfAT7yXy/g+tup8KUGz46Y6PFvsKrQWlJG5/H0brDqLveYrwidMYjc2etEcIjI7dhI6dROVzuHP6Ea0XJV0oFBCaTvjU44SOnFizG5rR2u41/6yuJfz4k56ldBmygCIURm9qRaWnlt95AZRSICX6nCzgVkdLVaAlU8iplb1vlc8j4okVBUpbGS1ViUimkJlF3rdleQ5p2yiQXQ4hBHpdA0ZLW9D4MyBgCxBkfgK2HJfS98lK/2TziTmGBvWhCn687gx/Ovjd4rbOwhDfGH2LH6x5lI1ibr3Pwdhsf5TvrzrJ10ff9GV/frn5w7SG58uL7NvXse/fRa9vKha8WteuYL312qJ1AM7dW4QfeRzz6MniMTPSt6+L+8X9XhS9/LDqIITu7RcK8T1x13euOqIcoRoaUp4jWnUNqpBHSQf72hXk6LBv/9CJR1csk9pMhNAIn3rcq/Ep3R6NEXnq+zGaWhY5cmncsVEwTcwdHbjDg8jxcbDyKF1Hq6xeVWNOt78PvbqG0OHjCwYLQgjMjt0gNKxLb+GOjZTts1ZTU6AbhE8/gbFOJzRhmkROPQG6Xvb+K0ZdA87Nq2tq/Int9b7RkltDjrlShK6jt7ThXpxvhb8QysqjVW+9v8HVInQdo7EF++olWOh77tgb0l/pQWO078Jo2VG2pr4BAQFrZ2st4wYEMF/ytjfaTJ05v5D5I9WP0Bb2T+j+augVhuz1FU8vhlJqXuZnf3R2ch3Tw/yr1h+hwawkpcf4p83fz2PJvfPO4/T1YN+85jk+hUIopSicO0vhpW8vXQDtuhRef5nsl/8Sd2SouPmM8jeUnMTiJfpnXw9ZzAbN8C7ViEAgDBMtVYF964aX3VAK601/3x+tsprQcX9N01ZC37ETo2O2t4xe30jsRz6+5sBH5nOQyxI6cITwsUeIvu9pou/5AOHT78Js24kcHkLNMVNYDHdsBBGOEDp6ctksidm+k/DxR8C2kWvMgsxF5rII05xXG7VWRDi8IY0nteoaRGUVcnL1f7sql0PEotuyWaRR14AIRzzHvOVQoG/D5qYLoVfXgBAo1/Ftl5m0F1xvw2u5HFokumXqJQMC3ukEwU/AlqIgbd5I3/JtW8zG2hA6/6TxaQSz8ghL2fzF4MaYHwzaE4w6/uDkYMzfo2FfrJn/vOcf84f7fon3VByadw45OYH19kUQmtf7QSmsN85ivTW/SH8x5P+/vTuPjqO684b/vbeqV0mtfZesxau8rxhjsDE22KyGJJNAyDMM4YVJZnjOzEtO5oxPGJhwZoYzSR6GMMkMzzuTTCYhMAmQACHBiTGLMVZs2Xjfd9mWJWtfulvdXVX3/aOklluLLVstqSV9P+f4hK6u7r7V1x3fX917f7/GegTe+gVCVZVQlolJSMEslRFzzu/kWZhdSRcOoAltiN1YfZPKi/639KXag3nDQGTHp8DlNYKEgHvF6oRepiGEgHvVHfCsvQ+edevhuffzkNc5SLTrb9RBL58GvbjEfn9Nh0xNh15cCufchdCLS2HV1V61Rovl7wBCIbhmzYWWmT2oz9eLS6GXTYaKVwIE0wQc177kb6RFa/4Eri37GWAHeFp65qAy1yUa4UuFlp0DdZWMf8o07SyK4yT4kWnpEMnJUP6e+mEqFILV3ATH1Iq4FL0lIhoIgx9KKLs7TiNk9dxVFxC40TdtwPOneQuwOn1uzLGdHScQsYwBXnH9ei9582leFDgHX3NDhUMIHdwH1dYCmZVtBz5V2xDeu7PvyZoOmZUDfeoMOKZVAOi1/l0phPfujKaivluVxDxdjyCqYM/2bBO1Mc9NVqnI65UiW8/LR+rpo32Xu81dCC0nD4lOaBr04hK79tAQ9iWZdRftwq3T+6+/IXQdzplzINLTYdUPXPhThcM9A7mikgHP64+eVwho+pD2GXW3QTicYyYo0LJz7AQAoWu8bsOATMAlmYMhhICeX2QX/hygMDFgJzuA2zOmM71dTjhd0LLzojOcyjBgXqqFo3wqHNNmjKv9PkSUeBj8UEKp7LXkbVZSMdL0K/+D/4WsG2Nmf0JWBEeCF67wiuvTe8nbDG/hoP+RVoaB8PHDMC+eg8y172qGtm9FuM96fwHX8lVI/rM/R9L9X4Jn5e1wr1gD771fgEzL6PO+xvEjMKrPYCbSUaZilwb+VpxFAAY+E/Uxx5ervsGM1VgP36G9McdkWgacl9XSGe/MpkYIjxfOmXMhXANvKpfJKXBWzAGE6Lc+jdXRDrPuIhwl5XBMvfaBnEzPhMzKtvcZDYEK+CG8XkBP3Fm7y8nUdMi0DFjtg697pEzDLiI5Rur79Edm50Am+66Y8EGFOiHd7nGV/lnLzommODdra6AXFds3FsZIsE5EYxeDH0oYATOE3R2xG/OXDbDk7XKpehLK3bH7Xnq/Tzz0Dqhm9Fry1puKRGBeqkPo8H4Et7yPyNFDkJnZgKYh9MdPEDmwp9crBNy33NZVMyX2p6nl5sH7wJfgXHAD0Ou5zk8/BCIR3NNr9qdatOMn4ggi6LmjrEHgBsTWBlKmidDH70Ncnt1NCLhXrpkQAxGllF2/JtQJ18w50NL7Bpm96XkFcEybCau1JVqrxQoGYJ6vhgp1wlExG85Z865rf4yQEo7iEqhw6IqzAVdjBf3QMnMSLkPfQISU0AuLoToHX7BYBYOAxwuZNHb3Uki3B1pBAVTHwPudVGcnZHrmuJoRkWkZEB4vjHNnoWVlwzl7wZjPZEdEY8PY+FeRJoSdHScRUT3L1TQh+00Y0J/5ybF1E/bEOfhpinSgLtwSc+zyTG+Xs1pbEDq0D8Et76Oz8mMYRw5CGRFoeQUQbjdC2z5G5GDsLEt3sOGY3nefUPQUTYdr0VK4b14Vc1z5OxCqqsRCZPdZzrZd1MU8nqsykYLY2hrhPTthNTfGHHPOWwQtOzagHCm9N0EP62eFOmFdOA+lFByz50MrnDTo1zrKp8BRUgbz0kUYF89DtbVCL58Cz00r4Zo5tOrtMjvXrn3Tz8zSYCilANMaVCCXSLTMbAi3Z3AJAGAHP1pq2pC+60Sg5xQAEAMn0jDNcZcBTXqToGVmQUvPgHPOwuvep0dEdK3G/23dcSpsGQir2EGihIBXG7t3zra1Hol5PC+ptE99nIEsSC7Dmw2V0ccXw82oC7cg15k25HYZysS7TbH7crzShUm9Ms1Z7W2IVJ+BUX3KrjifnAKZnRu9+6+UhdCnHyNy5EDsBwgB98rb4Zhy9VkuANCnVUA7edROUd0lcmg/HJOn4a7cSfixPDLga5er/JjHZkM9wntiky3I9Ew4FywZVFviRYVCsNrboIIBCE2DErDTgA9TogVlmbAaGgDTgF5WDsfk6dc8uBSaDkfFHFiBAITTAUf5NMisnLjcnZduD7TCYhhHDgHXU/gzHLIzs6X4ANQMuT0jRaT4oOfmIXK+enApgUOdA9d5GkNkZiZkegastlZombHXoywTkALCOz72+1zOMWUGADXmgnQiGtsY/IwxhjLxcs0fsK3tCBRUn+dLXNn4RvH6flNDJ7J2M4j9/uqYY4NZ8tatzJ0Dn+ZFm9lzx3h3x2msy1gwpHadCzXg32o24kxn7Ob2ad4CyK7lRJa/A0b1GUSqT0P52yHTMvpk91LKQuiTDxE5dij2A4SA+9Y74Jg8cFKH3oQQcN98G/xv/tzO5mV/Ajo/+QDLHvgifiVPowV9N417oWM+egZWyjLRueX92GKmI7jcTSkLVlOTvTfF5YZMS4M+YxaENwmRE0dh1pyDzMqJe10MFQ7biQ2ycuCYOsOekesnucFgSG8S3DcsB3Q97oGanlcA49RxqFDnNVe7twJ+uyDmGEutK4SAXlwK43y1nbDB6RzwXKUsKCHGxYyI0HRohZP61PxRpgnr4gVoObmQ1xMEJzgGPUQ0Ghj8jDHvNu7Cp22H+xwXlkJKeyfOuWvwr2fewjO590UH58LpuuIG7kSwq/0UrMv2pjiEjkUpkwf9eikk5ieXYktrT3CxZwjBj6ksvNNYhTcbKmH2k9J4SYpdV8ZsbkLos+2wWpoh09KBZB+Ms6ehOoNd37sTcLpgnDkF40SvGRkh4b5tLRxlU/q8/9VIXypcC5ciVLUtesxqaYLauxtrFxXjF+JEn9csUTlwXLbSNbzvsz7Z3RzzFkPLyun9UgBdwUpDA2BZEG63vdTI6bqumQ5lWbBqL0D40uCcVgGZkQWZmhYNQrT0TISPH4Jx8jhMvx8yMytu+x2slmZoBUVwL1wal9/FcP22ZFoGtKwcmPWXoOVeW8Y9FQxCLyq97qBuNMmsHMicfFgNddBy8wc8T3V2Qrjd46Z2ip6di0hXzR/p8dqJAC5egJaTB9f8xZDu8ZPsgIhoNDH4GUNaDT/ebtzR57gzbGD9O/tQdK4ZAbeGTTeV4PdZnbg1ZN/lF95kOKfPhJY/+OxkI21ne+xgfX5yKTxy4Lu+/ZmfXBYT/Bz0VyPYXA+X49oGSOdDjfj3mt/jVGdtn+cEBNZn3oBbU2fB6gwidGA3jOozsAIdMLdvhdXSNLgPERLu1evgKB18gNebY84CRE4dh3VZwdPwnircWvYn+E2mAwHE7h+4vLaP2dyI8Gexy93CqelwzF/c72cpZcG8WAOZmgYtJRVmazOstlb77rwCRFraoL/j7rvZMisHrnmL+r2jLVwuOGfNt4OgwwdgXTgHmV8Yl9kVFeqEnl+Y8DcEhJTQi0pg1JyHskwIObhrV0oBlgUtffBp2BOJkBKOklJ01l6AMowBk0aoYBDSmzRuloN11/wxa2ugnE478MktsAMf7ochIoobBj9jyBv1lei0wn2O3/zJcRSdawKUgrdTYf0HJ7F7fhjtc+5HKlyw2loRqtoGvcyuoZBodxBDVgT7/Wdjji1OufbZkFkyGyISgWWadmppy8Tu6ncxD1lwTp8Jvbj0ioNnU1n4TeNOvNlQCUOZfZ4vdGbizwvuwFRPPpRpILDptwi89zYQCQPXElRKCc/qO6GXlF/zNV5OSAn3Lbch8PYve5auWRbUlo+wev1C/Eb2fKdZcGMa0gDYgUznls2Addk1CoGmxTejsJ/vpyfwSYdrwRJoaelQpgEVCMDyd8BsboRx7DAsy7rqEiRlGDBruwZ18xZdMWASQkAvnATpS0Noz05YjQ3QcoaWhKF7tmCsLLfRsu3lTqq9HWKQy55UqBPC7YFMScX154obXVpOPrSMLFgtTQPPRHYGIYsnjcnZrf4IIaAXFMM4X20HPnmFduAzToI7IqJEMT7+1ZgAzocasbllf8yx5b4Z+H7TbNyzuwk5hjNmAL5gzzkc+/BNAMouHpiWjsjxwwht3wqjtsa+OzwMTGXhWKAGx4MXB/0Z+/1nY5I3CAgs6JW97Uqs1haEDx+Avq0S5U0mVDAAdGUM259qAAII7a5CeHdVv3VZAPv7febM/+AX9Vv7BD4CAvdmLsHzZQ9jqsdehhPYvBH+X/8PEL7WwEeDZ83dQw58umlZOXDOiV3aZ9XX4Y69Tci9LPPbF6zJkF21kCIH9sGqj80C55g9H+F+No4rZcGsuQCZlg73QjvwAew9CjLFBz2vAM4Zs+GYNQ8q4Id1hUr1KhKBefEC9MJiuBbcMOiZIpnig6N8CpQRGTgb1iBZHW2QqekQKWNjn4hwuaAXTrq22jcBP2RyCsQYni0Qug69dDJUZ6e94b+/cywTmm9szm4NRGZlQ6alQcsvhmv+EgY+RETDgDM/Y8Srl7bEJDjQoeHzDamQv/hPQAkk6W4kQ6HjsqVO7vM1qP31z5Bz+/12CtnCYlgNlxDasQ36lGlwTpt5XXVIruQ/Lm7Cx60HAdjZ2p4svOuqGdt2tp+MeTzDW4gU7cqzU8qyYDXWw7hQDaPmgn0XOMWH+d5JOC5PRc/bjxbItArAmwyj+jTMpkY4Z8yEVlQCISWUUni3aRd+Wf9pv7M9Bc4MfK1gbTToAYDgto/h/+VP7aBH9g18hMcLLTvXHqyHQnbF+kgIwpsM17IV0AuuXB/oWjkX3gDjzClYbS09bdi1E09P+hwOpgP58KIUdgIMq60VoZ2VMa+XvjQ4Fi4F2mLTC3fvy9HSM+BasAQytf+BphDCTtggJSIH9sJSKmYpm4pE7Ho4wQD0SaVwzllwzbOPWl4BtJw8WA2XoOUVXNNrY66psxP6jKIxNVug5eZDnDwa3QtyVZ1BaCWT7WscQp2g0abnFSCSmgartbXPTJ3l7wCc7jGX0OFqpNsD17wlEElJCTdDT0Q0XjD4GQP2+8/2Kdq5LpIP92/fQyTgjwYwGXAjAAPWZUFSc0cDkt55Hd7b74ZeVGIPIP0diBw+AOX3wzlrHqQ3Ptm0jgVqooEPAOz1n8G3Tv8c3yi6D5Pc2f2+xlQWdnWcijm25CpL3qyOdkROHIFRfRbKMiHT0qFl2e8/DzpeR8/71SOIGvhR6EyGLCyG1dyEzs92QL94HlpeESpdzXi1eUufzxAQuDtzEb6YdRMcsudnEtq7Cx3//bK96f+ywFH60qCXlkMvKYfMyR3RwpJCd8C9cg0Cv7Fn+gAAlgnt449x431/Eh3oK8tE5ycfRGfFurluuS3mWpSyoFpbYbW3QcvKsZfeXGXJlRACjrIpEEIgvH8PTGVBaLpdp0YIyIws6BWzoRcWX1chQ6HpcJRPRai+7qpZwAaiwiEIhwNyjCx56ybT0qEXFsM4fRIovPJvVSkLStmvGeuEywW9pAzhvbug0tKj+xXN5iagMwh9WsX4zICWOfZTdxMRJTIGPwnOUhZ+Xhc7OPdZDqw92A7jzImYO9iOrFz4l94C9cEmeIP2DJABCy1mAOL938F75/3QcvMhk5IhnE4Y505DBf1wzp4PLQ61Mn7btKvPsUuRVjxz9n/w9fy1WOrrm875WLAGHWYw5tii5P6TACjLgnmhGuFjh2G1NkPLyu1T3LAISUiHC82XpXreKxpRqJIhhICWkQkVDsGsvwTjwjl8nF0DyxOAcDjtdMVSIt+Zjq8XrMVUT+wMQ/j4EbT93xe7BtE9g299ynQ7PfQwBTzKNADDuGK6Yy03H8458xHevzt6zGq4hPC+XXDNXwKzqRGdH2+KSY4AAI6KOdDzC2EqBSgFs7nRXjaVkgrn3IXQC4sHvfSmOwCClAgf3AelAL18GvS8Ajtb2xCTFWjZudDy8mHUXoSe33+B2Sux2tshfWmQvrQhtWOkCSGgl5TDuHAelr/jipvfVTBoZ0AbB+mfAUAvKEbk5HE7iE5JgVVXCziccM5fAn1SacImcCEiosTF4CfBfdJ6GGdDlw1YlcL6tixg50exJ3bVflmSlYV/eSCA2Zt3Ib+uHQDQijCSDAfE738Dz92fg5aZBeFwQisohllXg86qSrhmzYNWWHzdg4nacDOq2vumVwbshAYvXngX6ztvwBezb4qm4AbQ5zUlrmzkOPsO3Kz2NoSPHET42CEgFAJ0eyCt5RfFDKoFBOarLHwoLkSP7UMj7kJJzzlOF7ScPISViaPiBBCJQIXDgMOJ1Xk34JHCNXDK2J+GUX0abT/4jl2TxuGIHtfLp8K9Ir6Bj1IKKtQJ5e+wB7NSAg4HEK6HzMwesJq9c9GNdua51ubosfBnO6BCIUQO7otNcABAJKfAdcNNAOzZNBUKQfjccM5bDL2g6Lrr6zhKyiGTfRAeT1z3LAhNg6NsKsy62uuqfaM6A9AmTxu2wqnDSUvPhF5cisiJI1cOfgIBSF/quMmAJr1J0ItLEDm8H6KtFSI9E67Z86BlDy3xBRERTVwMfhJYyIrgl/WfxhwrMN24sfIkzLaWmI32zjkLoku/vuSdh2/fE8QdH53A9JONUFBoRgi5YYngxrfhvfcL9gBJSuj5RTAbGxD6bAcc/g44ps64rv0Q7zXt7rfo6uXebtyBJqMDX89fCyEElFJ99vtcnuVNKYXwvl0IfrQJxpmTsFpb7HS/l+2zES4X9NIp0KdMs4tVCom5KjMm+DkmWhBUBjy9/rofE62ISADSASgFEQnjcw2pcPTaUmJcqEbrv/6zvZlf06Lfu146Ge5bb4/r/hGzpQmqox3C5YFMTYU2ZYadZEDTYJw+CePCOShlQcvKjpl9AuxN4vbytzdisr9FLpsNipKaHbQ5nFBKwWpthkzOhHvZLXDEYRnkcC3dkVk50PKLYFyovqa9UyoSsQtJjuElRY6SMhgXqmG1t0GmDFDEuDMIbcr0cTUj4igshnn+HESKD67Z8wa+diIiokFg8DMCLGXhaLAGHulEiSu734GJsix0bnkfnX/8BFpGFpIeeBAbxVk0GR0955gWHjohYR49GBP4iBQfnAtviD4uQjLukGX43SoFR8RCeXUzgjAQgQVHMIDAe2/ZAVDX3WEtMwtWRzvCh/ZBmQac02dd093xdjOIj1oOxhy7I30+QlYkZg8QAHzSeggzvUW4NW02qkMNqI/EZrFa3FXYNHL2FPyv/wyRY4ftWRkp+03OoEIhRI4eROToQQhvEhxTpqNi3jzoHgmjK9GvCYWDaMJixKbM3S8aex4IgTItA67TZxDx+OCYPhNCCBi1NWj9wXdhNdv1e7q/F624FO5VayGkBhXpSj8uNbud11P00zBg1l2E8CbBNX8JtKwciOSUmMBKdt39D588BrOuBsLp7JMGWMvJg3PuQoT39l2CGH2ftAy4V66J3j1XAT+EOwnC5b6uvTQjSUgJR9lkmHU1g08AAHtmS6Skjum9MDI1DXpJGSKHD9h/N3r9PVOWBSXFuNsHY6dYXwzpS0v42kxERJT4GPwMM0tZ+D/n38FnXZv6853pWJ02FyvSZkYzmlnBADpe+U+ED+wFoGBevIDQmRPYcXsukNc1uFPA0osmJm3c0nNXv4v75lUQuiPm2L2qBO/L8/jNmin4wu+OoLC2He2IIAMuqPY2BN97G5677o8OHmVyip2t6+ghwDLhnDFn0Jng3m/eh7DqyTInIXFf5hJk6Mkoc+fip3UfIaXVj6wGP9JbAqhu/gFqzAL4L1Xjz6w2NGQn41J2MsJ5uShM8qNt878jVPUpVGennVjA4RhUOmkV8CO87zOI40dw27IC/GFyz+t2iXosVrGBwgHEFiSdK7Mh0zMQOXYI0uuFcHvR9sPvwmpqsIstds20aIXF8Ky5EwBg1NbYCaS7M2uZpj3/pZSdbjg17arBkNXRDqu5CVpBMZwVs6PppHsTQkDLyYU7MxPmxRqEDu6F2dIELS12A79z4Q0wzp7up+CqgHPuAjgXLYXQevrWam2BPqkMIji0NNIjRWZm2wkAzp4CBrs0L+C3r1Eb2/+X55hUBuPcWai21pi6P0pZsOrrIJNTxs1+n8txmRsREcXL2B4JjAFV7SejgQ8AXAw345VLH+N/6rfiBlcJVh3tQN4fPobV2tIT1AiB5s5m3PPGWfx+TQWOzshFVm0zvvDmMQhT2QPtLvqUGdALJ/X5XDd03Kzy8L5+Hr9eOx1fevcwZGMAaXBCQsBqbkTg7dfhXXdf9G649CZ1BUCHAcOEc9a8mP0t/YlYBn7fvCfm2DLfNGQ6UmC1tmDF3jpMqTyPpuqj0ecVFC7hImBZSFcm0ps6MPUo4EM1WnAAUJZdz0XT+p2JEE4XhDepn8F91/sHA1j5wSEkH3fj/ZtL0Zbixk5Rj/+lDHi7/so3oRPnRUfM62arTMikZJjhEILbtyKyuwpmS7Od4EDXAQFoeYXw3H43VCjUVXQzD45pFZBuT1diAtMuAOrvQPjkMaia85DZuf1eh4qEYTU2AJoG56x5cEye2mcpW3+EpkMvmgRlRBDaXQXlTY55f6F1LX97903AtPf5SF8q3CvW9EkTrSJhCAB6fhFwKjajYKISQkAvnQzjYg2sjvar1gtSpgFICS2z/4yDY4lMToGjdDLCB3ZD+HwQQkKFwzDrLkJmZME1a+5179UiIiKaCBj8DCOlFN5q3N7vc4YycWHvVjRvOgJHSEM6nNGgxoSFNisELaxw13v7kXe+ETcebYYrBHvjexctJw/um1YO+Pm3q2K8L84j5NLxxl0z8NA7B5HRaiAF9nuojjYEfvM63GvujmbPkm4PRE4uIqeOAaYJ55z5V0xN/GnbEbQa/uhjaVq496xA2zsvIHL8CJSykAogonnQZgTsAE8phNG1+f6yWRGvKaAsewnZ5bM9ItkH59wF0DKy7JkUtwdCCFjtbTBOHUfk5DFYTQ0x7UqGA+XnWvHo6/uwbVERds7JRyVqsRr2PpHesz5eOFDeVQtHuNzo/OgNqM6g3V4h7cFzTh7ct98Fq7ERgIJjxmw4p0wfcCmOlp2D8LHDMM5XQ3i9kGkZgGnYhVb9AUDXIdMz4Zw+E1pO3oDf8UD04lJYjfWInD3dJ1mFlp0L712fQ+T4YcjUNDhmzO43kLVaW+wkCplZYyb4AewEAI7JUxE+sBfC47nijI7q6IBIToFMH7tL3i6nF5fCOHcGVksLhK7Dam2Bo6QcjorZV0yGQERERAx+htVe/xmc6bzU73Pzd5/Dqo/s2ZBWaUGDhlQ4ASHQosJdqQPsweyifReQbbgh9J67+1puPjzr7rviTEEevJirMrFPNCLgceD1u2bgkXePY3p7zzkqFELwvbfhXrnGLlQJe/Cv5eQjcuYkoOtwzlnQUysmHIZ5sQZaTi7gdMakt85s7MCD759FUusRhLsPmiZUJIz0sEJQKESE1RXUxC4FkxBway6Iy7YaCZcLzvlL4Jg5p9/BrUzxwTlvEZzzFsFsakR45zYY1Wfs7wcCHuhQRgQrtlej4kQj9t8CrM6yg5+Y/T4AZqt0aBBQykLnx5uASLgrO5qwa8OkZcAxfzGs+kvQMrPgmD7LLj55hSVtMjUdroU3QMvJQ+ToIZjnzkI4HBC+NOilk6Fl5UCmpV/3UiyhaXBMnwWzuQlWU0OfmQ0tNw9a7sBBlVIWVDAIfda8MVX0s5ujfCrMxgaYl+qumPra6miHY9qMQc2qjQXS64VeNgXhz3YAXi+ccxbAUT5lzC/pIyIiGgn813KYKKXwq4bYWZ8cRyqmevJx7sgOrPr4eNesgj14bkInjIx0uFavw9aD72Heodro61KEC05Hz+yCll8Izx33DGowt0YVYV/XQL8txY0frZ+Ov9tYj5T6lp5ZF8tE54e/h9XeBue8RRBC2Jvps3NhnD4BLT0D+qQye5mWvwOdVVthpqTiQI6Oc6IWUmqYv+8Cbtl2CoXSB0gXYNjpo5URASwTQkhku1NQlQ00pbrQnOZBc6obnk4D2Y0BzGlUEI0G0LXczVExB64FS/qkM1ZGBCoQgAr47QKnyT6I5GRoGZlw334PjDMnEarcAhXwIwUOBGDvY8lu9OO2t3fgYoWFnMUrcdDdHPO+s1UmACByYB/MC+cA2MvHlGlCeLxw3XIbHAXF0PLyoWXmDJhuujeh6XCUlEPLyIJZXweZ4oNMzxz0fqqrkckpcE6fhdCuP0J1dg66XQCg2tshU3x24du4tGZkCYcTzumz0NnaDKuttd+9Lso0ASGgZeb08w5jl6NwElRbK7SCIui5+aPdHCIiojGDwc8wORw4j+PBmphjD2TdiJXuyaj/ZDNaTQ3NsmfIebQ8E5tWFiNHP4dzy0vQ7HPh1u3VEApIw2WBT0ExPHfc3SfBwUDmIBO58KIOAcCy4HcI/OrWMjz6wXm74OVlMxfhnZWwLtXCtWK1vfzN7QY8HoQOH4DwpSFy5hQ81SehUlMQaG/BpqaTKNYN3LC/DiU17XAKDR6poIx2O+gxLUDXoU8qh14+FUnFJdBkDf7gPgOllD33IwQwPRuz1Twkq0yogF1w9PI9LFbAD9XeZqcr1nUIr9fe5+R0wqytgXmxBpASMsUHvbQcemExQlWV8BzeDx09Wd+gFDoP7UXj2TPIX56OE6UZl31PGTCbGhDaua3rXDsDm0zPgO9r34BeXAI5hBTQMsU3bCl6tcJi6I31iJw8Zi9/G+QsjmprhT59FqTHC8swhqVtw03LzIJjygw70YXXG/O7UKYJ81KtHeClZ45iK+NPuN1wLVgy2s0gIiIacxj8DJNf99rrk+Xw4ebUGfC/8RrEpTqkGhqEU0MTOrFjfgE+WVIMCIFz6AAgsGtuPtpSXPjKB+egmXaAohWVwHP7Xde0vEWYFlYFUvGaswVCSgiHE5/lCTx4333wbnof5vnqmBVoRvVpmL96De6Vt0MvLIZITUdk/260/vETGOfOINu0EHboaEInbu9Z3AYoBV9Eg1IBe5lYRhbcN9wM54Il0NIyIJKTIdwe3BMK4ciFd/BZ4AxgmVARA46IiRmXgkBGOLpnQSllF/lsaQFcLuh5hZDZOZApqZA+X3TWS02bCbOxHmZdDYxLdbDOV0PLLYB7+a1wTJkObetvYDT3FIn1IwLpb8P6P9Tj4LRsbF5eihzdh3RTR+DDP0QTBCjTAHQdvq8+Cef0isF3/CgQUsIxbSbMliZYDfX2ksSrUKFOwOmEnl9w1XMTnaN0MswG++9Ad+0fq6MdVksTtOw8OGfMYopkIiIiAsDgZ1gcD9bggL865th9mUtgHTuCzq0fQoVCgJRIhY6W3HRsXVIMQNj7Y0zTjkUcDtSU5SL7gVuhHz8BkZwCx/QKu8jnICjLhNXcDBUM4Jb0ArzlbUZIFxCaBgXgk2KJ9StvR2jXH2Ecja3FowJ+BN97G47pFTDrL8FqrLeXsAkBSA1BGGi7PPAB4IKOZKVDuFzw3H4PvPf9CWR/mdo8Hnyt9D783ZlXcSnSCuEE1rqmI9mZCaP2AtAUATxee5N6UjL0adOhF5ZAS8/o815AV5HTgiLoBUVwBPyIHD6AyJmT0HLzoeXmI+uBh/HL/b/CjZ+dh2ZasKCibZ91rB5Fte1oufVmhE5Vwmru2gekFGBZ8KxcA+ec+YP6vkeb9HrhnDEboV1/hNXSfNV6NlZLM7ScXDsJwxgnHA44Z8xEZ0sTzOZGe/mfrsNZMReO8qkMfIiIiCiKwc8weKthR8zjND0JK53l6HjtObsgpmnambc0HdMXrsGy9hp86umamXG77dmHSAT36FOQlJYNLBl8il5lWbBamqH8HZAZWXDOnIOkgiKsaHTj/ea90fM+DB7HA3O/AJcRgZaajvD+z6CCgcvfya75000ICClhKQstCMV8plBAlqFDy8pBylf/Es6Zc67YRp/uwT+UfRnbWo8iRfdgacpUSAjoTQ0wzp2B2dgAx+x50AuKr2mpmPQmRYOV7gAo05mEwPw5+K/JGbj9k9MoudAKhZ46SaltnZj2m0pEVE9QqQwDWm4+kr70yKA/OxHoeQVQs+cjvHcXrA59wBTQyjKhIhHohSVjMtFBf7T0TDimVSBycC+0zGw4Z8zqUwCWiIiIiMFPnJ0K1sXU9QGAezIWI/zOG3ZdmnAomtLaMXU6pDcZ/0/mrQi4DmOfVQcIAWVaSLciWHVRAwa5l1kZEVhtrVABP2RqOpwLb4BeUBy96702fX5M8NNuBvFHWYeb5yyAioThzs5BeO9OmOerYUGhAZ0IwYQLGlIsCbfugHA40aQ60JjkgGZZ0EwFzVLI1VKQMmcZkh56FNogU+2maB6szZgfc0zLzIaWmW0XFL3OhADC6eoTAN3qLMRLvka8cdcMzDzegNWfnoEzYi9vExDwqJ4AQFkWIDWk/OkTkG7PdbVhNOmTyqDCYYQP7AE0rU/NF6UUrKYmyNS0QS2PG0scpeWQHi+0rOwrpmcnIiKiiYvBTxzt85/FSxd+G3MsWfNgZY1C545PgUgEyrD3kojUdDhvWA73nIWQqWn4f605+LeajahqPwGvw43/XXwnnC2nYDbWD1icUVkWVEc7VEcbAAGZngFtagX0wuI+A/ciVyZmJ02KWY73dmMVbil/BK5Z8xDasxOum26FefYUzlVtht+ys6QZsOCXCsF0F9qXL8KPM5rgcDsgHDogNcxOKsGGsj+BNsjleIMx1ExoPQGQQuTMKczNzYXP7USbCOPQtGycz0/B3R+cREFdO9zQIGI2PRnwrL4Tjplzh9SG0SKEgGPyNKhwGJGjByGyc6MBsOXvgNXcCJGUAseU6eMuQBCaHt3zQ0RERNQfBj9xoJTCu0278NqlT2KWVDnCBr56yI/Qrv8AlIIKh+z9JACS7vk8XIuXRYMUt3TiqaL70Bhph0/zwCF1GPAh9NmOmDS+SimoYACqrdXORpbsgz5lOvScAsjMzCsmQ7grY1FM8FMbbsa2tiO4ubgCjlAIkaMHcSkvFf93/TTctu0Mchv8qMlOwq7ZuThTMQmWZiHid8CZlAQhBDzSia9NuiuugU+82AHQAgBA5Owp3JyXhd857ex7bSlu/M+9M7F0zwXcu6sR3V2mTBNaQTG8937hivV7Ep2QEs7pM4FIGJGTxyAzMqFamwGHE44pFXCUTR62zHNEREREiYzBzxCFrAj+v4ubsK3tSM9BpTDjaB3WbjuHyRGvHbB0BqEiEUAKeNeth/vmVf3OcGQ6evZp6AXFsIJBhPfvtt82FIIKBSE8Xmj5hdDziyCzsge9PGt+UinK3Xk41dlTQ+hXDdtxk28GnFNnQEtNwzsn30StcuC1eysghIAViUB6vRC6jAZu3f40dxWyHIk7iBZOF5xzFwJuN1ac3o/fZZmAbgdqSgr8cWER7s+/BXLrH2E1NUKm+JD0Jw9Du0qygLFA6DqcM+dARcIwa2ugF5dCL5sCLSNrtJtGRERENGoY/AzBpXArXjj/Ds6GelIpuzojuO+3BzD9YhA5jlQIw+gJfDQNzrkL4f3cQ4PeaO4omwLVGYBx5jRkahr0ornQsnIG3Mx+JUIIfD7rRnz3/FvRY92zP7ekzsR5n4YqXydEyAOEOmEphWTpQqCfYqoLkydjZerMa27DSBMOJ5wz56EoORUV5+pwSLXatWAEkAE38nLLoO7Kh1lfC5meCWfFlZM1jCXC6YJr7iJY5VPtwqrjJLkBERER0fVi8HOdDgfO4/+cfwd+szPm+PI/nsHcOgNpug/K74dl2sUjRVISPLfegaQHBh/4AF1LmGbMhqOoBCIldcgD2AXJZShz5+J0Z130WPfszy/rtwFSQHo8ULoOT2cE30u7Dw1FWdjcsg/bWo8CAAqcGXgif82YWRomhICjpAx36atw+MJvoCJhCE3DUr8HZss5O112bgEcU2eMySQHVyJcLmiuwWcLJCIiIhrPGPxcpzQ9CarXMjCvdGG1Px0+PQLl7wCUspcfzV2E5C/+L2g5edf1WUKzEyTEgxACX8ha1mf252d1H+GzjpM95zkcuC/3FqRnzUKGpmGatwBfyVqBzTs/wZ0lq+DS+84GJbobChfhyyKIrTVVKAno+FzKArgmF0JLS4dI8XFmhIiIiGicY/BznfKd6fjfhXfhO+fegoJCoTMT3yi+D27jBZjdJ0mBpC/+KTyr70yoWZL+Zn9+37wn5pwUzYM7sxfHFFX1SCeyVTI0MXaDhPUFN+O+3GWAYbD4JREREdEEM3ZHsQlgfnIZvpi9HItTpuC50geR70yHCvh7TpASelFJQgU+QM/enyu5L3MJPHLsze4MhtA0Bj5EREREExBnfoZofeYSKChIIbvSUAd7sqIJAen1XvkNRsnC5HKUunNwpvNSn+fS9CTckT5/5BtFRERERDSMrnnmZ8uWLbj33ntRUFAAIQTeeuutmOeVUnjmmWeQn58Pj8eDNWvW4Pjx4zHnNDU14eGHH4bP50NaWhoee+wxdHR0DOlCRosQArJ7GVgkDGVEAMvqelJCeBIz+One+9OfB7KWwikZFxMRERHR+HLNwY/f78e8efPwwx/+sN/nv/Od7+Cll17Cyy+/jO3btyMpKQlr165FZ2dPVrSHH34YBw8exKZNm/Duu+9iy5YteOKJJ67/KhKEFQjY/9E18yOkhPAmjWKLrqx79udyWQ4fVqXOHqUWERERERENn2u+vX/nnXfizjvv7Pc5pRRefPFFPP3001i/fj0A4Kc//Slyc3Px1ltv4cEHH8Thw4exceNGVFVVYfHixQCAf/3Xf8Vdd92F733veygoKBjC5YwuFewKfqIzPyJhZ34Ae/bnyzm34PnqX0HBDtgezlkBB2d9iIiIiGgciuso9/Tp06itrcWaNWuix1JTU7F06VJUVlbiwQcfRGVlJdLS0qKBDwCsWbMGUkps374dDzzwQJ/3DYVCCIVC0cdtbW0AAMMwYBhGPC9hSIz2NkApKMuCAiDcHpiW1RMMJaAKVyH+tvB+7PWfRYW3CPO9pQN+p6ZpQikF0zT7fZ7GLvbt+MR+HZ/Yr+MT+3X8Yt8Ov2uJB+Ia/NTW1gIAcnNzY47n5uZGn6utrUVOTuxSK13XkZGRET2nt+effx7f/va3+xzfuXMnkpISZ1mZu/oUMv1+O9hRCmbEwNHt20e7WYNSDgdCqMN21A14jmVZaG9vx44dOyBZE2dcYd+OT+zX8Yn9Oj6xX8cv9u3w8/v9Vz+py5hY37RhwwY89dRT0cdtbW0oLi7G4sWL4fP5RrFlscLSQiApqWvvj4KjsBAlS5eOdrPixjRNVFVVYcmSJdA07eovoDGDfTs+sV/HJ/br+MR+Hb/Yt8Ove1XYYMQ1+MnLywMA1NXVIT8/P3q8rq4O8+fPj55z6VJsemXDMNDU1BR9fW8ulwuufuqy6LoOXU+c+C0S6rT3+XTtn5FJyQnVvngQQkDTtHF3XcS+Ha/Yr+MT+3V8Yr+OX+zb4XUt32tc597KysqQl5eHzZs3R4+1tbVh+/btWLbMTqu8bNkytLS0YNeuXdFzPvjgA1iWhaVjfJYkmvCgi0zgZAdERERERBPNNYefHR0dOHHiRPTx6dOnsWfPHmRkZGDSpEn467/+a/zDP/wDpk6dirKyMvzd3/0dCgoKcP/99wMAKioqsG7dOjz++ON4+eWXEYlE8OSTT+LBBx8c05neAEAFY9cbJnKaayIiIiKiieaag5+dO3di1apV0cfde3EeeeQR/OQnP8Hf/M3fwO/344knnkBLSwtuvvlmbNy4EW63O/qan//853jyySexevVqSCnx+c9/Hi+99FIcLmd0Rev8dBEeBj9ERERERInimoOfW2+9FaqriGd/hBB47rnn8Nxzzw14TkZGBl599dVr/eiEpwK9Z348o9QSIiIiIiLqjfn24qjvnh/O/BARERERJQoGP3Fk9Z75YcIDIiIiIqKEweAnjtTle36kZMIDIiIiIqIEwuAnTpRS9rK37v1QQkJ6OfNDRERERJQoGPzESyQMZRqAZdmPheDMDxERERFRAmHwEyfRNNddMz+Cy96IiIiIiBIKg584iWZ66575kRLCzVTXRERERESJgsFPnCh/h/2/yg5+hMcLIfn1EhERERElCo7O46Rn5qdr2VtS8ii2hoiIiIiIemPwEydWd/DTNfMjud+HiIiIiCihMPiJE9U74QHTXBMRERERJRQGP3Gigv6Yx9LD4IeIiIiIKJEw+IkTKxAb/DDNNRERERFRYmHwEycqGIx5LDwMfoiIiIiIEgmDnzhRfWZ+WOOHiIiIiCiRMPiJk2iq6y7Sy1TXRERERESJhMFPnFj+XjM/THhARERERJRQGPzESczMj5RMdU1ERERElGAY/MSBUspOdd1V4wdCMtU1EREREVGCYfATD+EwlGkClmU/FoKpromIiIiIEgyDnziwupe8dc38CCkZ/BARERERJRgGP3EQTXPdPfMjJYSbqa6JiIiIiBIJg5846A5+lLKDH+HxQkh+tUREREREiYQj9DiIZnqzupa9JbHGDxERERFRomHwEwc9e37smR/J/T5ERERERAmHwU8cRPf8dCc8YPBDRERERJRwGPzEQTT46SJZ4JSIiIiIKOEw+ImD6LK3LsLDmR8iIiIiokTD4CcOVKB38MOZHyIiIiKiRMPgJw56L3sTXPZGRERERJRwGPzEgeq17I3Z3oiIiIiIEg+DnziwYpa9CS57IyIiIiJKQAx+4iBm5kcKLnsjIiIiIkpADH6GSCkFFfRHa/xASEjO/BARERERJRwGP0MVCkGZJmBZAAAhBYucEhERERElIAY/QxSt8dMV/EBIBj9ERERERAmIwc8QqWBXmuvuZW9SQrg9o9cgIiIiIiLqF4OfIeoucKpU17I3bxKE5NdKRERERJRoOEofop5lb/bMD5e8ERERERElJgY/Q6QC3cve7JkfmcTgh4iIiIgoETH4GaJojZ+uPT/Cw+CHiIiIiCgRMfgZoujMTxfJAqdERERERAmJwc8QWV0JD7px5oeIiIiIKDEx+Bmi3jM/wsOZHyIiIiKiRMTgZ4iie366CC57IyIiIiJKSAx+hsjqs+eHy96IiIiIiBIRg58hip35EazzQ0RERESUoBj8DFFM8CMFl70RERERESUoBj9DoJSyEx501fiBkJBMeEBERERElJAY/AxFKARlWYBlAQCE5LI3IiIiIqJExeBnCKzuJW9dwQ+EZKprIiIiIqIExeBnCFSgo+s/upa9SQnh9oxeg4iIiIiIaEAMfoZABYP2/6quZW/eJAjJr5SIiIiIKBFxpD4E0Ro/lj3zw/0+RERERESJi8HPEETTXHfN/MgkBj9ERERERImKwc8QqO6Zn649P8LD4IeIiIiIKFGNavDzwx/+EKWlpXC73Vi6dCl27Ngxms25ZioQiHksueyNiIiIiChhjVrw84tf/AJPPfUUnn32WXz22WeYN28e1q5di0uXLo1Wk65ZNNV1F+FlmmsiIiIiokQ1asHPCy+8gMcffxyPPvooZs6ciZdffhlerxc//vGPR6tJ1yy67K0La/wQERERESUufTQ+NBwOY9euXdiwYUP0mJQSa9asQWVlZZ/zQ6EQQqFQ9HFbWxsAwDAMGIYx/A0egBnoAJRCV5UfKJd7VNsz3EzThFIKpmmOdlMozti34xP7dXxiv45P7Nfxi307/K5l/D0qwU9DQwNM00Rubm7M8dzcXBw5cqTP+c8//zy+/e1v9zm+c+dOJI1ihrWcs2fh8PuBrr/MNecvwL99+6i1Z7hZloX29nbs2LEDkvWMxhX27fjEfh2f2K/jE/t1/GLfDj+/33/1k7qMSvBzrTZs2ICnnnoq+ritrQ3FxcVYvHgxfD7fqLWr7cPfwgomQUUigKYhZ958OOctGrX2DDfTNFFVVYUlS5ZA07TRbg7FEft2fGK/jk/s1/GJ/Tp+sW+HX/eqsMEYleAnKysLmqahrq4u5nhdXR3y8vL6nO9yueByufoc13Uduj568VvKw1+F1dEOFfBDBQNwTiqFNortGQlCCGiaNqrfOw0P9u34xH4dn9iv4xP7dfxi3w6va/leR6UHnE4nFi1ahM2bN+P+++8HYE8Jbt68GU8++eRoNOm6OMqmjHYTiIiIiIhokEYt/HzqqafwyCOPYPHixbjhhhvw4osvwu/349FHHx2tJhERERER0Tg2asHPl770JdTX1+OZZ55BbW0t5s+fj40bN/ZJgkBERERERBQPo7rw8MknnxxTy9yIiIiIiGjsYr49IiIiIiKaEBj8EBERERHRhMDgh4iIiIiIJgQGP0RERERENCEw+CEiIiIiogmBwQ8REREREU0IDH6IiIiIiGhCYPBDREREREQTAoMfIiIiIiKaEBj8EBERERHRhMDgh4iIiIiIJgQGP0RERERENCEw+CEiIiIioglBH+0GXA+lFACgra1tlFsysRiGAb/fj7a2Nuj6mPyrQwNg345P7Nfxif06PrFfxy/27fDrjgm6Y4QrGZM90N7eDgAoLi4e5ZYQEREREVEiaG9vR2pq6hXPEWowIVKCsSwLNTU1SElJgRBitJszYbS1taG4uBjnzp2Dz+cb7eZQHLFvxyf26/jEfh2f2K/jF/t2+Cml0N7ejoKCAkh55V09Y3LmR0qJoqKi0W7GhOXz+fjjHafYt+MT+3V8Yr+OT+zX8Yt9O7yuNuPTjQkPiIiIiIhoQmDwQ0REREREEwKDHxo0l8uFZ599Fi6Xa7SbQnHGvh2f2K/jE/t1fGK/jl/s28QyJhMeEBERERERXSvO/BARERER0YTA4IeIiIiIiCYEBj9ERERERDQhMPghIiIiIqIJgcHPBLNlyxbce++9KCgogBACb731VszzdXV1+LM/+zMUFBTA6/Vi3bp1OH78eMw5t956K4QQMX++9rWvxZxTXV2Nu+++G16vFzk5OfjmN78JwzCG+/ImtJHo27179+Khhx5CcXExPB4PKioq8P3vf38kLm/CGqnfbLfGxkYUFRVBCIGWlpZhuioayX79yU9+grlz58LtdiMnJwd/+Zd/OZyXNqGNVL9WVVVh9erVSEtLQ3p6OtauXYu9e/cO9+VNaPHoWwCorKzEbbfdhqSkJPh8PqxYsQLBYDD6fFNTEx5++GH4fD6kpaXhscceQ0dHx3Bf3oTC4GeC8fv9mDdvHn74wx/2eU4phfvvvx+nTp3C22+/jd27d6OkpARr1qyB3++POffxxx/HxYsXo3++853vRJ8zTRN33303wuEwtm3bhv/+7//GT37yEzzzzDPDfn0T2Uj07a5du5CTk4NXXnkFBw8exLe+9S1s2LABP/jBD4b9+iaqkejXyz322GOYO3fusFwL9Ripfn3hhRfwrW99C3/7t3+LgwcP4v3338fatWuH9domspHo146ODqxbtw6TJk3C9u3bsXXrVqSkpGDt2rWIRCLDfo0TVTz6trKyEuvWrcMdd9yBHTt2oKqqCk8++SSk7BmOP/zwwzh48CA2bdqEd999F1u2bMETTzwxItc4YSiasACoX//619HHR48eVQDUgQMHosdM01TZ2dnqP/7jP6LHVq5cqf7qr/5qwPf93e9+p6SUqra2Nnrs3//935XP51OhUCiu10D9G66+7c9f/MVfqFWrVg21yTQIw92v//Zv/6ZWrlypNm/erACo5ubmOLaeBjJc/drU1KQ8Ho96//33h6PZdBXD1a9VVVUKgKquro4e27dvnwKgjh8/HtdroP5db98uXbpUPf300wO+76FDhxQAVVVVFT323nvvKSGEunDhQnwvYgLjzA9FhUIhAIDb7Y4ek1LC5XJh69atMef+/Oc/R1ZWFmbPno0NGzYgEAhEn6usrMScOXOQm5sbPbZ27Vq0tbXh4MGDw3wV1J949W1/WltbkZGREf9G01XFs18PHTqE5557Dj/96U9j7kLSyItXv27atAmWZeHChQuoqKhAUVERvvjFL+LcuXMjcyEUI179On36dGRmZuJHP/oRwuEwgsEgfvSjH6GiogKlpaUjci0UazB9e+nSJWzfvh05OTm46aabkJubi5UrV8b0fWVlJdLS0rB48eLosTVr1kBKie3bt4/Q1Yx//BeOombMmIFJkyZhw4YNaG5uRjgcxj//8z/j/PnzuHjxYvS8L3/5y3jllVfw4YcfYsOGDfjZz36Gr3zlK9Hna2trYwIfANHHtbW1I3MxFCNefdvbtm3b8Itf/IJT8qMkXv0aCoXw0EMP4bvf/S4mTZo0GpdCl4lXv546dQqWZeGf/umf8OKLL+KNN95AU1MTbr/9doTD4dG4tAktXv2akpKCjz76CK+88go8Hg+Sk5OxceNGvPfee9B1fTQubcIbTN+eOnUKAPD3f//3ePzxx7Fx40YsXLgQq1evju4Nqq2tRU5OTsx767qOjIwMjp/iiL8SinI4HPjVr36Fxx57DBkZGdA0DWvWrMGdd94JpVT0vMsHunPmzEF+fj5Wr16NkydPYvLkyaPRdLqK4ejbAwcOYP369Xj22Wdxxx13jNi1UI949euGDRtQUVFxxUCXRk68+tWyLEQiEbz00kvR3+hrr72GvLw8fPjhh9z7M8Li1a/BYBCPPfYYli9fjtdeew2maeJ73/se7r77blRVVcHj8YzG5U1og+lby7IAAH/+53+ORx99FACwYMECbN68GT/+8Y/x/PPPj1r7JxrO/FCMRYsWYc+ePWhpacHFixexceNGNDY2ory8fMDXLF26FABw4sQJAEBeXh7q6upizul+nJeXN0wtp6uJR992O3ToEFavXo0nnngCTz/99LC2m64sHv36wQcf4PXXX4eu69B1HatXrwYAZGVl4dlnnx3+i6A+4tGv+fn5AICZM2dGz8nOzkZWVhaqq6uHsfU0kHj066uvvoozZ87gv/7rv7BkyRLceOONePXVV3H69Gm8/fbbI3Id1NfV+ra/3yMAVFRURH+PeXl5uHTpUszzhmGgqamJ46c4YvBD/UpNTUV2djaOHz+OnTt3Yv369QOeu2fPHgA9P+xly5Zh//79MT/gTZs2wefz9fnR08gbSt8CwMGDB7Fq1So88sgj+Md//Mfhbi4N0lD69c0338TevXuxZ88e7NmzB//5n/8JAPjkk0+YFnmUDaVfly9fDgA4evRo9JympiY0NDSgpKRk+BpNVzWUfg0EApBSQggRPaf7cffsAo2egfq2tLQUBQUFMb9HADh27Fj097hs2TK0tLRg165d0ec/+OADWJYVDYIpDkYz2wKNvPb2drV79261e/duBUC98MILavfu3ers2bNKKaV++ctfqg8//FCdPHlSvfXWW6qkpER97nOfi77+xIkT6rnnnlM7d+5Up0+fVm+//bYqLy9XK1asiJ5jGIaaPXu2uuOOO9SePXvUxo0bVXZ2ttqwYcOIX+9EMhJ9u3//fpWdna2+8pWvqIsXL0b/XLp0acSvd6IYiX7t7cMPP2S2t2E2Uv26fv16NWvWLPXpp5+q/fv3q3vuuUfNnDlThcPhEb3eiWIk+vXw4cPK5XKpr3/96+rQoUPqwIED6itf+YpKTU1VNTU1I37NE8VQ+1Yppf7lX/5F+Xw+9frrr6vjx4+rp59+WrndbnXixInoOevWrVMLFixQ27dvV1u3blVTp05VDz300Ihe63jH4GeC6R7U9P7zyCOPKKWU+v73v6+KioqUw+FQkyZNUk8//XRMeurq6mq1YsUKlZGRoVwul5oyZYr65je/qVpbW2M+58yZM+rOO+9UHo9HZWVlqW984xsqEomM5KVOOCPRt88++2y/n1FSUjLCVztxjNRvtr/PZPAzfEaqX1tbW9VXv/pVlZaWpjIyMtQDDzwQkyKZ4muk+vUPf/iDWr58uUpNTVXp6enqtttuU5WVlSN5qRPOUPu22/PPP6+KioqU1+tVy5YtU5988knM842Njeqhhx5SycnJyufzqUcffVS1t7ePxCVOGEKpy3bZERERERERjVPc80NERERERBMCgx8iIiIiIpoQGPwQEREREdGEwOCHiIiIiIgmBAY/REREREQ0ITD4ISIiIiKiCYHBDxERERERTQgMfoiIiIiIaEJg8ENERERERBMCgx8iIiIiIpoQGPwQEREREdGEwOCHiIiIiIgmhP8fI9Rmy0UlwvQAAAAASUVORK5CYII=\n" 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\n" - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -172,7 +157,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.0" } }, "nbformat": 4, diff --git a/docs/releases/unreleased.md b/docs/releases/0.15.0.md similarity index 99% rename from docs/releases/unreleased.md rename to docs/releases/0.15.0.md index 0fe3c998d4..e4a9902677 100644 --- a/docs/releases/unreleased.md +++ b/docs/releases/0.15.0.md @@ -1,4 +1,4 @@ -# Unreleased +# 0.15.0 - 2022-01-29 ## active diff --git a/river/__version__.py b/river/__version__.py index 390e199baa..355086f4f5 100644 --- a/river/__version__.py +++ b/river/__version__.py @@ -1,3 +1,3 @@ -VERSION = (0, 14, 0) +VERSION = (0, 15, 0) __version__ = ".".join(map(str, VERSION)) # noqa: F401