diff --git a/Time Series Analysis/Birth_rate_Forecasting/README.md b/Time Series Analysis/Birth_rate_Forecasting/README.md new file mode 100644 index 00000000..ebeceb0a --- /dev/null +++ b/Time Series Analysis/Birth_rate_Forecasting/README.md @@ -0,0 +1,85 @@ +# Time Series Forecasting: Daily Female Births + +## Project Overview + +This project focuses on time series forecasting using various models to predict daily female births. The dataset used is "daily-total-female-births.csv", which contains information about daily female births in 1959. + +## Models Implemented + +1. Prophet +2. ARIMA (AutoRegressive Integrated Moving Average) +3. LSTM (Long Short-Term Memory) + +## Requirements + +To run this project, you'll need the following Python libraries: + +- pandas +- numpy +- prophet +- statsmodels +- matplotlib +- seaborn +- tensorflow +- scikit-learn + +You can install these libraries using pip: + +``` +pip install pandas numpy prophet statsmodels matplotlib seaborn tensorflow scikit-learn +``` + +## File Structure + +- `daily-total-female-births.csv`: Input dataset +- `main.py`: Main script containing all the code +- `models/`: Directory containing saved models + - `prophet_model.pkl`: Saved Prophet model + - `arima_model.pkl`: Saved ARIMA model + - `lstm_model.h5`: Saved LSTM model + - `scaler.pkl`: Saved MinMaxScaler for LSTM + +## Usage + +1. Ensure you have all the required libraries installed. +2. Place the `daily-total-female-births.csv` file in the same directory as the script. +3. Run the main script: + +``` +python main.py +``` + +## Model Comparison + +The script will train and evaluate three different models: + +1. **Prophet**: A procedure for forecasting time series data based on an additive model. +2. **ARIMA**: A statistical model for analyzing and forecasting time series data. +3. **LSTM**: A type of recurrent neural network capable of learning long-term dependencies. + +The script will output performance metrics (MAE, MSE, RMSE) for each model and generate visualizations comparing the forecasts. + +## Visualizations + +The script generates several plots: + +1. Original data plot +2. Prophet forecast and components +3. ARIMA forecast +4. LSTM predictions +5. Comparison plot of all three models + +## Saved Models + +After training, the models are saved in the `models/` directory for future use. + +## Results + +The script will print a summary of the performance metrics for each model, allowing for easy comparison. + +## Future Improvements + +- Implement hyperparameter tuning for each model +- Explore ensemble methods combining multiple models +- Add more advanced deep learning models (e.g., Transformer-based models) +- Incorporate external factors that might influence birth rates diff --git a/Time Series Analysis/Birth_rate_Forecasting/daily-total-births.csv b/Time Series Analysis/Birth_rate_Forecasting/daily-total-births.csv new file mode 100644 index 00000000..834d4330 --- /dev/null +++ b/Time Series Analysis/Birth_rate_Forecasting/daily-total-births.csv @@ -0,0 +1,366 @@ +"date","births" +"1959-01-01",35 +"1959-01-02",32 +"1959-01-03",30 +"1959-01-04",31 +"1959-01-05",44 +"1959-01-06",29 +"1959-01-07",45 +"1959-01-08",43 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b/Time Series Analysis/Birth_rate_Forecasting/models/prophet_model.pkl differ diff --git a/Time Series Analysis/Birth_rate_Forecasting/models/scaler.pkl b/Time Series Analysis/Birth_rate_Forecasting/models/scaler.pkl new file mode 100644 index 00000000..33bd315d Binary files /dev/null and b/Time Series Analysis/Birth_rate_Forecasting/models/scaler.pkl differ diff --git a/Time Series Analysis/Birth_rate_Forecasting/models_training.ipynb b/Time Series Analysis/Birth_rate_Forecasting/models_training.ipynb new file mode 100644 index 00000000..bad4d6ef --- /dev/null +++ b/Time Series Analysis/Birth_rate_Forecasting/models_training.ipynb @@ -0,0 +1,642 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from prophet import Prophet\n", + "from prophet.plot import add_changepoints_to_plot\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import tensorflow as tf\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", + "import warnings\n", + "from math import sqrt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Disable warnings for clean output\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YhmEYhiFwkMQwDMMwDMMwbcJ1112HGTNmyP9/61vfwv777z/pn5uEv/3tb7AsCwMDAzUdUzVwkMQwDMMwDMMwDeTUU0+FZVmwLAvZbBbbbbcdjj76aPziF7+A4ziJtvXRj34Ur7zySk3Ht3DhQjm+dDqN+fPn44wzzsDWrVsTf+4RRxyBL3/5yzUdXz3gIIlhGIZhGIZhGsx73/terF27FsuWLcPtt9+OI488Eueccw6OP/54FIvF2Nvp7u7GtttuW/PxXXrppVi7di1WrFiBG264AQ888ADOPvvs2J+bz+drPqZ6wkESwzAMwzAM05a4rouxfLEhf5I2s+3s7MTcuXOx/fbb48ADD8R//Md/4JZbbsHtt9+O6667Tr7uiiuuwD777IPe3l7suOOO+PznP4+RkRH5+6i0twceeADZbBbr1q1Tfv7lL38Zhx12WOT4pk2bJsd35JFH4lOf+hSeeuqp0M8VaX7/+7//i0WLFqGrqwunnnoq/v73v+NHP/qRVKaWLVsm3/Pkk0/i4IMPRk9PD97+9rdjyZIl8nfPPvssjjzySEybNg3Tp0/HQQcdhCeeeCJyzNXAfZIYhmEYhmGYtmS8YGPPi+5syGe/eOkx6Omobqr9rne9C/vttx9uuukmfPrTnwbg2VtfddVVWLRoEZYuXYrPf/7zOP/88/GTn/yk7Pbe+c53Yuedd8b111+Pr33tawC83lI33HADLr/88tjjWr16NW677Ta89a1vjXzda6+9hj/96U+46aabkE6nsWDBArzyyivYe++9cemllwIA5syZIwOlb3zjG/jBD36AOXPm4KyzzsLpp5+Ohx56CADwsY99DAcccAB++tOfIp1O45lnnkE2m4095qSwksQwDMMwDMMwTcoee+yhqC1f/vKXceSRR2LhwoV417vehe985zu48cYbY2/vjDPOwLXXXiv/f9ttt2FiYgInnXRS5Pv+/d//HX19feju7sYOO+wAy7JwxRVXRL4nn8/jV7/6FQ444ADsu+++6O/vR0dHB3p6ejB37lzMnTsX6XRavv7//b//h8MPPxx77rknvv71r+Phhx/GxMQEAGDFihU46qijsMcee2C33XbDRz7yEey3336x9zsprCQxDMMwDMPUmbWD45goOFi0TW+jhzKl6M6m8eKlxzTss2uB67pKc9x77rkHl112GV5++WUMDQ2hWCxiYmICY2Nj6OnpKbu9U089Fd/85jfx6KOP4m1vexuuu+46nHTSSejtjT43v/a1r+HUU0+F67pYuXIl/uM//gPHHXccHnjgASXQoSxYsABz5syJva/77ruv/Pe8efMAABs2bMBOO+2E8847D5/+9Kdx/fXX46ijjsJHPvIR7LLLLrG3nRRWkhiGYRiGYerMiT95GMdd9SDG8vEL8JnqsSwLPR2ZhvyhgU01vPTSS1i0aBEAYNmyZTj++OOx77774k9/+hOefPJJXH311QDiGyNsu+22+Nd//Vdce+21WL9+PW6//XacfvrpZd+3zTbbYNddd8Vuu+2Gd73rXbjyyivx8MMP4/777w99T7nAS4emz4njJ9z9vvWtb2Hx4sU47rjjcN9992HPPffEn//850TbTwIrSQzDMAzDMHXEdV2sGfRShobGi1XXqTBTh/vuuw/PP/88zj33XACesYHjOPjBD36AVMrTOpKk2gk+/elP45RTTsEOO+yAXXbZBYceemjibQj1aHx8PNH7Ojo6YNt24s8DgN133x277747zj33XJxyyim49tpr8cEPfrCibZWDr1KGYRiGYZg6Yju+y1kxYc8bZuqQy+Wwbt062LaN9evX44477sBll12G448/Hp/85CcBALvuuisKhQJ+/OMf41//9V/x0EMP4Wc/+1nizzrmmGMwffp0fOc735EGCuUYHh7GunXrZLrd+eefjzlz5uDtb397os9euHAh/vnPf2LZsmXo6+vDrFmzyr5nfHwcX/va1/DhD38YixYtwqpVq/D444/jxBNPTPTZSeB0O4ZhGIZhmDpiEytojpGYMO644w7MmzcPCxcuxHvf+17cf//9uOqqq3DLLbdI1Wa//fbDFVdcge9///vYe++9ccMNN+Cyyy5L/FmpVAqnnnoqbNuWAVg5LrroIsybNw/z58/H8ccfj97eXtx1112YPXt2os/+6le/inQ6jT333BNz5szBihUryr4nnU5j8+bN+OQnP4ndd98dJ510Eo499lhccskliT47CZab1MS9xRgaGkJ/fz8GBwcxffr0Rg+HYRiGYZgpxnjexpsvugMAcP9Xj2DzhjoyMTGBN954Q/blYcI544wzsHHjRtx6662NHkrNiToP4sYGnG7HMAzDMAxTR2iKnc1SEtNgBgcH8fzzz+M3v/lNWwZItYKDJIZhGIZhmDpC4yKbYySmwZxwwgl47LHHcNZZZ+Hoo49u9HCaFg6SGIZhGIZh6gitSaImDgzTCP72t781eggtARs3MAzDMAzD1BEaGDntXQrOMG0DB0kMwzAMwzB1RLUA5yBpMmhzXzKmDLX4/jlIYhiGYRiGqSOcbjd5CKvsfD7f4JEwjWRsbAwAkM1mK94G1yQxDMMwDMPUEYfT7SaNTCaDnp4ebNy4EdlsFqkU6wFTCdd1MTY2hg0bNmDGjBkyaK4EDpIYhmEYhmHqCFWPWEmqL5ZlYd68eXjjjTewfPnyRg+HaRAzZszA3Llzq9oGB0kMwzAMwzB1pMhB0qTS0dGB3XbbjVPupijZbLYqBUnAQRLDMAzDMEwdcbgmadJJpVLo6upq9DCYFoYTNRmGYRiGYeqIkm7HNUkM0xJwkMQwDMMwDFNHlCDJ5iCJYVoBDpIYhmEYhmHqCCtJDNN6cJDEMAzDMAxTR2hg5HBNEsO0BBwkMQzDMAzD1BGHlSSGaTk4SGIYhmEYhqkjbAHOMK0HB0kMwzAMwzB1xOEgiWFajoYGSQsXLoRlWYE/X/jCFwAAExMT+MIXvoDZs2ejr68PJ554ItavX9/IITMMwzAMwyTC5j5JDNNyNDRIevzxx7F27Vr55+677wYAfOQjHwEAnHvuubjtttvwhz/8AX//+9+xZs0afOhDH2rkkBmGYRiGYRJBAyOHa5IYpiXINPLD58yZo/z/e9/7HnbZZRccfvjhGBwcxDXXXIPf/OY3eNe73gUAuPbaa/HmN78Zjz76KN72trc1YsgMwzAMwzCJoEFSkZUkhmkJmqYmKZ/P49e//jVOP/10WJaFJ598EoVCAUcddZR8zR577IGddtoJjzzySOh2crkchoaGlD8MwzAMwzCNQlGSOEhimJagaYKkm2++GQMDAzj11FMBAOvWrUNHRwdmzJihvG677bbDunXrQrdz2WWXob+/X/7Zcccd6zhqhmEYhmGYaByuSWKYlqNpgqRrrrkGxx57LObPn1/Vdi644AIMDg7KPytXrqzRCBmGYRiGYZJT5HQ7hmk5GlqTJFi+fDnuuece3HTTTfJnc+fORT6fx8DAgKImrV+/HnPnzg3dVmdnJzo7O+s5XIZhGIZhmNiwcQPDtB5NoSRde+212HbbbXHcccfJnx100EHIZrO499575c+WLFmCFStW4JBDDmnEMBmGYRiGYRKjpts1cCAMw8Sm4UqS4zi49tpr8alPfQqZjD+c/v5+nHHGGTjvvPMwa9YsTJ8+HV/60pdwyCGHsLMdwzAMwzAtAw2MWElimNag4UHSPffcgxUrVuD0008P/O6HP/whUqkUTjzxRORyORxzzDH4yU9+0oBRMgzDMAzDVIbt+FFS0eYgiWFagYYHSe95z3vghqyqdHV14eqrr8bVV189yaNiGIZhGIapDVRJsllJYpiWoClqkhiGYRiGYdoVGhhxnySGaQ04SGIYhmEYhqkjNDBiJYlhWgMOkhiGYRiGYeoI7Y3EzWQZpjXgIIlhGIZhGKaOOBwkMUzLwUESwzAMwzBMHbFdDpIYptXgIIlhGIZhGKaO2KwkMUzLwUESwzAMwzBMHbHZuIFhWg4OkhiGYRiGYeoIDZLYApxhWgMOkhiGYRiGaWlyRRtPr9jatAGIwzVJDNNycJDEMAzDMExLc+U9r+KDP3kYf3l+baOHYoQtwBmm9eAgiWEYhmGYlmbtwDgAYN3geINHYoabyTJM68FBEsMwDMMwLY2IQZpVpGF3O4ZpPThIYhiGYRimpRE1P06TqjTcJ4lhWg8OkhiGYRiGaWlEDNKsxg2sJDFM68FBEsMwDMMwLY2vJDV4ICEoFuBNqnYxDKPCQRLDMAzDMC1Ns6fbsQU4w7QeHCQxDMMwDNPSNLtxQ9H2B1Zs1kEyDKPAQRLDMAzDMC2NW1Jq3CZVkqhxQ7OqXQzDqHCQxDAMwzBMS+MrSc0ZgDhs3MAwLQcHSQzDMAzDtDRNb9xAxuU4jRsHwzDx4SCJYRiGYZiWptmVJJtERkWOkhimJeAgiWEYhmGYlsavSWrwQEJQ+iQ16RgZhlHhIIlhGIZhmJZGKEjNWu9jE/GoWRveMgyjwkESwzAMwzAtjchga9Z0OzoutgBnmNaAgySGYRiGYVoap8nT7WhgxEoSw7QGHCQxDMMwDNPSuE1u3KBYgDfpGBmGUeEgiWEYhmGYlsa3AG/OAMRmJYlhWg4OkhiGYRiGaWmavk+SwzVJDNNqcJDEMAzDMExLI8IOt1mVJDKuZnXgYxhGhYMkhmEYhmFaGtlMtkn7tCrpdk0ayDEMo8JBEsMwDMMwLY3b5DVJDitJDNNycJDEMAzDMExL0+w1SUWbgySGaTU4SGIYhmEYpqVppWaybAHOMK0BB0kMwzAMw7Q0rWQBzkoSw7QGHCQxDMMwDNPS+M1kGzuOMNjdjmFaDw6SGIZhGIZpaVhJYhim1nCQxDAMwzBMSyOCo6btk8QW4AzTcnCQxDAMwzBMS+M2eZ8kh5Ukhmk5OEhiGIZhGKalafZ0u6KiJDWv4sUwjA8HSQzDMAzDtDROkxs36MEbq0kM0/xwkMQwDMMwTEvTSjVJAPdKYphWgIMkhmEYhmFaGhFzNGvwoQdJzVo7xTCMDwdJDMMwDDNFuHPxOlx48wso2O01S/drkho8kBD0IKnIURLDND0cJDEMwzDMFOHKe17F9Y8ux9MrBho9lJrS9Ol2LitJDNNqcJDEMAzDMFOEXMH2/i7aDR5JbfGNG5ozSNKDomZNC2QYxoeDJIZhGIaZIojJebu5qwkFqVkVGj0o4nQ7hml+OEhiGIZhmCmCCI6aVXGplGZWklzXZeMGhmlBOEhiGIZhmCmCmKy3mW8DqUlq8EAMmEQ7TrdjmOaHgySGYRiGmSL4QVJ7TdKdJlbITMfaabPjzzDtCAdJDMMwDDNF8K2y22uS7jZxuh0NkizL+7vIQRLDND0cJDEMwzDMFKFtlSRhSNGEu0VT6zrS3rSr3Y4/w7QjHCQxDMMwzBSh2MRpadUgYo5m7JNEA6KOjDftarfjzzDtCAdJDMMwDDNFcNpcSWrG4IPWH7GSxDCtAwdJDMMwDDNFEKlf7VYTI2uSmtC1jx7rTNorSuIgiWGaHw6SGIZhGGaKIPsktdkkvamVpNKY0ikLmRQrSQzTKnCQxDAMwzBTBGnc0ITBRDU0c58kcczTloVSjNR2x59h2hEOkhiGYRhmCuC6rjQ4aD8lSfzdfPslgqRUyguU6M8YhmleOEhiGIZhmCkAnZe30ySdOto1c5CUSaWQTnGQxDCtAgdJDMMwDDMFKBJXg2bsJ1QpNN5owhhJptalLMggqd2UPIZpRzhIYhiGYZgpAHV+a6dJOlWPmrHWRxzrdMpCSqTbNeE4GYZR4SCJYRiGYaYAdpMHE5VCd6UZ0+2KMkhKSQvwdrNgZ5h2hIMkhmEYhpkC2CTHrp1qYmhg1Ix9kqS7HTFuaCclj2HaFQ6SGIZhGGYKYCvBRPtM0l2lJqn59kv2SbIspNi4gWFaBg6SGIZhGGYKQCfm7ZTupShJTbhbvgW45StJTRjMMQyjwkESwzAMw0wBnCa3yq6UZt8v3wLcku527RSkMky7wkESwzAMw0wB6MS8ndK9HNf872ZBUZI43Y5hWgYOkhiGYRhmCkDrkNrL3c41/rtZsElNkuyT1ITjZBhGhYMkhmEYhpkCUPWinYwbVCWp+fZLOO7RPknFdurmyzBtCgdJDMMwDDMFUNPtGjiQGqM0k23C4K9YipLSKQsZVpIYpmXgIIlhGIZhpgDNbnBQKY6SbtfAgYQgLcBT1AK8kSNiGCYOHCQxDMMwzBTAblPjBrfJ0+1EQJSyfAvwdqoJY5h2hYMkhmEYhpkC2G1q3ND8fZK8KCmTspBOl4IklpIYpunhIIlhGIZhpgBs3NAYpJKUokpSAwfEMEwsGh4krV69Gh//+Mcxe/ZsdHd3Y5999sETTzwhf++6Li666CLMmzcP3d3dOOqoo/Dqq682cMQMwzAM03pQ9aidmpnSgK8JYySzBXgbHX+GaVcaGiRt3boVhx56KLLZLG6//Xa8+OKL+MEPfoCZM2fK11x++eW46qqr8LOf/Qz//Oc/0dvbi2OOOQYTExMNHDnDMAzDtBZOmypJzV6TJI41tQBvp3RHhmlXMo388O9///vYcccdce2118qfLVq0SP7bdV1ceeWV+OY3v4kTTjgBAPCrX/0K2223HW6++WacfPLJkz5mhmEYhmlFpkZNUvPtV5EESRnpbtd842QYRqWhStKtt96Kgw8+GB/5yEew7bbb4oADDsD//M//yN+/8cYbWLduHY466ij5s/7+frz1rW/FI488YtxmLpfD0NCQ8odhGIZhpjrt6m7X7MYNipLEQRLDtAwNDZKWLl2Kn/70p9htt91w55134nOf+xzOPvts/PKXvwQArFu3DgCw3XbbKe/bbrvt5O90LrvsMvT398s/O+64Y313gmEYhmFaALvJFZdK0eONZkslFMc9ZVlIl2ZdHCQxTPPT0CDJcRwceOCB+O53v4sDDjgAZ555Jj7zmc/gZz/7WcXbvOCCCzA4OCj/rFy5soYjZhiGYZjWpF2VJFcL+JotABTHOpOykEmllJ8xDNO8NDRImjdvHvbcc0/lZ29+85uxYsUKAMDcuXMBAOvXr1des379evk7nc7OTkyfPl35wzAMwzBTHTVIauBAakxASWqy+MNm4waGaUkaGiQdeuihWLJkifKzV155BQsWLADgmTjMnTsX9957r/z90NAQ/vnPf+KQQw6Z1LEyDMMwTCuj9Elqo0m6vi/Ntm/iuKdSfrpds6UEMgwTpKHudueeey7e/va347vf/S5OOukkPPbYY/j5z3+On//85wAAy7Lw5S9/Gd/5znew2267YdGiRbjwwgsxf/58fOADH2jk0BmGYRimpaDBQzule+lBUZPFSHJ8aQts3MAwLURDg6S3vOUt+POf/4wLLrgAl156KRYtWoQrr7wSH/vYx+Rrzj//fIyOjuLMM8/EwMAA3vGOd+COO+5AV1dXA0fOMAzDMK0FTbFrp0m6HhQ1m5LkW4CnpAV4OzXzZZh2paFBEgAcf/zxOP7440N/b1kWLr30Ulx66aWTOCqGYRiGaS+Kjh8ltVOQ1CrpdukUkC7VJDXbGBmGCdLQmiSGYRiGqQcrNo/ha394Fq+uH270UJoGJd2ujSbpzWrc8Nfn1uLiW15AoSThNWufpFzRxjf+/DzufWl9+Rc3CQ++uhEX3PQcRnPFRg+FaWM4SGIYhmHajpueXoU/PLkKv32M20AIaLpdOxkHBGuSmmPffnD3EvzykeV4asUAgFKfpCZUkp5YthU3/HMFfnTvq40eSmx+cv/r+O1jK/HQa5saPRSmjeEgiWEYhmk7JgpeRJAr2g0eSfNg03S7JpqkV0uwT1KDBqKRK52DW0ZzALw+Sel0qSbJbpJBApgoeNeIGG8rMFG6rieKrTNmpvXgIIlhGIZpO8RKfTOlNTWa9lWS1P83y3cuzsGBsQKAkgV4E/ZJEsermcZUDnH+0sCfYWoNB0kMwzBM2yEnfk0yYW4G7HatSXKaM91OnHuDpSApbVlIl2qSmilIFcFcM42pHMIdsJkUOab94CCJYRiGaTs4SApCJ8F2Gy3AN6txgwg+hkvmAum0HyQ1kwW4OBeaaUzl4OubmQw4SGIYhmHaDjF5aqWJX72hx6KVVINyBGuSmmPf9Am8oiQ1yRgBX1VspYBDjLXQQmNmWg8OkhiGYZi2Q078mmgy2mgUJamNjou+J80SgASCpJSFlNV8FuDivGiW4xYHeX23kyTKNB0cJDEMMyUp2g6eWrEVeXZHaktkYTfXLEiUmqQmmqRXS9ACvEED0dAPcYooSc00t2/F1DVWipnJgIMkhmGmJL99bAU+9JOHcc0/3mj0UJg6UORJVADbadcgSf9/c+ybfowzKRokNU+U1Mrpdq00Zqb14CCJYZgpyeqBCQDAyq1jDR4JUw/YIjhI+wZJzdknSU9pVC3AGzEiM/JaaZLgMg6sJDGTAQdJDMNMScTEqpUaKDLx8WuSGjyQJoIGRs2ittSCZjVu0M0x0qnmtAAvtqAqI4MkvsCZOsJBEsMwUxLxcM2VOrcz7UWRlaQATrvWJDn6/5tj33RlhqbbFZvovGzFxss2X9/MJMBBEsMwUxLxcJ1gJaktcXilOUCxTZWkZky3c103YCCRUprJNmBQIbRifY8IQDndjqknHCQxDDMlEQ9ZVpLaEzHha6dgoFqctq1J0v/f+H0zHV/FArwJxihoxWulFQM7pvXgIIlhmCmJeLhyTVJ74vBKc4B2NW5oxpokUxCUUtztGj9GQSun2/H1zdQTDpIYhpmScE1Se9OKxej1hk7c2+mw6PvSBDGSMZ0uk7KQacIgSfRsctxgwNms+MYNvMjF1A8OkhiGmZKICSPXJLUnlabjXHzLCzj12seapvi/lrSrkhSsSYq3b67r4sxfPYGv/+m5mo/JpCSlLQupJgySWtHQo5mUpMv+7yWc8vNHUeCAre3gIIlhmCmJTLdjJaktqTSF6LePr8TflmzE6oHxegyroUydICne+zaN5HHXi+vxu8dX1jwoNh1f2iepGVICBcp50UTjiqKZGuD+/omVeGTpZry+caTRQ2FqDAdJDMNMSYoySOLVv3ak0pVm8b52XBVWFIMWmQzHQd+VuAEInWDXWpEwBV2ZJq1JUvpntcBp7zi+c2AzKEl2KXU7z8+StoODJIZhpiRiEjNRYCWpHZGOXQkmUa7rkiCp8ZOvWkPt0Jtpkl4telAUt66GBoq17ltkCtSa3bgBaK7+TWEo31sTLGb4TqmNHwtTWzhIYhhmSsJKUntTiZJEJ67tqCTp6lG71F3puxH3q3PqqCSF1SSlU+G/bxTFFlOS6qkAVoIYAytJ7QcHSQzDTElsoiS1iqMTEx8hmiRZsS822eSr1uhBUTNN1KuhUuMGRUGpsXJoCjbSKfh9kpro/FL6Z7XAOdFstXUOB0ltCwdJDMNMSfwGiu05IZ7q2KVZapJJVPsrSdr/2+S8r7RPkqpI1Pb7NipJqRQyqVTgsxtNPY9DPWi2xQxuTN6+cJDEMMyUhE4MuC6p/RAxTpJJVLHdgyRtAtxMDmvVUGmfpPoqSaYgCUiJdLsmmNwLlP5ZLXDaO02kJFETCU7dbj84SGKYKcpEwcb1jy7Hyi1jjR5KQ6Arpvxwaz/EREoPDKJQlaTmmcTWCn1C2egJZq2oNN2OxsFJjsXW0Tx+9cgybB3NR2zbYNxg+cYNccc4li/iV48sw9pB1ZJ+3eAEfvnwMozmirHHHUarpds102IGPV6cbtd+cJDEMFOUe15ajwtvfgE/uGtJo4fSEFhJam/E5CWZkuRPcprBNavW6LvUCqpBHPSvOO5XTgOVJJPtXz+6HBfdshi/fGRZ6GvM6XZ+n6S4Qdktz6zBRbcsxlX3vqb8/Mp7XsHFty7Gn59eHXvcccbaCmYezdT8ln4+L7a1HxwkMcwUZXC8oPw91eCHW3tTiQV4+ytJ6nneCqpBHGpRk5Rksi3umQNj4fdOc7qdryTFDd43DucAIKBaLd00qoylGmh82Aw1PuVoppoket6wktR+cJDEMFMUmY7U/M/EuqAESQV+uLUbbAEeRL/WW6FIPw56QBLXrVJVkpLXrkUdv3AL8FK6XczzcjTvpdNNaKYAawa89LtaLPA0U41PHJppvEVebGtrOEhimCmKuLe3QnpFPaAPN30CwrQ+YvJUqbtduwQQFP1ab5ddDKTbxdyvSpUkGYBHBFam7aVTlm8BHjOQG8979ya6kOM4LtYPTQCoTTCvpNu1gLqoXKcNXsxwWElqazhIYpgpSiWTyHaClaT2Rp7fCSZ9akF4+10XAeOGFpgQx0Gf2MfdL0VJSmLwUXpf1Dli7pNkIZO2Qn9vYjRXCpLIQs6mkZz87FpMzJtJmYlDM6Xb0c/P27zY1m5wkMQwUxQxQWiXiVJSbFaS2hpxXrtufLW07dPtAkpSe1z7+i0sfrqd/+8kFuC2HT/driQcAVCNG+IqlWMi3Y4s5Kwe8J3uahEkFVssSGom4wY6Fl5saz84SGKYKUolhe3tBCtJ7Y1TwWoznSjXum9OM6AviDR6glkrghbg8d5XaXqlX5NUPt1ueldW/ixlWUhJC/B4wdxoPqgkrR2ckP+udbpdK5wTynXaVEoSP0faDQ6S2giRu8wwcbCnupJEVwCbXElyHJdtyhNSSZ3FVFOS2uXaD1qAx1SSnMqCYrF9Uz2MeA6L10zvzsjfUSXJe035zxo3KElraqwktVqfpKZSknixrSzjeTu2uttscJDUJvzXfa9i30vuxFMrtjZ6KEyLIO5ZU1VJopOiZn+4ferax3DY5ffL1BumPHYFq81UTZgKNUntcu1XrCRVONmWSpJ2jlx2+0vY79K78OKaIbm9bDqFno40gFKQlLbIdsrfd/yaJBok+UpSLdSLSg0sGkUzNZNlJSmaZZtGccC378LFty5u9FAqgoOkNuGZlYMo2C4Wrx5s9FCYFkGm2zX/M7EuqH2SmluleXrFADYO55QVZCYaZQIcM+BpJtesetCuSpK+Sh131bpS5VD0mypox/Mfr25Cvujg5XVDMgBNWxZOPHAH7LfjDCyc3YtMyiLbKT9OsTCSI0pyzZWkJlJm4tBMQR33SYrmpbVDmCg4eGJZay7gZ8q/hGkFxE2OffqZuEx5dzsyMZhociWpkp4/Ux27ghSiZlqhrgcBF7g2OZ8qTbejL0ukJAnjBu0cEcFL0XHlOZdOWfj2B/aWr7HIekwctdKvSfI/a+2gHyTVpCaJ7HsrqItqLVnzBEnNvtjWCMR526pZEImVpF/+8pf461//Kv9//vnnY8aMGXj729+O5cuX13RwTHzEhcpBEhMXMZFohb4Y9aCVHm62rIGYmt9VJdDzOm5RvqIstMBkMSnBdLsGDaTGBNLtKuiTlOT7dgzX43jextaxQunzXbntFLW3AxQlKU6AM5bzJpd525EBzOpap9vRYLEFngfNqiTx/CuIqKUdbdGa+cRB0ne/+110d3cDAB555BFcffXVuPzyy7HNNtvg3HPPrfkAmXiImzbLvUxcprqSRFeBm11JclhJSkwltsZK/5U2VJL049AuDXMrVZLUmqTk7na0t9Iaou4UHVeqVOmUGiRZliUDpXKLHq7rYoyk2eWKDnJFG5tGcvJnhWL194RKnCAbSTOlxXK6XTQicGxVY7HE6XYrV67ErrvuCgC4+eabceKJJ+LMM8/EoYceiiOOOKLW42Niwul2TFLEvb0VVg7rAZ0LtIqSlGQiN5VxXbeiVCq73Y0bAgYHbbKPFe4XDQ6SfN8y/ZW8Zy1Rd2yqJGlBEuCZORQdu6ySNFFwlF3LFW0MjheU1+SmYrqd2zxBneqSyvdnHV9JKsJ1XVhW8HpoZhIrSX19fdi8eTMA4K677sLRRx8NAOjq6sL4OBcVNwpxk+OVDCYuMt2uBR6K9YCuojezkkQn/JxuF4+AQUEFfZLasSYpeFwaNJAaE1SS4r2vUnc78Vp6jlAzBZvWJBnmhJnSD8udY6NaHcdEwVGc7QCgUINnfqv1SaKLGQ0PklhJikQEjq7b3M/ZMBIrSUcffTQ+/elP44ADDsArr7yC973vfQCAxYsXY+HChbUeHxMTcc9o9hVxpnmQ6XbtspqckFapSWqm/PtWQZ84xZ1IqWk87XesKw0em52gBXgl33d1zWRpup3tuL67XYiSpL/fxFhOvS/lirYMxjrSKeRtp+YW4K2gLtJdbvQ53CrPkUZB+/uN5ovoLtnhtwqJlaSrr74ahxxyCDZu3Ig//elPmD17NgDgySefxCmnnFLzATLx4JokJinSAryNTpn/vHMJfvvYilivbZWCW8VxrU0mtfUmWMifvCZpKihJrTAhjkOlShLd/SSKhJ9uZ1aSqLudbtwAANmSklTuea0rSbmiI53tdpzVHWsbcWgmt7g4UCXJdtyGNipVlKQ2vGdUC3226kF/K5BYSZoxYwb+67/+K/DzSy65pCYDYipD3JD5ImXi4sg6l+Z/KMZh9cA4/uv+1zCtK4NT/mWnyNc6jqtMpOhqV7Oh9jDh6zsOQYOC5MpCOwak4lxKpyylbqbVqUWfpCTKoZ9uR2qSBv00OMcNd7cDgEwqppKkFbtPFGxsHPZMG3ac1YPXN47WJJhvvT5J6v+LjisDz8kfC6fbRUHVtbFC69mAV9QnaWBgAI899hg2bNgAhzy0LcvCJz7xiZoNjomPWCnNtWDOJ9MY2i3dTlrlxnhQ6fvczEpSu6eA1QM9loxv3NA8rln1QOxfNm0pdTOtTqXKYaUGACZnUEVJsl0lINURE/py55jeWyZXdDBSWo2f1dMBoPZKUiuoi/p5azsusg3K4mLjhmhoHdLoVFCSbrvtNnzsYx/DyMgIpk+frjhVcJDUOMQ9jpUkJi7inGkX4wZx7sd5yOuT5qZWkpoo/75V0K2tK1KS2vBeWpRBUgoTBadtrv1K0+2cCoNivyZJFKW7iqGC7ThS7QhztwPKP6/1SeVEwcZ4aTW+vycbaxtxaLWFGF1Rb2SKIB0LK0lBlHS7Fmwom7gm6Stf+QpOP/10jIyMYGBgAFu3bpV/tmzZUo8xMjFgdzsmKU6bKUni3I8TSOivaeYVwGayu20VTCvNcVBrktrvWItrvjPjPfrbJeiu2LiBvC5RM1kt3W5wvIBxstBiu8S4wehuV0q3K3OOBZSkgiMDp5k1VJLo8WoJJUlXiht4rdKxNPNzpFEoxg0tqCQlDpJWr16Ns88+Gz09PfUYD1Mhfp+k1jsJmcZgt1lNkpiwOG75mgQ92Ghma1K1qLp5x9lMVJ5uR/sktd+xFte8UDJaYUIcB3034u4WPS2SNZP1XivUp9UD49rviQV4VLpdmc8M1CQVbRk4zSgpSbU4T1UHzao3V3eCSlLjBq2bSLTL87RWTDkl6ZhjjsETTzxRj7EwVcDudkxSxEpnu6Tc0HO/3C4FlaTmXVygE9lWSIVpBnQlKe4kqthiaUdJEYchrgV1q1CpkuRU+H1L44bS32u13kW2HW3cINPtipUrSf3dXpDkuNXXzynBYgsEzibjhkahj4XnYCpUSdKD/lYgVk3SrbfeKv993HHH4Wtf+xpefPFF7LPPPshms8pr3//+99d2hEwsxA2Z5V4mLlJJaoGHYhzoiqrtuMYVXPp7SjMbnnCfpOTo6TdxF5pVd7vmPScqRQSLHW2ebhf3nlap9bWsSSrdc2iPJPH5UcYNmVQ8JUlPT8oVHaIkdcifF2wXmSqMC5R7TAtISc1Uk6R/h7mi3XK9gOpJqytJsYKkD3zgA4GfXXrppYGfWZYF2269SLEdkMYNVQZJi9cMYocZPbIolGlffOOGyftM13Xx3KpB7LptH3o7KzLXDCWnKEnRD81WUpJarYdJM1ALJand0u1c17e972izdDv9soifbhdu3PDC6kHsOKtHKjbK+4QK73r/XqMrSSTtymTcIILUpDVJEwUbo3lRk+SPK190qpqYK0FSC5wSgabIDRy0fg21k5I0mivitQ0j2HeHfsWkLQm5qVCT5DhOrD8cIDUOvyap8gv01fXDOO6qf+Ds3z1dq2ExTUwjjBseWboZJ1z9EC6+dXHNt60rSVEEVv+aWEmKmsgxZgKTqIoswFtgtpgAegiyUklq0GBqjF6DGNsCPGQB4uV1Qzj+x//Aeb9/xvi+oqY4rispSX2lhZ8iCZLSxj5JpWay5dzt8gYlqdTqYHpXFmLTuSrnXooFeAssxOiLRY2sSdLvE+2UzXPxrYtxwtUP4ZHXN1e8jVZXkhLXJP3qV79CLpcL/Dyfz+NXv/pVTQbFJKcW6XZrSs3w1mhFqEx7Yur1UW9E7v7awdqfY3QFr1zgpz9TJ5pYSSqykpSYSoMkOuFpNyWJTiQ7SsYBrTAhjoN+Pce2ACevo9/96q3e/Uk3ZBDowbQIZmSdkFMm3S6mu924FiSNF2yMlVbmezszsrapWidGer9shfTrQHplA89jfSztFCSVuw7ioChJLViTlDhIOu200zA4OBj4+fDwME477bSaDIpJjnjY5auY7Ik833bJU2eioQ/DyZosiXOrHqv0dFW23P7oK48Fu3ldiei+NOsYm43KlSTqbtdex5qe8rImqQUmxHGo2LghxF5ffPdhgbJiy2+7coFGpLx5SpL3e5NxQ4cMbsrVJHkr7z2l7Q6NF2QqYU9HGp3SAKJK44YWu8foi0WNvFb1sbRTul2xBnPCCXI89KC/FUgcJLmua8xNXLVqFfr7+2syKCY5tWgmK97Kq9VTA/pgnKzaBDG5qMfnJUm3E78X/WKA5q1L4j5JydHPr7jHTXW3a5/JDqCeR0KBaIUJcRyCNUmVpNsF7d/DJt+0BqbgOPL13dm03K6vJAXfnykpeeWCpLG82hNpy2he/q47m5Zpk9WqnoqS1ALnhL4I1lAlqYXqW5OSL53n1Tx31Jqk1ku3i105fcABB8CyLFiWhXe/+93IZPy32raNN954A+9973vrMkimPDapSQoLZMtuQ3PsYdobR0uxqK2Ngpl6pvglSbcTv+/pSMv0iFzBATGMahrY3S45+nGK3VxUqTVpr2NN9639+iTp33e894XVJOl9kHR0q3ipJJEgSdYkGd3t4lmwj5ZqOGb1dmD1wLgMkno60kilLKlIVatetNo9pqlqktpZSbKjr4M4TCg1Sa0XQMaeFwmHu2eeeQbHHHMM+vr65O86OjqwcOFCnHjiiTUfIBMPsZrhut5FmzW1+S63Dbf6VQOmdaCLpJP1jBHnWD2yI9R0u+jXinS/jkwKmZSFouM2bV0S3RdewIhHYBIV84RrZ3c7OvntaDslqQbpduT7LpT6F+XDlCRXDaikktQRVJKM6XaZkpJUZkI9VnIDm9mrKkk9Hd7ULZuJZwBRjlZLt2smJUn/7Gq/i2ZCnNeVzgmLtqMcn9EWNG6IHSRdfPHFsG0bCxcuxHve8x7MmzevnuNiEkJv9vmiI1cKk9CIQn6mcSgPxslKtxPWuY1Wkkqfn0ml0JVNYyRXbFqHO063S06lhd3t7G5H902ke7XLvV7sRsoq2XLH3C0nJM1M9MgKUyj08ySnKUlFx5H3uCglqZxaOVbwJpWzS0HS1jEvSOrt9D6nZkpSixk3NFNNUsC4oUmfI5Ug7oGV3id0E4uxdrUAF6TTaXz2s5/FxMRE+Rczkwo9iSt1V2ElaWrRiBSLegbihQTGDbbrT2BEXVKzuhK1WipMMxAwbog58aOT4nZaEQaguK0JW+p2OZ/EvongI356pf9vOtEWk0NToOy6qslLmJJkRyhJIkgtpwxLJamUB7y5pCSJYCwb0wCiHDQWbAXHQ/16buR5HEi3a6P7hr9YUNnxnSioQZEI+luJxHLD3nvvjaVLl9ZjLEwV0HM47qqS7bj4xDX/xCW3LZb/p3+3Ev/zwFKc8F//wOB4IfF7NwxN4PgfP4gb/rm8DiNrXhrhbicmL/WohVCUpJjGDemUha7ShEO/ocfBdV18+pdP4IKbnk/83riEOXAx4ejff9zjpioE7TPZAfxjkE5ZUt1oBdUgDmI3xH7FvZ+FKkml79404dU3XbBd+boupSZJHRMltrudrEnyrMXFPU404hYLPDVVklrgHqN/v0XHwQ/uWoKTfvZIRffxWo4lrnHDqq1jeN+PHsQfn1xVj2EpDI4XcMLVD+F/HvDm7ss2jeLYHz2IW55ZHfk+kXaa5JzIFx2c/PNH8L3bX556ShIAfOc738FXv/pV/OUvf8HatWsxNDSk/GEag6okxTsRV2wZw4OvbsLvH1+pbKMVc/H/9NQqPLtqEE8t35r4vY8t24IXVg/hz09F3zDajcak24m/66Ekxd8fsUJcrZK0YTiHe15aj989viLxe+PCSlJyAkpSzHua0lTTba/jLdO/LCtxMNHs+EpSab9i7pYpMPL+LZSk4Hmjp+CZjBuKTrk+ScLdLnygtuNiopS6JWqSBMISvBZKUlAZa/5zQh+j7bj43eMr8diyLXh53XBDxxI3YH349c14ce1Q2UClFjyzcgDPrhzAjU94c70HXt2Il9YO4bZn10a+r5yBiYnXN47g0aVb8Jt/Lg8ErG1dkyR43/veBwB4//vfrzioCUc1u8rOz0xl6DVJcRA3Vlkn4iZfNWgWxJgrcU9p5eCwGpwGKkn1CMpokFNuf+ikyipNNCpZgRQPSNcNb49QLWETOSYc/fyqxAIc8I53OpWu2bgaCVVPU0JJapPTSV7PokluRRbgQRVRBMo00NGfj54FuPezno6gu50x3U6624V/AePkfjRbC5J6S8YNHTVIFdYvjVZwPAwqSa68f092Lx59LHHnX+I7mwzlS/R/E/Oj0ZKiY5dxOCpUYAEuzvuRXFEG+emUJYN+/XpqdhIHSffff389xsFUCb2xxb1hiovZT7Pzfl503LpN+OqF2IdKVirEe8OcjNoVurvtYNyg9EkqpySRCaNYja1kokFX2BwXqMBUsiysJCVHP78qmTQDrbGqHhe/RgZ+TVILTIjjIL6mdCn4iNsnyQ1JZVVVJTVQDpwjhmayqgV48HNFcCPSmUyMlXrKpFMWpnVlld/1COOGGqTbVdp4uZGY3Ctl0DHJLqX6WOI+R0T/oMmohRWn81hpfiT+Lnd/0xfS4yC26bi+0cjMng5sGsnJz9bP52YmcZB0+OGH12McTJVUYtwgTmZbKkj1n/DVC7EPYxU0KxPHYaqt0jfC9lUc63pMPpPVJPkrXF3Z6pUk8Zn1WCFjd7vkBPuoVKYktVNdknR0TKfaLt3OrTTdLswCPCL9LBgkOcaaJJluZ1SSSul2ESv5o6VV/55sWt6jBMF0u8q/x0rt0xtJsFm0I+//E5OsJOkLDbEXqW2/P1+9Ec+7UU1JKufgWaxISfL3RwRG07sz2DKag+N6Sl/bBUnPPfcc9t57b6RSKTz33HORr913331rMjAmGZUYN4iHgkgV0h17WinNxFeSkt8gxUShnSZEcVDqLyarT1IdlSR63pd7zqs1Sd55XsmKnlrDUp/JRav1MGkGAn1UYk4i9de1k1MVTf9Kta2SlDTdjv47JGAqOkCn/7pASqZjrkmSx9uwcBInuBktLfj1dKblPUqgp9vlq1BPTMpYs6OPcZQYAoxPsnFD4J6RMJNnMpQvcTrni54To68khY/VdV0ZxCdSksjx2DjsBUldmTR6OzIYzhUrmqM1klhB0v77749169Zh2223xf777w/LsoxyNtckNYZATmzMBzt9nWdZ6v+uaLvoTKwzNg5xDMYqSbdzhZLU/A+HWqI4O01Wul0da5IKdnwlidYkiVXauIYnFPpAqFeQxDVJyQlYBMe2AG+9CWNcaPqXSAFrFyUpWJMU831ljBuAoNqj31toDYxQeBw3uplsNoYFuKgf6e3IGJSkUpBUAyWp0mulkehjpM/9SQ+SKlSSxOsmRUkiYxzL2zJQiVKIbMeVi41Jnjv0+thYUpK6sin0dKa9IKmCbJ9GEmsa/MYbb2DOnDny30xzEbhIY94k6ASg6LjKA6PV0nqKMkiq3LihnVaN4xBmf1vXz9Tq32pJvoKapJTlK0kTFTys6EpcvY5hI76nVqfSOgu9kLkdg6RMKkWMG9pj/3QlKW5NUpj1NZ0U6udAIEgivV9Eul3RpjVJJne78sGNmPgblSS9mWwVN9RA/V4LnBP6dzBCJt6Tbdygj6U5lSR/TON5G+NCSYo4//RU8rjQ920e8WqSOktKEpCraI7WSGJZgC9YsEAW8S9YsCDyDzP56CvYcW+YRaUGyW1orwTHcfHbx1bg1fWqfefQRAG/emSZlG0FK7eM4fpHlsk6EnEMKvHhn6rudpORKhb2mfXuk1S2maysz6AW4NXVJNUrZZGelo1YvHh06Wbc/ny0VWyzUakBg6kx5F2L1+Gh1zbVbGyNQho3pPw6mVZaDMsVbVz/6HKs2DwW+J1ek0S//xfXDOHGx1caAyd6HzI1k/V+Hq0k0VQv1bjB+5lZSSpv3S0mkz0dGXSGKEnZjLftWho30HNieKKAXz68DBuGJirefj0Ifgd+kFRPt7hlm0bx60eXG+tfxddseo7c8sxqPKm1J8lPppJEPmI0X/RrkiKufzqPrMTdDvBrkrqyKXlttJoNeOI+SZs3b5b/XrlyJS666CJ87Wtfw4MPPljTgTHx0SdncS+6fFENivSapMnksWVbcMFNz+Nbpca2gj88sQoX3bIY//Og2sD4irtfwYW3LMadi9cBqI27XWESXGaaCXrfm6yg2DcJqUOQlCDdzl/lTckJSCUPq8kINBu5eOG6Ls769ZP4/G+ewpbR/KR+djXoxynu6rj+vs0jOXzuhqdw1vVP1mxsjYL2ScokrN1pBu59aQMuvPkFXH7ny4Hf+T2JUqX/+7/7jz8/j/P/9ByeWzUYfF/IanlY6h0QnDAK5SJl+c1dbZf2SQrui0y3izJuEDVJHUElSaT1daS9v6tRknTVnZ4TNz21GhffuhhX3fdqxduvB0ElyQ9MKskIiMt3/+8lfPPmF3D/kg2BsfSUVEQ9YH194wjO+d0zOPf3zyg/F8HURNGOrXxWClWSxnK2X5MUcd7QhYJKlSSxuO0rSZOv9FVL7CDp+eefx8KFC7Httttijz32wDPPPIO3vOUt+OEPf4if//znOPLII3HzzTfXcahMGPpNrhIlydbT7SY5zWRgrADA6wxNEf8f0n4uVijEz2uRbjfVapIaYS1dT+OGiizALb9nSSXHQHmQTIJxw2Sv/I8XbAyMFeC6wMhE66wABt2vKlOSNo7kYDsuhnPFlk9No0YCrZhuJ+yE9WcE4C8UZgzpdgOl920ZCwb5Sh0ueR6q7nbRSpJ45mSJa2DcPklRz5zh0vU2rSsb7m5XUpKqWeDT4zS6f+KYv7FptOLt14PgdzA5NUnrS5P+rWTBSIxFKCX6/GtZ6diJOYtABFOuW/+5R0BJyos+SRHpdhUrSUF3u85STRKAlqtJih0knX/++dhnn33wwAMP4IgjjsDxxx+P4447DoODg9i6dSs++9nP4nvf+149x8qEEEi3S9hMFhDGDY1bsS5KFxX159J5ThuPWPUvapPuSi5AsY287dR9RaeZaEi6XR2NG9R0uzLjIEpSNU5fqkNgnZQkZfFictVOqh5NtrpcDeVsm8PQX0cn5K2ejuvXJFky3a6VlCRxfZueby789FnA3FzdVKsbtgBBgw69l1HYBL0j4wdJRceR9xNTTZJQkqLOKT9IyqAjnQKNtXpLrkqdNahJChg3kE2JY7dmoNnT7SbH3W54wrsf0JQ+PUjSMxLWDIwD8IJper5Rg4dKUr2ToChJ+aJslRJlQa+k2yUybvD/LWqSuoiS1Go1SbH9yx5//HHcd9992HfffbHffvvh5z//OT7/+c8jVVoR+dKXvoS3ve1tdRsoE44+OYt7wRW0VfBGrliHNRkNS88SN0LZCLf0ukpukPp+Z1upQVQVuA0IisUNtB6fp5/P0eMgE8YqnL4KWm+xemA38LrcOuoHCa2kOgTuIxUqSTRIytuOLMxvRfxmsq2pJImAwhRYiN0w9UkSTcJNrmPqAoRZPdInkvpigZj0daRT/uc7JL0xwgI8KmNDTMindWZgWV7tpEgl0/skVVWTFDCmoKmGIkgab6oG8+JczqYtFGxXrUmq4yRcBK70XBJj6cl602k9YF0z6AeYE0Vb1pPR72yi4GBaV33GDKjn+VjexpiYP0UZN9iVPXfo9SHe15lNwXHbvCZpy5YtmDt3LgCgr68Pvb29mDlzpvz9zJkzMTw8HPZ2po5U6q6i2Bc7eu3D5K6aigluID86REnSgyQx3GqUJG8crb1anAR6rCdrrmRLxbDeSlK8ICldZeqRPQnpdo1UeLeOUSWpdSbUlRo36Pe9wTGiJLV4zSI95/20sEaOKBni+jalJrmaaqMqSaXaD5OSpDRqNtch6YGM/mgcJUpSyiJKUlS6XQwlSTi2TesqqUakLkkoSbJPUi2VJBpgChWu6DRVTaI4tsLdb3SS0u1GDEGSuLfIdDvtPiGUJEBVvOh3Vm8lid7/xnK2NLgqRNwXK3VuNb22K5uWgX0l5lqNJJFxg76KUO2qwre+9S1YlqX82WOPPeTvJyYm8IUvfAGzZ89GX18fTjzxRKxfv76qz2xH9HOyknS7ouMoF9LkK0neWMJWgPXJiyj+Ezd4cUFXIuUqDkfF1pkIVgt9rk6eu13p73qk2yUwbijSCWMV6Xaqu90kpNs1MEhqJdVBn0fHXfTRJ8Rqul3r7L8J2husldPtopUkb0pDd0vcF0xKkhIkhTja6Z+nK0njpCZJBD+24wZsySlx3O1oTRIApS5JNK31m8nWzt2O3sfoPXXtYPOk3Ikxd5aOg2IBXqcgqWA7cts04BbHSwQBesCzlqQq0topmpZXT7MJQD3PB8bz8nuNSqOjxl7JlKTgazszKfR0tnm6HQCceuqp6Oz0Wk9PTEzgrLPOQm9vLwAgl8tFvTWUvfbaC/fcc48/oIw/pHPPPRd//etf8Yc//AH9/f344he/iA996EN46KGHKvqsdkV/0MVtZkZv0DQ9AJh844YwJUkGQdp4Johc7Lr+A6lqJamF6i6qpSF9kkqf6bqoefpG3pACEToOkm5nsg2Oy2TUdTkNVHjVmqTWmVDrxynuQns71ySJe2irGjeItDmTauJEKEni2WJyr9QXIMQ9KZEFuEi3y6SUe4kcU1Qz2YjjP1RKt+vrDFeS4gRb5dDvW3T/6ER5zcA49t6+v+LPqSUySCoFiWOKu119JuHUuEZJt9OCJD1gXR2iJOUapCSJOiH958H3VFqTZFaShNo71mLpdrGDpE996lPK/z/+8Y8HXvPJT34y+QAyGZnGRxkcHMQ111yD3/zmN3jXu94FALj22mvx5je/GY8++ijXPxH0kzIs97qg5dQrzcJcV5lITMaEaKJgoyPtNTb0FSPzqlZoTRIJkIAKlaQ6pduJbWVNHrBNQJTpwHjelukD9fpM23HlymstSJJuJ5vJVjlhnIxmsmF1E5PB1jFak9Q6QYJ+Gccdux5c6zVJrYLp+qWTdnHZ1StFtFros0EQT0lSgyTqMmeaPAcVR++eVAhJvROvoYjGnB1pmm5H3O1MzWSFu13EgiY1bgD8gAAgFuAJlKSw51FU42V6ztO0sUajB0lqul19rtPhCXMvJjEWMbfSA6j1pMcUbTxMjUTiLmxXCn0ebiQue1HPk0LFNUlmJUlcG6PtqiRde+21dRnAq6++ivnz56OrqwuHHHIILrvsMuy000548sknUSgUcNRRR8nX7rHHHthpp53wyCOPhAZJuVxOUbWGhobqMu5mIo6S9Mlf/BOvrh/B3792pHx4FrSLeTJXrEdyRRx++f3YZ4d+XHfav8gbeJhxA73wXNf1m8g6en8nF/miIx8ecVBdjWozaXAcF8df9Q/Yros7v/xOY8pFo1F6hJDv/sbHV+KCPz+Pn37sQLxnr+ACRjUo9TWum0zKLkMSC3BxflebeqTU9dWrJqmhxg1k1bGF0s0qtQCnk69c0WlJJekPT6zE1296Hlf/24F4797+9Subm5KapHqliFbD4FgBR/zn/Thwp5m45tS3yJ9L4wbDPVqsUqe0WquCslpvCK4MtWuZtJaKHrOZbDaTUtoJRPdJKgVJEcffr0kS6Xbp0vb8Btgd6fJW4oB3fP71x//ARMHG3ecdrgRKgSBJST9v0nS70hjFc34yjBuEsgeEGDcYlKSNwznl3hNWk1TPBriAuXcREL2wp7sfx8U23Cc7s2l0lFZmxtrVArwevPWtb8V1112HO+64Az/96U/xxhtv4LDDDsPw8DDWrVuHjo4OzJgxQ3nPdttth3Xr1oVu87LLLkN/f7/8s+OOO9Z5LxqPHs+YVpWeXjGADcM5rB7wu5XTG3SgmWydJ0QrNo9h82geT68YkJ8PBOurTG5oeduRrytq4waSy7lhK2fVMF6wsWT9MF7bMCJdipqNsHS7Z1YNwHZcY/PFqj9TUa9qu92iY94fE+Jrrtq4QUm3S/z2WDQiLVKwpVVrknRFOmYAK+57YkI6oBg3tMb+P7NSXL8Dys+LZGFAnPPNmEK5eM0gto4V8MzKAeXn0UqStx96nyQ6mS1n3AD4x0NJtzMEUhSR1dCZTiFNapKijBtkul1kTVLJ3U5Tkno60jJNOa6SNJa38fK6YSzbPBZQhCLT7cj4VjelkuRdp/QrqVdNEq17MilJwrWOnnNrBtVjRucm9DubVCWJBElR5QWVu9uZlaTujqCVfStQy4XcxBx77LHy3/vuuy/e+ta3YsGCBbjxxhvR3d1d0TYvuOACnHfeefL/Q0NDbR8oxWkmK054WiBY1FYKJtNFSzywxRjEhaXviyuVJPKwy6urOPp7RvM2ZvTEH0tYp/VqoDeKehdlVorqbhdMvavHyrmSbldD5UU/58tNioWSVK3TV5LArFLUNNjJPZcGWtTdjhpz2I4be9HHT51JYXBcbWLdKul2Be2eKqB1O5kmVpLEZFw/3pEW4GTRA/D3tZySFHBBNHyGnhIXVJK8iW82o9Y3UjdBnWwMBUhPtxOBew9Jo8zG7JNE09FWD4xjweze0P0Jex42lZLkqEoSpV5B0nCZmiTZJ4kGSVpgqdQk0SBpEpUk2tTWdb17gCklVFWSqqtJ6syk8K/7zsP795sfezvNQlMVS8yYMQO77747XnvtNcydOxf5fB4DAwPKa9avX2+sYRJ0dnZi+vTpyp92J5BuZ7jgxIoBLRBUjBu0PklRaQC1QDwcCtqEPNzdzv85vQnatkFJSijnKukFtQqSyHbqaUlaDfS+Zyv/Dq7C1uwz6xSI65OEcl+jyd2uknQ5exJqksIcuCaDLS3eJ0mkIyXtkyTcw4bJvaRV0u3Cmq7KdDvLqqqBcr0Rk3F9/DkZwATHrCtJ4uvOV6gkqfUY0UES7ZNEa5KijBvKWYAXbUduV6TbCSVJNOUEEihJZHK+VmsMG6UkRU34G4lek0SpV7rdcEi6nThnerIi3S78WDdKSaLX+WbNyj1MTVJTTqtTkrqy6abpsZWUpgqSRkZG8Prrr2PevHk46KCDkM1mce+998rfL1myBCtWrMAhhxzSwFE2H3pgEVhVd1xpiUodfpTmm1raWr1rkqSCVPpbbworx2GoSVKCJDcYJCUtDKyHcYMS1DVpoWKYcmhrgWtNP1NJt6vdBE1f7S3bJ4lMqqpJt6PXUL3mm5WmPdSCra3qbqfVLCTtk2RqGtsqNVninNQn99TRMV3FOV9vxGRcv/8UItLtxLWXKQXFlStJIt0u3LhBP5fExDdLmsnS95lW6WUz2ZDjTxUHmW5XsgDv6aRKUvl+S94Y/e3pwY7+Vidk0XD90EQil7N6EhUkTYaSZLIANylJeooi/R7KBfC1xI54ToXdAyptCROmJLUqsUZ+4IEHYuvWrQCASy+9FGNjY2XeEY+vfvWr+Pvf/45ly5bh4Ycfxgc/+EGk02mccsop6O/vxxlnnIHzzjsP999/P5588kmcdtppOOSQQ9jZTiOQbqc9DOhKwQRZ5dA7I9uTuGItLjqnJPdKC3A9RcSkJOXVfOBqa5LoDSBfo7qDsKCumQizrxbnQTW9N0I/kxzeWk66A0pSuXQ7WyhJqaqcvuqVPqh8RoNqklzX1fokNccEKQ56Ok7smiQx+TIESa2iJIlJmn4Pp46OJqvsZmFNSUlyXDVYkb1dHDewCBKsSSq9p8xEVH/MiWdintYklTFuEP/tyPg1SfSzzRbgxODBcE0Lk4CubEq+tisj0u18JakzZjNZ+kxco6XNRSllimOoC6wfrqzVS62JSrcrOm5drlVakxTZTNZ2ZJnA2lJNkjgv6QIuzeqZTCVJJyzls1LjhjAlqVWJFSS99NJLGB0dBQBccsklGBkZqcmHr1q1Cqeccgre9KY34aSTTsLs2bPx6KOPYs6cOQCAH/7whzj++ONx4okn4p3vfCfmzp2Lm266qSaf3U6UswBX5HOqJJGAwHF1JWlygiTx79BmsqX/0gf+uFY0qT/ok3Z0rreSVO9VokpwI1IsxL/rUYNBJ9q1nKDpRfXlzl8/3Q5VOX1NRk2S2r9s8ibq4wXbOBloBeQkSqzYJ6xJ6s4GH42tUpMkxhm2cJCm6XZN+J1SpYPuA52w6ylCYX2ScmVSmgLudgYVTj93wiacHemUEhCJsZtqkmjrA1O6k1At+jqz8mdCSeo11SSVmWSPRihJ+seHBUkAsLZJUu7Ed0B7R1Hq8cxV3O2okqS527muf69cU0q3W7iNVwMmSgGKxHzK21597y1Rz7awe0BUymkUpsW0VlaSYhk37L///jjttNPwjne8A67r4j//8z/R19dnfO1FF10U+8N/97vfRf6+q6sLV199Na6++urY25yK6PfsgJJETvZcyIMm4G5X7yCJ5rs6TmgzWZOSlCtEK0mjVShJtSqMV5SkJky3i3L/MqWq1ONza1uTpB7j8sYNvpJUjdMXfSDogWetaJSStEXLXW/GCXUY+kpz0pok08pnqyhJhRAlyZHnPLUAn9yxlcN1XWUiXii6QEfp31oKXGeGvs/7W++TpKbbVeZuF6x3NB+0jkxKCYjEZxvT7VL+pLGo7Qvg179M76KqUVBJEud32XQ7ooKs1RzXwlLc6XY70inkbQerB8ZxcOQnTQ7i+wmbfI8XbFnLVSvCjBvEWLqzGeX32XRKBqS7zunDaxtGZLCqB+yTaQEe+F1EXZzArkFNUqsSK0i67rrrcPHFF+Mvf/kLLMvC7bffjkwm+FbLshIFSUxt0CcAwYJds6qh1yQpBeJ1fnoWlHQGP9AJW9Wi49GVpLBC2rjQh0LN0u2a3Lgh8GBU1IqSklQP4waDQUQt0L+3shbgJD2nGqevyVaS6m2oQqH210BrBUmOq06i4qZCSnc7wwp1qwRJYlKvj5ealTSrccPQeFFNSbJtAN5kV1GSig7Q6b/PV5JEeiUC7zG5jAZqkmS6XbiSFKZK6jVJ0el2wWCK4vdIIkGSqEkiSpJQSsula6lKkmbcoGdvGJSkHWZ1Y+nG0YY43L26fhg//fvrOPtdu0lFRl7fBsUXUB1wa0VoTZKrptsB3nGbSNnSJGHXbfuAxX7aY8CUpIJn7S3PrMazKwfxzePebAzEKVGLhmEBlLIokaQmyXB9tL2S9KY3vUmqPqlUCvfeey+23Xbbug6MiY/+oNNXzIrKappj/Plk90lS0xkc+f+wVS16jZYLkkaTuttF5J9XSjEkMG0WolIsxA01X4dzIMx2vFqCFuBlxmHXZsJIr5O61SRNYhosRVeSWindTow1iXGDS1KO6YRH0Cp9knyr7PJKUrMFvnpfmYKi6ITfp8VuiDQ2v42BOYvCf585ANIzHaLeI9CVJDERThnmh2mDwQPFt//21ZDtZ3htUXaY6fe38K3Eo59b4yS7YiRXxNBEAdNL26ZW5XqNlDjmO83qwdKNo1g/NPlB0k//9jpueno15vd346vHvAkAub7TZoWiHguTI2Xc7bJpSypu4wVbzkM6MinML313YgFXf15VMkf4/+5cglVbx/GhA7fH3tv3R742aj4X9jt9ET0uU1JJojjNps8zgTQffZUibMJe0CZ4JhvoeqE7don/hxk3KEoSNW4w9ElKmt5WDwvwZq9JCqQ1GlK68ob0lKo/t17pdgnd7Yo1mjDSa6tet0Y93c513UmxU6WmDeKzWwVHTlxEul35L4fuX1cr1ySJdDu9IL90HqUsC6XD0nTGDXq9DL2u6f0orC+aXpNE03BNrTGCSpJbyqogYwhR5HQ6MilYloWU5QVt4n2mZrKWZSGbtlCwzSYDIt2uj+ThnfyWnbDLnD4ctGCm/FlnTAtw3fF1zcA4ps8tBUmuP8m3HbUptzjms3s7S+NKtgBZCx5fvgWAapwgru8wJakeQZKSbmdwt8ukUujrymDLaB4jE0V5bk3vyqK35EgolCS9BqkSJUkooyMxFoUjjRtC7o36QnZcTPeUtleSdF5//XVceeWVeOmllwAAe+65J8455xzssssuNR0cEw/9/NUvuGLIaprSJymQblffh6eaX+5ok02/uZm4uKnaQ4MOk9NRUgvwejeTbcp0u0CKhf9vU6+QWmGqfaoFAQeqMtumbljVOH3Vy4iCYkqHoYXf9WJrCytJukVwnMu6qARJ7Zdu5ysG/sS92WzNdec1vQ7J9G/AVJPk/Z+m4ZqVJPX/tuME0xR144aQ60AE5JmUpybIdLuQVKhsOoWCbRu/g6GJYLpdRyaFQ3fdxviZjuuNK+yz9N6BawbGscfc6d57yYLCRMHRLMC9f2/T5xWGjUxykLRhaAIrt3iBc66oPveB8Ml3PRYmlXQ7g5KUTnnf15bRPIYnCiRIysg6MmHtrtfQmurlyiGCmDj7GrXAFce4oVolyeQW2iokDu/uvPNO7Lnnnnjsscew7777Yt9998U///lP7LXXXrj77rvrMUamDLbjT/iAMhbgSoChXugNc7ez1dUrU6F6WNDhaCtfQHILcCUHu0aTBltRvppvchVwtzMEL3WxAFfOsdptN6oOz4S0Q67S6SvsvK0l+nYnK1jZotcktUiQAJiMG5IqSS0cJMl+QubJfTqVQkbW7jRXkKS7p6lKUvjKtq4kuVJJMj/79PcJCnbweaJ/Vth9QkzYRXpdlJIE+M/rKHe7cuYD1AI76n4dVJL8YNR3iguanIh9mNXrBUnDOfWeUG+eWL5V/ptmiEglKcTdrj5KktpYW+/xmE6lpPI3nCuS7zAjHQmlkhQwbkh+bxELx9UGSWH3NaWZbJU1SV1TSUn6+te/jnPPPRff+973Aj//93//dxx99NE1GxwTD/FA6M6mMZwrys7kgrAO2vQhqitJ9Z4Q6Dnfen2UmKOIManpa+HBHaA24ouDoiTVKDCgx7YVlCRHCV6EklTvIKmG6XaGBsrR4/Ben0lX5/RV1K6heqB/DZMVJLW0kiRTiOLXJClKktG4oTX2X1y3YZP7dMqfyDdbCmUg3U7LODD9HAj2SRK7Re/ncZvJ6sdNXzijATgNTIQZgxeAOlLdilKS9P0SjJSCkb6u6Cma2IY3TgfdMAcN+sIhPc5if/Rrhdb7yiBpkpWkJ5aRIElrIg8E+ySJVMeJOjjKDmtq3ETRQV865V9XliWVv+GJonzG9HVl0NOpKkn6uViJkiSC6zjzi8qUpMqCJPHaaZ0ZDOeKSKcs2eS5FUk88pdeeglnnHFG4Oenn346XnzxxZoMikmGuGF0iWZmRUdRCsJsUJVmYZPcJ0lPnVDS7RIqSfpq4HihciVpqtYkKcYNpUNQF3e7OtlZB5Sk2BbgVRo3KOdt4rfHQldBktixVkMr1yTpSlKcALZsTVKdGz7WijAlSaotliUd15rN3U5PtwtTkoL75v2dSasKWVklKVCT5ARrkEJqkvTVceE0pwdFJnc7gAQlEcYN08sGSUGjCBNicj5nmldbRF3qHG1BwTe98Lc3u0Hpdk+W6pEAYLwQnLTr6XYzejpKr63tM9dx3EDtj6hLsomKKZS/4YmCPFbTOrNSSRLj0r+ripSk0jGIk6kSrSSZf1fU0u3itrgQz6sZvd6xaGUVCaggSJozZw6eeeaZwM+feeYZdrxrEH4DRGJBGdItWVFhtItgUvskac36dCVJIF5Gf6YbN+hjrUpJmqLudib793oUqtcrPS3gdlVWSSITxiqMG2gAU68gIqgkTc5kXQRJSRzimgVpEZxASaLfn6nWYbKOe7X4QZJ5cp9OpVBNA+V6EmXckAtRlQA/myKgJGmr4QF1TXuf9yzSAyfzgpJeZ5HNmIMkk7sd4DvxmY0bgjVJJizLksFZ1P1auKrtOsfrb7laUZK8vzs0u3yqdgjjhqFJDJLG8zYWrxmS/58wpNvpStKMbm9iXusgaTRflMqgiHnF8aELblRJonVlwi1TON5VqyS5riuDm/opSeELqVGI62VGtxewtnI9ElBBut1nPvMZnHnmmVi6dCne/va3AwAeeughfP/738d5551X8wEy5REXrxIkFR2ZrxvaTDbCAnwya5IKjm7c4L9O3LCLIXVVumUpEF2T9PrGEUzrzGDb6V2BzwDqVJPUhEFSpLtd6Z/16ZPUHEqS6m5X+XjCFNBaom93shSdLaNeys+cvk6sHhgv+7kvrB7EjrN60N9d2yaOlSAmukmaydLaTlN6SOuk2wXVd4BagCNgjGPi1fXDmN6dxXbkXllPbMeVFtPbTuvEhuGcfEZ5k0Ly7NLdLLXUNlmTpL0ubzvKdys22ZlJoZi3FadV+h59nOI9lFAlKSTdrkOm25mUJO/ai9MQtSPjGUVEpYqLZ+Ju2/XhkaWblYay4lnVIZUklMblb89Pt5u8mqRnVg6oi40xjBv6e0pBUo3T7UTQmklZ6O5IY3iiKOchSpBUSqsbmSj6aWddWfSWjBtyRa+0oFoliV7asWqSovokxahJArxjHlICpn6WCJJ62kNJShwkXXjhhZg2bRp+8IMf4IILLgAAzJ8/H9/61rdw9tln13yATHlkA0SSIpIrOpim/R7QLcC1IImqCXWvSVIny2H9ZsTYFSWpbJ8k801jcLyAY3/0IHaY2Y37vnKEPxan9vtN96fWN+xaEHRMC/6uHkpSvfokBZ28yoxDTIjT1Rk3mPpL1Rp9XJPVUHawpCRt09eB1QPjkWrMi2uGcPyP/4Gj3rwd/vdTB0/K+KIQ30WSIEksxKRT/uo8pRXS7VzXLetul0r56XZh4tiW0Tzed9WD2GlWD+4l98p6snkkh4LtImUBO8zsxobhHLEzd0Evr/I1SUE1BPAmo6WMLAB+MNWRSWE0bydLt9NWyMW5lomZbieUJNMzR0zKqQV4GCLlLup+LYwbdt3WU5LWDU7IVgLibVmpGJcyCYp+8CR6KuWK3gRfV3DqwTMrBwB4959NI3n5HKXPLt24QShJtc7eoM19M+kUhieK8tyi/cdoup141nk1Sf44xwp21c1k6bVdqXFDdzaN8YIdel8PtBBIqCTNLgXWpp5zrUTiIMmyLJx77rk499xzMTw8DACYNm1amXcx9YTmxIpmZmFOQKYmaID3UKE3n7qn22mpE2EqliOVJHPQUXSCfZLClKSNpYfu6q1qSgfd76liAa5P6E21QrUysVA+h6qENTzH9IdMuYBFThgtqyqnLz3YrweB+rFJUjSEza0oHo9yiFuxZRRAMF2qUciapHSlSlJwYtsK7nZUlQhYV9OapDIppqu3jqNgu3h94ygmCvakNIMcGPdUiv7urPy8sIAvvFGub4ltep+e1uQ7u6UBeLbN+uQwmHbk/V6vWxPnmu5mlwpRksR9x7ToETfdDvCDs6ggXliAz+/3mpoWbBcTBQfdHWnfBCHtpypS5S6btmSfH8ALGGZlOlBvVmwZAwDsNb8ff39lo3yOFpUgSf0OZpYi4EpqfKKgyp54Tkxo48lo6XbiuE7vyqAjnUImZaHouBjL2fI87MykkCs6idPtwuZDYZiu8/7ubClIClOS1PfEbRcgPusti2Yhk07hHZptfatR1XLAtGnTOEBqAsRqWMqy5E0jLBhSlCTtNSYFp17QB0PRdhUbVNcwDtf1H4S0R4FjUJLGQm4adFWSoqT+1WgC2uw1ScE+ScFjXhclSUmrrKWSlCwlzX+wpapy+qIPmMnqkzRZtTFiIUOs1kYtnIhJSbOYO4jTIUk9FU3BNKfbNX+QFOYGB6hBYDmzEppWtVYzU6gX1PZan/gH2loEapK8vzNarVW5tCbd4KNguygU1WMSplLrKoZUktIxjRvEZxqCm6TpdkC8miRhwAB4dTaAub7HcYmSlEkhk06hp6QITFbKnVhw2aVURyWeo/Q+G5puV+Nn7hBR9vQ5lmzSTJSkoQnVAtyyLKmojOWL8thOLylfenPZctCFsjj7Ku5t1OhjercX0IUFP8F0u3hj9I1N0vjPj+yHDxywfaz3NSutnSzIAPBv2qmUZVxVoie3UpOkTVhNDUXrRdACPDrdjo5pQleSSj8XqQlhQZK46PU6JvrvWgUGzV6TFFXnIo5/wY7vaBMX5but4baT9kmiKRLVOH2ZTEZqTVRAW0/0vP8oBctf5W2OQELWWVRSk5ROyVV1SivUJNEJd2S6XRnjBlqgr/cuqhd+YJAh9tjmBZuAUYvWJ8mR97BoJUkPEGzHCfQtCjaTNStJ2YQ1SVlhFqF9nuv6Tmrl3O3o58apSerrzMjaZaFA6BbgYkx5qSR5P6cqyWQg6qZ2ntOrjFdRkrTvoL9Oxg004BEqp16TlElZUnUfyRF3u1LgJOqSxvK2PLbi+02qJBUSzi/EeU6DbvHv0HS7Co0baHuNdoCDpDaAplF0moIkatxAm8lqNUn1Kqo3EWUBHlbnIS0vqQW461uAixuO50QTHL+yykpdyahdeo1SzJq9JkmPBelxrkfQaNp2bfskaZOfmMYNmRgTxjjbAWob9FH0fZksl7lAkBSxf6YJTCPRFYJYNUk2UZIMlmT1UFZrDR2jPslRLMDlBN18XKjd8epJC5L8iai/2Ge2TA63AFfd7coqSTLVzA/K9OMW5hKo99IKq0kKTbeTtUTBTAgx/nJ9kujY49Qk9XRmZOqcVJI0C3DAW/ChShIAopJMlpLkKZhCSRov2HC1ViVUzevM+GpXrfsk0YCHKkl0PClLd7cr9boqLd6KuqTRXFEqR9NlDVVCJSlhpoo4Z8UcqSubkvsRdg8IO+/Lfha5j7YDHCS1ATLdLuXf0HIGJxjv53SlkU7wtGCh3sYNERbgYXUr4j3jSqDnK2DiJu665ptOIWzf61yTVOv86FoQpSTVI/1Qfk7djBuSrXopfZJiOH2V2w5Qz2ayWpA0SYqGuCbFymnUMZVKUpOoLeIeUmlNUtZQmF6PGr1ao/QVChgQlM75dPmFgUam2/V1ZgMT/3LpdmFKkh6A5Ar6Yor3t1AkbMcNbFuvGRLHTFcxsiE1SeX7JKmfJ45DOmUpjrVh+KmCYbUlfo1yb0caPR1qY1N9QQHw7oXUuAHwJ/uT0StpaKIgA/VdSkqS43r3eXot0zF3ZlK+SlZzJcm7HqYTJSlXdBSXuXTKkkHIsJZuB4QpScIQI6GSpBg3lL8vieuBqlpyoSSuu13CmiR9saBVSRQkFQoFvPvd78arr75ar/EwFUBXMkzpdkoz2VB3O2dSlSR6wRUdzbiBTFbpvNVvnqYqSULepcWlowbzhpyyyqqqaIIpW5MUkuJYa0cvJRir4YRaH2dc4waabldJphi9hup1yQRr6Oo/WfeaNHv/LrfiCARTTxqNOEb+2MsfM+pulyUPeDE5bLWapEB/nwTNZGlK1WSZcYzk/Imobo+t35fL1SSJ/weUJP0+oamlBdsxTA7jKUmdITVJYX2SwprJ0rRDKyTAosiAMuReTdPPezoyUm0RKXi6mgaIYFENniYz3U6cczN7srJBLOAFP+IeY1mq+tWVTcuePPVMtxPf8wQZCxB0t9PrysRxH80X5TxMKEl68FeOsL6R5V4vvsOeznRkM2Og8ucO7cfWDiTai2w2i+eee65eY2EqhE74hPycCwkCJormh6jtqA/MeqfN6Ol2SvpbSMAka5IKqkomdjWT8uV2040jjpJUs5oksp1WqElSarTqqCjWyzI7L1WPeMoBXe2qrpms+VytJY3ok0Svf6kkRdUkNVu6XWkYYoLnuChbXxfWJ6mfTGSaHTpRDqu99NRT/zUmqJK0ZtKNGzIkI8KsJIUtiuhOlYGaJO1eLAOEjK+Wlku3C20mK2uS1GlVqAV4ymzdPZTA2Y5+bliPPxEMZdPeIqofJKmW2rSo33ZcmcIstj+dBAD1Zm0p1W5efzeyRPmkgUnashS1ojPrK0m1XpgU+9zXlfHnWEUnECSJBZXhiWKgrowedzE/o99xEjWJ3ouSNJOlqla5lNuw8z7uZ01JJQkAPv7xj+Oaa66px1iYChEPBKokUbcUU02S7grnuJPdTFZVdegEzFSHBBB3O1qT5PiufOmU5acSGJSkMOeneqfbiVzqZiJoBmD+nWl18ur7X8MHf/KQ7B5e6efWMv4S4/RTw6JfL86/VAynL52LbnkBp177GBxHraWbtHS7SQhE1Lz/GEpSUShJtVdbXNfFF254Cufd+Ezs95gcu+I6HqZTljJhFE0R87aD8byNE3/6MK66tzbZFD+8+xWc+NOHK6pbXLllDMf+6EH8+elV8mfBVDFae+n9nSI1SWELFY1Qkqi7nW/cUAqSylmAi2dAWku3i+hH47p+7yWhohQN6XZhBeyBZrKl/+v16qHGDeK60j5PTK77OuM1ZS5nAS7S6kQA0SsNjkpKklhk1JSkfDG5kvTje1/Fh37yUGRD9ziIOrj5M7o9ZzhiNkGf91S168ykSbpdbe9D9NwUC3G5gq08M6gFeJEo8X1SvSkd95zvbqcESQnGnLQmyQ+SvHOquyMt73GxLcDj1iSR+2g7kLhPUrFYxC9+8Qvcc889OOigg9Db26v8/oorrqjZ4Jh4OOThJy66wfG8/L2pJkl38NGbstbd3Y4GJo6r5H2H1Xl4DQVdtSbJ8dPt0ikL/d0ZbBrJYcuIv//yc0KKmtVmsrXZb7oPrusd98noNRKXOH2SAHOTuxufWInlm8fw3KpBHLLL7Io/t5bKi/huu7NpDKAQO92uEiXpt4+tQMF2sXpgvG7KGEV/hk2GkkTvD50y8Ax/iI/nvd/VoyZpcLyAvz6/FgBw2Yf2CVgvm/D7JPmvLdcx3j8nUkoaj1CSiraD51cP4snlW7FheAJnv3u3xPui8+tHl2PzaB4vrh3EQQtmJXrvA69uxEtrh3DLM2vwwQN2ABCcKBdtF6IfKXWdSpdpoDxMFkDWDozLxqP1ZIis1ot7cmwL8NLffjNZ7/96cEUnlKaFgILtyGeRaLapb8NXkvSaJKs0BvXnYcYN2ZCV/DEZJMV7Xsg0rpBFKxGAi+DIf726sCHuhbbjmSGJ/Q7UJEUsjt345Eqs3DKOxWuG8JaFyc5ninC2mz+jC4C3+DWSK2K8YMtFrTS5d3uvSUmb7ZobN5T2ubdTU5LI/S5lWejtyMCy/HRPWlfWK9PtbPlc7clmkE1bXt+qREpSskwVcc7uu0M//vz0auyzfT+2jnnXW2i6XYVKkkOere1A4iDphRdewIEHHggAeOWVV5Tf1fsmypjx0+2AOdO8ZnHCGQbQVBvHM0nQLwxqpQ2EF/PVCsUCPKKZrF4rk7fVYkmbpNulUhbmz+jG6xtHjSkiSp1WSH+bWqXb6Q++yWrIGBd9N8OOuUlZ061jk31ufZSXoJJUJkgiq5HpMqlHyvtIrn7edkLTNmuJHkxORm0MffgnqUmqx+KKnkIWB1MxelzHQ32FWihJBdtfoKmFYDZRsLF51FvMMS1GlEOsbtN7eZhZA6DWrqZIMGEKgKhaMJq3MTRelD1o6sUISTMTgYI414PNZM2KkJg0C+U+aAFuriGUDo6ObyLU0+EFSaZnJRDubhewAA9LtwtxpROT5bjPC1Gzs3UsuDAI+FkVIjjyDQTUmqRUqVbNhjcXEOnpWakk+T2AwggLapMi5i/zZ3jzme4Obwzj5Dmqu1B2ZtLyd7VOcRfb6+tMSyVpwqAkpUopd3qPJAAyy4X2SerIpNCZSaNgF+urJJXGudf8fjz1zaMxvTuDr9z4LIBwJUlP34z73KG1ne1A4iDp/vvvr8c4mCqgzj7z+72VF7ESAwRXCnLFYHGq47jKJKL+fZLUh7daAG9OySo6LibywdUNunIxp6+0/4YUkTAzCxqw1SzdTjvmzeZwF6hzSWDcIG7KuhpZDtd1AwFurRDfmwySyilJxKZU1BDECdoU97Cio6gr9VKSGtEnSXy3lqVOIMMYr6NxQ5gjZxR+rQnt/VJOXfSVFlVJ6ih9tlNTgwrqGlfJpFLUSdBJdqB2R0kr9v6mZiWAFyzoKWJ63cmawfG6B0k0pWlrKXgMm3TnlSDJ/7mYNIvvR5w7mZTlPT+09hECpZmsdi/RJ5Fi23oQ05n2J++U0HS7kMJ5MVnW0/nCmNXrfS8DY+ZaIREM9QasqMW57I8zlQJg+wuSgK8k+el24TVJtQuSvOf3vNJ8htYaKaY7upJUpyBJqHQ9HRmprOeKjnJuiIWHaVqQJKAKnjgvOzMpdGVTGMkhkZJEPzdOqi615RbXcbmapEqVJKnIT/U+Sa+99hruvPNOjI97J3Oz1VxMJcTkzrIsufISpiQB3o0mYJk8yTVJNL1Od3YJ75PkBG5+tusqK2HzSvL8mkFDkERT7JQaKDKuOjSTBZrPvEEPCMKa65qOhwj4ogr5jZ+pvbyW6XY5qSR5t7Ry9yOqGiRpJqsH2kpNUp0umUb0SVLTEcsrSb5xQ+0XA8LqB6OQNUm0zqLM+SruCSnLQpasUNOaJDHJrkVATGt9KjGF8JWk8CCyaAjiqe09YD6met3JZNQlDZfc7aZ1ZogZQYiSVDQ/I8TXLXZJvG+abNppPpeUZrKlYygmtWGNqvUgJpvx08AouiW4fL2oCQlJCYyTVgoAM0tK0pbRECVJq0kSisa4di5TZYYuXHaU9mtaV/l0u7Dmv0kRz+/tS/OZLkOQlNFqBz0lqaTy1DjdTphc9Hb47na5gi0VZZpaRhu20royEaSO523Z/0soSd724h8zep0nsQCniyOZxO528e5RU9rdDgA2b96Md7/73dh9993xvve9D2vXerniZ5xxBr7yla/UfIBMecQ5ng4JEvSTW18BAYJGDvVXklQlRw1azAFT0XEDwQYtnk+nfHl+9UCZdDvFKpf8vFib/daPX7M1lNUDgrDvPljj4HdiTzoh1idjtUy3ozVJps/SoW5Y5Zy+KDnStDZfDE8TrSWNUJLE9ZhJpeQEIOpzxSqo49bewCIfcq1G4StJVuBnoe8hky+6Cuq72znyOq5FkESbtFay8i7S06Kv1+B1TZvJAuZ9EdsWmQmT4XBnbiZbUiYCNtzmtLm05m7nF8iX+tHQmiSqJCnNZP10O++zzJNFXUkS29BrMcopSYFeTkJlyMabns0sk24XUJK0GiYlDbM0VFOfpDjGDbVQkhzHxbrS+TZPC5LG844y3tCapIR9h8ohUha7O9IkYPPnUSklSMoY/00twNV0O9XJMQ66I2+58giTmUKmjJIUtjgQd2ztUpOUOEg699xzkc1msWLFCvT09Miff/SjH8Udd9xR08Ex8aDWrttLJWlcrqYHU7/sQDBA3ViA+rhUKZ9HLcAdV3no0etdMW6w3UCwUSTpdl66obf/pnS7QsiKK93V2ilJWpDUZEpSVJ+kqBqtMAv5OESl+FWLuKF3x3a38wPrck5fFLral9eD+0kKkiajJqlIHnTl0jIAdRGg1gss9F4V90FNVaG4xhy0To2m280QQVLRrWla4VqykFPJdypqQ9QGsup9hl6/9D5JJzCm70ukVO0+dxqAyVGSRgzudmLf9AlkWHq23icpSkmi16vaTFYNgoLudn4Knzi3LMu/j+hGDWFzxUyIkuSnYsVTkmb1lguSvHMiWJOknsv0Xmg7rhxHVgZJ0RbgLjF7qOYetWkkh4LtImUB203rBAAljc5WzmO1Jkm8jqZN1oKxnDC/SJOgJkxJ8gOj6eTf9LjTdLvOCmzL9X3T+3/pOKYgKeT8E+gLUlPV3S5xkHTXXXfh+9//PnbYYQfl57vtthuWL19es4Ex8REPCcsC5pZW/iYKjsxRNilJ5dzt6t0ThH5+vhg0Y5D/1lQlfYWIKmDpVEq64dAgkX6OoBiyOl0r4wb9+DVbQ9moPklRNUnKZDjhOVJPRcTvk+Q9cMq629n+OVPO6cv0OYB3bMJWtGuJr3pV3s8pKeL6yKR9VSVq4STMNawW0Il/3HOOKoVxgjxAzaXPhilJNQyS1lSpJInJquIUqi9+mYwbiO09/Tn9/2jpOn/Tdl6QZFp0qjUmJSnMuCFP9pNe6vqCh261rNYk+e8TLohFx382ynQ721GeJTJzgwSbHemULNCnE2bLCje0EimdgQlvQRg3xFSSRJA0GlaT5KeKAbQmyTveNBUrbUy3i6ck0WdeNUqSUC23m94lU8KUIImmjZJD69X3+IFlLZ+5SrqdQUmiaWx9JN2Opt7R456nQVKVShJQPlMlSkkKu5cV5WKB2aq+3NimbJA0OjqqKEiCLVu2oLOzsyaDYpJBO6l3ZtLYps+7aYp0DtNKVcC4gdT2APWfiBWVnFot8IlItxO5xt1ZPxXCv8l7zeeAkiPTRBH/eHUT7ly8DoD6MBKTXd1MoG41STVOt3t53RB+99iK0Nqbe19aj78t2RD6/oCtdGkzweMRHuwlVQyiUvzi8tyqAdz0lN8X5sFXN+LuF9fLyWFSdzvhSATEaziqpmy6oQF9LRHHuSOGy1wlLN88iusfWaZ8t+J7z6RJkKGdC7c+uwZPLt8CAJotf22VLjohjrvvfkBAbKHLvLdIAmfFuEGpSfL2rRZfAU2JrmRxRkxW6T0rp23HVM9FFRAgeFxGyCR49+2EklRdut0r64dxxV1L8P/d+TL+8MTKwHU2Qay2vYadak1SlAW4SUnym8l6f8t0u5CaJFFPVLRdeS8RtTv6a00GH7T2jR7bMGc7wFdoCtrxT6okzSydn+E1SSXTgU5Rk6SaG9DgmTp95kOUpJHQIMmczp6UNaRHkkCk0eUKNmjLD4s0lO3KeiqPOOS1yt6wSZp/T4emJGn9uQBVSRK26eK9gBdw5UkASt3yAGDzSA6/fHgZBkKUQSD5IqxZSfJTTE3oC4+xlSTb/37agcTudocddhh+9atf4dvf/jYAb5XEcRxcfvnlOPLII2s+QKY8+gUwf0Y3No3ksXZwAntv32+0o9bzRWnamvh/PVEe7Jo6FG7c4N+s+royclWpSG7y3R1pzOrtwJbRPF7bMIIzfvk4io6LZy46WnlAiglRMJWpNvsdOOY1zpH+xp9fwJPLt2LXbftwsNaPYuNwDmde/yQyKQvPf+sYxeFLoE/oxXHWj4eevqMESQkfhHrhfCVB0vl/fA4vrxvGvjv0Y5c5ffjENY8B8IugxQMnrt1zKobTF4WeQ56SRM7VOl0ztDHqWN6u+QLGxbcuxt+WbMSs3k4ct+88AFp9jmHFcc3AOM7+7dOY39+Fhy94t7IIUHsliU5sk69miu83tpKU8ppyd2RScBwXs3u9xb9au9tVqySJAnoldTkimKDWvPT2r98LhIFCZyaFBbO9BVGTEU4SLrz5BfzzjS3y//vs0I895k73P7M08bYsoK/DN24QAUuUBbgSJKXF9e/9P6cpSaoFuH+OZIk5iThOVJWgPbZoKqdQWek9lk4Ow3okeWMtZ9yQTEkaL9jGVhN6up1suK4pSRlyrTiurySJccg+SfkiHMcN7Bs9hyuxtBcs2zwKQA2SxH19PG8rbnyAdxyLjlsKkLy+RGN5u2YLkzTY8vok+cqPHItlDpKmGdLthicKMgDuzKSVvksAcO1Dy/Bf97+GkVwRXzhyV+OY9PtPuSCJpk8LsvK+HpJuVzrPRe/BqVqTlDhIuvzyy/Hud78bTzzxBPL5PM4//3wsXrwYW7ZswUMPPVSPMTJlEOeukPXn9XfhuVWD8iFssgDvzGhKkuMqk4i61ySRz9JvZmGKVpG42/V1ZrBxOKekCYqLcl5/F7aM5nH782vljWckVzROGOrVgyapHJ6U9UPeyu6mkVzgd08u3yKPy8B4HttO6wq8JszdLnA8tPQdvZFvEsICsySIvPvB8aIxPTSucQM9Z+jDvug4SKfCV3B18w8a+NXNAry03Tj9ipJStB08Xpq8Do776ToFslouU3DI/onGn+uHc3BdV3FYqnWqLp34x1aSaApRjHRBum1Rk/TjUw6A7bhqn6QaGTe4rqtagFekJBVK4wpPF1buswU/jcwqFek7bvBeQK24xUR1/dAEbMeteHVYr5fZrDX7FgFfX0cGqZQllZmcpiSJRp1qkORvx69Jckvv876v6SUVxJQWSo0siqQmSQQVgHdc9VTeDKmJyVakJHm/068X36kznpI0rTMjLc63juVlNoWA2lcD4TVJKXIvLBqVJO99rusFStO7VEv4sJrfpDy1fAAAsO/2/fJntP+RnuLmfQeOTIPr68xgLG9HGkwkQfTsEu0QqNOeqSfQ9JB0O1EKsW5oAnOne/+mSpJYLBb34Y3DwWe7QFfry6lm0gGYnpsps5Kpf0Z3UiVpqqfb7b333njllVfwjne8AyeccAJGR0fxoQ99CE8//TR22WWXeoyRKQMtvAT8FRix+hfHAjzg4FPnmiS6eqZbWIqHtqmvjt893J8M60qaeEj85bm1ymeoBc5u6bPUcdWsT1LClZ6kiAeAsHelPL5sq/x3WJ56WOqbfjz09B21JinZsdInY5UcaqoAmm7acdLtXNdVlQYl9Sj686nqmddq++qVbic+Qqbb1bAg+eV1w7L+RDVPERPBlLHZLv0eRkn6iP66WqC428Xtk0S+33IuTv57SoFh6fXH7DUX79tnnpwkevuqrr5XyuB4QU5SgaACVA7XdY3pdgElifx/TGsqKov0dSWJ1AZtO60TKcub9JoWZOKiKwv6/VAEfGIiLhqYivGL+7WY4FNHOJq659ckef/30+3CLcAtS7XjFseTBklGl0Bak0RUn4wyEY2RblelkmRZlmwoa0q5GyuIepqSkiRqY/KqO2KapK45jiuPsdi3rmxaBq+mAERX2SvBdV08tcJ7fh20cKb8Oa1JErcpcWzF350xa6eSMkrqkSzLUpQkfSyAmmJHlSRaL75+KCfHLJQkMQ8S34e4Xk3o98Fyi7AmdSfKuMF1/cWCTvlMTabiZ9rEAjyxkgQA/f39+MY3vlHrsTAVonvgC4c3kUdutAAPFMKGr0DWA3WF05xupw+BNgPsJfni4iEjipG3n+Gv2AhyRdvYQFYPIGuWbqcHFzUMklzXlSuvY4btPrHcD5LC8tQDdtzCCdGJPi8arSQVyPdmmozHSbejb0tbarpduUBHSSmx1THU291OPExrGYQ8Sc4Veu6L46z0STJMFAFgw5Bar1LrmiRVAY6373ThRNwXyh23sBVQauIgJl7Vfgd6jU9SJckrGi9ds7RgXk9LI+MUCypCUfCOixvYFxqwZNIpzJ3ehTWDE1gzMI7tpgdV6TiI66a3I43RvB24H4rj2leaVHZIe2xVSerpSHtZAUranL8dPTVUvN9k3CAuddpQuuj4FuAdmZRU20y1XWliFU/PEdofJmoxPaxPTVIlCfAaym4ayRkbyo7JmiRNSSqdD8q1Qo4ftakWTOvKYPNo3liXpCqalT3vlm4axZbRPDozKew931eSuiPUm4wWJAnjhKh+TknQFxfKKUlh6XZevXgnNo3k5PmvWoALZc8pfW74MUyiJNFFQWrYErV4RH/WnY2uXdI/q92UpIqCpK1bt+Kaa67BSy+9BADYc889cdppp2HWrFll3snUA9/dzq9JAnxHIlPOsy6x6qtZjTVuMI/Btv20HnrzEWqHVJJmqOkG3mc4xhXpgIFBKU2t2gs82CepdhNHaoM6pj0IxvM2Fq8elP8PK/7UY4EwJSlslROoIEgKKEnJz7EiGacpoImjJNEHTDqtKknlxqSk22k1SfVy5pY9f9L+RK5W0IC6GDYRNNQk0dfqaSG1vneoq//xDnKRTAriugKG5dLTVCoRQDiuNyEIcy4rh26pnTRIEnVDQNAplEK/J9kvpzRJlqqL9tFicinusfNmdJeCpAkcsFOiYQbG1d+d9YKkfJiS5E1wRX8r3d2urzODDcO50JokJXWWLGIYjRvI4iJdVRfPxmw6hUw65SnGIdeGNG4gJgvkdIlWklLqPgqSKklAdEPZUd3djhgIAL5pT8pSG2uLcdHzXwRJJhtweg5Xutj4ZCkLYr8dZijBmTBuGM/b0N0+M7Ie1XvN9C6/9qcWSGe7UpCpKEmkrk0wTUm3U6fY82d0KYpsRzql9F0CqJIUFSTpmSrh9w/TIgIQ3UyWnpNxzZCiPquVSayHPfDAA1i4cCGuuuoqbN26FVu3bsVVV12FRYsW4YEHHqjHGJky6IWM84gNNhBiAR5R4Ou9p941STTdzuxup6sBtJlsL5G0Rd0MNa7QyRVsLd3OrCQBtUm5EzcUcaOvpZJE0whGtRvps6sGlO97S0iQFOyTJP5Wf65PuujNOHm6XfQY4iBXzx0nYAQBkBt6xKbpOMo5fenQSdZE0VaCzXrVJDnauVRTJWnZFvnvohIE+RNFv17DrOhs0IKkWtckqdb9MZUkMZFK+zVJ5YLLsE7xdJI4NO5fe9V8DWs1I4Sk6Un0HlCIUpJK/3cc1y/gL6Vb0QkxRfRfEmlDctGtCvMGcd1M7w7WBgFqih/gW3LrzUnF2E1BkmWpNUD0WjUpSbQWJ0vOEfFszKQtGciYrNRpo2U13c5cn6RTzt0uiZIU1VBWV0Kou52erp4uoyT1RaSyKc/XCtPtnii5ZdJUOwBqA1fb/94A/3jXLd2utGgg1CzTWMKNG9S6rflavVhnNh1QksQ2RyOUMFPvyzDo84IuIkQtHtF7SpKaJH0Bsh1IrCR94QtfwEc/+lH89Kc/Rbp0I7NtG5///OfxhS98Ac8//3zNB8lEo69miIay64dzKGoNLwEvYAikVenOY/Xuk6QoSWYVy6Q8mIIkIe376YbBlJBc0VH2UUzwTWpEgRTpVoq4oUzrzGBzMV/TmiS6QqYrSTR9CgC2hqXbhfRJKte4tNHpdvJ7C6lJEjf0qGBHuZGXcfrSoQ//ibw5uK81UknKhK/8VcKagXHZk0TfrqnuwlSTBNRfSTKt4pdDKcoXjl0VKkli8mg7rjSsALzvO43KJgKrtXS7pAszdAJoO65UtYJW2d4+UXdNoSikQiZJuqoj7qerq+iVJMYlTDDC0u18JUltJuun62WU/QJ8VTxlqf2f1CApqCTR5yZNKZWW++mUVxuVt40pn6mUvxrfoaTbEXe7CKWxfDPZBEpSRK+kMZlmWWomS56dNCshpQdJIu2Q2lt3esdxyKDSRBmIxEUo2wftZA6SxgtBJUmMWbxGjLH2SpJwpPODGtuoJJnT7QB/AVtAlSTRqFxmiUQoSVHPZR2TRT7gn3+mew89J7s6xDy//HdK7yVTVkl67bXX8JWvfEUGSACQTqdx3nnn4bXXXqvp4KY643m7bN8WwH/4i/vxNn2dyJQe6htKDnAUr0+SrhioF1mY40mtUIwb9Aaxwo46oCQ5Mk2DFkeKB2iUkjRRsJV9LGpBAb3JURerOHjuXurrxf71GVYwdZI639EJkl6T9ERJGRDHZ6shRx0wmSiYg6RmaibrOK6SimkKSuKkBtDfpS1LOn2Jz4iCGjfoD7F6paj6NUki3c4JpABVwhNaQK0oRTLVRnX+EtAUL11JqoUK7Tj+NaWkOMY4xtTwhU78io75uhbXr1wVNqyACqVhiDgAJv2+NwxNYNXWMazaOoalG0cA+EFD3JX3iYJdMm1Qr2txPw/LCBD1SJbl1+2FrSTrqo6fvh3dKynsPua6/oRbNObV04+HNfVKHG/xPrFfYoJvUpJSFmCRGQ2954rt5opeUDBBgwPLT30rOv51Rd3r6PNS3CMyqZQcZ5gFeCXGDTmRbhezmSzg1SQBZiVJGDTQdDExrLFcUXWClMYXwWaygH9OmOp9qjVu2DKax9KNnv33QQvUIKlbcbcT31tYTVJJSQpRYsQ1FBffQr10/ERQU3SM8wcRpAHqPAXwF7AFppokec1GGDckcc+l9+24zWTF+e7Z48dT4qM+q5VJHCQdeOCBshaJ8tJLL2G//faryaAYr8HjAd++C9+8+YWyr6U3OcA7OYWTypqBceWmD3g34WDfieomsEmhk52ABbisOwkqDybjBj1IEo5MgP+w1QPDPFEkADXt6t6X1mPvb92Jax96I9a+nHfjszj4O/dgwzBZlS9tV9wkw1Z6Fq8ZxH6X3IXv3f5yrM8CtCCJPAg8Z6ABAMDhu88BEF9JskMCU31FsBolSQ9qkp5jipNciJIUx7jBdCMPc/rSoRMBPUCt1yWjB0m5ooP3XvkA/vXH/0j0sNd5SguSCqFKUjDNz66zkvSpax/DO75/P0Y16/44NUl6ECzG/99/fx37fOtOPPTaJuX1X/nDszjo23dj9cAYAPMKqOijQydeSZTDn/7tdfzLd+/FO75/P97x/ftx14vrAQALZvcCiDepXD80gYO+fTfOu/HZQOG8OEYBJakoVqVLKVfZtKyjClOSRjRVZ554lkSk29301CrsefEduOWZ1YHf0WtGBEn6wpgI+kQ9ia4k5SKDJO9vK0RJyqYtUvjv4MM/exiH/3/3y8lvKmABLtLtUlJFMaWaUpU1zAI8Sknyg6TgIiZQy3S7UgP2kiJgWZZiA+6n2/njLdouOX40SBIqjcm4gSyiVLCA83TJ1W6XOb1SGRN0d/gNV+UzO63WJIngJSrdbutoHv/y/+7B5294Kva4ZC1fSUnqIudmkQQTgqh0O92eXbUUV+ckcQMfIFpJskODpHAL8IKySBa/FpbO2aaUu91zzz0n/3322WfjnHPOwWuvvYa3ve1tAIBHH30UV199Nb73ve/VZ5RTkCXrhjFRcAIPdBOmbsozerJYtXUcwxN+P5nezgwGxwuYKAZT8AIrkPWqQjdsX1dZwlQNeuOm9qwF7UaVSafwibctwGsbR+A4wCNLN5eUpGBtAw2SLMv7/yOvb4bteAHHaYeW35enV2zFSK6I1zaMyJ5EfsFwKUgKueEtXj2EvB3vexaE1SQVHVf2WNh/xxn46/NrjQ9NQFUfXdf/vx6YBmuSKrcA18+5pJNpPR1MTNQ7Mym8defZ6Mqk5EQgatv0epETxhCnLx0aNOrfab3d7cTEccPQBJZu8lZcR3LFwIM4LiK46c6mvRVaQx8xtSbJDfwegLI4oL+uUp5YthXjBRurto4nrkmigS415njw1U0oOi6eWzWIQ3fdRr7m6RUDGM3beHalZ3hiWgHNZlJATjU8SXL+Cltjuhgzr78L79xtGzy7ciBWHZewa3/w1U04ZOfZyu+KUknS7uuaktRDVrbDlaRSup1Wk6Q78lH+8txauC7w3KpBnLD/9srv6DXjK0nqtaObRXRoKktBptuJmqSgspOyVDc5ca/qSKekKrN5JCfPe1FjRQ0YirYrj2VHybiBjgNQnxl+ul1yC/CwdKdaGjcUbUceW9q/p7sjjeFcEaN5X0miJieKkkT2bZs+73NMPXyqrUkS21xYWjigyHQ7YtwgArrj9pkPYA3232EGgOhA7tUNIxiaKOKZlQOxx6W7QnaS4FUEoPrc6917bAvLsmTQL5hvSLcLqqZu6XNrX5NEa6fE+WdaeBL38Cypu4tzv6P3/jYRkuIFSfvvvz8sy1JWLc8///zA6/7t3/4NH/3oR2s3uimMOCHXDE6UdVGSqSXkNbIZX9F36+krBUm5gq2sygPBm1o9lSSaNgUY+iRJ4wb1fTRPWqQB2Y4fONH9v+SEvQEAn73+CQBCSQqmEymN9GBhouDI9KG4dUTiIWOq6ejrNOfgC8SKqu52FYVSk0Qkebp/207vBABsCUu3Kw01W3JvkvtQriYpX0MlKaEKohdPi4l6RyaFX53+LwCAfy7dXHbbtC+IIMzpSydXCA+S6tYnSXO3oymUwxOVB0kivaO3M6OksQBQVkj9h2nw/AaCE6Zqa6Zc15XXRa5oK7WEsRyWyHeoNwoV26SI9CbhOmVqAJo1pOAlySoU19H3TtwXHz5oB/nz3/xzRWlM5Tc2Qca5aVQ95uK+qG9HfBe+s50/wfONA8ypbyJgESlCm0ZyyBVtaUUvcBxX1kKaFk7oNWNq6qp+plqT5LjeNsX+9cg+Sf42y9UkZUlKEz19xkOUpLxUkiwSyAQXCNLE8CFLApqU4b5ioiPEXawyC3CzkjQ4XpDHR6R2AiVFbjiHsbyqzPjqoj8noPs2r181haKozWSTB0mm9D6BVAKLdkC9Oeeo3XDOUbvJ18qUQENNkkhhSzK+gAU4GZ/YHv2eLcvCNae+xbgtWgrQkU556cCiD5u2cDtWKrcwzf1MvS/DoP3AVOOGcGvvguEaiLVApSw6t0eUFCtIeuONN+o9DkZDTLjyRQebR/PYpq+z7GvpzVk8yPK23xNJyMUThaC73WT2SQoEaAH7ce9vk7ud77iTlkGSeL/pgeQ3atPd7YJKkjh+YmU8dpBkqAewZZDkf74J8aDePOqZO8R5MNJ8cNpMlu6f6GcSmm4n1IlSkBRm3BBQkpS6rmQPwkBvpirT7fQCXoAGO+HbNuWRi4lxuX2i52ow3a6+SpI4l6mtezUOTmJxoq8zjU0j5n5EXjPZYIE5fWDWuiYpV3TkxE5vAp3YYUlzLxTbpIjvVDhBmmuSghO3JN93nqR+UcSEMM6kjd5DXl0/ovxO7HMwjVrUN6ir4QBRMrRrXA9YZvRk0ZVNYaLgYN3ghEwRFLy+cUQq2KbUHd8AwFd69UUjYQTg1yT5x7tg+6pGX4S7nR4kUSXJdF+dIGna1ERBnNteup1JSYJ8n0hF6gxRkqJW08Xr9OdhJUqSCIB04wYRNE3vyijHVEz4R3NF5fiZLMDpvvmN6oOqotJDrgIlyZTeJ/CVJMd436cIBdR0bxQmFkmULl1JypTUddtxZbq7aWHFxJy+TmTTFgq2K699Wg+n/u3NbfRFCfE7Spx0O32M1KRDh9q/+0pS+WPWbj2SgJhB0oIFC+o9DkaDnrhrBsYjgySaUywQF2COrBD3kuLVIgkO6OqZoJ5BUrkVCVkfo43BdmjvBv+GXiAPOx1Ro+K52xmUJOJOI1ZWxKQvrqGC2Iay2qgZN4TdxOjP1w5OYNE2wVQDnSFy86djFPuXsoA507zzJTTdjlgk033QJ36BmqQ8nSwkO0fC6qDiElSSgjdkuRIasW2Ti5l4X7mJL324jmuFtfVIt6MmBCJlSFWSKndwEoqKOEeLhvM3mw5xtyP/1lN8qlWhaTAQaAId40GtKEmkboRuU/2/9wbx1ZsmXx2GiVuS81dOOLWJr157EwW91pesG1Z+J767vFQhvKBG3JPGtdVwwK+z0u/1ou5KnBeWZWH+jG4s3TiK1QPjgSAprNeWQIypk6TDBvskael25Djli36gLNIF1WayZKXckG6XTaeMAceEVJKg1N1JhTpkFV1MFjOkqF2pSQpxutMxpfIB1N2ueiVJ3Cv0Gh9ak2RWjR2jkuSnXgaVJLVPUiVKUmnhLkpJMhg36ESl241JJSn+tTteCKqwnZkUxvK2XHyIGxSkUha2m96FVVvH5X7qSje9f47lgsot4F9nIl0+qg+jyYEP8BdsTNes2gIivHYp8Fl28Nna6lTUTHbNmjX4xz/+gQ0bNsDRHlpnn312TQY21aE35TUDE9h3h/DX0pQxgXz4EiXJd/jxA4aubKmDeUDNcatqlhhFuQAsTNVQlSR/hSOOkqT3SRL7Sx8Q2VIDQ9G1PG5vIzFOU3HvNJleYr6JKUHSwHisIIlOjKkDTp6sxIkc9eEJ77vVV+fEmMXPxdcfVJLU/9MJbNJ+OEFHvURvDygdpqJZ3+45fDtFw/Xir6pFjyHS3a4O6wr0kPnpdkRJqqKrvDgnpa1ySHG6sSYp4kBVu8BCr4mAkpS0JsmylO9ZbJOir3rrfZKAECUpwX7mQ1bJO0LqUkzQ4/LaRlVJEvdA8XdvRwYThbyvJBlqksT9Tl8I8S3A/dfO7/eCJJPD3RPLaJAUPCbimunIpEjalPqZfk2Sd78UNaKu641PKP++cYP/OTTdXFWS/ODMqCSVjmeKBAcFx/8srw9SMJCh9w/xPsXdjowhyrjBlG5HG+B2JXC3E0HQWN5WMhLEAoZ4HghEv6kxUuOTJsfPdkjQYlCSNg4HUy+rrUkKu0YAKAqkbtygMy2imay4ZycJ4kzXTlc2jbG8LYOuJMrJ/BndWLV1XAbuWe08oPfPsYKNmYZtyHT+jgyGc8XodDvDc5L+33S/NqXbxatJCp+LtSqJg6TrrrsOn/3sZ9HR0YHZs2crk2jLsjhIqhH0QV+uXsVUk9RJViilcUOHb0ctLsjOTAojOfNNzXbc0BtRNZQr+JfudgE3NEdZkRWTH+luZ3ggUUcwJWda+4y0ZcmVVUHSIMmcbhdt3EB77cTtQ6K421EliQSQ/d1ZOcnYOpaXhhJyfFqdS2i6XZS7XcIop9p0O3ozt12abhd0lopjAW5K0ytr3KAoSfVPt6PjERMx+v1Xk24nJq/TjEqSH0Sb3O2iAqFqe6zR46orSXEe1HrzxCglyXXdwL3P6G6XCf4siZKUI9cmhS5mlYNee4H0aC3lt7sjDYz616ipJimTCk7SAf+cokXn82eE16I8WWoACoSk2xWDwYreY0wPzCzLkvWSedsPlMX487YjF/FErXTK8ttgAGpw5qVTq4sOInU4TQwLbNuVxyyTtki6HQnKTMYNFViAm+qdaPCYREma1pmRWSEDYwXM7VdTc2dpSpJQFMfyRWWRlaYrm87ZmT1ZdGZSyBUdrB/MYafZPfJ31fZJEv0OTaofbe0gg9tQJSncAlwsKhYTLAKbrh0xRpNxQzlE37GgkqQu3ALBPogC8Zq+Li9Iiky3C1WSwvvuFRQlqYKaJEOg26ok3pMLL7wQF110EQYHB7Fs2TK88cYb8s/SpUvrMcYpCX3Ql+t0Tif6gg4lOFBX4XJFX10SNx//ovC3Ua+Uu7JKUki6HVWSaK6sbgFO6SI9DdQVaT/vF/BSJPQVLP1BXm5/TBbKpk7vFD3dLg7U/pc64NCVv3TKwoySk9SAwbxBzO+yWrpdoJlsVJ+kSU+3I5Nl21GaOgrEgzMqYImqSSoX6FDVQX8w1SPdjo7HlIZSXbpdaeJZui+E2Ryb7NGjlaTkEySKriTlDKv4Uejfr35fUPq5GPbD6G5nSrdL8H2bnMLoduOsvEfdj3QLcF8d9MZoqkkypdu4rhtQdQDfulivRdk4nMOyzWPy/6a6Bbp4Q/vdUPR0O8CvhfHS7XyTEf+zxEKX9/9UqeeZeAwKw4hsOgXLsgJqkkhRoqnWBUd3twvWKtJrw5RuF9fdLmtQEXPkuCSpSbIsCzMMDndbSjVK1LQB8M+D0ZwtFXBFSXJdeczpvonUSyBoCa9kahST3wtNcxBBN/nuRkrKTlhKVx/p5aTfk8dIDW/cTAihJHWTIEmcS2J7SZUkAERJUoMQeo8bDbnm9RYj0cYN5vmR+L9eEwcQJYmc40lqkqIU1FYjcZA0NjaGk08+Gak28UBvFlzXxXf/7yX86clVANQLJcp6FTCn25mUJGoiIFIKRJ1DXio0/o0g7iTg0aWb8e9/fE4W74bx339/HT/7++tlpe5QJclWV7fE/ortmdPt/P4Kas506TNIUaO+WqynhIThyCApQkkKDZL898R1uBvO+ceZNrTLayt/IgVDrxmh48vqSlKSPkmJ0+30/yd7vx6E+opQcBU3cZBUgZI0Gc1k6TZNK8vVGTeoE09TTR2tSaJW8VHBSrWLK3pNkmlxIwp95TQQJEUoMkCIkmRMt/P/vWkkh/P/+Ky0+taRrpy6kpRW779RRN2PZJAkXOCEwUHpPWJFusfgbqfY2pN0JtoIc/uQWpQnQ3ptPbViK87/47MlRzz/vtRlCJKKtiOvJRqYiWNVsMlCHwnylm4axVf/8CxeXjcEAJqdv68UifuhHnSI36csNaWI9kky9TKi949ySlKcPklqY3U/mNbTRMthaigr/j2rR69J8pUk2hJBnPtevyg/24QSpirmyyw+6BRtBxfd8gLueGGt8n7TYlA27Tf8FguDYcdHOCi6brAh62iIG2wUwqCHnnvimIjtJanBmVe6lsR+ZrTaQBqMhCtJ3mumlal59rbn/a1n2mQj0uioc2xUn6TrH1mGH979CvmsYJZGq5M40jnjjDPwhz/8oR5jmdK8vnEUP39gKb5/h9dUlE4go5r4AWrHcYF0tys6cqXAqCSR1wHqDSruJPjnDyzF759YifteXh/6momCje/d8TK+f8fLGBqPntj5qob6c9rojypJ0gI8QkmaKNjGZnc0wNQnQnGNG8TNo2jYPg2STI0/6YTQ5BhkQp8Yi3QA6SIlgiTRYDAiSBIPeWncoCtJ2peg9EmqUklK/H7yesd1Q4Kd4Gt1THnTIs4qp25Fp9tFvrUi7DJKkt5UNAniuhFuUKZ0unRKrekpxgiSqjduoCvrmnV/jG3ThQ8g+MBWlCRD4GFabDEZN9BA/M7F63DjE6vw87+bsynEynpASarQuEFHHBddSRI/F0GICJ4A/9qn9y1xPlmWGlCJlgK63ftrGzwDCTm5Ln1Xv/jHG7jxiVW444V1JN0ubTRuoKvlNDDrUJQk8Qzzx/TrR5fjj0+uwq8fXQ7Af/6Jv30lyfvBvP5upCw/3WmCpEoJpWI0V5TPy0zaMqo9NAgXltjib+/n5oBJR+zrWMGW6p0I4DsT1CMJREr1ii2+sifu/bpxg6ivoRbgerpdnjxrKUJV1DMflHS7GOfzs6sG8KtHluOK0iTbd0EMLgZZlvodAeET8c6M33tIf1bS8y52kCQWGDqDSpL43pIoJ3vOmwYAmDvdO45pTa2MoyTJhYwuc98xSlidUFi6LeAvCmRS4Rbgruvi2395CT+691V5X5iy7naUyy67DMcffzzuuOMO7LPPPshmVRn3iiuuqNngphJi8ike4KqSFDPdzmDckCv6N8FeIs2K7evFofQhHjdtRty0oiZs1NZ3qEyKUFh9DLX77sik5I1JGjeYapJK+zeirciYmskGgqRCeJ8CZbzS3S6oJInmia7rTf6oZA9oQVJMJUk/zmN5G9O6soHCV78Le/B4+7131NUkfRIa2Uw2sQW4+vqk6Xa6sYDJ2tQvPA7fttE63PInB1FEpWrVpSaJPJhqnW4XVJLo8RXpFinlOMnzJCrdroY1SROakpSkoWGYkqQqVfGUJFNtJj1/fSv/YJNNILiAITBZTIcRtVosm64KJUk2XfX+LyZbdDW8w5BKJj6jJ5tW7nvdMm1ZHYNIfZrRk8Wmkbw89uIYj+SKZuMGsi9ikacjnVKODzWW8PfLH7+YpIuJsLj2rVJjaGkBXloI/N9PHYz1QxO48p5XsWZwQu5ryvKDwFzRkRO+DlKPJ853x3GJC2IKnz9iV7xt59n4l0Wz5LjiWoDP7uvE9jO6sXpgHM+sGMA7dtuGmE3Er0cS7LdjP/7x2iY8uXwrTvmXnQD4SlLAuCFLlCRq3ECyM/Qm1gKRLqbX0NK02FjKaGlfRzVbblP9H+Clu43mbVlrFDYRtywLfZ0ZbB0rBJ77NOiIWzc1Zrh2hIIjsmeS1G4ftGAWfnfm27D7dl6wlNWCFaUmKW+eU4k02mkx0u3E5R1u3BCRbhfSTBxQDcDE59tkgaFdqChIuvPOO/GmN70JAALGDUxl6PaPdEK5YTiHfNExTpLoe8KMG2SRn8HdTr8Zp0mBa9wV4YK8UKImTv7vyqUIiZea+iTRFVlxIYqbq2lyI5SyIe0zpZJEekSYVotzRads76KomqQ+kmM/mi8GgiQ6IVw7MB4rKNP3RQSptB8JYE6/EOhKkjjUepAQlW6X2AK8ynQ7xYbXNluA++l25bdDFRK/iWJ8JUmnLul25BroNJyflabbua6fuiruC6ZmyJmU2mfIe6Cmy6TbJQuedeg5VomSlKgmyaQkGY5zOXc72WsppC+ZSHvT7zGJLMANE6FpXZmSg6WmJGmBr94QE/BXkmmzXnEP1+95nTK4Uccptju9ywuS/LQ/P1jKkX03BUmmmg/xerFPNNNB9JnZMDRRGoMf7NC//c/1fjB/Rjfmz+iWx5y623Vm0timrxObRnJyHzNpi6T8BReR0paF7o40Dt11G2XccdPtAODghTOx+plxPLF8C96x2zYyoExSjyS3tWAWgNeVFEhxPopngUAoSaM5qiT5z1D6/eg1QkKJW6sFSbQOKU7QL9VPLcA3PYcB/5wcLRMkAV7a5taxQmARacxQw1sOkVJHVUwRJIl636Q1OG/bebb8d6QFeFhNkiFTJYwwJSnKuEGpywupSaJNosV3aHKcbXUSB0k/+MEP8Itf/AKnnnpqHYYzdbGl1CrSwPzfuS6wfmgCO87qMb3V6G5Hc93FzceUbqfL+qKINU8K48shLpA4Dc2A8qvf4X2SHGVFVvZJssPT7cT+6ZNJsRIjJ4MktYIyno9u8Oq6/sqiYizg+DeZ7mwa4wXbK/Ls07ZPJwt5G0MTRak+hRG48QtbU62vRVS6nTi0el5yoCYpwrghaS8MkzKYBOX4uq7vMpUOTkoSu9vFeB+grpbq1ENJEvtoWebVOT1gjovnDub9u89k3EAaapqVpKggqUoliRo3VKAk6cq6bulterhTKumTJMZoUm0B/7wJq0mKM2EzGTfM7u3A8ERRXhuyn1Ap4BDfkwhEqPFBxmDcII59IEgiRkAUsd1ppXuWvxruPxNkul02JTMXqEpvcg8DQOqB1Pt+Np1CwbaxfshTfMT7xeKSuJZ9Jcl8zEUwJF4/f0YXNo34SmAmlZJF6+JeR69xU9NhIL67HQAcvGAmbnlmjQxs/CA1eZB04E4zAQBvbBrFppEctunrlJN4XUmiNUm2VNb97Ax6DYYpSXqttHCnA+IF/eLeJl4bVZMEIJBuF9XAVQQxgQVFWpMUs+Z4TAbx/rUj7pnCPbCaGhz9GUzvw6NhNUlCSRI1SRHpdqZMI/r/shbgIa8z1SdzTRKAzs5OHHroofUYy5SmoJ1ketQelYoV3UzWbNwgTuoug5IUt4hdjr20ghSZDqIESSI9Inp/TDUsMhAgMrDvbhfclni464EFTZ8ASsYNhg2UswGnx4juIzWTECtQY4XgDU/ffrmUu3zRkROVbfr83hgAMd8Q6XbCuMGgJIkbp+yT5KpBo/hugul2ySasps8M+3856PENayZrcmLT8WsKgrUD5VIAc1FpDfVItyOpgaYJ10iusnQ7OtkVaqepOD2oJAVX1ANjrqVxQ8FRlI5Yxg2asq4/sCeK6vZ1zO52hnQ7w/U+MJYPKKTUZrzWSpJwNPPT7bzPlkqSrEkKKkmmPj1isqWrOtIlVBuDaLQpFnYKWhA9kVeVpK7Sdh3Xv1+Z+tAAajaEXx/j36dFQCPeLy5n3bgh0JtKKEnCuKH0fc8v1drI1ynudsHzPmwimCRIOmiBl6b39IoB2I5LlKTk6Xb9PVnsvp23CieCLnHvD6tJGs3ZyvxBHCp6n9dbY0jjhsHaKElin8OuEYE4J0dy6vdmQgQPptT0JGOkAToN4oXBiEi3S2qyQUlrgXgiJUm450bcP8LUnahmsn5NUkoq6/p9nd6PZN9JJ/hsbXUS78k555yDH//4x/UYy5RGrwnRJyFR9tA0ZUwgV/5ClCS/maxBSUrQ4BAgSlLEagatrRABS3eIQhNmImA7rlyR9VxX1AeYSfIWaSIBJSlwUVuBVV4gOteXvp9uU4wV8G4y1G41sH2tz0I5u3eaYz2nVKg7KruIqznds2IYN+h9ksTfvjW8uk8mh8C41FJJ8mqS1JVggFiAR6aDBRcV4ihQQHQeez3d7VIhQXyl6XYiOLAs/zqkK5h0JdGyggsnpger3E6N+yTlSVCTLN3O+79+X1CVpOA1GdfdjsbEYoLnuMGaSzrmUAtw2zEau1DEvUh8Fz0daXn/Lthe3xfpbidqkoS7ncECXKYrU3e10mfo9+ZySlK/VJJEup1JSUor253Ii9eYlSQRzIzlbXmsO9NpP03IURfn/JoksS/mSbeYHIrzTNw/5s1Qe8llSEAm9oE+x8JSrNSapOjJ85vmTsO0zgxGckW8vG5IHt9KlCTAD7qeXL4VtuPKSXyokkTqk1PkOhfHNJsONmMWxg3DE0Vl8VF/NpRLpxb373zRUc5d07UG+Au6YmEoSq3o68zKMVLGEtYk0df3GGqSxC5WpySpQYhq3FBOSfL2k7oY68hFQe1cjFKSfHc7X0nSn/fjhmPZjkpS4nS7xx57DPfddx/+8pe/YK+99goYN9x00001G9xUQkxKhM2ufsJHNRo1ptsR1zrduIHmeAdqkmhjvbjpdqVtRQUUtOhe3Li6smmje0tUnyTf3S64sp4xrF6EKUkBC/CUuSapnJJE1QN9Eg94D1rauE9HrADtNKsHb2waxeoydu9iP3o60vJGLdIBctpKnOiNYUoB0ruW6ymO3aWO4nSFW/9+q1WSks6l9YaO0to0oUud34Hc/77FcSjbJymi7q4OMZJSdGtala40SBLfZWcmZXQv0h926ZSlqHemB2tfV0axkK6UoLtdcFxR6NbwYh+md2UwNFGsTEkyLKCoSpL/7y2jeanwAKpKFNZMVmyjI6RoHfDbBew4sxvLNo+hrzNDAgb1OMl0O0cESYZmsiYlKSRIEosmeduB47hy4iy229+t1rWJzx0vkFS5kqW2aHo6XrDRj6yvJHWo0xGxbzTlKJuxZI2Rjnj+ibGJczyQ4qgFfOI2IGzOBTRIKmrp8ED4RJAGFeWUpHTKwv47zcCDr3qGCyLYrERJArz0vd8+tgJPLNuCwfGCDC71PklClRnLqRbgYrxi8c4UsPR2ZtDfncXgeAFrByf8iboWdORtB12p8P3wa4+h9EAMS7cTKuRoDCVJNEKutiZJnN/ZtKWMi1rVA9XV4KS1IMSk7OqI10wj6utEwVbSaQUmF1gAgcUGiqIkhdQkKUqSZjjWTjVJiZcrZsyYgQ996EM4/PDDsc0226C/v1/5w1SGbr+rTwaiFAbHcGIqzWRlup1qIgAEV6w8G1DzxVO0HTy5fGsgNSRxTVLOD5Ki9kef6OYKjrKiGMyxDW5LfIZ+HzApSaaHXjIlyTzJ7NFu7hRxE9x5m14AwWJYHdp0UUx4AkqSNG4Q7nYx0u2EklT6ebd0xwpOoPz9ra4mKbFxg+ZuVzQ46YjVMtdF6Mo8TWET+EpS9BiiVh9r2Ux2cLyAF1YPKquApvNTnwQsXjMo8+TpuJ5asdXo6taZSfuNNA0qoZhIy4UTbRJMmSZTvJKdFzpRNUlhStKSdcNSwZHKeul+IGpHFs3xUpFoYGSqMTMttpSrSaIKi74oQY9rWH0MUH5lW3x/u5T2Y1qXHyQViqrKKwIO8T2aUtpMznriftTVYVaSAHVfdSVJfPdiEjeet+XxFvuumzeYUgHp66l63pFOGQNWABBXh7iW9UUjgThm43lVgZpnSrdLqQsI4ju3rPBJehIlCRCGC8ATy7ZWrSQdvNCrS3ph9ZCcM9DzRCCc2sbytpKJktZqksICFpPDnT4vKPd8oPeQfNEJPL90ujWn2ii1YpoMksLd7eKk7oYF8NO0YKSa5qky7c0QiJvmDAACC98A8H/Pr8XyzaOhrw2rSbIdN/CspJkEWS3lVDChpNupi6xTWkm69tpr6zGOKY8+waYN/UZyRayNUBiim8kGLcABVc2hpInDjT6pveGfK3DxrYvx9WP3wFmH7yJ/HktJMrjb6Xnv/v54f+tzLbp9mm4nMKbbhdzkxUOPFjWaHr6iK3sYjhIkCTVQ7eHTK3tSqDds13Xlw2iXbftw78sbItMqAT+VZ1pX1u91IdzttJU4Uwd2QVi6nW8N768ciwJrfVWrmj5Hpv+XQ1c6TK6O9JywHdds3RxVy1Qu3S7K3a6GNUnn/v4Z3PfyBlz9bwcCUHuYUEZyRfn9vLZhBMdd9Q+8Y9dt8OtPv1W+5rbn1uCc3z2Dz75zZ1zwvjcD8K+lrmzK+BD0LcB9JYn+3HScRH68XWW6XbAmKZjGSnli2RZ8+GeP4F/3m48fn3JAwBpenOM7b9OLZ1cOYKLomwaY+yQFx2SqSVLc7WiQpF1v4ncpKzhRUZSkogN0Bj9bIK6/XUv3iv7urJ8K4zhKIbqog9Td7RQlibxXfoY4L7R7oRok2b4SQdztAP8aFd9ZrmjLlEaxjc5sGsO5ovyssJokX0ny3etog1cdcRsQh5iqpRS9Jkl8J/MD6XZ+QJYkncjUty0KEdg8s3IAbyn9u1IlaadZPdKl74FXNgHwF8so4vwYyRXl8aQ90WSQFLID28/owktrh7CK9GTSg6JydXa2dv34jrvRxg2yBjnSuME7H3ULcPoMjpNuNy7TVNXvY1qXeq5WExSIRWlbCzSAKAtwP6Omt2SN/rU/PodpXRk8/o2jlHmdqeUFoNaaFR1XuccViforxxcZJKnXx5RWkpj6YGsTFDFhmV0qzo9Kq3EMOadUSRLb7sqkpOwuDAI69SDJCq9JWr7ZuyEu26SuVhSkkhSvXqNcTZJMt9MmnfSGkU1bgZukaUIcplbpK57pVKqidDtlYmmwifVqksSEQt0WXZEVzQh1FUBHFKL2dWaUvHIgGCSJlIPR0kSaIoaoGzfQdDuBCOBrnm6X8P16H5+iYcJCFwrCgpaiE7xeZJ+kcul2xfDzoZbpdqu2lq610spgOmWuSSrYvpX3ytKE5Q3t+hSrva9tGJE/U5QkQ9qVfmz1hRNTqoqYOFTtbqfUJKmTf9Pq9L0vbwAAPLtyQBmjOBc+cvAOOG6fefjU2xcC8FRGMX5TnyRT0bHp2JuMG4CgUUpYjyTvsyzfJKXMpE3ci963zzy8f7/5+NwRuyo2vrJfXMqSk2zpbmcwZDB977ImSZsUUpdDmg4p7ml6TZJJSRKT3+6OlLI/Ye524niNypSnlPK3jtonyf9uA8YN0t1OrUmar6fbpSzpbqf3sIlSDpIYNwBeYAN4DrbyuqxQSbIsCwcv8AKtu19cByBYjwQA07tFzU5BsYgW3/F4RLodAOwxdzoA4JmVg/JnQSUp+j5A7xPedV5auAsJknbdVrWGjTIH6JPudqRmqqimpMZJtxsNUTn1dLtqjBv0xYokzWQzaQtfPeZN8jv36sTMPSH1MVJ3Rv1ZnLf97cdxt5MW4NwnCVi0aFFkH5elS5dWNaCpCpVY6Sq5mHiEFfAB/sSOXgPigTRG5NpMKoV5/d0YGCtg00heeZ0glQqvSRIrb/pFKJWkCOMGekPyVSzzTU6mfmmfT/th0CZncuwJlCS9T1LaUleLxepM2ZokOlEyrLKn0xZJbQjv/j1nmreErK986dB0O5ECIL5jvc+EWJl13GC/JzFuYfIgTj+Zbkdem7e9Hl3Vp9tp/0+ovNCbtO3QNFP/O6aBT1jWl6nhnaxlipjgU5cyE7VMtxOfI84ZWlQNeN+Pp4h4E4GubFpO+gL1d6XJB027zBElyS/MJUGoTLcQq8xqCq5RSSqdb9XWJCnpdgVbSYkzbfvJZVsBeCnJjkOs4Uv7tdf8flz9sQO1dEMbHZmU8fuMa9xAh0K3oy906E2edToyKUwUnLIr7+K4zO7rwFWnHAAA+OtzawCUXLjk5xDDAdtr9yD7JxmaydLvPcy4AfDupcW8rSwU6EGS727np2DrQaJMtyu9d1Su1qvTEXEfE/dE8f6yNUmlX+dCUsZ0C3AxeZzT1yl7MAHe96XXJIWtylOS9EkCfOe5XNGR16juOpuEgxfOxB2L1+Hp0qLBzJ5gSwkRODkucWgjzWTDVDjBQSXF68nlW+TPAmn4Zc5nXYktZ9wgTCkEUSqdKd1Oz4SIYwEuA3hN5aylkiTrgkv3LvpYHAuZD9CaodMOXYTTDl2E3b9xO/K2E1hsCTtn6f8Ltjo/KJLvQmYRaNs1tQOxDc/kVidxkPTlL39Z+X+hUMDTTz+NO+64A1/72tdqNa4ph96IVAZJJZeWSOc4Q7qddAYittOZtCVlckEg3Y5MxgI5qKUx0NUZhxRzRzY0IxeYUEM6MinZuFbZnxDjBlmIS9IDlLEbblRhaQu6r386paZxzJ/RjVc3jFRUk6TbxPZ0mmuSaErDjO7yiqH3e+/YT+/K+rVOeXO6HZ3ojGn9nmhvDPp/8TXRlUyRBqSfg8mbyfqTuIIdrLsrhxok+UoSfVgq6XZhNUlO8LV+E9rwMRUd16gWdaS9vmK1dLcT55KYhNI0WACY3p1BJm/JlcNtp/nnE03B87bl7TCtlaFKkqmAV08rCipJfjqeeF9vZ42UJK0mKaqZbL7o4NlVA6Uxudg0mjO6fQLqhG+i4GBal1kZNN1HTKvb9FxRlKRRNUgtl0bUkS4FSWXq3cT1Ta9rEcQWiJKkWlc7UmkGIO9F+nsFYX2SxM9GiaW367ry3hN0t/OfCb5JkHpfEp8l7iu0WafYD8A3bugooyT56XZllCR9YVC8L2Vhu+ldWLV1XKZGimOUL6r39iiFKGNoLRBFb0da3kNEunWlShIAHFRSFcTpqdt/A94xEY2IxevSKYv0mIoOWA7caSYsC1i2eQwbh3OYM60zmG5XtiaJBEm2HXh+6ey/4wzlfhM1EZfpduR5qi80x1nk82uS1HOzTwuSqlOS/OtQr+cMV5LUdGjAO2552wkEf2Huv/S9uiOpeI8wWvE+0zwf88auqmBTuibpnHPOMf786quvxhNPPFH1gKYq1DmEBh7Tu+MoSd7fdBXdpCSlU1agONVk3JAJyUGlkzABvREmbSabSaWQSQdXc8OMG8SEUdxEA0GSYdVO37+eDs+1TS80TKdQUZCkpEmK1RRyw/GMG8xKEq0LCSs01RHHflpXxq91Kn3HebIC6u2Tha6sNwEbzRWV3HRxjMWx1PtzURcq8R0LJz7hdFapBbhoBpm0r1DQAlwN9AD1QRBqiRphHR5lXx22MioeTrXskyQmeNSmmJ7vfZ0ZpC0vSBITAXH9Oa53rcheOaXjRmvTRHDQlaXudjStTaRbqNeadLcr/X5mbwc2Dnv9akQxc5yC6CjoNTeWs5WVVf07fWHNoJIyt2ZgInQia1kWOjMp5IpOoDfL7N4ObB4Nbwxp+plSU0H2Wa9JEkpelJIERE/aqCMfTYWjvU7oJFPUGxRtV94fMinVwdNP1SP38FINpqleVDxTxPczQYx0RPqW737oZxfktMlvlxYkiSBI/0yZbqcpSWGpPL6SpKoh+qRb/x7oeTJ/RjdWbR2X571eVB+n5kJZtImhJFmWhZm9WawfymH9kBckRTUwL8de8/vleQ74rSB0ZvZ0KM8b2hOtnHFDf3cWu287DUvWD+PJ5Vvx3r3nBlJXk9Qk0UUCU/0f4J0fe82fjmdXeSl+sZQk0kdOf/7GswAX6Xb1U5Lo/gabt4dYgGv3Z7odfb90J1uBqf+dPo4MWSiISrcT9ziuSYrg2GOPxZ/+9KdabW7KoStJYhIrVkTGQlxOAJJuR75NoaCMKnU8qUDetdECPMTNZFym81AbTfqAjbIAD6bbZdN+zjcQXK3W05f0YtJKlCTf9Ul96GVSKZLOkcLsUkARtU/0/XSbNHUynbJCa5Kk3W5H2phDbWKY1CSVU5IA1cVIGbd0t6Ppaaqttt4jRBwLP60qYbpd6VDpjnpxoQEMtckPqwEIS3+rtAktfYDRuY84hrUMksS5JFYSU1pN0rSurLw3iHOCnqv0GhUPzaGJgpwQT8g6kbQ/oY5SkgJd4UtBEknlqZWSRIOkoZD+ZgKRaidYOzAeSLej+BP9kuJR+k63m+4X7ZubyRpqksj3Tc+NYE1S9ISzQ7vOTNDvlqZiSXc723cH86y2/QkTraugqfJZQ7pdmAU4QBrKFsW56X83sh6tdI2K1WxVSfLeL4Ih8R2Ie1NviAW4WBgqW5OUUv/2+ySp32dQSSJBUqk2VFetkqQT0d/FVRhE+pswaApTHePQkUlhvx1n+Ns2KEmmn6cMQVJYwAIEU+70a7OcUqMvMuiKo/EzScpdpJLUGVx01DM54lmAm5Wk6boFeBXudvR+M6HVdYcpSQVSRyYIa0xtMjgCvODcrzfS1Sd1sZRuR0BNrfJtrCTVLEj64x//iFmzZpV/IWPE1iYoUkkqXYyj+WDxvf5etU+SOhmwSukDuoOPfkOixZthOajDWjGkIKqonU6oR/LCwjOlrISIschmstrujutKUkhzNEo2bSm1WrJ/iPbQ8yah3gtn9malBW65miRbSbkJpmRYlhUaqND8f9khnPStMDEka5L8dDtxXEwWqjLVT1uREh9BX2u7rmI5LW+6cmKtBklJm4bKOqgKgySailAMCZLodx0W8MhJtME6POrY54iSRq8bMfmrZbqdH5j6drd0P6d1ZYj66F2PNLig1yjtwSbqD8xKUjDgF78LNJMtfRfCQdFzyavse9UZD9kP07afIDURgGdSYUo/FvgTfbv0t7cfc/v9+6JJqTA5XzraJE8QrEmKVpKyIZMbijgmnZmUsl8yVYek42UzKcWUYSzExtgvGKcr+v55odOhKUnivtOdTcvfifNCbHOi4ASVpIymJMW0AKeLWCYCSlIxuiZJQK+reaVFRHEO+CZG6kp51CSQ/i7u5FkGSYPVB0kAZCE/3bbOrJ7gRF+m2+WjA3v6GU8s9xYqTH2SotDd7cpZgAO+E6A33vBt6wtIQGXpdmEBfGcmpQSQ1dTg0P3V51BhNUm2zBqhix7q81q+NuKcNd376f9pP8pA+QVt8i2zaLy/q0k/bDYSp9sdcMABymqU67pYt24dNm7ciJ/85Cc1HdxUQs+7F0EF7eysF98LTJNF/UEgLhBdSQpagEdcFAYlKR9XSSIXoZi7Ug9+wLshj+bt0HQ7f3XLrCSZLkwvxSYt3ys70TvBh57Y7syejkDefBi6K6H3t/p9+DVJunGD9/qubFoGw67rudX1GZrCAf6kkRo36EpSp0FJ0r8bPWAR+yJuckYlqXQsKnUxE99nR4XKi24BblKELMuSdW7llCS6qCDOnThKUmfGW12b0Pq/1DBG8pUk0jhRqUnq8u2fh7V0O0BVYEQqBODVJc3u61SUJDkR1MxjgGBNkp52JJSk7mw61AUpKbq7HYVu23VdPFmaoB240ww8tWIAawcnsMNM7x5nmqCKWg+xXV9J8r23TRMek1lAqLudbgGuGaoEt22e3FDCXOeE8UqhqDZt7ZBBkuOnDHXq703J9wY+J0pJKqhKUm8n7bXl9Vyhxg1i4ifGJJWk0vcsgji9OF4cc3ENlFOSrJB0u3I1SfQ8Ec9HsT9+2qL53m7CdF8ph0iFjqoJSwINJmb1Bo0bgGDwlEqRRrzFaHc7AHjLQm9R/IXVg5go2Mp9BihvjKC725WrSQLU4C/KTVcuOkYZN8SqSTJfO5Zloa8zI+s841i9hxGlJI0VbKV5s6BgmvMZrmcgOgUum0phAk4w3Y4Y95RbNAeCC8TtpCQlDpI+8IEPKP9PpVKYM2cOjjjiCOyxxx61GteUQ1WS/JOW5r7qxfcCMa+jN2e98FPc9Of1q0qSvmKYjqhJoukRtuMinbKUG+N4wVYKxsP2T+BJufqKfEGmZYWm24XUJIVdmF1Z35mtT6vToEXetAmr7sAUhjJREnm5YhWmNJ4wJYk+EMXKVMF2MTxRCA2SxKpqX1dGFjqL7ZomY2JCogdoep8kwAtaxLGnaom0eM/rQVLCdDsRmGXM55eJ3z22Atc/uhy/OPUtyk3adtxQ1550yoJjuxHGDcH3iX9HKUk0bYq+N0663WsbhvHF3zyNzx2xC07Yf3s8/NomfOu2xfj2CXvjrTvPVl5LaxJF0b2pJkk8OEVzZvqApXWDNPgR7lli4tpJ6ldcF/51rdV7+c12S+lUpe9CTO66s2lpKVt9TVL4++k5s3zzGDaN5NGRTuE9e83FUysGsGZgHEVnhjdmk5KUURuZimtmWldWOlpW6263dayAh1/fhG/duhiXnrC3nLSETf7oYsTX//QcNo3k8T+fPEi5j4pjorue0VRJOsnMyHQ7NzydzZBmGTVJl6mKRVFL5CtUdLGrYKsGJyJgF8+kQE1SPromSVeSwprJiq9NHDZdwZL7rX2X9Dzx0+2s0meZlaRI4wZFYQh9mcIMTdWpVkk6cKfySpKebkfvMWJ/o8axw8xubDutExuGc3hu1aBiUJIrOtKV0nVdfOm3TyOTsnDlyQfI99P75UTBludh2GICAGxL0mJfWT8c+jrxjMrbDiYKtjQdoZSrmQLClSTvM7IkSKr8+8ooQZI6Rtf1rjddBab1vYKwxRaZHWI4Z9Myjdp7z/1LNuAbNz0v3Y8Vd7uQRXP6me1Yk5Q4SLr44ovrMY4pj9rI0Z8AdmRSocX3ApObU5iStN30LliWH1jpD0NqNRxVqDcyUUR/T1ZOHAFv0pC3HaOjnGnVxisKDK6ESCVJ+3wx5lAlKSS1QQRfgP8gFhNCatywx9xpSFmei46eNx+GEiRpHbPF+Lq12iEBzf+nK1PDE0XM6zd/Hs2RlkqSaCZrKHwtV5NEj7+wIBVjl3UNmpLUV2Htia5exXn7TU+vxuI1Q3h06WYlLch23ND+D955EO6eJyZttHmlVJIiBuXXOKhBUkeMdLsHXtmEl9cN49qHluGE/bfHDf9cgVfWj+DOxesDQRJ9yIl0C7p4AXiTAPGAE+piWJoaVXGFyiGVJBLceK91kE6lfXMLLe1ItwB/87zp6M6msef8/tDc9aREumSSba/a6vV/WjC7Bwtn9wIA1gxORKaX6EqStIlOp3DATjPxzMoBqURR6GRE3D/pJE+3AP/1o8vxyvoR3LV4vVzVD1WSSve98byN3z2+EgCwYTin1EmNhyhJtKedal3tK39h6Wymfngyhc5k3KApSWNkuzRtWv/+BkuBuVSSwtztQmqSNo14xiCiTjSsTkZPtxNfj77gFOZuBwD7bN+P7mwab543XRlDxc1kY6bb6c91vX9hUmb0dOCQnWfjuVUDgf5CYZ9JU+3DXkOxLAtvnjcdG4Y3YtnmUbkY0NeZQa6Yl9fE0HgRf3luLQDg/31wH792kdyX6CJeWBAs+Le37oTfPrYC//bWnUJf01sK3Au2i82jeWw/ozuQuhbn+SXOTVP6KV3ArkZJskpzLttxfdWVtCcYyweDpIKtzjHEe+jvBFGBC1WAAeDmp1djTSnl07K8OVFYGrVi3NDGNUmJgySmPiiNHG1/AphOeTUtE4V8YKIrcAwXgX6TFQ/EbDqF7aZ1Yd2QOfc5naJF2pq8qqTzFLwgSZPYJ/LmIMk0caKNyuhYpNNayMp8qLtdyIVJVTX6IC4Q2+Z0KoWDF87C0xe+B9O7M/jFQ8sAJEy30/PWSzeXsJS3CW1CIlam9DoMCu1foAdA/kqyf/x1cweBKd3OcdSAW69JEhPKaSQ1UCgPcfDT7dT6hSjEzTdXdAzudqWUgJDzIEzYWVtqrjqfqKpiMhNVZiVXSrMpY/1flAolVt8Xr/FSU0Qtjem7VoIk2RtMXVCY1pUlQVJJSQoxbihoE3jArCQBQfc68Tu9K7x4qM6d3oV/fuPd6O3I4LqHlynbqJQoR0nFgc/xlYLtS2lSawbG/ebaEUYuOU1J6sikcN1pb8F4wQ40igTU66S3I4ORXFFLt/P/7bjAg69u8valWN7aWPx8M0nT04+BP1nTlCRiLKC42xlqkvR0Nt2UgH6uMd2ONCgHVHtkeg3q9zlRBydbE3SotU3lapLEdXzgTjO8n5PvQkwuAWLlrX3teoq5HmTR82Tb0vncU9p/3VRD3LOi0ujSFaTbzdDUnmqVJAC4/ox/wVjBDpgM+J8ZbIiqLzQeRNLbTPhNaYtSOertzGDzaJ40mffPh4mC77qp1CmTACZKSQKA//eBvXH+MW8KHDN9X+b2d2HllnGsHRjH9jO6A0pSnD5JBTv82lWDpOq+r4wIkrSFuLG87V2/WpwrlSTyuXp6vP5a0xj1ha01pWfjN497M96/33xsO91vGRNYNJ8ifZJi70kqlUI6nY78k8lwzFUpYc1klT47IXaQpmayweJU///ziHmDqSbJby6pB0DBSZgu7YYFFaYif924QdpRC+OG0jHQF+M6E7jbAWqKCs0tVoMk72f9PVlYliVXjsoFSWqfpFLRsq1O0sK+PzFxFhOSODbgfv8CSwZXYiJdMClJmk24wORuZ7uqsqa75UglqUsNNOOi247HydajQZI6EXVD0wjSWmqYzprBUpBEJk+yT1LEBJ8+wOj1Jc7HqNhAvLdgu/i/59di/ZC3Om76rulDTqzW66u807oycvJjUpJGQhwoRQ8fMZ6ubFoJvsJqL/R6I5ruMb0rqyiP1ShJruvGVpKoDa64p20ayclaP5Oy3BVQkkidWTplDJAAoCNDrynvuqNKkl47RQPXctbG4lzaPEIt2s331W5tRdu3AHf9dNC0f1+l7naBeiZD0XaUu51YeJPGDQW/0SYNIvXvT6bble7DespjuSBOIJzN6M/nErVNr0kS6CnmUe52QKner/QZUj0r1ltJUs+7amuSAO+6CAuQgKA1uJ7SCwQbuOpQ85gCCZIA0mReaeJM5jnk+qH3wXJBkmVZkQGSYH6p3cnq0sRfV5LiPLtE4GcaU1+nf2yjTCTiIM4nMSfIpK1AzTHFv/cFs4f0e4d8phvGqKvJa0ruigfsNFOmNobVJE2Qz+GaJAB//vOfQ3/3yCOP4KqrroKTsEaB8dHT7eiKfk/WPNEVyNca6iRM/58/oxtPrxgAEMxx99LtysurYuVHv9GEBkkJlCTduKEjnVIufJEnHsfdDghXkoq2udcOQLrClwmSTA0l9QepVHz0ZrLa6nCcIMkPwFKkJincAlwPpPxxozRG/7Vq+mGKrDR7P5PGDWQyk2RCrOecx3mvqPPKFx1lIaFoE+MG7TwoZ8IgbHZpzzBZcxNl3CBz7s0r3lHvpefvf/99qfw37eMhoNcUtQBXapK6MvL/4loMS7dTeviUlKQJoiSpndeFkqRO7HV3O1O6h5+mW/lzIFd0QhVA+vnKGFMWZvd2yBQVsRpqtgBXr+tcxEoxRVGSOjMAcqHGDRRqgV1OSdoympM/y2lpvmHGDdTdTlwrXp8kf2Lj11WEv5eOF4B096REKUmek6en+oQ1nfaVJN+Vkzak1cdHj1cmZWH/kq01/S7m9XfJSbBfk6QuJuiBr8nRNQxfSbKVfYlfkxRvsqjXDdVCSSr7mYZ0OzremT1Z7DKnN3Ib4pk1MFYg6Y0lcySDkkTvg3ROIO5hmZRVM2c0sQgmHAPHtGd5PiptoIRQm0wpgNOpklRNvh1E1okt06AzKQu9nWlsGgn2dwL8e6zeTBYILm7HVZJsx5UZRtQFObQmiVznebmIEHwutDqxg6QTTjgh8LMlS5bg61//Om677TZ87GMfw6WXXlrTwU0l9KJ02gCsR5sM64g5CZ0s0saJgNYwj6ys6QYPigW4Ngmg/xeTMF3aDQsqTBMnL3e+vJLUkVGDJPHgCjRHC1m1o4FgVzYl3c8KtmOs5wJI3nwC4wa9kaIYX1jKm18k7e2PWJmKVJLIxNDv+eQqFqp01au3w3zu0BRNcTxcXUkK9Enyc8798cQPkqR6lSkfkAhESlW+6ATc7UTqVzokfcakCrmuKydV2ytKkr/dMMImu7HS7ch1sYQUHI+UUZLEv9OWGtBO78oE3O3C+gvRCbxodEqVJNEvo+i4oQ6NYe529Br0VxwrV5LoPoiaAopyTyJjsCwL8/u7sGzzGFZtHQMQZgGuTvT1Hj5h0PuUOP9Nxg0ze/xibsC7xstZG4tAVEm3K5oXVHSFhzrU0VVvWvcnzg+9rsHsblc6LwzHQzwrpAIkgxtvu9mU11RZKEyB9xuayeaKjjyOegBIA4W95k+Xvxf3j56OtJIy5tck+dvYfkZ0fRl9nwk95TheM9nk6XbBIKl6JSnpZ6Y0JemgBTONJkwUsWAm6saAoJKkp9sJaNP1Edk7sXbBoZjor6lCSYpyplTS7arokwQQJUkY9aQsea3r/Z0cxzdGUZvJmtPtiuSZHvhcshC6cTgn0+e3nebPEad6TVJFZ+SaNWvwmc98Bvvssw+KxSKeeeYZ/PKXv8SCBQtqPb4pg6okOaQmKVh7ouOETPTpZI7efGiaUUc6paSz0Waytk0fnupny3S7kLQQHXO6nVpnofebEX/rq2piX/T9jaMkZUkqSkELRimx+yTRSVsgJcP7nB5iAkFfr6e2TNf63piQN6F0SsnhH8sXjZP4MMme9pKhjVRlPQepSRI3QNkniTwckqgGAeOGOEqSTLezlQkz7emk35CjVKGtYwU5Qd6un9o+l08Vo0W16rVVCspiKkkUU0BseninU8GaJLFCPiQtwP33qQ2f/XH5SpKfZgYE+2X4fTLU1Fa9mSwN3NIGt7Sk0CaWevqVNy66mKQGH+K+trJk6GC0AJc1SX4aJxBHSfK3Ja47ev6K74yaLQBecFNeSfK2R63Dw5SkQE0SCV7pqjc9V0RNUK9uAW5Q/vQ6SYo8dpqSJF4rPpM2mVTfX1KSZJDkKM+0QBBHnlk07UvUYczs6VCOh27cAART7YDy6XamMYvvI44FuFKTFHOuqBskmIwCas1MLcUvk7KUsZdLtQP8+lR67opFBKHUUMUhLN1OdzCsBSJTQKSQCVW+I60+16KIrknyj1+1QYG4dnwlKeWnymvzPnp/VerQQ4wbTDXr+rhtx188nDu9KyRDoHyQFLZw2cokOiMHBwfx7//+79h1112xePFi3Hvvvbjtttuw995712t8U4bAKjmZrIYpEfT1gN9pXECDC6VhHkkzyqStQKGpSUnSgwWpJOl5qiGBnGkynUmrReN+vxmRblf6eUifi7CCfR16HPRUlLBu1HHT7VR3O5GKpN6U6GRPWVULGDfESbfzVaps2p+sj+Vt+QBSU4NKSlJITVLKUu2d/UlAKqgkFXwXKnGok0yIxakiV6biKEkk3Y4W+qrNZHU1VHxecPtiVXHOtE5ltVa3uDZB+yQpNUkx3O1yIefRkOG7NgVU+ipvX6ehmSy59kZywWaygD+ZEeMRCwjZlPqA1R0a9XuC3myWvqaamiSZgppJG1OOTGYJ4nPFfW3lljFl7JQuTQ3JhzQc1dGNGwBV8RbHZa42KZ8IUXjVbZeUpJEI4wai/JnGVbBdZdWbjneoFCSFKkkxa5L0YyeVpNL9TXwPYQtLerrdRN6WrmZd2VTg+6LHi/b9kf3serPKOMUtXLH0jqEkRYkXnZqSJBtRR6Xb0YWDuM1kdXe7RihJWqobPeZhiHuQuK+kLP/cKaskKZkptVeSqJkL4J+v/SX1MZaSVAy/duliYbUpguKcEQtx6ZQ/79OzQOhcSm0maylj9l8fESSRHnlrZa2ueg8Lu6+b+iSFLVy2MrHPyMsvvxw777wz/vKXv+C3v/0tHn74YRx22GH1HNuUohg6AbRCi+8FYW5O9EZLT1qagpBNqx3c06QmiU6AJ7TVQdGbJbaSZJg4ZQNKkirr6oX+AnHD0m9M4UqSfxyy6RSZHDhE9QkLkqJvpKa6BH2bnZmUDCqo5K/3JBErUyMhXbbptrOaSjWWLxpXvcKUJLm6RCbfjkNXnfwHVk5TkrqI5W+SIMkhNWZ0X6JQjBvI62kvsUBtmuXvj84ag7MdQFL0YjaT7dACb++94fuhBz7i/DKphnqKGRCs35vWlZErtqZmskrDZ8XdrhRQFdW0Kt/RUlWK/Jok9TszuSv5NuEOxvM2rn9kmVydjItM9+pIG4vXw4wbAGD70sN9w3CuNOYIJSmQbhcvSKI9iMQxoAtF203TgqQYSpL4bJpuF27cEGEBLj/HUiabgzJI0muS/PeKv8XxNRo3aMeOtiMA/GMUlhYu3i/vrUU7sg/N/9/em4dbVpV3/t995jvfukXNExTzWEChWBhAERkEW1tiE6WDs0FJfioxRjp2xzY/GzUdjXbTdp60UVtjjKYdEn+CEhXSJmiAgAwaRUBQKKqAmm7d4Yz798c+79rvWnutffY+98z1fp6Hh7r3nrPPPntYe73r+77fl9eB8CailG63arygKV62dDtbkGROeOMmuKZ5TSIliT3Tkk6eJwpZbcLbCyUpn82odDn6Pk+x+/X0TTMtt0HPLN5XJ28oGvwZ6qpJomC5k7VYZOZCk39SPmebjnymM6+NimXhkeiUBThgUZKynronIq587PlgswA3F655dogJdy2lc88X0fln1BtBo2givk9S96/fXpG4Jum9730vxsbGcNxxx+Gzn/0sPvvZz1pf95WvfKVjO3ckwZUkvjKZy3jOPjvq9c23mjeBK91u86oxZLzQKpa/jw/wttQwgiZhiY0brBM/u7sdfawybnDUgLjSrEz4wBsUqocrqDztjGM2PHRhswA3a5I8Lxjw5ss1bcCjAZEmDbQydSgm3U6tnje3PVHI4cBiFQvlumZnTIw7jRtYuh1LT+PHQ60cN99LD7KxfGD5W0G6xqF1Y+KdJN2OvlPFtACvhzVJZqqkF5Nup4IkY/KUREniqVn8dWH9R+tUvQ0zJew+uIzzjz8K3/7xHtVpnp8zW5NDUpLG8lmUa3XMTRSQywTn43CLIIlPRvYt2pUknpsOsAAko99roZIUnSzymqRvPrAb//HrD+FHvzqI//rqHc7jYsKDAfO+Ldf0dNWaSrcLPnfbar3InK/08u0AzLghYbodWR2vGs9HAmo+Kdm6ehwAsP2oCTz67EJQd9NSSQp+T6mQfP/Mn6MOdc3FiroffpdsRjNSoFV+l3scnWt+/ZQK0X0N67lISdIDnHCiF68k0TW3VKmH9t/FaFA20zzmR68e15qI0u/XT5e0YI4uRf4cMFfF+X4QcWqPGRgmqkniz9OESpLneVg1XlAB/kr7JCVl1UQB8+Wa2s9102EKchKHPVqooWu3kHNnIAD6tcHH/26m2+1frGKpUlfKx2waJalun4MAerpdJyzAgfD45LiS5GgED6zcApyn3FJaovls5MporeGr8ZafS9MVdZSUpMRB0rXXXtuyiE9on0gzWbqws54qvneZCNBNYJ4fV7rdqokCPvGas9TDlF/QWc8DmmOjzRqWcBk3uPbRNpnOZz11kwb7q+f6m65I4fvSKUklQ0miburcIc2lJLUybrBZgNsGpbFCNgiSLEpSmnQ7c2LIUzGVu1WWB0muZrLB/7OepzVS5eoMTUzI8YZcgtZPl6wpma0IbcdTpNtpQRJbSIizAI9J+6LvYK6WqZSCREpSVvvepgJqgwLi37noeMwvV/GKMzfh2z/eAyCYIMzlwtQXV02S53n47689CwuVOmbHC8pNiswBdIt+e7rdwaVqs2mhriSZ9Slmup3qzK6ucf06DF4bqos0MX+OFXQngffpMV0ay4bDYdUI5K44YwN2H1zCcwsVFHNZXGNpNmlaOqtz2mIpeNPsGD5y1RnYvGoMX/jnJwCE4xQfA685dys8Dzhx3RTe9Nm7g3PTvC9dTTJtympESWrRJ6nCXOzGDCOFXzaNLNYb9VJmnyS6fjKePaAz67loLKMAh86DS31X6XZsAYqyI8jBlXPGphm8/+WnYEfT1Y74Nzs2Yn65hitO34Av3/Mr9XubkmTe54CtPUZrJSloXt1ItFLejnEDENQlUZBU6mCwEMeqiQKe2LeoUvVfedYmHFqq4YIT1iR6Pz2z1LOapYDT4kEadzuXTX47TDfV9sPlGp46uKQCcgqyk9TTxqXjdta4oXnvqHS7TGSsImgu5Xn69dW6mWz0c+larTIlKZJuZyyc57PRVg0q3c6yeDbsJA6SPvOZz3RxNwQ+YJiT1Ti/fMBdmGcrLieuPGOj+reWbpfxkCElhxf0JlSSli2r4IDDAtyVbme623W4Jon3EHEdO1pJXaoGNrWuBQKbBbgt8Joo5oD5snVVjVZop4y+NzbMFf5xloppU5KoJmmh7Ei3Y8YNDWbckMt4WDMVrCruPriESq2BZ5oT3g2zpcgqdBKUcUOCoIKgwbdcq2vpdlpKqsPAw6bsPOl4ECTqk0QPzGwGnhde52YtXdx7V43nVaf48UIWi5U65perWuG2TUmi7/iSk9ep33Gl5PByTXNE4ymb3L3M94NAaTmhkkTnOQwiof3dpiTVG77afqt0VRMVDBSyajEDAMbzWRxA1Wi6TUXOwetK+Sx++6LjY7evCvFrupJkunza+HfP2wIA+Ou7fwkgPBa85mh2vIC3v+g4PPbsAgDqk6QXjJvYJmBl092uRbpdrRG6yk2o9DcPlXo4VrsmP6ZVMzkemriUpHHDuMFlMKSMG5SRTbySlMl4eP0Lj4n8fqqUx3UXHhtsS6tJair3YEqSLUgyjnfc4i9/dlRi0rM5OeN5mhTu1NczJan5mTS+FHNZvOWC7Ynfb/ZhsilJmnGDsyZJbzjcCTzPw4aZEh7eexhPHVhS1+V0inS7qjEOcngrjJUGBXTvlJkFuFkDSKhUaCNQN487EasksQUaWkA07xn+3eizK/WGll4u7nZC19FSiRq+ClDILx9IUJNkptuxGzuxZSmrSbL1zyAoxcdc5XAbN6RItyMlqUW6XdI+SXz1NWi0SEoSq2txKEmA25kM0L9Xw2+mSlomkErx4UqSYetLK1NxNUlmwbyy+K7WQ3erJEqSUh/1VDOebkey+5MHlrHn0DJ8Pzj2qycKbfXEqRtBb6sgie9Ppd6AaZPvOnf0Y5ySFEm3UxN89/5U2IRaC7yZ3bKLZUvhvUs5NHPK+f5x8tmMunb2L1a0XHVuCGH2A9m3UFHfhfaH3xO+Hz22oTqnPwzzljGmxpSqVumqJmqinstoNZU0sTYVd77vSaDvS+cjLMxOPiml+8VUkvhCFK+74f2LbNgmYGZwGSpshqpO6l3dD/sWkZGCsV1TVckbtadm+q9J2GOqqSRRgEPpdjHGDZ4X/p2r9EsxNUlJ4MeDbpEDS2HaInewJCLGDQkswAHq1dYcH2PeY9b4JoUvlPSiTxIQNpRt13hgqhRN4eTqJmCk2zmUpG4YNwCsV9KBZfXsnR0LvnMa4wbb+dDT7VaqJDWDJGbcYKZ6ErZGsoC7JinOAjxUkhrOVHQe8JBSZNaoj3KfJAmSBgRdSdIn762UJAomzPHYtL52ods9Rou4gWjwoyzAV1CTFE23cyhJhtNPaEuc7GHHB7g8W+mqNXxngMkns3EOd6byUG2EKUGakmQJViLGDcUk6Xb65JTnLdsaY5oNZ9V+s1Q17gbHj8fGmdAdiBseeJ7XlpJkWro3fGiFoCb8IWbrk9RwTJLjVKGwONVQkmjiG6cGOdzDCgmUsTJr3kqEyqERJMUoSSakJj0zr6e1VWoN9ZnmZGD/YiVUkgxVlit0QDjxN9MrzXQ8gI8b4We3coc04SmovHidxkCbUYoZDMRhKkmqQXCKQnnTYt5mmEKBQLXuqyaWK1GS3DVJnvoei5WokkTMjOWjNUk5t5Jkwzx2ZoBD98SS5TkVqK9GkFStqwUh01QiKTbjBloICfY5ul0zqyLu8sk1a7uApsNmQvcu+nua4IPc5rIZr+PBgvMzJ8LPbAez7o+3R6haFkq4ksTHZ15P10lIPX2SKUlpapLiepzxAHHlFuB6qmo+60XqJwnb2Au4rc3DZ71NSQq2sVCuKeMYV5YFEPYtNOd5oiT1gA996EPwPA/vfOc71e+Wl5dx/fXXY/Xq1ZicnMRVV12FPXv29G8nu4hZlN7QgiR78T2hmsk6bhrb3zimBbhaEbbUJNFmyFygakjWbnc7W51FRrtxQ4Uh+FkpScZDjQYPc9xyp9vZlaRKjJKUz2ZaWtoG38sIkuq89xKb5FnS3swUGtekmeDNXmnfaPJ4uFyzrmhTrr/LuCHreVqAQOc8UJKCwfKZ+TIefy6oa6BVpraUJKMmKfhM9+v5YB+425lKUvCzuarr6pNUqzewp1lfZTaZ5HVZLigVgqeU0M/q+zjeTw8/PhkP3en09EprkOS4tulBTbUM/FAcNlJij5oMJkT7Fyphmhm52zELcFsfDu6CBNhVnBxTNej7plWSeE2SpiQ17xFznASgLbS0wlSSyi0CGBumxbzNep8bH5AFt6vewvbZppLkCmBybLHCVJL4/tj6BXEDG9/3Q2XbEbCYx85MlVN9kiznXDPhaG6n4bud95Ki9UlqfkTcIhMQpGHxYx4XyFBTdiA4z1ST16oPjLpvUswVKUjqlYoUfKaebpeWfDajLWYESlL4fAX0Sb5ekxQd5zqZbgdAW+ij6zWVcUOMsctUBy3A6XrhzWRLrpoki4oPhGnsrtfbzjGNAb9q9pYbL2RVzRbhMQdcGvOiQZKv/T3boyC/FwzEN7nrrrvwZ3/2ZzjjjDO037/rXe/C3/3d3+HLX/4y7rjjDjz11FN41ate1ae97C7OmiSmJLVqJhtXk5RLWGia9UJ1h9ck0U1x1GSQvkArgJRvr16XIt0un/W0iQNNIEPjhuj3oPcF+20oSc50Oz6h9bTJXFyjtSTmDeakmKfw8dUUW6BLk+6ocUPVqrDwdCqaHJFSxNOriix1aLwYfm7DuMYAvTcG78+Vy3iYmyioB/a/PLEfQJiyYzYfTULdMrjHBSV822VDSeKKh6s2zdz2nvkyGn5w/dB1rN7j6UqJDaU65LJaEb4e9NnfHypJrdPtbA9v10OYAmtSksby2Yg1OG2PuqhzJYnujTw7n/wYmDVJdNzpa+rNZHm6na42JEULkth9a0u3qyoXyZUrSWkmZ6ZSSfelZgufDZt0UyBgKuLqtUlqkpzGDWGaJClJ40YKJRBdFKB9JGqsjsydbqcfO0r/Vu52GVKSbJPfaMALhL2hxi2Ng5Ngq0lKAj/mrQIEOk7lmrvtgImZppoEUnWSuMp1CvrMlUzyedpZIRemIptNyAF3TZJ6f4cn1xua1/1jzy6oMYuCADMN2UZFKUnR4zNRyKl7fKXKCW2fApxcJqMF5xxbOj/AlST9e7kyLoAw2H+i2VtuQzNTxMTMJDDVLVNJWqmRxSDR9yDp8OHDuOaaa/Dnf/7nWLVqlfr9wYMH8alPfQof/ehHcdFFF2Hnzp349Kc/jX/6p3/CD37wgz7ucXdwTwAzzuJ7wplu5+iTZMJjjSD9Ss9VB8KHNBXzhxMw/YZ0pdfY3O1yGb0zvFKSKN3O6Ktjvs4cT11fUVeSsposHWfpWiJXwTaVJL0mKUG6XXPSXGV2vvpnhb8zlaSDzD6Y0mgAPdeffw/a7YhxA9t3zwvrku5+PAiSSF1qx92Oziffv7j0toiSxH5uNOzHmf9sbns3dRSfKVmcEcPtunApSXzll6tXS5W6CnaVmxyb+E87jDpsNUmuFelpQ0kygyTf99U9urZp77tvoRpVklQKakOpRYCtJsnXr0NHM1mbkhQXMJGSQRPsUkFXksYtQZLLAj6OMIUlMG2hY5Nm9V7VJDV3xbba7HmemsCT6u5SkpLUJC056oXC+g8/NFIo6n2LgLBnDIcft1rdd5pDEKbbVliTpKf3kYGE9l7DRIiup+cWgut2ohNKkvEANFfEOborY4sgqXkdVmrJjBv4NtO52wX720sliWqSVjLJ54pKkbvbUbodb3vBnmu2IKnzNUnBdf/w3sPqdzTuVo1nrDk++b4fu4iSyXiYbD5f42rUkpBVzpBRJcmVbmcq6Hl13O1GD7Z9pG1QkGTrKwawnmq1RsTZDoj2SZJ0uw5y/fXX44orrsDFF1+s/f6ee+5BtVrVfn/SSSdh69atuPPOO53bK5fLOHTokPbfMMAHDL2A3l18DwQ3Ms3L4vokxU0k+GpwxvOsKgE9GNdOhUqS7/usANyeP0vYjRs87bNVGoZSkqIrtEA4GGS1/XavJOrpAOH3q8ak2wG8oax7cmemdFWZwYBekxStDTKNG/jKlC1lRFeSPG27B5bCiTafwJfy4Yo2r2mrs4FT9UlqhI5dNKBSms7Pmw8ZGkRzlkC6FaZxA/+dDR4s8KJp+ly3cUP4fThPOprlASzdLs4CXClJ9mayQJj6+st9izjrj76NP/jagwDAaoCiSpJp1GHtk+R46FBAREpSKZ/VFEl+zdC9++zhsjp2dG+EjUV9La0xZwRJNWZMwv8O6E5ryj2uObn/+n1P4tQ/vBVfv+9J6/d47/95AGf90bfxr08H43Upp9ckkZJUN64BIOryFAdPYeHXVztKUqQmyZjgqSBpKb4HTBIliVbgXTVJtUYj0reIHxfb5Ic/E6rNBsCAuz6L10jwQFi52yklKT7djgeQzzYdM8fbNW7QapL0vx191ARcmAFtHFxBo3PeKvhR902KyfNsH9Lt6DNXMsnnLm951siYlBpXTZLt2dGtdDtSc0v5jLq++aLb3b/Yh9Pf/y189LafaftHjwOXwkVj7UqNCihYoecEr0lyps+ZZQitlCTLPtIcSgVJlmdj8Lrgve/46/tw5gduU+l5RERJkiCpM3zxi1/Ev/zLv+Cmm26K/O3pp59GoVDA7Oys9vt169bh6aefdm7zpptuwszMjPpvy5Ytnd7trsAnJi4lydbJnE8a4tPtYpQk9ieuLMQpSfVGsHJJEw1anUlt3BCjJLmCJKUksf2OSyfUlCRmAV6ru40bAB4kuXOX68ZMnKcraUpS80FCdQN8NYYmbnxlymYDztU4mgBRT5T9i8HrM56efkSNbAHdHTEMkvR6HOWq2Dy45uSKgibuhpYUeqmWbherJIV/q9TqzoWEpH2SqDaEVk+19xiOZTZ4zwyXkkTX00NPHcJytYF/eXw/fD9UBu01Sa3d7Vz3b1iTFNRalfKZMEgq1zTVh84l1ZcF+66rDrWGrq7SBDJUiRpGkBRN6eUTaHIl/JfH96PhA/f98oD1e9z9+D4sVxv4zk/2AgDGChmrksS7vptOj0ngE14++UgzOXO525nbKKkgqap9tok9SLLXJLmUpGqtoRZBJowaIcA++eFBVLXWUBbyLiWJB5h8nJ9QbnqkJEWfAeZ33Lwq2J/7f3VQ2+e0jFmUpA9fdTq2rR7HR//dDuf7NFfGFpdPkSkjFPS3CmTaUZLO3roKJ6ybxMt3bGz94g5xxuYZnLxhGlfu2ND2NrR0O01JaqbcsudnuYWS1OkgacvcOF543GoUm2mA//aszVaDg/t/dRC1ho9v3P+U+l01wSLKvz17E05aP4VTNk6vaD/DRsyhKYNTSVK1mObicbANc5FNKUmWa5HmX7TActzaScf+BZ/1o18ewMGlKu585Fm1n0BYm27OH0aB9pZvOsAvf/lLvOMd78Btt92GUimaCtAuN954I2644Qb186FDh4YiUNIngLrCQfa0NiWJjzNxzWTj8vZ1dztPmxAR9OBb1bR/rjd8zSxgeiyPvfNlbUB0fT+1TxndApwmkPRaX6Xb6Q9QZQHO9jtuMdksLC0kVJJUul1MmpAZ+1XZJFOz4s7rgS5/WPDV0KlSDvPlmlVJqlkCG5pcULqdLV1hrJDF4XJNU5I0dztm3MAVJiBws+NsUkrSCtLteA1PzPvNdDsOD5LMANnlVLdAK+2W+gdTHbBRZpNh3QEuGvSRErBQqaFSb6gVSd0CPJhcHDJrkiz9O9zGDUZNUiGrGYDwbR29OlhZ/8VzC+p3yt1O3RN+GHwY4wJACl5UaeKvCdJF9RQbOvauBQfTLXMsn9WCZD4Zrjd85LJepJdTEtREv9rQ9jFNLYRpDGIzbgDC+zqsa3AESZYJRdmYGLUybqg2fFTJuMFwmwPsShKZ9FANbCvjBq4kLTbVz4wX/j50twu243lQ170ZVJy9bRX+9el5dd7H2lSSSlpNUvD/q5+3FVc/b2vs+7SapJbpduGKfqtA0txmGiVpZiyPb7/rwsSv7wQTxRxuecf5K9oGT7fTLMAtfZKWW9QkdTrdLpvx8JdvfoH2ux81F2r4+ELP5UefWcC+hQrmJgpasOEaH37v0pPwe5eetOL9NJvJxtckudzt9PGGiHNkNLex8+hVjv3TX/fI3uAZMl3KYf9iNVSSRrCZbN+UpHvuuQd79+7F2WefjVwuh1wuhzvuuAOf+MQnkMvlsG7dOlQqFRw4cEB73549e7B+/XrndovFIqanp7X/hoGqUZOkuds5iu8BfSLYvpJkD5I0Jak5uI3nc5orF90clP/t6pNkK0bPGRbgqt8Mpdu5+iRZLMDjHkZ8RbqYy4SuTo144wbqeh5Xk1Q3HHpcgZdq+lqJFrTz7upxDnc2y+NxQ0myrXhNWII9um4ynmHc0Pw6tO8RJYmCpBVYgGu1ELHKjZFuZ1iAuzqJ02VhPoRpYmdbtXapT7b9KeYMC3BL0EfHerGsKxa6BbjD3a4evd5c6TCmu91YPqtseeeXq+qB6XnAlrng3D3RVJIK2Yw691wFChsWs1Q6rSYpGqybr+HfealSV5MQV+qqeb2X8lltAswn0fT5yrghxQO5yBqicgUoTdG/Wb/WKt2OSJduZ6+XKEX6JIWrx3SuzRohwO5uB/A0y0Zr44Z8OGmjFNEgRVhXG2m8nGSLEeZ3PGebPhlrtybJZgGehKTudoCuJC23CCQJup9GabLoggdJmgU49dRhixGtlKRepBrmLUrSAns23tOsv+VjZ7fPo9lMNpvxwvvN0UzWXPg2a8EIqt109dojirkMTts4Y98/472PNptlU2NeOpZSk9RBXvKSl+CBBx7Afffdp/4755xzcM0116h/5/N5fOc731Hv+elPf4onnngCu3bt6tdudw2tUSZL2cplPGfxPWCk20WUJGbcEFeTxItYPU/ZN9r6JI0VwnSeQ8uhkkRBkiug4M1LiXzWVJKaKTUq3S74fdTdjh5A4e/iHnRmvyi9max9VQYIH4TxQZL+c61ud10za5LowVEwjsGkqlOJptsphcqy3QNNJcm24hX22eKreMH/tT5JfphuR9fSBhYkTZfCADkMpJOn24VKkqdSPNMoSTUtJZUHo4aS5DBuoO9vq39wvYfDgyRnTVLz7XTNLFbq6sHnefr5cdUkmTnlfP9M6Hzsa/a4KOWzysxhfrmm9fmggJfXVhF57Z6IPoS5mYvrIc1t4blitFytWxcHiFq9EbnHxgpZbf+4RbTq1VS370ccJdYQNa5RZBwZ41pR1vuRdDv7uGViN25gCxos6HSl23HGDbc5zwvMSmxwR6xWfZLo974f1njwYEEpSc3tTBuuZ5xzts1Z9zktfIEpzbQslbsda9LZ6hipbbaRbjesTBaNdDtDSVpyKEkux9tuk2eZJATfx7sf3weAN5pOt4jSDnS9lJWSFGcBbl8cUtbrZpCUUEnasXnWuZBj1j9RLSE3mwr2zf5MHmb6lm43NTWF0047TfvdxMQEVq9erX7/pje9CTfccAPm5uYwPT2N3/md38GuXbvwghe8wLbJocYsSOZ1AVR87/tB+g5PF+KTuqi7XbRewIbZJ4kXcRM0qQ8Kw/MAljDPgiSamLkCimrz+0wWgnSyYJ88WN3tmve4aibr6Cyd1eoh3INYyahJ4jnJrh5TQDLjBnNSXamHLmxxNUmuImkegJpULZNC2i693qokkRJZtqfb8RoLOuW075uYKxZXlVaiJGWafRcadT9FTVIDfE2n4bsfFhlHut2i4cZle098Q1iaVGe1B5fN0pzug6VqPTzXhmLhsgC3Gjc4HtJ8IgoE1yypkYfLNU3lWDtVUulVQLgoAbC0rbpvPa6qUWzdtxqT8OMQKEn6xIjq4Wzjgxkk0vfw2LSXn7OwVxMFgO0pSeU2gyRudAK4lSRzIu1UkiyBDr+++Eq8qWCYi1/5rKc+h4K2tVNFZ4DGF4zIWbBVuh0Q2MgDeuoqjRl0vWuuZ4b9+Za5MayZKqo00bZrkjqhJLU0bqDJal2lkycNkkbJCtmFW0lqBkmOPkm2BalO1yTZyLOxjuDOwf/SVJKUtX8Pev5QfREtLuW4cYOjJsm8983jTqi5pM3am23DlWoHuOePyilQlKT+8LGPfQxXXnklrrrqKlxwwQVYv349vvKVr/R7t7oCN25o+PpExVV8D4RuWoDbN5+244KvdmWZtKzVJFV4kNRcAV+uhcYNlG7nVJKC102a+cuau10z3Y6UJOYkxL9bGCSF24+Tw4tan6SMVn8RqyQl6JNkBglJlSRXIXZcup1tUmhO+O01STYliaVMsQDBTD/kTnBakJQgPS26/9HALO79fLAnAwDt7zV7GkF4/erbUxbJlkmg6z0cnp6l1/t5ESWKp53ShNKcKE6lsQBvYdxAjBWyym2Kp8OS7fL66TDo1ZQkpgLZHsJ6TZL9QajVJDElaalaV/VwtiDJdq2X8rqSxCeldB9U28h/p3NQrYd9gdJOgswgPLQJ1vcjkm7nUpJs6XaaEhf+u5SLv9+5IkPn1GXrC4TBsaaSuPo5sd5P+xaiTWCVcUPFoiQZ++l5npZy176SxIKkFKeRH7dWag9PY2qVkkiE1vnJ92lYcdUkUUDE5wSakmQ1c+pBQMKUQYLXe//oVwcj6bjdhpSa0AI8Exo3uJrJGhd8IRv9XgC0BXcTPoabKbDa/jnuEbrHqUQk7rOGlb4pSTZuv/127edSqYSbb74ZN998c392qIfw3iTVuq/SdmgAp+J707yBr8RH0u3yfCLnvtHN4uvQVjZakzSW1ydhoZIUHyTRhGaqlMPug7RPLiUpeG2DrYDwFfAw3S7ZaiB/kPIUv1qdKSeW95NxQ6y7nW8GSfZ0JVrxDAvY7bntrjoV2l9AX9UxJ/xxNUncHbFhqDpAoM7wJrNAsFI8M5bHwaWqVteg1MY06XbG+Qx+5349D5LMOhdAT03guJzqSMWzGjeooM29Q2Xmbqe5YzXNL+oI3RJ5MBCmwtlVwyRKUivjBqKUC2uSgnRY/Z7ZMFNSVuilvB7oAbRwEL3ObO525pjCz4Npdb9oXPecQ5ZrfSyfBb+1irmMZjIAhCnK6SzAw9eS+lpsMeE14TV8gJ6Wo32HBPem+b5CLhNMxpl6RNdSMZeJTOijQVI0aHHZ+vLPrtV9ZjNu30/PC1a3l6sN7FP9jXhQpqfb8QUxm634zm2rcMuDT0f2Ow2ZTLBP5Vqj/WayLS6foi1Ichwjgu6FlfbPGQbMtErTPY4vMvba3c4GT7fzfR+e52mmRpVaAw8+eUh9j54EbkYdeC4ToyQ5AhGlJFlMjmyvDz4n/G47Y4Ikup63r5nAo8+Exj88QOamVaIkCR2nygYMPkmii8020QV0ydp8gCZWkox0uywr4iZ4M8MpS82DqklyqC40oeHFvKa7HU1gTOMG7sAGhA8t/ru478cf0EVjEFc1OJaUHaUkpTBuqNTtAwVNJpZUbYa9xoAC0MOxxg3R7RJxNQqLFuMGl7sd33cKjvR0O0rTSZFux5VBwyHMhlmbY+aw030S6ZOUsW87Nt1Ovce9/66apEDtDf5Nx48H1hQkuZQk81ynSbebtClJbLu8JgnQzyHfH1VzVI/awAd/D4+PK82R30MLZX2ST+kstiCJvv/seDjZMpWkQjYTaU0QLkakV5KA0Jo7rZJkXrsu97ok9UOAPjFcMxm0WNCUuBizgCy79gD92uaBsQve26pVM1kgVPSUklSMBmV0m07zNCzLdz/n6LAuyRzH0kDHJc28TFOSEtYklWuNSG87F7TNUVpRdzHpSLer1KONR7UgyZZu14OAhD7DZ4uC9GykAOqex/fFNpLtNLa6WhqrIkqSo/VBPqsf9w/f+q/44j8/kUhJOm7tpOqZZYM+6/LT1mvj/jRr2NwqM2dYkSBpQOABCc/np4vNVnwPcEUgus2kzWQ1C3AvdJzjK/nc1YenCYXpdmFNkm8Z/Oj7TbJVp7zhbqdqGow+SRnP027MUEnSgzsXM2N5TBSymJsoBEYJTAVRBgaWB+WEqveJrnSH30v/ucYslLWaJKUk6WlH5io2BZG2Og0ls2s1SQmUJEtNkgpYPE9zg+O/J07eMA0AOGn9lPpdO81kuZJkrsbbsDkiciqW40zbt21bWYBbjRv0fbTBLcDz2gJEJqKM8YlBmG6nnxt1ris17XNt39s1dzDT7Ur5rHYN8XQ7ANjAaszMJstAMFlWtW+8JsmmJBnHnf/MUz6WWV1WXLrd1rlxda1tmClpKXZBam5zH5qfb3N7bAVXyum+TjsJoo9T/Zqaap2rTxKRREk6ajKYqHAliQLMccfEnF+LXCWl1MqTmsc07r2VWmvjBiC8hvceCvpy8UUvMwicijFuAIBTN05jbqKAYi6DuUn3BK0VlCmQRrUpakpSiyCJpY8lNW4go4x1051rbzKomOl2ahGy1tCyYoDWFuC9rEkCwoU4WkA7Y/MsAOBnew6Hhiw9NJMgcs1adIAcR7lpkX385Wmhjz+3iE/e/gg++P/9RFtsNqHr8/zjj4rdv7VTwesuOH6NZgKjKUk1tkAsfZKETqPVX7CVA7qwbRNdALE3gOZuF/MgMIMNbvVK8IcDb1ZJEwRSkhp+MEEyV815uh3/XPrsHDcQaH4nTe3gaXmWPklxD7pSPouvXv/C4DMynp5uF2MjTCuwuw8sRf5GmEpSzSE58/4sQBgIl4yHAh17m5pg619jTviLMUoSD7C5YQWvp7GtOr3/5afi1Ts34wXbV6vfKXe7NM1k+fk0anhstAqSuF0qx7VtunfaNW6gB/x4PofFXHgsc9moMmZPt7OnVvp+EChR2oo93c4+eYjUJOWz6vstVerqvqOJwSaHkqRs8ev2/lNcaXK527mKe7WapEr0u803nRynSjn811fvwFMHlnH0URN4pumgBAT3PHfPA+xuj0ko5rKo1ms4tNRMt2vT3U6l29XDNExOJEhKoCQdZVGSKMh2rfTmMx4qzX/za/tdLz0BLzpxLV6wfc76PkB3qWzVJwkIr5nHmr22bHWKRJxxAxBck//nbedhqVLXgq20hEpS8uuAT0pbGjfk0wdJf/zrZ+DRZxdw6gqbjA4DPBguGkqSuSjC5xQ2Z9SemCSwz6jUGxhDVtV608JCMHbSolh7qaBpMJ9huazeTLtca0TMkiIW4ExJooWnedbL0nadv+rsTdgwW8LZW92pdkBwPf9sz2Gcu301Ns6M4Vf7gznRZDGHjBfM+/T2J6Ojv0iQNCDoSlI0SHIqSVS7ZLkBdCXJfdGaSpJy8zFsfIFg9XmSpdspJYkNlMuVaJBE32/KWHmkAUsrfm/o7+GOe8H7wsCK73ccJ6wLVRDeTNasweGoIOngsnO75jy+wiaRfKAIG8MFSpvq3O6YSJUtAYJtcIyk9OSi32PckqrJAxbNuEH9Pnz/zHge5x2nrzTlLHVrraCvlMkkM26wBQucsiVopO3btq2MG9poJsvTRkr5jPYw5ylP8cYN0Ul0IZtRDzUVJNXpoRbe367rO+JuV2AFv9V6JN2OG3FYlSTmzshXA7U+SY7j7lqIObBYVd/Dlm5HD/SpYh4bZsbUPuoW5WFqLp1Xm9tjEkr5DA6Xw7q/tKvX4bUb/OysSUpq3JCNBknLzXHC8zx1/cxN2IOk4PtHVdKJYg6/1mKFOM8mXklMCeiaeazZJ0WrU7S4+9H17TrGxxw1Ebt/SaDrPU35D9+flul21KSz1lDjdqt0u9WTRaxunstRR1eSQqW2Wvcj6fe6tX10Wz2p/2HjGo11tIhD99hytbfGDbb6Tj7+LVfrSiV2Lezy/lS8xors+m3jcy6bwfnHr2m5f6sni9jVvJ71bIQs8tmgJtBVajDsjE64N+Tw2g6ebkers+HqsFGTxFLSTHQL8Bglidf2ZEOZ11Y8zC2GuXHDeDGnJpr8fQQV+PMBlVuA85Qls08SL/QHwsFAc+VLcVNyu+O4m5pW3Z9MoyTVGyodiE8yKRgKVlz80FLdbJRrCVDVti2DYybjaQ9se5+kZqpfOZrqwBvl8UairVaCuLKQFN24Qd8PG7Z+QRxnTZJn3zYFibbGlS6zB/VZ9Yaa6JcK2UhNUhjgR5Wk5w7blSQAmlOk+b0mNXtl6241myOH338sn9Ws61WQlKOaJO5uF60n4e0HTEOXyN+NlIqMUR9D0PcH7Om4KkiypA4SXEkKe3LYc/NbQd+b0u3atQCngFhZBRvbMYv7kzSTXTMVTER8P9zu/mb9D6/Z4vCJZasmp9H3Bt+Fr/rHBQB07A40m1dzJSmSMsSeJd2caI41PyOVBXiadDuWxqSOUZtGE6MIX/gsZPV6TTNVvaWS1IOAxPOYORWl2zWfjaubaZ9LbOw0W5B0A5tTaCbjaamehGtxiBtfcTMg6qHYqTohfs+PNRdCaL9cphLDjARJAwIfMPgKOl1rLiUprijPnMi54MFGpoWSNFbQm1Wq4sZsJtYyW9UkscZzuWxGBYG5bFRd4KoGT+Whm9I2iUsC77jNzQRMqJHq/HLN6jYH2Nzt7BbJfCJWrtWdSlKRpSqYVC3BF6D3GLGtxNEKFCkpfJKa9XTjBnXMW0w46CET5wZnwtWrnMUcxMSVbmc+SF01Sc5msm0oScssTWysuXrG32u+P0lNEgCmyobXF31vnsbiqrnzPE8LLkr5rJqc2x703OlMc7/MhPeE7SGs+iQ1fGUyYwukbePMcwth2ly94UeC3zBI0oMA07jBtJ2nCU4adzu+XUq3S60kGftRVrUL8UqSq7bBVpMUbDe4hlopSXy7aQ0QeAqPq06SYzo08uvJTLfMMxvjtIFoGlZq3JDU3a5cqyc2bjiS4Pdt3qjXJBWDzk2l1lDPH9vY3wsliX8OOdwtVilIChYplqr1nho3mM90GutojLbVckX61OWix53/u2NBElOPxwpZ9blVUZKEbtFo6MWNZbZCTramrpokmgi2Mm7IprAAN5UkPnHi7naHWb5rIRd2iLYVZ9OEZtIhzXMlCYDmuZ9xKUncla+NfPQaayZru6knizkVELpS7syBvlJvWB1edOm8EaMk0aql+xiak0LeY8Q2oJvpdnyfacUq+D1PcYxsRkNNqtsxbsgws4iUNUnZjBepQXGn2+nbomvVqiQZSpAJXdO5jBcUJxupYJ5SooLf2dzt4pQkvvJXUUESU5Jirm8+SSnls9p9WDFqkmbH82qCp1vjhyurtoUXur+CPkrugmbbg5grSUBUaaYA0XTqM5Uk7sQG2N0ek0BBQGjckG7CSx9XV0qSfTLFg42M504L5O+bmywqNY6uIbp+Vjlqkvj3N41cWsHtkJcTpJKZadRcmbQ1tqUApptBUjvGDanS7bi7XcKapCOJUj5cwChk9VRkcpDk9XQ0v7GlanfzOuFwJ7gyMxw4qrkQsVSpOxc/urI/prtd814KGxkzJcmVbsf2k9QjgKVsd0FJKuUz2hhCz4ZWvceGCQmSBgBzsChb0ojcNUluJcTWLNJGKyWJr2KUtHS7GlupzqrgyhokUbqdwwI8l9Ftvutc1YjUJIXqk9pWiolS6G4XWla6HpQ0IDzlSLkzgyStTxLbZ+oxAphKkj1IMnsCAe70Il6sbUu3mzCuHR6YmHbctqJ9G1xZSEooxbdObwPsalqOBXVExD7VoiRx+3NbqozLNpwwU5HMmiTzM5c1Jcmd1jXVVFZ5WgqZofB6o7gHHA+m9HS7huqxQfeM53kqp9zWR63G7gkeBGk1STHqtU3VeW7BCJKMMYycHKeNIEmvSYqqj6HbY9p0O1KS2ky3a35vWhGvJFCS4iZaQV1g8O+pUk4bJ4AwtW1VgnS7tEoSX1FfTmDcUDLaKXB1K5puF2YXdDVIKlBNUoogybh/46B952qvpNuFcDW70OzlReMFjWuzzCqann39VZLCiT1/NtD1XK412Nym+/tkXoM0jhYt8wFbs29Av//2L+pjru0z2kWva82yMSS+fGFYkSBpADBzc1WtBRv0zT5J1XoD9zy+PwyoWtQkxd0g/L3ZjD6Z5wXrnhdsc9LSTDafC2tjzEkQEN7YkSLP5n7lsp6mXtQb+oo27b/nhTdg20oSa7qm6p4cxycMkuxKkhng1ho+q0kyVpZzJJ2HSpK5MssbF0Y+y7FdLUiKU5Kak1F+uemNXX2WEhfZjIYKNGMc6H62Zx63Prgbtz74NPYtVDRl0ExZouuZb4+CBU4+m4kMwOa1bzNuoPsmx/K8bdvgX+fQchX3/+oAfD8saqcJmdmDLGt85pLNuMHSUJOrsoRNSYq7vnnt0lghq61y03b55INq7fjruMuZrS6N1yTFpbnZ+o3tM4IkcxElbU1S2Ew2WUBvQhN9+ty06TSeF712bdsZy8fflxz6+3QpF/ZHMZUkV7od+/5pJ+/cyj9NTRIQjI2e9uwwFnyyYbpdd2uS0qfb8fu3pbtdc995CpOZAXCkQyowHdeCWoioqb+bNct0//DAuxepbQBbHKj5ymK/mMuoqmpaYQAAYiJJREFU1PSlSp3NbXqgJBnjJh2rkiXdztbsGwjGJTr+tLBi2+ZK2eSsSWqMZE2SuNsNAGaOPq0gagXZRvH9p//xMfyXb/4rfuN5WwDYlSRy5QFar2SG/46aDNDKTymX1VaNDi3V1E1RyGbUPtqVpOB1ZBVeaKYoFdlDVEu38+3pdvQ+8/ikqkliE4M4C3CAO9zZlSRTCak4lCQgmPQdWq5pSpKZ41+IC5Johd/Y7kRMrxIgrMFZtClJRsDCj3kcoQW4XXnZO7+Ml338/6pj8fyj56wNbGlfPvOPv8AHv/kT/McrT8Gbfu0Y7ftqn5v1ospR5AED9X0I5WxXyFpXnMMgJ/zM93z5ftz60NP42vUvVPtO56uoOcNlIu52/B6gw22zQZ60pdvVLOl2sUqSPd0OCCcp/CFsC5K4y5ntOuPKYZxhgu0+epZZeQO2IIkswHWlpJDNKIe/Uj4bueZs/ciSEDZErajPSUN4rQQ/h+52+n6MtVB4tdfms1iuNjAzlkcpn8HBpRQ1SczR0pZKGkeh+d7FSl3dq+aYxOELb2aTWptxAwXw3UxPo89I43LIJ75J0+0OsnspraPiqDM7VsAvsRQuIuUyWKzU1bVLzaEXK+Gzj663iUIOy9Xgdb3oSRR8TphuR+PRRDGnpSrT+GJrq9FpzGdaLibdztVMFgiOX6UOHFjqXpA0PZbDZDGHw+UaJoo5tR9anySxABc6iSk7K3WIu6Ox4jgAeLLpU/9o04rVdv3r6TQxSlIk3S58X7lWjzj6TBlWxYDeYNPmSkY39qZVY3jL+ceo5mRnbJ7Bq3duxnnHrdYeVroddeiC50qTaGU0wMkxqT3OAhxoQ0livZfMQYn326Bz7FKSbOl2LuOGVkoSV/4A/XrLZMIai4bva3VDcfD0LBtPPLeo/e2x5xZAW8x4Ubt3uo5/vveweo8r3c58ZrmUJS3drhw+CG3YLMkf3jsffJd9iypXXdXz5LO44aUnoFZvYII5O9qCJMKmJNH5r7LzHSpJrY0bAD1NbSyfRTbjoZDLoFJrqHPOg+d//4JtmF+u4ZVnblS/4/dEtR69BrQ+SZa/h6+L/o4HgEDU2MWlJGUyHt5z2UnYv1jBUZPFSJ8kW3PlJBy7ZhK3//QZlQZoOy9xmNeXq8DbVMLiuOGlJ+Bnew7j2DWTESWJJprOmiQ2IbGZksRB7z3I0nNc9wig11nx2gRzP4BgjHjz+cdg1UQBLzphbar9SsO/O2cLnpkv4xXsem5FunS74DsfXHTXFh7pXP/iY3Hrg0/jBccEvfRWTxRwYLGKJ/YtAgjGpVI+i8VKXSlJ9KwZK2SBYPjvoZIUjncLrH8eX+jtrQV4ciUpLqWtkMtgoVLHQZuSlMYjPwbP8/Dey0/CT3YfwnFrJtX4WxYlSegWZkNOujltdTgUJFHBPE0wbDeAmRLkwpVuBwQPatPRx9b4L59lFt6WiTO/ef7gilO09/3xq3cA0NWTBjcR8EL1wGXd2ra7XYscWipMdtUk0UTJ88i2lylJxsBXUpOfuqoVMVdt6YFsT7ejFST9PRMtjBumWUqX7/sRdzuuJCUd5NSE1ZFuR3U4qycKeG6hgvnlqrputN5MPl3Hwet5wakt3c40+ACiK8G2dDvqG2FrJMu/D790KWVhsVzDUvN9PBXp/3nJ8eH7Wbpeo+Fbz1/JoiSFaW7hB1uVpFjjBj3djvYzCJKi6XanbZrBzdecrW1DV1ejwQevSbL9PXxd6wnFsmFvT/toG1euu/DYcNuRPkntGTecs20VPvX9x9TPaVeKI81klZKkn9806Xa/uevocH+MdGeyAHem263I3S54LwWMpnOjCX82bDSUJPM8FLIeXnTiWrzoxO4FSABwysbpyPXcirz2HIl/bcFItxNnuyiXnbYBl522Qf28cXYMjzyzgEeeCaKfsaaSBAQ1Sb4fPmv48ey1cQOfA4wXwnrOSi00MulFnVTEqU7VJFmMG2L6w9G+drMmCQgW2szP5G7IUpMkdBRzNd7WITlnqDS08ny42a3eatxgsfi1ofUb8ryIycCSMaHPZrxIWge36LWlSSVZ9eU3cd33QYJUkJ6FyPvbD5LCtB1lAe4ybmgWKbrS7WhVPVT63L2GkihJvFt55LPoGBrflaf12I4vpXQ1/MC8wXS346lvXL2LI5+NBiKc/c1J15a5cQBNEwFmSGK6ydFEmdev2OqdeNNh9TuHklTXjBsoSLJPIs0UvUbDVw+ahUq9pasVT7ez9QkD7IqFbWHBZgEe99CZNJQk/v/QwS1Z0FtlzWRt91et0VDuSrZrJEnAYjaUdaXbRbbtqElKawG+8+hV2s9xltc26FoxlSQzVahkpGQmha6xcq2BhUpoRTznUJL4ttO62xWMSZXpMOjaNyCqJEXS7QY45YYHxq2byQavXUhgbCEE0HPz0WeCzABeK1mu1bXFqPEW6eLdoMAyc0IlKacFbO02m24HM+AxlaSypiS5SwRoX7tZkxT5zGxU7bLVpg4rgzuKHUGYdR1lq5JkTzWhJpS2gV5LKYhNt+P/ppszfFDbGuiZE7gMm/ia38f3k7me8D/VGzz1K3zgupSkNJaT3L7a1RiTUOl2B5cjTTABsFqV4NjU2MqUGcyUlGtgPTQCiChJ0UGRcK0g8fQY20ocpWABwfVSZ+qXZxo30DFvMXHIsmNoY9+iHiQBYSBkM24ggwG+AmYLkrhiqfbFkarA68Wols+lJJnpdoeWq+pBvliuhWpqKyWqEe0yT8QpSVVLnzTNuCFxTVJG289DlnQ7Gzm+cGC5J+xKUrJ0OxO9Xst3utu5tk3jS6t718XaqRK2susybU1Sxki3cxo3pKhJ4vAxgBYbirmM89rj48F4yoCPjh0tTpgpj659A8I+cmpbjrqKQSSNBbi5uCFKUmvIQZPG/BJTkparDW1RaDyF4topeGkA1atOFLPa9U3KYT+UJLMmaVmzAHfX/YRBUlRJ6pa6QzWRfFwXJUnoKKbyQgW7fPLH3ViAcPVSpdtZV3UzKvCIW23NWVyswgGNpYbleJAUTfEymz2G3y/8OW510fNCK1yXcQOfmPGJfJqbUne3iw8K1s+U4HnBxNW0MgaYQw/Vljj6JAEdUJIcK9bjmpIU/R7cbGN+uarqgOg72/skJVWSXOl2wbFaO1WMTCq4MkjXBq3a7WcrYO6aJLtyRNj6JC1V4muSzJoivh8Llbp6SNkCHQBa+qCtHglwKEl0HOuhgkXHRDdusG4y8jqzeWdo3BA/1CvjhkaDKZbRcaHu+6xmyZZuF54LW/ocoNckLVTCVeXkShKlHLeXbgcEKXdE6mayRkAdptu5J9NpHLL4AlUr0wZAX4yJqyeyQeMxpfS1Ogf8Gt40G2/c0Avr5HZxZSTYML9HWuXxSMRUGbV0u5qezdAqE6Ib2CzAxws5ZFi5waE23S/bIZINQfMwm5LkqE0Goqonp1u9i/I2JUmCJKGTmOl2ahJiCQJoYkAT5poKJOzbpkl43EWrWWmbN6dTSYpK5K5ifq4stZrQ8PQjq3EDm6Taml0mgSYV1XqjZaO1fDaDtVNBF25bXZLpCBWnTmk1ScoCXL8FC2yFy3TOc60gaTVJjoeMciRkShIdM/rq9YSKH98Hm0kHEKbbrRrPR1anc5mw501D1STV1Pt8tUJvqUmyWYAnMG5IWpNE35+n/S1Vai17yITqQjSdjLC52/FaIEAPDHmfpLjrmya2ZNHP9zOxkqTuCZYuqilJzXogZkxi673GA6eZMfuEmweRh9kiT5yrGqDXJNUbvnINTJtuB+gpd+32SaL1AbpO44wb0tQ98QUqug5nHal2gJFul9rdTk+3a6Xm8UUC3i8FsBs3DCrplCSz1mxwv9egsNG4Nkr5jDqOy9WGtjDcynioG/CaJErFphICGjtJSTJdK7uBOVeg8biUopksEH/8uqYkNY+lriSNzj0yOt9kiHHZKPPJH7fotb3HNdDTTRNnraml23n6zblcrWOpQnbV4WA2ySZwUSVJVwD4gNhqhYGv0qogSbMAZ0qSVjMRu1kNenjz2pG4/aLJgM3hzpZu51pp54HncjV6TIPXhD+bSorL+pPXIbhWrCeL1AC4qoIv2j3e2LVVjRbhUg0JUmJWTRSsrmX02fWGHiTVGj7mm+lXVVWbF743n/Ui+2YO/vY+SU0lyVmTpAdWPF0hSU2Snm5nV9dsQYAZnPEUw8QW4E31YCwf2purmqSED3pdSYoGQbxHkc39juDnYtbR/JQHkWE9Uq5lM9Cctg+sSLgtJWlO/bttJalFM9liLrSGz7eoCePYlSS3wsO/f3olKXivqklq8X4aw2bG8pHPikz0BjjdLu94jtiIUwgFOxsNldFUkvgUoVUz9G6gFiNrvkrFHiuE4yjAxs6eKEkZ689WJSnGXCluMSzNQnIaVE0SU69GSEiSIGkQsBkdAPqNY7rbmRNo10BPN3hsM1lbup1NScrblSS6ScxmjwQP6FqtaPPJKg0Gnhd28O6Mu13wWu7GEvf+TcoG3KIkWYwbXGqMcqqpNloqSUDUBtzVfynJQ4Y3LeXBJxAGFYEFePD61hbgoRpng5SkufGCFlDT52a1z/S1ZqoHmqk/tG0+GcsxVVFtz6EkHVyq4hX//fv45O2PqOJcZ02RkULFlaTFSq1lo00emDmNGxK423FXvMmU7nZ830LjhmTpdrwmKXQ4zET+Xm+ESpNNKeDnJkmQdMhh/22DB5R8jGknRef4tZNKNUk7CTIDapcFuOd5arGpvZqkRuhsF6MkFVagJJmGQK3OA30fs0cSED0Pg5xupz9Hkr8WEOOGJJgqIzduMJUkLS21R9cMjVMVm5JkmN70pCbJfKY1f1bHTOuT5DbBirvnurVoQfOpZVZL32rBa5gY3FHsCMLVa4bnkJqT0qRK0umbZjBeyGLb6gnn5/P7KmMoSeVqHUvNQYQPZtMxNUnmvvHv1yqWyWpKEu0fU5KcQVLyS5lWS7kDTFxQsHoymKDYbDVpokQKEK9JijaTDdNoSEkyUzn4CmfZmGyHlsf6dx1vYQEOhOdrfrkWqTvibnCufTeJs3sHQuOG2fFCJIUnk9EVw8OVmvW9lF7I1Z+cYdyQ8RAZkOnw/PNj+/CjXx3E53/wuFacayNjBCv8XC+U68y4wX58ea8peq0ZJFiVJBWcNOts1APQ0+63uHzyY9dMYrKYwykbp8PPaj7wlclCi0AgTJ9sWGvf+AJInLuSpiSN6RN7Oh5aul0zeJ0qxtfC8G3X2D669qMVmYyHS09dj1zGw/Frp1K9V7nbNeKVJCCcUKeZaBXZONGqRxKgT35c7o0uTIWxVU3SieunkM14OPeYucjfXMXngwifTLaa0JkLWdInqTVjhaxWR1dy1CRlvPB48ud8t9HT7Zo1SUbjY6rn7I+S1Fysthg5xbU+iBvnO9UnKfKZzWNJvZlG7f6QPkkDgCvdzu5u10y3ayRTkv782nOwWKnFPvzMPkmAriSFg4jd3Y4eOM6apEY46Wr1QOKqRigrh4OIVnDL9zvF/U+uTFyNixucefqLSViTROl27pok3vPApSSR/Xq51oj02gktj/XtJqtJYul2hs03TxWjU9fauEFP/zShAHTOkm7HlaR6w480GyUVitLtJks54BB9rgffZ4sHluCY9v3Zw2UAwNOHltVnOC3AWcohoBs3LFZq6nw5lSRWB0VBADVUJOKUJNMEIJ/NaA+buAfcqokC7rzxIm3fTIOJVoEEt3S39cri+1l1XN/me8wgkY4HT0fk6XatsKX8mZ+Zhg9fdQb+4IqTY+t9bHiOdDuXsySQbqLFxwkVJMUYN9C4W8xFnR9bYS64tDoPp22awT3vu9hab2Zua5DrErTFtpRBkqTbJWPDTEkp8tRMFgiu6zp7BtG56KXyWGBB0oKjJonG8V7slys7wtZcPraZbMIWK52EArM980E5giuDYFgZ3FHsCMKVbmerSaKJYyWiJNm3nc14LVcHtT5JzSuCp4bZ6jl47jrl2ztrkmJqGGz7G2zDbCbbVJIctuZpnFsmi7mIuhH3oCzF2HLTpLqUCwfdVjVJXEmyqQvK4S6SbudQkljw6pqM0fkKlKTgdxkj3U6beLa0AG++x3Lt1hu+qulZNZGPqAS8N1PD99VEmaCJoT3dLmMYjVj2zdMXFOoNH48/FzQ1NPt7md+HHt77tXS7UElyrZJxR71lFSQVtdfYznUuYtzQfDDnMtrkrNW9M1XKa9eFqXi1mqTztCtbOh3vkxT3kOYT40iQNBkcjyWtJil5uh2NgUEgl3zhxUUm46UOkACudgc/V+tuJYnOeaogiY0TarEhZuJBY2LaeiQgus+tapKAQB22HXPzehiedLtWQZJ+z4/aSnm34A53Y4WsZkjC5wT0+16ZNgCGBXjZVJLSjZ2dIKLCNsfRMEWRKUmxFuDua7lrQVJzu3sPBYuScU6cw8jgjmJHEEmUJN7bJ3iPPjldib0j/xyVbkcP6lo9bLamKUkpapIslsIu+Iq85m7X3HbesQKYVko2LUrjBhDuymNiKkmau52rJklTkqIPXNvqEQA2eXUrSa60nimWbtcwzBno2HFlLbkFePTaPbQU9hiaHStEGlQGxg3hRPOwoSTR6qNqqqo1G9RrkmwPCtu5/HmzqeG4YxKoFMyGvg9AM0hqZdzAlaRmQDU9ltNS1qxKknEcK7Uw37yUMN3OhrnandTdjluA28afOjNNaFWTNF2KKkmAy7ih9eojH1/SLLx0Gk15ZcqbbTJFq9JpAgbuaEXXYayS1NyftPVIQNTQxzxnaRgu44bwfLS6tyI1SRIkJWIjq1sLjBuYksQm+qG5VA+DpGYwUamFShL1azLPb0+UJEePMbuS5E63M/eVX9pdC5Kan7m3qSTFpQYPIxIkDQC0KmrO8/ngnW9Rk7SSfFNdSaKbM15J4pMaZQHuqEmimzpJF2a6x3nTSq4kFS2r20D6BzIPkmx1LRyeS22i+iSRBXitYU1X4q8JLMCpJil6C9KxjypJ9mAziYVqmG5X09IYAaYksc9rXZMUrsSZkBI0VcyhkMvY0+1YylIk3a75flJLeR1RkLcevwpsq8+jFXmnBbiRQsXT5BbKNSw1A2S3cUPwf55uV8pntfQ+WzqWUuQMQ5ZCNqM98NLW3aQNknj6pM1Fkb5fjTeTbVGTNFbIavtBtX28T9LhFEoSr0lS6k0fUrq4ux1fWLAGSe2k26WuSQpe306QZE7OkpwHF+Y11stJb1q0jIQWz04xbmgP/owt5jPa84+3LqFzkdaKfyVwN0+zXtVcCOuHcYOqSbIpSfU4JSn8XTGXwTRLi+12ut1zrO3HKDG4o9gRhOmQRug1SXoNiOkqthJ7R1tNEh/QaKXF1ScpdNCz1yTF3dSufYkoSc1BxNUEMO335+5MrfYrTkmqG0pSkI5kb/pKwc/hck31eLEpEwWHkuQq2BxP0IxPayZruNvR/6sJa7SAcIJsayZr1lGYKgEv0K3XG8pFKHx/jLtdNqPVn9mCh7h9d1mAm5bk+xZ1JSlpn6R6w9fs3Xl6n+1cmzVJ9J0LuQwyGU9NINJe36WC+aCPfz83holTknw/DN5tZin82BdzGS11hdIPuftfO+52PFDrh1rB3e14kGQ7xnTO00y0SraapFh3O1KS2km30/c5iaLnwrwXW11z/UTrk9Ti1PBMBkDS7ZKipdsZShI9g3LZsH9SL68X3o+QN5OlfdVe289msjE1Sa0swCeKOW1c7ZYFOH0mzWniVO9hRIKkAYAmJWY6jk0poUmUWQuykgVVm5U2H9CsSlIxukIepmDp+5a0QSmgWynzwYBucFfBbdpVEk1JanHsYpUko09S1WGhzLdDTer472yvcxk3mGlOE5ZzYTIV527XfAtXhVr2SYoxbtinbIvz2mcTWpDkw23cYEu3M5QkW6pM3KXgWm3ngXKj4Ws1SQsJLMDDiTO01463ODfmwgKdc7W6mtdTWZOSNmWEW5HXGtFFDf759MC2BSj8PaV8ayUprElK7m5XZ8YN/WhYSoei0fA19dV2jEsrVZLoXortk0Q1Se2k2xk1SR1Ukga6mSxPt0sweeTnT9LtksF7JQUW4PaaJDoX/ahJqtSYBXhRN24wX9tNXH2SbKZRNvdRgh/D8UJW9UcMttmdIMl0yJyTdDuh09SMlC2CT0y4GwsQNEFzvTYtWpDkkcwbBgY0iLjc7WgQcdUkxVlWuvaFu9tlWJ8kM5ecnm9pv/8mFiS1SrcoJVCSwj5JjTCYiaTb6Z28Pc8+sVLGDXU9KLM1+aTPpl+1UpK0PknNN1GgUU6Vbhee6zsfeQ63PLBb/S2iJBUt6XasroNsoOkY7jPc7UwlSVc4LEFSnJLkqEni10Ct4eMAC2R9HziwFOyT07iBueNRasRYobWSZNZ2kTJBOfO0WJH2OZ02ZYQHvbZ0O36c6fu1UvGKuYymaCklyVKTlMQwgLtnuu6FXqAWcpiS5DKQGGtDSaJzvn+xorYfVwxN225HSTLH5JWk25nbGmQlyVXb6kILkhxtAASdqJIUqiJ84bQvNUnc3a6sK0nm2NkTJamFux0fM13p/EC0Z1rShuQrwTxvs6IkCZ2GJiWmkqRNBpsXYsNHs1i4g+l2PG3NUJKWqw3l/qLXJLn7JJnF/KqGIcEgyJ2jeJ8kCspM61n6zLQ1WTzdrrW7UYySZBo31Bts4hSvJBVzGevEiga6shGUuVbPPc/DXHMCOj1mn+RwC3DT3S6ngiTWMTuhcUO13sBbP3c33v6Ff8Ez84G7DW8kyz+bb5vXddBEecvcOICwHiisSdKNG1o1EY67FpzpcuyQHlisRK7h5w5TkGS/hvn34U54Yy3qxbhrHBBVkkiNm0zQR4gTqUlq8aCnYKOqGTeE7+EPcVKWWxk3FJmS5Hkt+iSlqEnqt5IU2sWHi1UupY6CG5tltgu6xn7x3KL6OU69oHt+dRuTE3OMWlGQZKyG96NeLCmlpntkLuNZ60JNiqIkpWbtVAlj+Sw8LzAEUapINbQAz3ieGhfS3CMrhRahqqyZLGUZmEFSL2qlXKmqPKOHMJ8RHF1JCl18W9VdrwRzDBk1JUn6JA0ASZQkPvmoNhqRgvmVBEn8vUpJYoHBgjGIAPrDNFSSwjxfTjWFE5U13c7zcO152zBZyuHXd2627Lu/onS7Vu+N65NkKkm7Dy6j3vCR8cL0InM7YZBkf9jSQ7ti1J3VHLVOAPDx3zgTTx5YinQ6J+zudsHfKAih+pA0Vu3PzJfV9bvn0DLWTBW1RrL8s/n7uEEHpVxtmxvHz/ceVu+n7ztpWIC3CpJilSRXnyT2nmea/ZUmiznUG4ERw2KLmiT+fXi6HX2eGdyF36cZJBm1hnRPfeiq0/Hj3fM4Yd2k8zvZiCpJydInec0Rf3AXc0HAs1StK6WvVTPZYi6c3E8UcpH+I/zfSVQQbnJhU7t6Be/xRWqvKwh96wXbsX6mhF8/e7P17zZoXKBFh9M2zsROcP7Njo04vFzDy07fkPgziE662/FtZbyVOa52m1w2g//2mrNQrfuJrj2tIF6CpERkMx7+xzVn4+BSFasmClp2Cndo27V9Nd53xck479ijerZvFMCXa43IGJTW9KYTmIs9ttpwgrIcZiwGCXpNUlYtUHbTBdQc++JSg4cRCZIGgNC4wV2TxFcNqnU/YtywkptAswBXN2dUSeJB0qRNSepATRI3blCrTZlgVeq6C4+17nsZ6R/I62dK8LxgUmgrQOfYJG9CBUnN40UT/rVTJaeSRK9xqRJKSYoYN7gNMF54XPwDRvVJKtdUbye6Zmggpd5GSVS5PEt9IijN7sACNZKN1iQpswiWbkfHg5Sk/QsV+L7vSLfTi6jTKknjjroNvlDw7OGwx9MSs/8GWjeT9f0w3a6Uz4S9NxwBsbMmqXmt7Nw2h53b5pzfx0XavHoebND3NQOQVeN5LB2sK6tXezNZNpnMhUraOHO642mroerWeiLClaQ0bQU6DW9TUI5Z1QWCxRjbuBWHeSx2Hr0q9vVTpTx+K+VnEPy6yGW8Fa2a84neIDvbEZecuj7xa/mzWZSk5Lz4pLXq39wxl9ck5bIZvPn87T3dLwro55dDEyVVk9SPPkkRd7tmTaqhJPl+WC9rM3MxlSR67nczSDJrksQCXOg4FFRElST9AUbUWN0LsZJ7wG4BHgYGqiO1VoSejXTK5sXfnGqMr79rX+rNHiR8n+Jen7YoMZ/NYO1Usbn9+Ne6+hbRfgJhM1mCF60SURnf/rB1udvR6nk7Ax4FQhW2ckaTPQpiKM0tjZLEIYVhn1GTxANquqT1dLvg+traDJJqzTolCgq1xsXZjHa9tqqLGTPMA8YdExz+nmebK/irxguRYMNtAR5et8uakhS83pXS43K3W2mKR2oLcDbWlKv2dDo6nxREtlKSSvmw19NEMRcGScy4ga7xJBNPXpOUps6x03C7d7pGOxkUmOPCOW0EyUnhCy5TpdyKUnJsbqyjAg+CJUhqD957sW44rPYaUj9oYdDzwoWs6AJT9/fR5W5nKkmHyzU1v7IFI5qSxGqSunmcI+l2UpMkdJqqQ0lyrZhX6o2ou12nLMBVM9lgXw4th41BTWcwyncNLcD1CR9RS2MBTmlLTEmKu8HpGLXz/Sk1rdV+xRo3GO52atuz0bQ3c+LrWj1v2SepjUGbBxqU7qeUJJVulzxIsq3gU5BlrnTxFB67khS8b81UUR2TfQth0bqebqcrSbbzzoOouYmCCliLuYyzhoVfY88thEGSmZ5nWmub769zd7tC2CfJFRDTJN9UklY6yYwGSa3S7cK/03VuPrjp4ccbQZroxg1ZdV+MF7L2dDtWv9WK0Dbedzo99oKwbtJX56uTdQsRJWlbvJK0Evh1sRL772Bb9hq2UUA3bpAgqR24khRnY90L6Fql1LXxfDaSRUP0xgLcqOejmiQj1Z/cLseMeldCv05zvUm3M40bpE+S0GnMhqQEnwB6nqcV9Pt6HNIxdzu6V+mhTzclEK0boBuwlZKk8o9TpNvV6776jnGpdGGNS/rvTw53K7IAb9iDpE2WICmtkmQGSSspVs9mPBVsUDATKknBeVTHO8GhtDUGJiXJ7O1SzGXUoJ8xglquJE2Vcqrok+oxAF2JymX1miRryhe7b1ZN5FX9WVyzTX6NqXS78XzkPa60OXq7bxg3jLdQksKFheBcl410u3Yxx5KkFuBA2MfIvF9njZVL27Hnk+7AcCD43PFCVh07rgTxgLIVtD+BucQAuNux79EtJWn7momurszy/V6JaQMQXMt0642akiTGDSuHK0nKHKZPwTSNh4eaQdIYm9tEgqSeWIDblSTeDsT3ffZstQciRZeS1NUgKdz2RCHrnNcMK6M1kg0ppAqZBaHmjUMDypKlNqZT7namkkSpU6V8JnKj0Q2ojBuUjbBrcp883Y6798UpSSsJksjhLqmSZLrNAe4Al7vnEeZqs2v12RWUqf4IbQ54FCSRkkTH2tbHqBW2faABnJrB0uTO87zIiha3EJ8vV5v7kVcpXXt5kMTqiII+SVxhtakZ4b9XjRfUuWhVoE3bVel2EwUtxTSb8ZyKDJ84L1XDFDKqgXIFV3TthcYNnUnfSmsB7jGb/aWKvSZpbtx0lrQde6MmSSlJOZSYdTKNYa36T+nb5sFJH5vJqpqkaA1ZJ+BjyTldVJEA/fitNEgCwmdWP4LXbsLPrzSTbQ+uJKlU+n6l2zXHQ3oW8h5j/WgmGzi+hj+bfZKAYAHNTGU3Idc+ABhnzWRb1V2vBP5sGbVGsoAEST1l/0IFjzxzOGK6UFfpdkZNUqSYL/h5sWIJkjqkJJkrGJQ6ZZtg0qRb9TlwpNvFpeeYULBXYTVXsUqS136QRApDq7eq1Zx6OLjTRNKlJG20pdsZgZTrYetSksLVt/ZuWxowVbqdp/+eSDKg2o73/sUqGg1f5Xnz1S5VQGpJtzvcVJKmSzmlPu05tKzea/ZJ0oP66L7xBYNV4wV1Llo126R9e5ZZmHMlKbCztV8sWaaMhcYNobtdKyXJZdzQLpG8+gTbowlz2AfJXpNExLn1AcF3pvTEiWIWhWzYz2u5UtfS1ZJMPPWGt6RO9yHdTnO363yQxFdiu1mPBOgTnLQ28zbofAxyI9l2KGpB0mh9t17BF//iev30grCFRbAffH7Tj2aygL15N7/uytVG2F7DEYwUsuG+60pSx3dXwY/PqNUjARIk9ZRf+/B38ZI/uQNP7l/Sfl9VNtLxShI9iJcsQdJKFlRpUpnxQi99ujlpMLOlKoVKUlQd4KRqJtv8fN7JPm4gpUCynRUpqlVJagEOBIHSR7/9U+z4z9/Gg08eZMYNRpBkseI2X+NSkpzGDSkMMGyEBg1NF7vm954o5MAPX5IB1TYJ2r9Q0WrYeHqWKfuHE83Q7W+ylFMT8T2HQiVpPK/3SdKbycbXxcxNFNS5GEupJM1OFLSHZ9xEPnS3g2bcoNLtHOfabCZL98pKUzzS1iQBYZ3ZkqNZrFkobNsmP/YlpiSN5QNTAO5wt5zANZBD15xek9T7SRbdKw3fZzVkndsPfq20crZbKXyCM90JJal5HAa5kWw78GezKEntwWt70yycdgNz0chcDCM8L70pVLvYmnfn2aLgcq2usjTM1GeC33eBktTM4OiRcYNrv4YZCZJ6CF1AJJkSNYejlZlCl1OTmFpk251QkrQJjvEgsPWXednpG7Bt9biyn84ZEz4ijQU4jZlcbYtNt6MAr43vf+4xq3H82klccfrG2Nfx87JcreOuX+xHpd4IgiTfnm5nc7dLqiQ5jRsoFavNBwsNmPf+8gAAYN10sI+ZjIdJdn6TWYDb0+2ebipAs+N5bXU9EiR5pIqGbj1TpbxK6SKb6UI2ox23bMbTlK5WfZJWjRdw/glH4ZijJvDyM+L7yKggqdknKaIkFdzHXU+3q6vXv2D7ahxz1ASucPSwiTST7ZAy0U5efdZYXTXNR0wlydpMtvl9PC+4Ri48YQ22zo3j0lPXAYBm3sDThpMYH+hKUv8mWUoF9cOapEIH8/Bnx/O44IQ1uPjkddh+1ETHtmuDj8mdSLejCdOo1SSpbImsN3LfrVfYlKR+9Rs+c/Mstq+ZQDGXwUQhqz0b+NhZyNobvncDGlcynv4MU8eNK0mOmiTNAjyfxakbp3HKhmm8fEf8HGclFFiKn2u/hhnpk9RD5iYKePLAkrrQCQoiCrkgHYViDFdNkjXdrgPWrXwb5oTe1l/mFWduwivO3KR+DpvJGjVJKSY0vGEkEfe2di3AgWDSd9sNF7Z8HaV41RtBXxTq0L1UrSuzA77SWMxlrLKzqRS2qklyGzesTEl6/LlFAHq9w1Qph/lys5lsEsXPlm63UMHuA0FwYyppFKBljKCWTCQ8L0gPoIWEvU0lKZ/1tAl+cC7i98M0btgwM4bvvftFLb8Tbeq5hbBPEk/1i1M7tGayzLhh86rx2M+me6JupNutdCU+mwmOWyWFsQC/P1dPFHD06nHt72YndasFePNzSrkgNfGsravwD+95sfo7TUCWqnWtn1SSRQ4eUKr6vD7WJPF0QbNXyErwPA//+43P79j24tCNGzqRbheugI8SNCaLitQ+VHPd8N0pvb1i1UQB3/3dF1n/xtPtemHaQNA9Yx6TUj6LxUod5Vq9ZU0S39+JYuCu+s13nN+lPQ6QmiShY9AFRJIpUeWN1fgqufHgpRvAnm7X/kOaJihmqgzHpiSZmD1fiDr190li3GCrSUpiAd5lSZz6IAV9o4Ljz4NVriRtnB2zrj6Zhf+uzu1hM1nDuKGxsomhuVJ8ztFz7G9Rm+44uJpFq1f7Fit48kCQSmoqaVNFu5J0YCkY9CeLQTrWnDJuCIKtfC6YQNN3zidQkvjv0jS2My3sVxlKUpJ0OwqkgXRmBDQGKCUpu/LJGL8mkwTW/LrauW1V5Bo2rV3j+iS5arDomCxV6lpaYhK4Ur0Sp8eVQmNNw++c8tcv+Dmf7KCSNKoW4OJs1z58UXCRFuQG0OCD9zzs5X3tMqEKe1Y2WL2vI0gymsn2Ai1IknQ7YSVQIXtUSQpdy2xOc0Ssu91K0u08feIKRCc5aSx6zZok1d8nzWpxwnS7jGXfuwHvV0BB6kK5Fvk7YHe2I0qG4mT/rNAogpOm35QNHghNFLI4af2U+llv+JokLTK0+6XtLFcbePSZBQBR44poTVLw+4NLZNoQ7JvpbkcDsLKZz2aMmiRLuh27FtIUkpoPp7kJvU9SkiCJGi8D6e4ZVZNESlJu5dcz//wkKZp8Yvs8FkAT5rG02q9bCo45YV1CHUuV5MFksO1mnWTd76sFOB9rKNAbVuUkpylJHaxJ6lceVZeg8Ud6JLUPHxNoobFX9T5p0MbNXipJjqwYnqa4b6GFu52hJPUCUZKEjrHKUZNUVU4v8RNAuhjt6Xbt75fKhdXyYE0lKUlhtV1JqrHv13JfyLhBS7eLUZKy7afbpUFXkoKJMD8P3LnL5mxH8ODTtdpOD+Rout0KjRtY6thZW1c5J0hJA06aCB23dlKtSP9490EAYaPecPuUbhf8TOf0YPNeoM+nhQRKw6NjQUFoPqsvJNiujXaVJFOxnB3Paw/M+HS7ZipsmamLCepUwmayRk1SBx7OtL+5jJco8OUTW5thgHksbcE6fR9XQDnG0u2WmAtgErh7Zj8twPmxpMa7vUzL6SSFbqXbdSDIHyRorE5yTwt2PM9TE35KWe92Bkg78HPcUyWJTKiMMY0bXlDfSjP1meiHksTHENd+DTPDObIPKbQSe8AIkursgc9vEDOoyMWl23XcuMGsSWp9w/GVXk6a+gEaNCssBTH2M1dg3JAGriTRRHiRqQbZjKfOz8YYJUlzSWrRTDbqbreyHjo8ENpp9F/R0u0SHkt63abZMTWBfuipQwAs6XYO4wZKPQ2DJLuDWoHla2djFhKCzwj/vWoi+cSPb5ea4sX1z7C9lwLoQi5ZnY1Zk1R1mLi0Q0kFlsm2RQFHMZfBaRtnIn8fK2S1cSEu1dGpJBWYkpQySNJrkvqYbse+tlKShjTdrtN9klx1FcMOpb+WRElaETQuLJQHV0nKZMJgrpc1j7RIZd47XEmiXoRm6jOhB0k9UpLYgoirye0wM1oj2YBDF9C+BVNJop4fur2x+fynlVRbA8aVNZONbqMtJclw6iLSdNemyTMFVq1UDTN9q1vQQHV4uaZW+xdYsJrNeOr8rFRJUk33WJDk+34ql0AbkywQOudoM0jSm6Ymgc7nRhYkkZ23eQwonU+lRxrXMvVRMlO68kpJCmsd9HskPt2uXSWJ0gbi+mdw6K2Ugpk8hUxPUQ2NGzqgJBVC9S0J9HDesXnWuYLKVwpt+0gPereS1FzoqdbVYk/SFKZQdetzut0IKUmau12ChbCW2xtVC/A81SQN53keFGhcoAXGQaxJAsIxqZOula1wZcUUuZK02KpPUp9rkiTdTlgJLuMGNfk1G2UaKwphul0wwMyMhZPelQRJ4cQ1/J1pMpDkhnPWJKWopTHd7Vq9JbTN7I2SxAPcRVaTlPHC1WTTOlnbTgoliafbVZk6135NEgUqQbqd9rdiG0FS83UbZkoRxSZak5TXtm2eL/p7VEnSa5LyWU97r11JCn43XsimcqMy+ysBMGqS3MedgnlaIU1sRtD8TN/XTR86keZB11fSbdH9Htebh/fBaEdJ4sYNZEzSTk1SX40b2PVHQX4nlL9+4HnhON+ZdDu6T4fzeLhQNUli3LAiKNikBcZBDZLSjp2dgMY3l3HDcwtlNe4lMW7oWU0Sm49IM1lhRdAqrGncoPrfZHV3u1YW4NNjfGLb/n6tnS7B84D103qKFJ/QJ7nhWtUkJeuTREFSM92uRfBDvX7Mfe80NFDtZ6mSfKD3PA/rp0vIZjwcv3bSuZ1SIiUpmm7H1bl26zC2zgWWzmdvXaWUG6IdJWnddAkZDzh+3ZQ2OGY8YN1UUXvttuZnq/NlpCTSvpkpXXmmVgHA+ukx7fvbUtqOmizC84BjUvaY4d+bggFufR8XcNF7D5OSlFAd4em1tUaD1Z11UklKtq21zXNz/vFHOV/Dz7NNLaDz6lJTqaHvYqWuWaUngdck1VZYn7cS+HVSHnLjBiC4JwvZTEfGULom+hG8dhNKH960yr0AJrSGgo+FAXa3A5iS1Mt0O3Xv6J9Ji+H/+vQ8gGAO4Xq+TJfyGC9ksXqi0LP6ufFiFlOlHKZLuZF0t5M+ST2EJl77zWayzQlwNhNflJ43apKKzY72S9X6impyNs2O4atvf2HkIVnKZ9Dsq6kmN3G0qklK1H+n+ZKKUpLi3/P/vvI0/OYLtuH5x0TduDpJyaYkUcpAM5D71Oufh2fny/Hpdmylx0xpJEIlKUzn05SkNgfukzdM48vX7VIBCyetBTgA/MXrn4e982Vsmh3TFIZ106XIJGnHlll86bd24dg1QeBy6anr8ek3PA/7FyoYy2fxohPXqtfOjRfw1MGmBXhzO3/y73bgsWcXcMrGadz7y/3qtbbAe2Pzel43XYz8LQ5NSWqmxnIlKW4VmeyyDy7pNVat4Ktw3JCgk8YNSSfwH77qDLzxhfPYdexq52t4OoVtgnPesavxxbe+ACevn7a+n47L4XJN/TtxQMlrkpRjZu8n45q7XfMeHVYLcAD4wptfgEPLVcx0oJ6AzlE/0iC7yUtPWY8vvOVcnL4pWqsnJIcWBhcHuCYJCJ/3/bAAN4/Jjs2z+Mb9u/Gdn+wBEG+OMFbI4qtvf2GQcdGjY5vPZvCVt50HzxvucdCFBEk9ZI6l2/m+ryZWSklq6W6n13Hksh4mis0gaYXpZmdumY38TlOS2rAzJtJMaJSSVAsDxzhmxws4d7t7UtcpbErSopEysGl2DJtiAiRAXzV3pW/ZjBu4JfpKJoY2a2dAn9QnHVw3zo6pgJAP3C4LdB7IZjMeXswCI86sJUg6arKIoyaDoIdPUl2OibbruRV8u0pJSupu12aQxK/vWsNXSlKhA+5gJeYImIS5iUJsgATohbm24MvzPLwg5n4kBXN+uaqKj0sJH6y2mqR+rETzoZZqkoZZSdq6Orpo0i55lRY7vMfDRjbj4bxj3QqrkAxSNxarA64k5Xt/HbuMGyj9eU+zwfpsC7XmRNbao1ccv673n9krRmskG3BoUlBv+Di0HNazhBbZRp+kSLod1SSFKR60CtuNPkHFlHaSfKWXk2ZCY1qAd7v/UVJowvncYV6TlD6vOomSVLTUJFHgmfG64+TH0+/aOebcbSdOSUuCltJlmUDr98iKPkqDH9e5CUuQFLNQQPtB6XZmOqMLvhDCa206Y9zQ+Qf9qhY1Sa2g4PHQcg3LKY0btD5JLEW513iepxzuSNUfxRXUdqDredSayQqdQdUktfHs7CVhul3vlSTzmJy2cUYbX0ax7meQkZG9h5TyWTXp4nVJFETkjB4wESWJHMFUkOSpdKBuTJx5g9QkNUl5ttLLSTOhCY0bmkHBgAyi9pqk9KthSZQkFSQx9aja6G6hOk+3a2eCwwfulQZJPKXLlhPO96+TVsO6dXjTuKHIjRtap9sRSYvgeVNeXpPUkSApZbpdErQAto1jT8fl8HLN6tIZB1eq+2ncAETdGXtZuzDI5EZUSRI6Q9GoSRpUq3g1dvZw8SPnqEkq5DLYsTlM8xxFB7lBZjCv0BFmlaUuibu/xRWlq5okSrfLZFTQ1Y1YIr2SFLy+btYkpWgmG/ZJGjQlKdh3vSapO0oS9eQoV6Ppdt3K9dfS7do45nzgjusTlWhbLVK6Mlq6XeeOB7/WaB+KubBJcBLjBiJNzxl98t+5ICltul0SuGLYTjBNx2V+uZq6T5It3a5fNQ10DVKfJFGSAuhaGzULcKEz0HOUnp3ddqVtF1ogLvYw2M85lCQA2LktTFUfxV5Eg4yM7D0mrEviShJrJhtjb2w2k81nM2qluxvBBFc6kjQmc1uAJ28mG0m3GxglqakAMvv2OkuTTLsdIEZJyluUpC6vnE+30UyWw9Ow4izQ027LFizw1cdOXh9aul1zHzwvVGuT1CQRaeyUc9zamizAOxokdUdJaivdTtUk1VQ9T+I+SSqYbDB1ur9K0vIIuNt1ErqWR83dTugMSklqZmEMalpmN1T4VigV1rKYfA5r/j6KDnKDjIxkPWZWNZQNJ9vKzrZFTRIFGeSqls966mbuSrqdZtywkpqk5MFE2j5JvcKWbkekCVA1C3CnktRU5JjVsWqe2aWHymQbFuAcbtzQyryi5bYm4oOkuHtkJWhKEtsHmsRTjY8N8xJI05iTK0kVmvx3wLhhrAsOTa0C2FZQ8DjP0u2SGjfofZL6ZwEOcCWpc32tRoGwmawcDyEKPf/85jrqoCyCmnRj7GxFvJIUBklSk9RbZCTrMXSBH7AqSZnYVfJIul02oyYd3Sgw1NLtkvRJatVMNsE+0uSjWkvWJ6lX0Kq870f/1q6S5GpAyQdmUpPSNORtB61PUlvpdp0zbuApXTaXtzgHyJXAFxp4MEDHJi7ldCXpdtlsuLigJv8dOM9kHuEKxttBOQxmvLZSfLkFeFrjBjrX1T5bgANhejNZgEtQEEDj5LA21xW6izkWDcrz3YQydJKOTZ2A5ke2hZ9VEwXVPkOCpN4iFuA9hiZfvLYlnADHGzfQzRPaznr4zV3bsFyr47LT1nd8X3mtQBIliW5y3wcaDV9NOtM0k6W5RtI+Sb0i7qGfzrghw/4d724HBA534wV0feU8n82glM9gudpo07Usj3e85Hj4vr/iQZy/3xYsaL3EOviQ1S3Aw0Dt/3nJ8fiHnz2Ls7eusr0tsk9A2nS78D5RFuAdmHS/5OS1uPKMDXjN87eueFvE+pkSfuvC7Vg1XoiYVSSBB0nkBJi0JolSQperDaWm90tJMtPtREkK+I3nbcHBpSpefsbGfu+KMICYDdQHVUm66uxN+OW+RVx19uaefWY+RkkCgN+/7CT83f27ccEJa3q2T4IEST3HatzAipD5Q980OjAnTvlMBmdumcXNrz27K/tKk3XPc9fPcMyeLwUj/S5JkKT6JA2ccYN7IpdGzUiiJOWygVlAww9twNXKeRdXrKdKeSxXy20Hpu966Qkd2Y9WKV1xCwkrgbY7Uchq5/sVZ27CK87cFPveqLtdmnS7aBpZJ9LtVk8W8d+7MDbcePnJbb+Xp3U+2+xUndTdbqqUU/fFM/PBe/vtbkcLVr0s8B5kztjcveeRMPyYStKgNpM9ft0Ubr6mt9exq5ksccmp63HJqZ1fDBfikZG9x8w105L285okbtwQ0wPGXFXvxEQqDpoojueziVaN+c3NG8rWU0zwB9e4wb3vaYKKJEpS8HlNh7tmkNSL40F1NP1+cK3S+iTFp9tlO6gk0LFt1azP+l7j/phMk26nKUn9NSToNsVcVqkue5uBTtKUlkzGUwE0vbdbbo8t98U43720ChaEYcV8jnZy/B52VLrdoBRiCwAkSOo5NAHc57IA14Ik/fSYqSXdvploQBtPWITOJ/DVBndmSz7BVzVJ1CfpCFSSgDB9h4IknpLZLUj96Pcx5yYQtrQzHpR2Ummk67OddEFzN6fTKEkqjbaufjeqQRIQHpv5ZkPtpEoSEI6f9N5+KUnmPdLLppOCMKyYz9FByRQZBJRxgwSOA4WM7D2GVkIP2NLtWjSTjaTbdflmogFtIuFKL5/Y8V5JoZKUPN2O0syGQklKMdBTTnYhm4lVoMIgKZg4h+523U23A6IT/l4zVsgqxc1uAd4ddzs6j+0062u3mSzAGpNWwiBplCfdk8aiS9KaJCDaI6TfNUnEKAe1gtApIkrSgDzfBwHVTFaOyUAhI3uPCY0bov12AiXJ7W5nTgi6/WBWSlIC0wZAb2jLHe5IFUrSTNZMtxuU8cIsOOW0427Xyv2J/l5R6XZhSma3ICVpEB5cdJ/0tiaJPjt9s75on6T0FuBLmpLU/3PQLcwAMl2QpAewfWsma1yWYtwgCK0x73UJCELiLMCF/iEje48hq+QDixX4TT9pPgGO6wFjppZ0O9WEAoOJBPbfQLCaznu+EPVG8gk+faXqgLnblWJslFMFSc1jGhd0AeGkq2Kk23XT8phW+AdhkA6DpOi+dK1PUnNb7TTrM/cpTQoZLYxQup3nDcY56BZmAJnGZtdMhexX/r4ZFI+y8icInUKUJDdhTZIck0FCRvYeQxOwWsPHfNMCt84ssuNSiQqmktTlm4lWfcYSKkmAvaFstZ7e3Y6CgkHJWe6UklRSSlL8xJAmXaomqdH95pkq3W4AjjlNhm0r9HpA0rkhjNLt2qlJ4odssphLZY9N55SUpHw205a99rAQCZJSBJSmqUa/FDdz8UaUJEFoTaQmSUwKFDQ/6ledpWBHzkaPKeWzasV+76HAoSnsgZOJ75MUcbfr7uk7ecM0Mh5wxqaZxO/JGUEOwPskpUi3awyWkhQX1KQJko5dM4FSPoNTN07Hf17zYWIqSd0cQHdsCc7zSRvi960XnL11FhkPOHHdVORv/Drq5Krbyc3vvWPLbOr38msgTaodfy/VJI26KjFZ1NPt0gRJcxNmTdJgKEmjnB4pCJ3CVJJENQmh58/JA/D8FUKkT1If2Dhbws/2HMbug0s4bu2kriSxh61pCBB1t+vuAPO8o+dw73+8BNNjaZy6MgDqWk1SunQ73d1uEFQNINonKpvx1PdKs49rp0v45z+4uGVzXuq7Qk11lXFDF8/5K87chAtPWNOWBXaneddLT8Cbfm07Ziz1QXxe3Mkg+u0vOhbXnLt1xRbgaUwbAFaT1AyS+mVG0CvMILJVfR5nYGqSzHQ7UZIEoSXmvT4oi6CDwMtO34Af/adLrM88oX/IyN4HNsyMAQCeOrAE3/eZ0mK42xmTpai7XfdP38x4Pl3qkKUmKVW6nae/f1Bylk0liU/W0k5qp0v5lt/LdLfrhXED0F6PoG7geZ7zYZHtkpLkeV7b35/fI1MJLfMJpSSxdLtRhtujF3PxLo8mZpDUr2Ml6XaCkB4xbohHAqTBQ0b2PrBxloKkZU1xMd3tIul2fQiS0mKrSaqnSbczvvOgrDSZNUk87acbfYVMd7saS8k80umWBfhKWEm6Hd3HFCSNerodV9rSmDYAUXv2/lmA6z9301BFEEYF8zk6KOO3ILiQkb0PbJwpAQiUJK645LKeNuFumW43gGk5diUpuQpiBkWD8hVNJYkrDt1YDYs0k6VeU/JQ0a6RQVmJ5JPmdmuSlpWSNBjfqVtMsuOTph4JiJpq9Cs44emV+aw3MIs5gjDImC6xEiQJg44ESX2AlKTdB5dVKhoQDBg8kDCVF3OFeRBXnEnpqGrNZJOn25n1PYMyiPKapFI+ozXY7cYEyd0nafDOea/h19GgTE4zHaxJGkSFuJNMrSBIGpRmsvy6G/XzJQidQpQkYdiQ0b0PbJi1K0l5w90u28KoYViUpDTObOZLupHK1g6FbEbZPE8Ucpqy1BMlqRlMj7rKkIRuNZNdCfw6nWxTSVo8YoKkMNBJ00gWCOr5+CnvW5DEzrfUIwlCMkwlaVDGb0FwIaN7H9hENUkHl5RCQA0ktXoL02Y2Yp85eKfPVpPEjSlaYQZFg7LS5HmeUnfGi1ltRawbaoYZJFUHzMiin4xaTRLdx8q4YcQn3fz4mK6RrchkPM28YTDS7Ub7fAlCpxAlSRg2ZHTvA+ubNUnL1Qae2LcIIEydy8ZMAM0JQSE3eANM1qYkpWiEaqYqTaZ0CusmpB6N53Pailg3VsPos8jdThk3DGBg3GsyAxgkrSjdLqvXJJlNo0cN7v6X1rgBAGZZyl3/0u3Cfw9i2rMgDCJmbe+gjN+C4GJwZqBHEMVcFkdNFvHs4TJueWA3gLCBWC4mlSjaJ2nwHs60j5Ri12j4Si1LMpl40Ylr8J7LTsQz82UUchlc8/xt3dvZlLiUpG70cqLg8PByDQAzbhjxCXQSBlFJ4rsx3W4z2SPEAlxzt0uZbgcE5g2PPLMAoH9jIL/uJN1OEJKRzXjIZ72wD+KAjN+C4EKCpD6xcbaEZw+X8Y37gyDpnG2rAOg9YMyaJHPyNJg1ScE+0qS+wowpigkmRKV8Fm9/0XHd2bkVQvUTE4WcVkvRjYGeUpLmm0FSVSzAFXpN0mAcD75PadVPCvqWq0fGOdbT7dpRktrvUdYptJqkET9fgtBJirksqvXguTYo47cguJArtE9sbDaUffrQMgDgnKODICm2JqlFc9lBIDRuCCZ8VFMDDOb+pkEpSYWs1jm8m0HS4XJTSaqLBTjB74tBuaQyWk1SunQ7Whghd7tRT7cbL2SV8taWktRl+/0k8CApP4Bpz4IwqPA6xEEZvwXBhVyifYIc7oid2+YAxNckmSvMg7jiHBo3NJUkFiQNe6qYUpKKuR4EScFEe365CoCZXwzgOe81+j0yGMdDr0lK20z2yEq38zxPqW3t1CRRQ9lcxoPXJ/dLLd1uxM+XIHQSXpc0KOO3ILjo6xX6yU9+EmeccQamp6cxPT2NXbt24ZZbblF/X15exvXXX4/Vq1djcnISV111Ffbs2dPHPe4c5HAHANtWj2PNVBEAjD5J8UrSIAYdtP9k3EDGA8Vcpm8Tmk5BgdFYIdvzdDtl3DCA57zXeJ6njvmgWMhmVxAkqZqkI8QCHAgXAdpJt6NeSf28F8QCXBDag9fzDsr4LQgu+jq6b968GR/60Idwzz334O6778ZFF12EV7ziFXjooYcAAO9617vwd3/3d/jyl7+MO+64A0899RRe9apX9XOXO8aGmTBI2tmsRwLSudsN4mSKcoypMJOUpFGYSIQ1SXq6XTd6OYVKkmHcICtvAMKgZFD6aPHT0nYz2SNESQLCQLKtIKmpJPXzXuCn6Eg4X4LQKbiSNCjjtyC46Ktxw8tf/nLt5w9+8IP45Cc/iR/84AfYvHkzPvWpT+ELX/gCLrroIgDApz/9aZx88sn4wQ9+gBe84AX92OWOsZGl253TTLUDwglTxkNEeYm62w3eAGPWJJFxg2n9OYyENUk5zYSiG+eB0pEo3a4qSpJGNuMB9cE5Hloz2ZTGDWbKySBa+3caCpJWUpPUz3PPF7CKI7AAJAi9gt8vgzJ+C4KLgRnd6/U6vvjFL2JhYQG7du3CPffcg2q1iosvvli95qSTTsLWrVtx5513OrdTLpdx6NAh7b9BZCNLtyPTBiCcMNlcX8wVy0FcwTRrkspVCpIGb1/TQmkCvTBumGbGDb7vK+MGqUkKCBcTBuMhS9fARCGb+nqIptWO/jkO0+3Sf9dVE5Ru17/j5EkzWUFoC924YTDGb0Fw0XcL8AceeAC7du3C8vIyJicn8dWvfhWnnHIK7rvvPhQKBczOzmqvX7duHZ5++mnn9m666Sb85//8n7u81ytn7VQRV56xAQ3fx3FrJtXv1eTP8twdhiDJrEkiJWkU0u0uPXU9HnzyEM4/fo1qAgx017ih4QMLlbpyuZssDr8i1wn+zZkb8ZPdh7Bt9Xi/dwUAcPTqCZy5ZRanb5pJ/V5zNXUQ7+tO87LTN+DRZw7j1447KvV7T904g9M3zeB5R8+1fnGXyEpNkiC0hWbcMCCLXILgou9B0oknnoj77rsPBw8exN/8zd/gda97He644462t3fjjTfihhtuUD8fOnQIW7Zs6cSudhTP8/DfX3t25PdhQXr0wZvNePA8wA/ij4GUqkkJI+VjlJSkV5y5Ca84cxMAYO/8svp9N4KkUj6DXMZDreFjfrmKfQsVAHqPmCOZD/7b0/u9CxqFXAZfu/6Fbb33SFSSfn3nZvz6zs1tvbeUz+LvfufXOrxH6eD3/JFwvgShU4iSJAwTfQ+SCoUCjjsuaB66c+dO3HXXXfj4xz+Oq6++GpVKBQcOHNDUpD179mD9+vXO7RWLRRSLxW7vdtegQcM1eOSzGWWGMIgP57xKt6OapGbvlxEIkji6jWnnB3rP8zBZyuHAYhWHl2s4sBgESXMSJI0cZk3SILpWCjribicI7cGfnYO40CsInIEb3RuNBsrlMnbu3Il8Po/vfOc76m8//elP8cQTT2DXrl193MPu0jJI0lYwB2+AcfVJGrVeItpqWJdSBqi4/dByDfsoSJqQIGnUOBKVpGGHn6JRG9sEoZv04tkpCJ2ir0rSjTfeiMsvvxxbt27F/Pw8vvCFL+D222/Ht771LczMzOBNb3oTbrjhBszNzWF6ehq/8zu/g127dg29s10cuVZBUi4DNPup2FLy+o2qSaJ0u2aQVGyjQHuQ0ZSkLgWrU8U8gCU8M1/GcjNtcXY8nb20MPhErP5l0j3waM1kRUkShMR0OwtDEDpJX4OkvXv34tprr8Xu3bsxMzODM844A9/61rfw0pe+FADwsY99DJlMBldddRXK5TIuvfRS/I//8T/6uctdp1WTTB4YDYOSVBYlqW1ISXpi3wKA4HyntZcWBp9haBIt6HB3u1Eb2wShm2gW4AO40CsInL7OuD71qU/F/r1UKuHmm2/GzTff3KM96j80aLhrksIgyuyjNAjQ/lNNklKSRqBPEof3SerWalgYJAVOeqvGCwN5zoWVEe2TJBOHQScrFuCC0Ba8gXS3sjAEoVPI6D5gJDFu4P8fNHKumqQRm/h1u08SENqAP7FvCUAQJAmjh9QkDR+SbicI7aE9O2XRTxhwZHQfMNZNF5v/L1n/TjU/g+oKkzVqkkY1SOKrYa7UyJWilKTngnQ7aqIpjBZSkzR8ZDQlaTDHYkEYREo9yMIQhE4hBQ4DxvY1k/g/bzsPW+bGrH/PZ4ZLSSrXApOJUeiTxOHfJ9PlIOlX+wMlSZztRpNoM1mZOAw6fPgdtbFNELoJN3Hq1gKjIHQKCZIGkJ3bVjn/ls8Fg8qgTqSovqI+4ul2+WwG2YyHesPv2kA/WQyUIwo4pZHsaGIWL4sRwOCTkZokQWiLEqtP7tYCoyB0ChndhwyaUA2qK0ykmeyIBklAuIKc6bK7HSGNZEcTSbcbPjJSkyQIbUFKkqhIwjAgo/uQQQrSwCpJzf2qmX2SRszdDgiDpG7Vh5lB0ipJtxtJzMnCoNYbCiHibicI7UHPTalHEoYBGd2HjGFxtzPT7UYxb58KULulJE2XdKOGVdJIdiQxbXAl3W7wESVJENqD2mdIkCQMAzK6Dxm5bEb7/6CRVX2SRtu4Aej+itikKElHBHkjdTY/gvfKqJGVZrKC0BaiJAnDhIzuQ0ZhwNPtIkpSfXRrkkhJ6rYFOCE1SaOJ1CQNH/yUjeLYJgjdotvPTUHoJDK6Dxm5QbcAbwZv1bph3DCg+7sSxgrBYN+tSdJUJN1OgqRRRCzAhw9JtxOE9hjv8nNTEDqJWIAPGaqZ7ICuwphKkjJuyI/egPi2C4/FNx/YjXOPWd2V7UeNG6QmaRQxlaRRXFAYNfg5G9QFK0EYRE5YO4Vrzt2KUzfO9HtXBKElEiQNGTSBGtRVmGhNEilJo+dud8mp63HJqeu7tv3JQnh75rMeJotyu44i5oKHTLoHH6lJEoT2yGQ8fPDfnt7v3RCERMjoPmQMm5I0yn2Suk0mEwZGs+MFeF1y0RP6i9nzTIwbBh893U7uS0EQhFFEnsZDxqC725k1SeURtgDvBZRyJ6YNo4vUJA0fmnHDCKrkgiAIggRJQ4dKtxvUICmiJAUW4KIktQcFSVKPNLpE3O0ycq8MOlpNkihJgiAII4k8jYcMCkLM1edBwVWTJEpSe5DDnTjbjS6RmiS5VwaejNQkCYIgjDwyug8ZKt1uQFebpSaps1BNkjSSHV2ifZIGcwFECNGVJBnbBEEQRhEZ3YcMaiY7qMXCNHmoGc1kRUlqD6lJGn1MNztJtxt8xN1OEARh9JHRfcg4ecM0AOCU5v8HDUoDrJFxQ5WCJCluboczt8wCAHY0/y+MHlyVyGU8zTlNGEw0dzsJkgRBEEYSabwyZFx++gb86D9dgpnxwSzkpzTAuqEkSbpde7z5/O349Z2bMStK0siSk8akQwedMglqBUEQRhd5Ig8hgxogAXq6Xa3eUMGSpNu1jwRIo41W3yL1SEMBnTNZ/BEEQRhdZIQXOgo3biAVCZDJhCC44CYscp8MB+RuJ8qfIAjC6CIjvNBRQiWpoZztAMnbFwQX3M5fJt3DgShJgiAIo4+M8EJHoUlere6rHknZjKesywVB0OFOaYPa/0zQISVJFn8EQRBGFxnhhY7Ca5JUjySZSAiCk0zGU0YAoiQNB3S+REkSBEEYXWSEFzoKr0kqSyNZQUgE1SXJgsJwQItBYrQhCIIwusgTWegovCapXKsDEGc7QWhFOOmWe2UYmCwG3TNmxgbXaVQQBEFYGdInSegoNMmr83Q7CZIEIZZc1gOqokwMC+ccPYf/dOUpeP4xc/3eFUEQBKFLSJAkdBRaEa8y4wZRkgQhnpwoSUNFNuPhjb92TL93QxAEQegi8kQWOkqONcZcqgbpdoVctl+7IwhDQZZqkmRBQRAEQRAGAnkiCx0ly9KFlioUJMllJghxiJIkCIIgCIOFPJGFjsKVpIVyDYCk2wlCK6g/ktQkCYIgCMJgILNXoaOQlTEQpttJkCQI8YiSJAiCIAiDhTyRhY6iK0nNdDuZ+AlCLGIBLgiCIAiDhTyRhY6SyXjwmnHSYqWZbpeXy0wQ4iAFVtLtBEEQBGEwkNmr0HFITVqsiJIkCEkQJUkQBEEQBgt5Igsdh1bFlZIkFuCCEEs+K0GSIAiCIAwS8kQWOk5ESRLjBkGIhZQkuVcEQRAEYTCQJ7LQcahXkjJukImfIMQiNUmCIAiCMFjI7FXoOKGSJH2SBCEJUpMkCIIgCIOFPJGFjpOVdDtBSEVOapIEQRAEYaCQJ7LQcSh1aKlCzWTFuEEQ4iD1VZwgBUEQBGEwkCey0HFoVXyhmW4nSpIgxJNtLizkpCZJEARBEAYCmb0KHWeikAMAPDNfBiBBkiC0Yv1MEQCwYabU5z0RBEEQBAEAcv3eAWH02LFlBj/efQjlWgOAGDcIQivee/nJeNnpG3DuMav7vSuCIAiCIECUJKEL7Nw2p/0sQZIgxDNZzOG8Y49SpieCIAiCIPQXmb0KHeecbau0n6UYXRAEQRAEQRgmZPYqdJxtq8exeqKgfi7m5TITBEEQBEEQhgeZvQodx/M87GRqUiErFuCCIAiCIAjC8CBBktAVzjk6DJJESRIEQRAEQRCGCZm9Cl2BmzdITZIgCIIgCIIwTMjsVegKp22aVv2RxgqSbicIgiAIgiAMD9InSegKxVwW//HKU/Djpw7huDWT/d4dQRAEQRAEQUiMBElC1/jNF2zr9y4IgiAIgiAIQmok3U4QBEEQBEEQBIEhQZIgCIIgCIIgCAJDgiRBEARBEARBEASGBEmCIAiCIAiCIAgMCZIEQRAEQRAEQRAYEiQJgiAIgiAIgiAwJEgSBEEQBEEQBEFgSJAkCIIgCIIgCILAkCBJEARBEARBEASBIUGSIAiCIAiCIAgCQ4IkQRAEQRAEQRAEhgRJgiAIgiAIgiAIDAmSBEEQBEEQBEEQGBIkCYIgCIIgCIIgMCRIEgRBEARBEARBYEiQJAiCIAiCIAiCwJAgSRAEQRAEQRAEgSFBkiAIgiAIgiAIAiPX7x3oNr7vAwAOHTrU5z0RBEEQBEEQBKGfUExAMYKLkQ+S5ufnAQBbtmzp854IgiAIgiAIgjAIzM/PY2Zmxvl3z28VRg05jUYDTz31FKampuB5Xl/35dChQ9iyZQt++ctfYnp6uq/7IrSPnMfRRM7raCLndbSR8zu6yLkdTQbhvPq+j/n5eWzcuBGZjLvyaOSVpEwmg82bN/d7NzSmp6flhh8B5DyOJnJeRxM5r6ONnN/RRc7taNLv8xqnIBFi3CAIgiAIgiAIgsCQIEkQBEEQBEEQBIEhQVIPKRaL+MM//EMUi8V+74qwAuQ8jiZyXkcTOa+jjZzf0UXO7WgyTOd15I0bBEEQBEEQBEEQ0iBKkiAIgiAIgiAIAkOCJEEQBEEQBEEQBIYESYIgCIIgCIIgCAwJkgRBEARBEARBEBgSJAH4h3/4B7z85S/Hxo0b4Xkevva1r2l/37NnD17/+tdj48aNGB8fx2WXXYaHH35Ye82LXvQieJ6n/Xfddddpr/nOd76D8847D1NTU1i/fj1+//d/H7VareX+3X777Tj77LNRLBZx3HHH4TOf+Uyq/T9SGPbz+MlPfhJnnHGGarC2a9cu3HLLLW0di1Fi2M/r+9///shnn3TSSW0di1Fi2M/r0UcfHflsz/Nw/fXXt3U8Ro1hP7/z8/N45zvfiW3btmFsbAznnXce7rrrrraOxSgxyOd19+7deO1rX4sTTjgBmUwG73znOyOveeihh3DVVVep+/dP//RP2zkMI0cnzisA3HnnnbjoooswMTGB6elpXHDBBVhaWlJ/37dvH6655hpMT09jdnYWb3rTm3D48OGW+9evebAESQAWFhawY8cO3HzzzZG/+b6PV77ylXj00Ufx9a9/Hffeey+2bduGiy++GAsLC9pr3/KWt2D37t3qv4985CPqbz/60Y/wspe9DJdddhnuvfde/PVf/zX+9m//Fu9973tj9+2xxx7DFVdcgRe/+MW477778M53vhNvfvOb8a1vfSvR/h9JDPt53Lx5Mz70oQ/hnnvuwd13342LLroIr3jFK/DQQw+t8MgMN8N+XgHg1FNP1T77+9///gqOyGgw7Of1rrvu0j73tttuAwC8+tWvXslhGRmG/fy++c1vxm233YbPfe5zeOCBB3DJJZfg4osvxpNPPrnCIzPcDPJ5LZfLWLNmDd73vvdhx44d1tcsLi5i+/bt+NCHPoT169e3cQRGk06c1zvvvBOXXXYZLrnkEvzzP/8z7rrrLvz2b/82Mpkw1Ljmmmvw0EMP4bbbbsM3vvEN/MM//APe+ta3xu5bX+fBvqABwP/qV7+qfv7pT3/qA/AffPBB9bt6ve6vWbPG//M//3P1uwsvvNB/xzve4dzujTfe6J9zzjna7/72b//WL5VK/qFDh5zve8973uOfeuqp2u+uvvpq/9JLL020/0cqw34eiVWrVvn/63/9r9jXHEkM43n9wz/8Q3/Hjh0tvtmRzTCeV5N3vOMd/rHHHus3Gg3na45Uhu38Li4u+tls1v/GN76hvebss8/2/+AP/sC53SONQTuvnFaf4fu+v23bNv9jH/tYou0dSbR7Xs8991z/fe97n3O7P/7xj30A/l133aV+d8stt/ie5/lPPvmk8339nAeLktSCcrkMACiVSup3mUwGxWIxshr8l3/5lzjqqKNw2mmn4cYbb8Ti4qK2Hb4NABgbG8Py8jLuuece5+ffeeeduPjii7XfXXrppbjzzjvb/k5HIsN2Huv1Or74xS9iYWEBu3btSvYlj0CG5bw+/PDD2LhxI7Zv345rrrkGTzzxRLoveoQxLOeVqFQq+PznP483vvGN8Dwv2Zc8ghn081ur1VCv163bFhXYTb/Pq9AdkpzXvXv34oc//CHWrl2L8847D+vWrcOFF16onfc777wTs7OzOOecc9TvLr74YmQyGfzwhz90fn4/58ESJLXgpJNOwtatW3HjjTdi//79qFQq+PCHP4xf/epX2L17t3rda1/7Wnz+85/H9773Pdx444343Oc+h3//7/+9+vull16Kf/qnf8Jf/dVfoV6v48knn8QHPvABANC2Y/L0009j3bp12u/WrVuHQ4cOaXmeQjzDch4feOABTE5Oolgs4rrrrsNXv/pVnHLKKZ06DCPHMJzXc889F5/5zGdw66234pOf/CQee+wxnH/++Zifn+/koRgphuG8cr72ta/hwIEDeP3rX7/Cb35kMOjnd2pqCrt27cIf/dEf4amnnkK9XsfnP/953HnnnbHbPdLp93kVukOS8/roo48CCGpw3/KWt+DWW2/F2WefjZe85CWqdunpp5/G2rVrtW3ncjnMzc3h6aefdn5+P+fBEiS1IJ/P4ytf+Qp+9rOfYW5uDuPj4/je976Hyy+/XMuzfOtb34pLL70Up59+Oq655hr87//9v/HVr34VjzzyCADgkksuwR//8R/juuuuQ7FYxAknnICXvexlAKC2Mzk5qf4zixiFlTEs5/HEE0/Efffdhx/+8Id429vehte97nX48Y9/3KGjMHoMw3m9/PLL8epXvxpnnHEGLr30Unzzm9/EgQMH8KUvfamDR2K0GIbzyvnUpz6Fyy+/HBs3blzhNz8yGIbz+7nPfQ6+72PTpk0oFov4xCc+gde85jXa/gk6w3BehfQkOa+NRgMA8Fu/9Vt4wxvegLPOOgsf+9jHcOKJJ+Iv/uIvEn/WoJ3XXL93YBjYuXMn7rvvPhw8eBCVSgVr1qzBueeeq0mGJueeey4A4Oc//zmOPfZYAMANN9yAd73rXdi9ezdWrVqFX/ziF7jxxhuxfft2AMB9992n3j89PQ0AWL9+Pfbs2aNte8+ePZiensbY2Fgnv+bIMwznsVAo4LjjjlP7e9ddd+HjH/84/uzP/mzlB2BEGYbzypmdncUJJ5yAn//8521/5yOBYTmvjz/+OP7+7/8eX/nKV1b8nY8kBv38HnvssbjjjjuwsLCAQ4cOYcOGDbj66qvVdgU7/TyvQvdodV43bNgAAJHMl5NPPlmll69fvx579+7V/l6r1bBv3z5lojFo82AJklIwMzMDIKgvuPvuu/FHf/RHztfSiaYLh/A8T602/tVf/RW2bNmCs88+GwDU5Jiza9cufPOb39R+d9ttt0mdygoYpvPYaDRUPrAQz7Cc18OHD+ORRx7Bb/7mb7b+UsLAn9dPf/rTWLt2La644orkX0pQDPr5nZiYwMTEBPbv349vfetbmgub4KYf51XoPq7zevTRR2Pjxo346U9/qr3+Zz/7GS6//HIAwX134MAB3HPPPdi5cycA4Lvf/S4ajYYKlAduHtwR+4chZ35+3r/33nv9e++91wfgf/SjH/Xvvfde//HHH/d93/e/9KUv+d/73vf8Rx55xP/a177mb9u2zX/Vq16l3v/zn//c/8AHPuDffffd/mOPPeZ//etf97dv3+5fcMEF2ud85CMf8e+//37/wQcf9D/wgQ/4+Xy+pQPHo48+6o+Pj/u/93u/5//kJz/xb775Zj+bzfq33npr4v0/Uhj28/je977Xv+OOO/zHHnvMv//++/33vve9vud5/re//e3OHaQhZNjP6+/+7u/6t99+u//YY4/5//iP/+hffPHF/lFHHeXv3bu3cwdpCBn28+r7gcPT1q1b/d///d/vzEEZIYb9/N56663+Lbfc4j/66KP+t7/9bX/Hjh3+ueee61cqlc4dpCFkkM+r7/tq33bu3Om/9rWv9e+9917/oYceUn8vl8vqNRs2bPDf/e53+/fee6//8MMPd+YADSkrPa++7/sf+9jH/Onpaf/LX/6y//DDD/vve9/7/FKp5P/85z9Xr7nsssv8s846y//hD3/of//73/ePP/54/zWveU3svvVzHixBku/73/ve93wAkf9e97rX+b7v+x//+Mf9zZs3+/l83t+6dav/vve9zy+Xy+r9TzzxhH/BBRf4c3NzfrFY9I877jj/937v9/yDBw9qn/PiF7/Yn5mZ8Uulkn/uuef63/zmNxPv35lnnukXCgV/+/bt/qc//elU+3+kMOzn8Y1vfKO/bds2v1Ao+GvWrPFf8pKXHPEBku8P/3m9+uqr/Q0bNviFQsHftGmTf/XVV2sPjSOVYT+vvu/73/rWt3wA/k9/+tO2j8OoMuzn96//+q/97du3+4VCwV+/fr1//fXX+wcOHFjRMRkFBv282vZt27Zt6u+PPfaY9TUXXnjhSg/NULPS80rcdNNN/ubNm/3x8XF/165d/v/9v/9X+/tzzz3nv+Y1r/EnJyf96elp/w1veIM/Pz+faP/6MQ/2fN/3VyxHCYIgCIIgCIIgjAhi0yIIgiAIgiAIgsCQIEkQBEEQBEEQBIEhQZIgCIIgCIIgCAJDgiRBEARBEARBEASGBEmCIAiCIAiCIAgMCZIEQRAEQRAEQRAYEiQJgiAIgiAIgiAwJEgSBEEQBEEQBEFgSJAkCIIgCIIgCILAkCBJEARBGBpe//rXw/M8eJ6HfD6PdevW4aUvfSn+4i/+Ao1GI/F2PvOZz2B2drZ7OyoIgiAMNRIkCYIgCEPFZZddht27d+MXv/gFbrnlFrz4xS/GO97xDlx55ZWo1Wr93j1BEARhBJAgSRAEQRgqisUi1q9fj02bNuHss8/Gf/gP/wFf//rXccstt+Azn/kMAOCjH/0oTj/9dExMTGDLli14+9vfjsOHDwMAbr/9drzhDW/AwYMHlSr1/ve/HwBQLpfx7ne/G5s2bcLExATOPfdc3H777f35ooIgCELfkCBJEARBGHouuugi7NixA1/5ylcAAJlMBp/4xCfw0EMP4bOf/Sy++93v4j3veQ8A4LzzzsOf/umfYnp6Grt378bu3bvx7ne/GwDw27/927jzzjvxxS9+Effffz9e/epX47LLLsPDDz/ct+8mCIIg9B7P932/3zshCIIgCEl4/etfjwMHDuBrX/ta5G+/8Ru/gfvvvx8//vGPI3/7m7/5G1x33XV49tlnAQQ1Se985ztx4MAB9ZonnngC27dvxxNPPIGNGzeq31988cV4/vOfj//yX/5Lx7+PIAiCMJjk+r0DgiAIgtAJfN+H53kAgL//+7/HTTfdhH/913/FoUOHUKvVsLy8jMXFRYyPj1vf/8ADD6Ber+OEE07Qfl8ul7F69equ778gCIIwOEiQJAiCIIwEP/nJT3DMMcfgF7/4Ba688kq87W1vwwc/+EHMzc3h+9//Pt70pjehUqk4g6TDhw8jm83innvuQTab1f42OTnZi68gCIIgDAgSJAmCIAhDz3e/+1088MADeNe73oV77rkHjUYDf/Inf4JMJii9/dKXvqS9vlAooF6va78766yzUK/XsXfvXpx//vk923dBEARh8JAgSRAEQRgqyuUynn76adTrdezZswe33norbrrpJlx55ZW49tpr8eCDD6JareK//bf/hpe//OX4x3/8R/zP//k/tW0cffTROHz4ML7zne9gx44dGB8fxwknnIBrrrkG1157Lf7kT/4EZ511Fp555hl85zvfwRlnnIErrriiT99YEARB6DXibicIgiAMFbfeeis2bNiAo48+Gpdddhm+973v4ROf+AS+/vWvI5vNYseOHfjoRz+KD3/4wzjttNPwl3/5l7jpppu0bZx33nm47rrrcPXVV2PNmjX4yEc+AgD49Kc/jWuvvRa/+7u/ixNPPBGvfOUrcdddd2Hr1q39+KqCIAhCnxB3O0EQBEEQBEEQBIYoSYIgCIIgCIIgCAwJkgRBEARBEARBEBgSJAmCIAiCIAiCIDAkSBIEQRAEQRAEQWBIkCQIgiAIgiAIgsCQIEkQBEEQBEEQBIEhQZIgCIIgCIIgCAJDgiRBEARBEARBEASGBEmCIAiCIAiCIAgMCZIEQRAEQRAEQRAYEiQJgiAIgiAIgiAw/n8xr1yzVbXptQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_csv(\"daily-total-births.csv\", parse_dates=['date'], date_parser=pd.to_datetime)\n", + "df.columns = ['ds', 'y']\n", + "df.head()\n", + "\n", + "# Plot the original data\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(df['ds'], df['y'], label='Daily Births')\n", + "plt.title('Daily Births in 1959')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Number of Births')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "21:14:10 - cmdstanpy - INFO - Chain [1] start processing\n", + "21:14:10 - cmdstanpy - INFO - Chain [1] done processing\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m = Prophet(yearly_seasonality=True, changepoint_prior_scale=0.5, seasonality_mode='multiplicative')\n", + "m.fit(df)\n", + "\n", + "# Make future predictions\n", + "future = m.make_future_dataframe(periods=50, freq='D')\n", + "forecast = m.predict(future)\n", + "\n", + "# Plot forecast components\n", + "m.plot_components(forecast)\n", + "plt.show()\n", + "\n", + "# Plot forecast\n", + "m.plot(forecast)\n", + "plt.title('Prophet Forecast')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Prophet Model - MAE: 5.12, MSE: 41.93, RMSE: 6.48\n" + ] + } + ], + "source": [ + "# ## Evaluate Prophet Model\n", + "\n", + "# Calculate evaluation metrics\n", + "y_true = df['y'].values\n", + "y_pred = forecast['yhat'][:len(df)].values\n", + "\n", + "mae = mean_absolute_error(y_true, y_pred)\n", + "mse = mean_squared_error(y_true, y_pred)\n", + "rmse = sqrt(mse)\n", + "\n", + "print(f\"Prophet Model - MAE: {mae:.2f}, MSE: {mse:.2f}, RMSE: {rmse:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Fit ARIMA model\n", + "arima_model = ARIMA(df['y'], order=(5, 1, 0)).fit()\n", + "\n", + "# Make predictions\n", + "arima_forecast = arima_model.predict(start=len(df), end=len(df) + 49, typ='levels')\n", + "\n", + "# Plot ARIMA forecast\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(df['ds'], df['y'], label='Original')\n", + "plt.plot(pd.date_range(df['ds'].max(), periods=50, freq='D'), arima_forecast, label='ARIMA Forecast', color='red')\n", + "plt.title('ARIMA Forecast')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Number of Births')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARIMA Model - MAE: 7.25, MSE: 77.08, RMSE: 8.78\n" + ] + } + ], + "source": [ + "# ## Evaluate ARIMA Model\n", + "\n", + "arima_mae = mean_absolute_error(y_true[-50:], arima_forecast[:50])\n", + "arima_mse = mean_squared_error(y_true[-50:], arima_forecast[:50])\n", + "arima_rmse = sqrt(arima_mse)\n", + "\n", + "print(f\"ARIMA Model - MAE: {arima_mae:.2f}, MSE: {arima_mse:.2f}, RMSE: {arima_rmse:.2f}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "286/286 - 1s - 4ms/step - loss: 1099.7834\n", + "Epoch 2/10\n", + "286/286 - 0s - 1ms/step - loss: 330.0075\n", + "Epoch 3/10\n", + "286/286 - 0s - 1ms/step - loss: 118.3846\n", + "Epoch 4/10\n", + "286/286 - 0s - 1ms/step - loss: 68.1635\n", + "Epoch 5/10\n", + "286/286 - 0s - 1ms/step - loss: 58.0933\n", + "Epoch 6/10\n", + "286/286 - 0s - 1ms/step - loss: 56.8206\n", + "Epoch 7/10\n", + "286/286 - 0s - 1ms/step - loss: 56.6504\n", + "Epoch 8/10\n", + "286/286 - 0s - 1ms/step - loss: 56.5359\n", + "Epoch 9/10\n", + "286/286 - 0s - 1ms/step - loss: 56.3969\n", + "Epoch 10/10\n", + "286/286 - 0s - 1ms/step - loss: 55.8724\n", + "\u001b[1m9/9\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step\n", + "\u001b[1m3/3\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0s/step \n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ## LSTM Model Forecast\n", + "\n", + "# Prepare data for LSTM\n", + "data = df['y'].values\n", + "train_size = int(len(data) * 0.8)\n", + "train, test = data[:train_size], data[train_size:]\n", + "\n", + "def create_dataset(dataset, look_back=1):\n", + " X, Y = [], []\n", + " for i in range(len(dataset) - look_back - 1):\n", + " X.append(dataset[i:(i + look_back)])\n", + " Y.append(dataset[i + look_back])\n", + " return np.array(X), np.array(Y)\n", + "\n", + "look_back = 5\n", + "X_train, y_train = create_dataset(train, look_back)\n", + "X_test, y_test = create_dataset(test, look_back)\n", + "\n", + "# Reshape input to be [samples, time steps, features] for LSTM\n", + "X_train = np.reshape(X_train, (X_train.shape[0], X_train.shape[1], 1))\n", + "X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n", + "\n", + "# Build LSTM model\n", + "lstm_model = tf.keras.Sequential([\n", + " tf.keras.layers.LSTM(50, input_shape=(look_back, 1)),\n", + " tf.keras.layers.Dense(1)\n", + "])\n", + "lstm_model.compile(optimizer='adam', loss='mean_squared_error')\n", + "\n", + "# Train LSTM model\n", + "lstm_model.fit(X_train, y_train, epochs=10, batch_size=1, verbose=2)\n", + "\n", + "# Make LSTM predictions\n", + "lstm_train_pred = lstm_model.predict(X_train)\n", + "lstm_test_pred = lstm_model.predict(X_test)\n", + "\n", + "# Plot LSTM predictions\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(data, label='Original Data')\n", + "plt.plot(range(look_back, look_back + len(lstm_train_pred)), lstm_train_pred, label='Train Predictions')\n", + "plt.plot(range(len(data) - len(lstm_test_pred), len(data)), lstm_test_pred, label='Test Predictions')\n", + "plt.title('LSTM Predictions')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Number of Births')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LSTM Model - RMSE: 6.59\n" + ] + } + ], + "source": [ + "# ## Evaluate LSTM Model\n", + "\n", + "lstm_rmse = sqrt(mean_squared_error(y_test, lstm_test_pred))\n", + "print(f\"LSTM Model - RMSE: {lstm_rmse:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Performance Summary:\n", + " Model MAE RMSE\n", + "0 Prophet 5.117505 6.475215\n", + "1 ARIMA 7.246497 8.779511\n", + "2 LSTM NaN 6.591240\n" + ] + } + ], + "source": [ + "# ## Conclusion\n", + "\n", + "# Summarize results from all models\n", + "results = pd.DataFrame({\n", + " 'Model': ['Prophet', 'ARIMA', 'LSTM'],\n", + " 'MAE': [mae, arima_mae, None], # LSTM does not have MAE calculated\n", + " 'RMSE': [rmse, arima_rmse, lstm_rmse]\n", + "})\n", + "\n", + "print(\"Model Performance Summary:\")\n", + "print(results)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "667179cb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: y No. Observations: 365\n", + "Model: ARIMA(5, 1, 2) Log Likelihood -1223.863\n", + "Date: Thu, 17 Oct 2024 AIC 2463.727\n", + "Time: 21:14:17 BIC 2494.904\n", + "Sample: 0 HQIC 2476.118\n", + " - 365 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ar.L1 -0.8587 0.062 -13.823 0.000 -0.980 -0.737\n", + "ar.L2 0.1686 0.078 2.164 0.030 0.016 0.321\n", + "ar.L3 0.0483 0.084 0.574 0.566 -0.116 0.213\n", + "ar.L4 -0.0039 0.085 -0.045 0.964 -0.170 0.163\n", + "ar.L5 0.0110 0.061 0.179 0.858 -0.109 0.132\n", + "ma.L1 0.0324 0.420 0.077 0.939 -0.791 0.856\n", + "ma.L2 -0.9670 0.402 -2.406 0.016 -1.755 -0.179\n", + "sigma2 48.2224 19.499 2.473 0.013 10.006 86.439\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 24.21\n", + "Prob(Q): 0.94 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 0.94 Skew: 0.56\n", + "Prob(H) (two-sided): 0.72 Kurtosis: 3.59\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Fit an ARIMA model for comparison\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "\n", + "# Train ARIMA (order p, d, q) - auto-tuning can also be considered\n", + "model_arima = ARIMA(df['y'], order=(5, 1, 2))\n", + "results_arima = model_arima.fit()\n", + "print(results_arima.summary())\n", + "\n", + "# Forecast using ARIMA\n", + "arima_forecast = results_arima.forecast(steps=50)\n", + "\n", + "# Plot ARIMA Forecast\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(df['ds'], df['y'], label='Actual')\n", + "plt.plot(pd.date_range(df['ds'].iloc[-1] + pd.Timedelta(days=1), periods=50), \n", + " arima_forecast, label='ARIMA Forecast', color='green')\n", + "plt.title('ARIMA Forecast vs Actual')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Number of Births')\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "332da933", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "\u001b[1m289/289\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 2ms/step - loss: 0.0576\n", + "Epoch 2/10\n", + "\u001b[1m289/289\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - loss: 0.0242\n", + "Epoch 3/10\n", + "\u001b[1m289/289\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - loss: 0.0215\n", + "Epoch 4/10\n", + "\u001b[1m289/289\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - loss: 0.0229\n", + "Epoch 5/10\n", + "\u001b[1m289/289\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - loss: 0.0193\n", + "Epoch 6/10\n", + "\u001b[1m289/289\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - loss: 0.0240\n", + "Epoch 7/10\n", + "\u001b[1m289/289\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - loss: 0.0198\n", + "Epoch 8/10\n", + "\u001b[1m289/289\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - loss: 0.0217\n", + "Epoch 9/10\n", + "\u001b[1m289/289\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - loss: 0.0236\n", + "Epoch 10/10\n", + "\u001b[1m289/289\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 2ms/step - loss: 0.0186\n", + "\u001b[1m3/3\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 107ms/step\n" + ] + }, + { + "data": { + "image/png": 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rr7yCefPm4ZZbbsHSpUsxd+5cSQbZ0tKC5cuX49lnn8W4ceMwZMgQFBUV4dlnn4XZbEZeXh6mTJmCQYMG4dJLL8XSpUtx/PHH44wzzsC2bdvwn//8B0OGDAl635NOOgnLli3DrFmzMHPmTNTW1uLZZ5/FqFGj4pJdEgRBpC0qOhsSBEFkPNxKPdxt9+7d4vr168VbbrlFnDhxolhSUiLqdDqxqqpKnDt3rvjTTz+F3Xe0Fu6RkGPhPnr06IjbuFwu8e677xYHDRok6vV6saamRlywYIHY1dUV9Xt2dHSICxYsEA844ADRYDCIZWVl4mGHHSY++uijotPplLZzu93iI488Io4YMUI0GAxieXm5eMIJJ4hr1qyRtlm+fLk4duxY0WQyiQMHDhQfeugh8fnnnxcBiLW1taIoiuJPP/0knnXWWWL//v1Fo9EoVlRUiCeddJK4evXqoHF999134qRJk0SDwRC1BfmWLVukv/M333wT9JzD4RBvueUWcdy4caLZbBbz8vLEcePGiU8//XTEfZ588smiyWQSrVZr2G0uvPBCUa/Xi01NTaIoimJzc7N4zTXXiH379hUNBoPYr18/8YILLpCeF0VR/N///ieOGjVK1Ol0PezcFy5cKPbt21c0Go3i4YcfLq5evbqHhbvX6xXvv/9+ccCAAaLRaBQnTJggvvvuu+IFF1wgDhgwIGh80X5/BEEQ6YwginF6AxMEQRAEQRAEQRASVJNFEARBEARBEAShIBRkEQRBEARBEARBKAgFWQRBEARBEARBEApCQRZBEARBEARBEISCUJBFEARBEARBEAShIBRkEQRBEARBEARBKEjGNyP2er3Yt28fzGYzBEFQezgEQRAEQRAEQaiEKIro6OhAdXV1UJN4pcn4IGvfvn2oqalRexgEQRAEQRAEQaQIu3fvRr9+/RK2/4wPssxmMwD2RRYUFKg8GoIgCIIgCIIg1MJisaCmpkaKERJFxgdZXCJYUFBAQRZBEARBEARBEAkvI1Ld+GLv3r0499xzUVpaipycHBx44IFYvXq19LwoirjjjjtQVVWFnJwcTJ8+HVu2bFFxxARBEARBEARBEOFRNchqbW3F4YcfDr1ejw8++AAbN27EwoULUVxcLG3z8MMP48knn8Szzz6LH3/8EXl5eZgxYwa6urpUHDlBEARBEARBEERoBFEURbXe/LbbbsO3336Lr7/+OuTzoiiiuroaN910E26++WYAQHt7O/r06YMXXngBZ555Zq/vYbFYUFhYiPb2dpILEgRBEARBEEQWk6zYQNWarOXLl2PGjBmYO3cuvvzyS/Tt2xdXXXUVLrvsMgBAbW0t6uvrMX36dOk1hYWFmDJlCr7//vuQQZbD4YDD4ZDuWyyWxH8QgiAIgiAIImY8Hg9cLpfawyAyAK1WC51Op3rrJlWDrO3bt+OZZ57B/Pnzcfvtt2PVqlW47rrrYDAYcMEFF6C+vh4A0KdPn6DX9enTR3quOw888ADuvvvuhI+dIAiCIAiCiJ/Ozk7s2bMHKoqriAwjNzcXVVVVMBgMqo1B1SDL6/Vi8uTJuP/++wEAEyZMwK+//opnn30WF1xwQUz7XLBgAebPny/d5zaNBEEQBEEQRGrh8XiwZ88e5Obmory8XPXsA5HeiKIIp9OJxsZG1NbWYujQoQltOBwJVYOsqqoqjBo1KuixkSNH4q233gIAVFZWAgD279+PqqoqaZv9+/dj/PjxIfdpNBphNBoTM2CCIAiCIAhCMVwuF0RRRHl5OXJyctQeDpEB5OTkQK/XY+fOnXA6nTCZTKqMQ1V3wcMPPxybN28Oeuz333/HgAEDAACDBg1CZWUlPv30U+l5i8WCH3/8EYceemhSx0oQBEEQBEEkBspgEUqiVvYqEFUzWTfeeCMOO+ww3H///TjjjDOwcuVKPPfcc3juuecAsB/cDTfcgP/7v//D0KFDMWjQIPz1r39FdXU1TjvtNDWHThAEQRAEQRAEERJVg6yDDjoIb7/9NhYsWIB77rkHgwYNwhNPPIFzzjlH2uZPf/oTrFYrLr/8crS1teGII47AihUrVEv9EQRBEARBEARBRELVPlnJgPpkEQRBEARBpCZdXV2ora3FoEGDaAFdIQRBwNtvv53Vqq9Ix1WyYgP1BYsEQRAEQRAEkYZ8//330Gq1mDlzpqzXDRw4EE888URiBkWkBBRkEQRBEARBEEQMLFq0CNdeey2++uor7Nu3T+3hECkEBVkEQRAEQRBESiCKImxOtyo3uRU0nZ2deP311/HHP/4RM2fOxAsvvBD0/DvvvIODDjoIJpMJZWVlmDVrFgBg6tSp2LlzJ2688UYIgiA5K9511109WhQ98cQTGDhwoHR/1apVOPbYY1FWVobCwkIcddRR+Omnn2R/z0TiUdX4giAIgiAIgiA4dpcHo+74UJX33njPDOQaop8av/HGGxgxYgSGDx+Oc889FzfccAMWLFgAQRDw3nvvYdasWfjzn/+Ml156CU6nE++//z4AYNmyZRg3bhwuv/xyXHbZZbLG2NHRgQsuuAB///vfIYoiFi5ciBNPPBFbtmyB2WyWtS8isVCQRRAEQRAEQRAyWbRoEc4991wAwPHHH4/29nZ8+eWXmDp1Ku677z6ceeaZuPvuu6Xtx40bBwAoKSmBVquF2WxGZWWlrPc85phjgu4/99xzKCoqwpdffomTTjopzk9EKAkFWQShIr/v70BxrgHlZqPaQyEIgiAI1cnRa7HxnhmqvXe0bN68GStXrsTbb78NANDpdJg3bx4WLVqEqVOnYu3atbKzVNGwf/9+/OUvf8EXX3yBhoYGeDwe2Gw27Nq1S/H3IuKDgiyCUImGji6c8LevMayPGR9cf6TawyEIgiAI1REEQZZkTy0WLVoEt9uN6upq6TFRFGE0GvGPf/wDOTk5svep0Wh61IW5XK6g+xdccAGam5vxt7/9DQMGDIDRaMShhx4Kp9MZ2wchEgYZXxCESuxr64LHK2Jns1XtoRAEQRAEESVutxsvvfQSFi5ciLVr10q3devWobq6Gq+99hrGjh2LTz/9NOw+DAYDPB5P0GPl5eWor68PCrTWrl0btM23336L6667DieeeCJGjx4No9GIpqYmRT8foQypv1RAEBmKzeFm/zo98HhFaDWCyiMiCIIgCKI33n33XbS2tuKSSy5BYWFh0HOzZ8/GokWL8Mgjj2DatGkYMmQIzjzzTLjdbrz//vu49dZbAbA+WV999RXOPPNMGI1GlJWVYerUqWhsbMTDDz+MOXPmYMWKFfjggw+CGuYOHToUL7/8MiZPngyLxYJbbrklpqwZkXgok0UQKmFz+lewOn0BF0EQBEEQqc2iRYswffr0HgEWwIKs1atXo6SkBG+++SaWL1+O8ePH45hjjsHKlSul7e655x7s2LEDQ4YMQXl5OQBg5MiRePrpp/HUU09h3LhxWLlyJW6++eYe793a2oqJEyfivPPOw3XXXYeKiorEfmAiJgRRblOANMNisaCwsBDt7e1BKwEEoTbL1+3Dda/9DAD47rZjUF1EK1EEQRBEdtHV1YXa2loMGjQIJpNJ7eEQGUKk4ypZsQFlsghCJWwB2SvKZBEEQRAEQWQOFGQRhEoEygU7uijIIgiCIAiCyBQoyCIIlbC7qCaLIAiCIAgiE6EgiyBUwhooF6RMFkEQBEEQRMZAQRZBqESgXNBKmSyCIAiCIIiMgYIsglAJe2BNFgVZBEEQBEEQGQMFWQShElYnyQUJgiAIgiAyEQqyCEIl7EHNiF0qjoQgCIIgCIJQEgqyCEIlbEFBlifClgRBEARBEEQ6QUEWQaiEzUnNiAmCIAiCIDIRCrIIQiWCMlldJBckCIIgiHThwgsvxGmnnRb2+XXr1uGUU05BRUUFTCYTBg4ciHnz5qGhoQF33XUXBEGIeOPvIQgCrrzyyh77v/rqqyEIAi688MKwY/jiiy9C7vsvf/lLvB9fVQRBwH//+1+1h9ErFGQRhEoEywUpk0UQBEEQmUBjYyOmTZuGkpISfPjhh9i0aRMWL16M6upqWK1W3Hzzzairq5Nu/fr1wz333BP0GKempgZLliyB3W6XHuvq6sKrr76K/v37RzWezZs3B+37tttui+lzeTweeL3emF6bjVCQRRAqESgX7CB3QYIgCIIARBGwWtW5iaIiH+Hbb79Fe3s7/v3vf2PChAkYNGgQjj76aDz++OMYNGgQ8vPzUVlZKd20Wi3MZnPQY5yJEyeipqYGy5Ytkx5btmwZ+vfvjwkTJkQ1noqKiqB95+fnAwBaW1tx/vnno7i4GLm5uTjhhBOwZcsW6XUvvPACioqKsHz5cowaNQpGoxG7du2Cw+HAzTffjL59+yIvLw9TpkzBF1980eM7mDp1KnJzc1FcXIwZM2agtbUVALBixQocccQRKCoqQmlpKU466SRs27ZNeq3T6cQ111yDqqoqmEwmDBgwAA888AAAYODAgQCAWbNmQRAE6X4qQkEWQahEUDNiJwVZBEEQBAGbDcjPV+dmsynyESorK+F2u/H2229DVCBwu/jii7F48WLp/vPPP4+LLroo7v1eeOGFWL16NZYvX47vv/8eoijixBNPhMvlL2Gw2Wx46KGH8O9//xsbNmxARUUFrrnmGnz//fdYsmQJ1q9fj7lz5+L444+XArS1a9di2rRpGDVqFL7//nt88803OPnkk+HxsHmP1WrF/PnzsXr1anz66afQaDSYNWuWlCV78sknsXz5crzxxhvYvHkzXnnlFSmYWrVqFQBg8eLFqKurk+6nIjq1B0AQ2YjHK8Lh9qfcqU8WQRAEQWQGhxxyCG6//XacffbZuPLKK3HwwQfjmGOOwfnnn48+ffrI3t+5556LBQsWYOfOnQBYlmjJkiU9skfh6NevX9D9nTt3oqWlBcuXL8e3336Lww47DADwyiuvoKamBv/9738xd+5cAIDL5cLTTz+NcePGAQB27dqFxYsXY9euXaiurgYA3HzzzVixYgUWL16M+++/Hw8//DAmT56Mp59+WnrP0aNHS/+fPXt20Hief/55lJeXY+PGjRgzZgx27dqFoUOH4ogjjoAgCBgwYIC0bXl5OQCgqKgoKOOXilCQRRAqYOuWuep0uCGKolTsShAEQRBZSW4u0Nmp3nsrxH333Yf58+fjs88+w48//ohnn30W999/P7766isceOCBsvZVXl6OmTNn4oUXXoAoipg5cybKysqifv3XX38Ns9ks3S8uLsa3334LnU6HKVOmSI+XlpZi+PDh2LRpk/SYwWDA2LFjpfu//PILPB4Phg0bFvQeDocDpaWlAFgmiwdpodiyZQvuuOMO/Pjjj2hqapIyWLt27cKYMWNw4YUX4thjj8Xw4cNx/PHH46STTsJxxx0X9edNFSjIIggVCGxEDAAuD8tsmfRalUZEEARBECmAIAB5eWqPQhFKS0sxd+5czJ07F/fffz8mTJiARx99FC+++KLsfV188cW45pprAABPPfWUrNcOGjQIRUVFst8TAHJycoIWgDs7O6HVarFmzRpotcFzFl7rlZOTE3GfJ598MgYMGIB//etfqK6uhtfrxZgxY+B0OgGwOrTa2lp88MEH+OSTT3DGGWdg+vTpWLp0aUyfQS2oJosgVIDXY+UEBFVWchgkCIIgiIzEYDBgyJAhsFqtMb3++OOPh9PphMvlwowZM+Iez8iRI+F2u/Hjjz9KjzU3N2Pz5s0YNWpU2NdNmDABHo8HDQ0NOOCAA4JuXL43duxYfPrppyFfz9/jL3/5C6ZNm4aRI0dKhhiBFBQUYN68efjXv/6F119/HW+99RZaWloAAHq9XqrvSmUok0UQKsCNLvJNOmgEwOr0oNPhRmm+UeWREQRBEAQRDe3t7Vi7dm3QY6WlpVi3bh2WLFmCM888E8OGDYMoinjnnXfw/vvvBxlYyEGr1Uoyvu4ZpFgYOnQoTj31VFx22WX45z//CbPZjNtuuw19+/bFqaeeGvZ1w4YNwznnnIPzzz8fCxcuxIQJE9DY2IhPP/0UY8eOxcyZM7FgwQIceOCBuOqqq3DllVfCYDDg888/x9y5c1FSUoLS0lI899xzqKqqwq5du3pYyj/22GOoqqrChAkToNFo8Oabb6KyslLKxg0cOBCffvopDj/8cBiNRhQXF8f9fSQCymQRhApwuWCuQYt8E1vrIBt3giAIgkgfvvjiC0yYMCHodvfdd2PUqFHIzc3FTTfdhPHjx+OQQw7BG2+8gX//+98477zzYn6/goICFBQUKDb+xYsXY9KkSTjppJNw6KGHQhRFvP/++9Dr9b2+7vzzz8dNN92E4cOH47TTTsOqVaukvl3Dhg3DRx99hHXr1uHggw/GoYceiv/973/Q6XTQaDRYsmQJ1qxZgzFjxuDGG2/EI488ErR/s9ksmWccdNBB2LFjB95//31oNCxsWbhwIT7++GPU1NREbWOvBoKohLdkCmOxWFBYWIj29nZFD0yCiIcvf2/EBc+vxIhKM1weL7Y1WrHk8kNwyOBStYdGEARBEEmjq6sLtbW1GDRoEEwmk9rDITKESMdVsmIDymQRhArYfXLBPKMO+Sa2YkQ27kSmsbfNDo83o9fxCIIgCCIkFGQRhArYAuSCZiOTC1JDYiKT+HF7Mw5/8DPc884GtYdCEARBEEmHjC8IQgWsAe6C3BmVarKITOL3Btbn5pe97SqPhCAIgiCSDwVZBKECgXJBjS/K6iQLdyKD4Md4Y6dD5ZEQBEEQRPKhIIsgVEDqk2XQwqBlql2qySIyCauDHeMNFgdEUQxqZkkQBNGdDPdhI5JMKhxPVJNFECog1WTptcj31WRRJovIJOwudow73F500LFNEEQYeM8np9Op8kiITMJmswFAr3b0iYQyWQShAjaflCrXqEOOnl1gKMgiMglbgJFLY4cDBSb1LnQEQaQuOp0Oubm5aGxshF6vl3ohEUQsiKIIm82GhoYGFBUVKdK4OVYoyCIIFQh0F8zjmSySCxIZhM0nFwRYkDWkPF/F0RAEkaoIgoCqqirU1tZi586dag+HyBCKiopQWVmp6hgoyCIIFeAT0EALd8pkEZkEX0gAWJBFEAQRDoPBgKFDh5JkkFAEvV6vagaLQ0EWQaiAzcWDLJ1Uk0V1K0QmYe0mFyQIgoiERqOByWRSexgEoRgkfCUIFeD21rkGLfJNvmbEFGQRGYQ9MJNFNu4EQRBElkFBFkGoALe3zjEEuAtSTRaRQZBckCAIgshmKMgiCBXg9tZ5AXJBqskiMolAd8EGCrIIgiCILIOCLIJQAVsIuWCnww2vV/3meQShBJTJIgiCILIZCrIIQgUC3QV5JgvwG2IQRLpjpyCLIAiCyGIoyCKIJCOKYpC7oFGngV4rAKC6LCIzEEUxyF2wxeqAh7K0BEEQRBZBQRZBJBmnxytNOHMMWgiC4G9I7HCpOTSCUASH24vAmMorAs1WymYRBEEQ2QMFWQSRZLhUEGByQQD+XlmUySIygECpYEmeAQBJBgmCIIjsgoIsgkgyXCpo0Gqg17KfIDkMEpkElwoadBr0KWDNRSnIIgiCILIJCrIIIsnYfIFUji+LBQBmakhMZBA8k5Vn0KLcbARAQRZBEASRXVCQRRBJxhYwAeXkkVyQyCD4MZ5r0KE83xdkdVKQRRAEQWQPFGQRRJLhE9DATBbJBYlMgssFcwIyWQ0WCrIIgiCI7IGCLIJIMv5GxP7+WFwuSBbuRCYQKBesMFMmiyAIgsg+KMgiiCTjl1KFyGQ5Kcgi0p/AbC3VZBEEQRDZCAVZBJFk7CGDLD0AymQRmUFgtpYHWU0UZBEEQRBZhKpB1l133QVBEIJuI0aMkJ6fOnVqj+evvPJKFUdMEPFjDSEXzDOygItqsohMIDBbS5ksgiAIIhvR9b5JYhk9ejQ++eQT6b5OFzykyy67DPfcc490Pzc3N2ljI4hEEEouSDVZRCYRKsjqcLhhd3qCDF8IgiAIIlNRPcjS6XSorKwM+3xubm7E5wki3YgkF+ygTBaRAQTKBc1GHYw6DRxuL5o6HagpoYUygiCITMHmdAcpcwg/qtdkbdmyBdXV1Rg8eDDOOecc7Nq1K+j5V155BWVlZRgzZgwWLFgAm80WcX8OhwMWiyXoRhCphN/e2n9SyqdmxEQGEZjJEgTBb+NOkkGCIIiM4bWVuzD6zg/x3vo6tYeSkqgaZE2ZMgUvvPACVqxYgWeeeQa1tbU48sgj0dHRAQA4++yz8Z///Aeff/45FixYgJdffhnnnntuxH0+8MADKCwslG41NTXJ+CgEETX2EM2I86kmi8ggbI7gbK2/LqtLtTERBEEQyvL9tmaIIvD1lka1h5KSqJrfO+GEE6T/jx07FlOmTMGAAQPwxhtv4JJLLsHll18uPX/ggQeiqqoK06ZNw7Zt2zBkyJCQ+1ywYAHmz58v3bdYLBRoESlF6GbE5C5IZA42Fw+y2CWmgswvCIIgMo56C1s4295oVXkkqUlKiSiLioowbNgwbN26NeTzU6ZMAQBs3bo1bJBlNBphNBoTNkaCiJdQzYi5XJBqsohMwC4d490zWRRkEQRBZAr17b4gq4mCrFCoXpMVSGdnJ7Zt24aqqqqQz69duxYAwj5PEOkAz2Rx23bA34zY6fbC6faqMi6CUAqrIzhbW55vAgA0dlKQRRAEkQmIoihlspo6HbB0uVQeUeqhapB1880348svv8SOHTvw3XffYdasWdBqtTjrrLOwbds23HvvvVizZg127NiB5cuX4/zzz8cf/vAHjB07Vs1hE0RcSHJBfc8gCyDzCyL94XLBPF+2ljJZBEEQmUWrzRW0KEySwZ6oKhfcs2cPzjrrLDQ3N6O8vBxHHHEEfvjhB5SXl6OrqwuffPIJnnjiCVitVtTU1GD27Nn4y1/+ouaQCSJuuFwwLyCw0moE5Oi1sLs86HS4UZxnUGt4BBE3JBckCILIbOra7UH3a5s6Mb6mSJ3BpCiqBllLliwJ+1xNTQ2+/PLLJI6GIJJDKOMLgNVl2V0edJD5BZHm9JALUpBFEASRUey3BLvFUiarJylVk0UQ2UCoZsQAYPZltsjGnUh37FwuaOwmF+x0QBRF1cZFEARBKENde7cgi8wvekBBFkEkGd6MOK9bh3RqSExkClwSy+sOy/KZ/NXlEdFup+JogiCIdGe/L8iqLmTGRpTJ6gkFWQSRRLxeEV0uVijaXS7Igy6ycSfSGU/AMc6ztUadFoU5rBdcA0kGCYIg0h6eyTp0SBkAYEeTFV4vKRUCoSCLIJIIl1EBPeWCPJNFDYmJdCbwGA80d6GGxARBEJkDt28/aGAxdBoBdpdHeoxgUJBFEEmESwUFATDpwtVkkZyKSF9sAce4Uee/xJD5BUEQRObAGxH3K85F/5JcACQZ7A4FWQSRROwBPbI0GiHoOcpkEZmAzecsmKvXQhD8xzgFWQRBEJkDD7IqC00YXJ4HgNm4E34oyCKIJMKtrbtLBQF/Q+JOh6fHcwSRLvAWBbnGYGOX8ny/wyBBEASRvnQ63FL9OAuy8gEA2yiTFQQFWQSRROwu3qS1Z4u6PJILEhmA/xgPXkigTBZBEERmwLNYZqMO+UYdBpXxTBYFWYFQkEUQScQWpkcWAJhN1CeLSH+kRsR6CrIIgiAyEd6IuNJn3z7YF2RtJ7lgEBRkEUQSkSagEeSCHVSTRaQxfCEhr7tckIIsgiCIjKCuPTjIGuSrydrTakeXi0oeOBRkEUQS4VKq7o2IAX+QRc2IiXSmN7lgQwdZ/BIEQaQzUiargAVZ5flGmI06iCKwq8Wm5tBSCgqyCCKJ8FX+kJkskgsSGUA4uWCFmV2MW20uON3epI+LIAiCUIa6djsAfyZLEATJYXB7I0kGORRkEUQSsUXjLkhyQSKNsYeRCxbl6KHztS1otpJkkCAIIl2p7yYXBCCZX2wn8wsJCrIIIon4jS/CywU7KJNFpDHhsrUajYCyfKrLIgiCSHfqfXLBqoAgi9u4U0NiPxRkEUQSsYWpVwH8ckGrww1RFJM6LoJQCpvTd4zrex7jZH5BEASR/vBMVp+CnpkssnH3Q0EWQSQRLhfMC2XhbtQDALwiYCd3HiJNCdeMGKAgiyAIIt1xur1o6nQCAKoKc6THqSarJxRkEUQS8Uupek5ATXoNfCUrVJdFpC1WZ/hsbTnJBQmCINIa7ixo0GlQnKuXHueZrFabC61WpypjSzUoyCKIJBLO3hpg7jxUl0WkO5LxRaggi2eyOinIIgiCSEcC7dsFQZAezzXopBotMr9gUJBFEEnEGsFdEADMJrYqRJksIl2JlK2VemVZKMgiCCIxUE1zYpEaEQfUY3FIMhgMBVkEkUTsEdwFAWpITKQ/tghywQrKZBEEkUB+2N6M8fd8jLd/3qP2UDKWUPbtHDK/CIaCLIJIIpHcBQG/wyDJBYl0xd+mgNwFCYJILt9saUK73YWvfm9SeygZC7dvDxVkDS4jG/dAKMgiiCQSqRkx4G/gSnJBIl2JlK0NDLJI0kMQhNK0210AgA66hiaM+ghywUHllMkKhIIsgkgikZoRA4CZB1mUySLSlEjugrwZsd3lgdVJbQoIglCWNl+Q1elwqTySzCVUI2LOEF8mq7bZCo+XFtIoyCKIJMLrVXLCyQUpyCLSnEhywTyjTnIdJMkgQRBKwzNZ3GSKUB6pEXGIIKtvcQ4MWg2cbi/2tdmTPbSUg4IsgkgifAKaZ4xck0VBFpGOiKLYq7kL1WURBJEo2m2sPxNdQxOD1ytKFu6hMllajYABpbkAyMYdoCCLIJKG0+2F25c+z9WHnoBSTRaRzjg9/mM8XLaWgiyCIBIF1WQlliarA26vCI3gby7fHbJx90NBFkEkCS4VBMJPQKkmi0hn7AF1VuHMXfxBVldSxkQQRPZANVmJZX87WxwrNxuh04YOIQbxuizKZFGQRRDJgksF9VoBBl3on55k4U6rcEQawo9xg1YDfZgLMF/9bKBMFkEQCuL1irD4gqwulxduj1flEWUede2sziqUsyDHn8miIIuCLIJIEnwCmqMPvcIPUDNiIr3pzdgFACp8F2eSCxIEoSQdDjcCDe3I/EJ5IvXI4gwhuaAEBVkEkSRskrV16HosgIwviPRGMnaJEGTxTFZjJwVZBEEoB89icTpIMqg43FmwqjAn7DZcLrivvStIQp6NUJBFEElCsrYO4ywIkIU7kd5I2dpIQRYZXxAEkQDabMFBFV1HlUeyb48gFyzJM6AoVw+A6rIoyCKIJGGP0D+Iw4Msqski0pFosrUUZBEEkQjau2WyyKVXeSI1Ig5kUBmTDFKQRRBEUrBGIxeUMlmxyRx2NduwdM0e6rROqEKkRsQcHmQ1W51ZfZz+urcdK36tU3sYRBry865WfLppv2L7s3S58PqqXWi3pbe8rs3uDLpPmayerKxtwddbGmN+fTSZLAAY7JMMZntdFgVZBJEkopmAmn01WbE6I92x/Ffc/OY6fLG5IbZBEkQcRHOMl+QZIAiAxyui1eYMu12mc82rP+HK//yU9Su9hHyueHkNLn1pNfa12RXZ36Kva3HrW79g0be1iuxPLUguGBmvV8QlL6zCRYtXoSmGmlhRFKPOZHGHwWw/v1GQRRBJIhq5IG9GDMTmjMRPaFsbsnv1iFAHm6P3bK1eq0FJrgFA9koGPV4Ru1psAIAdWT4JIeQhiiIaOx0QRWDz/g5F9rmpzgIAqG9XJmhTC5ILRsbm8qDD4YbbK2LDPovs11u63NJCWiR3QQAY7JMLbsvy8xsFWQSRJKKRC+q1Ghh9PbTkOiOJoiil8ve0pvfFkkhPbK7eFxIAv2QwW3tltVidktU0XxkmiGjocnkh+o4dpfoQbfdNhNO9FrhHkEWZrCACW8NsjCHI4vOLolw9TBFa0QDA4HK/XFAUs1cWTkEWQSSJaDJZgF8yKPcC0WZzweFmEsM9rbYYRkgQ8WFzyAuysjWTFfi569opyCKihy/WAUBtU/yKBY9XxM5mFmSle1DSvaYs3YNGpQkMsjbsa5f9eqlHVi/1WAAwoDQXgsD+Bs3W7JWFU5BFEEkiGntrIPaGxIEr4pTJItTAf4yHz9YCFGQF9gjbT0EWIYPAvkNKZLL2tNrg8rBMgyXNgxJufMH79Mm9hmY6gSUIG+tiyWSxeUVvUkEAMOm16FvEemkplXFNRyjIIogkwe2t83qZgPKGxHJX4erbg4OsbE7RE+pgd/FjnDJZkQjKZJFckJCBLSDIUsJUYHvAPjq60ttdkMsF+xazyX26Z+aUJvD7qG2ySnOSaKlvZ+et3kwvOH4b9+ytEacgiyCSRDTOa4A/CJN7gQiUHdldnqxO0RPqwFdKe8vWluf7gqwYHK4ygcAgK93NBojkEigXrGvvkj1R7k5gliHd5XXcXbBfcS4AoIOCrCACM3uiCPxWL884pd7CzlW92bdzhkh1WZTJIggiwUQrF5RqsuRmsrqtiJNkkEg2/BgPdMkMhT+TlZ1ZnOAgKzu/AyI2AuWCQPzZrMA+RumeybLwTJZPpkbugsFYuwXkch0G+bkq2kwWt3HfnsUOgxRkEUSSiFouaIwtk9V9RZzML4hkw+WCZHwRmcAMHrNFpskgER22bkFWvFmCwCCty+WFK4b+jKlCWze5INVkBdN9TiHXYbAuykbEHC4XzOaGxBRkEUSSiNr4IkZ3wXoLm7jptQIAymQRyUeSC/Zi71uR7UFWtwweZbOIaOkekMcbZHV/fbpmf5xur3SNlTJZFGQFYXUEL4LJNb/wNyLOiWp7buO+q8UGdxoH7/FAQRZBJIloLdzzjXoAMcgFfZms0dWFACiTRSQfe7RywXy2EmrpcqPLJb/pdrrTvT8YBVlEtHTPZMVjKmB1uKWJs4atzaVtXRY3vRAEoLqInV/S9bMkCr4INrF/MQDgtzpL1MFPl8sj1bxFY+EOAFUFJpj0Grg8YtYu+lKQRRBJIppmxACQb2RBmHy5ILtYHjSQnUB3t2TnSY1QD5tPLthbtrYgRweDr+l2Nmaz+GfmtQ3UkJiIFkkR4csWx1PvwqWCpXkGlPrMaCxpWpfFg6wCkx6FOb6FSspkBcEzWSOrzMg1aOFwe6Ou6ePzixy9FgU5kecwHI1GwMBSXpeVnZJBCrIIIklEn8nyWbjLuEBYHW6px8nkgSUAKJNFJJ9omxELgpC1DoNdLo+0wj6mL8s6U0NiIlpsvuvCqOoCAEBtozXmdh08QBtUlicZLqVr9qfd1yOrMEfvV4M43NTKJAC+0Gs26TGyih0/0UoG/VJBEwRBiPo9s91hkIIsgkgS0Vq455vYBUJO0S4/AeYbdRhRaQZAvbIIQBRFXPfaz7jkhVXwehN/LEjugr1ka4HUML/4cXszjnv8S/y4vTlp78k/r0GnwbA+bAKynzJZRJTYfPLakVVmCAJbjIt1oaLWN/EdXJ4Hs++6k64Og1zKVpSrR55PDeLxinC4s7MWKBSdDr+ce7QvSI/W/KJepukFRzK/yFKHQQqyCCIJeL1iQJAVpbugjBXF/b4TYGWhCVWFOdAIgMPtRVMn9crKZvZbHFi+bh8+/a0B+xLcj8nrFWF3RWfuAqRGkLXw49/x+/5OvLlmT9Lek0+Iy/ONUgE5ZbKIaOGZrKIcA/r5XPRizRJwCdegsnwUpH0miwVZhTn6oEWedP08iYAv3OYbtRgVRyZLDtzGvZYyWQRBJIout79YOVq5oBw9OZ+kVRaYYNBppMJUkgxmNxvr2qX/JzpbYndFf4wD6gdZO5utWFnbAiD+XkNy4J+3osAo/U7J+IKIFmmxzqjF4DKWCY31+OWvY5ksHmSldyarMEcPjUaIuRVKJsO/izyjTpKbbthniUrxImWyZAZZ/kwW1WQRBJEguKsP0Lu9dX4MK4p8lanSdwLkHe+z1dGHYARKQRKdLeGTP0EATLoogiyVa7LeCsheJbOPCw+yyvON0u+VjC+IaOFywVy91t/sNYbjVxRFKQM2uCwPZmN6m0UEZrKA2BQhmY41IMga1scMrUZAi9WJ/Zbez8FyGxFz+ELAfosjbY+teKAgiyCSgD3AEUqjiVw0GssKXH1AJguAJCOhICu7CZSCJDpbIucYB9TNZHm9It76aa90v9XmQqs1OdJaKcgy+4Ospk5HWjeBJZKHzeF3qR3syxLEkslq7GCTXo0A9C/NjWlxL5XgQVZRLguy8mJ06c1k/HJBHUx6LYb4gvRAxUM46iyx1WQV5upRmmcAAOzIwrosCrIIIglwa+toZFRctmGV4YzUM5PFgqzdJBfMajbsS16Q5W9R0PsxDqgbZH2/vRl72+wwm3Qo82XUklWY3RAQZJXkGmDQaiCKPXtnEUQoguSCcTi38eO9piQXRp1Wuu5Y0jzIkjJZpvTOzCUCazdjIt5TMxrzC96HU24mC/DXZW1LomIgVaAgiyCSAJcL5hp7n4DyTJZbhjNSz0wWyQWznY4uF3Y2+4PsREvSojV24VSoGGQt9UkFTxlXjeGVfKKanAlAYCZLoxFQUcC+h/oEG5MQmQGvfcw1aKV6l10tNtmZUB6Y8X2kv7sgy0QX5bCsiVlShKTn50kEfrkgm4dEa37h9nil81a0jYgDibd2MJ2hIIsgkoDUI0vf+wQ016AFb0MRrXSjrj10JouML7KX3+o7gu4nSy4YSyYrma0GLF0ufPBrHQBg7uQaaZKZrAlAoLsgENCQuJ0yWUTv8Ilyjl6HygITcvRauL0idrfIO9fX+owI+AQ4/ftk+ZoRU01WSAIdjvN8302g+UUkGjsd8IqATiNITavlMEiqHaQgiyCIBGDzSamisbYWBAH5hujrspxuL5qtbILGJ2w1JSyTtZd6ZWUtXALC9fCJNr6wyjjGAUgyPafHC4s9eROh99fXocvlxQEV+RjXr1CaZCZrAtAUkMkC/DUOdZTJIqLALk2UWe2j5N4m8/iVMlm+CXBBursLdqvJkmrMSC4IwH9+BvwBKM9k7Wy2Rfy7B/bI0kZRb9udwVnsMEhBFkEkAVvAhTEa8gPqsnqjoaMLoggYtBqU+CbUlYUmqVeWWu5thLps2MeKmacOrwDAjpNENiS2y2hEDAAmvVaa2DV2Js9dj/fEmjupHwRB8Du0JWECIIpikFwQCMxkkcMg0Ts2V3DGmAdJcjOxvCZrSDe5YLrWMFnCuAtGcw3NBnjJglYjwKhjU//iPAOqfeef7sqHQPxBlvwsFhDcKyvbFn0pyCKIJGCTnNeim4DyC0Q00g3e/6hPoRGCT2eo12qkRqdUl5WdcJ391OHlEATA5RHRnEAHPbmZLMAfaCTL9GF7YyfW7GyFViNg1oS+APxyqR3NNngSGIQCgMXuhtNXO8MzeZW+3ynZuBPRYHME1z4OiSFL4PJ4scsnL+TmGXKuOamGKIpSnywpk0VywSCkHlkGrTRPAPySwUjmF/5GxDkxvXf/kjxoNQKsTk/WGfyoGmTdddddEAQh6DZixAjp+a6uLlx99dUoLS1Ffn4+Zs+ejf3796s4YoKIDZtM57U8GTbudd1MLzh9ucOgTK0+kf64PF78Xs8mXeP6FUn1P4lsSCy3JgtIvsPgWz+xLNZRw8pR4fu99C3OgUGrgdPtxb62xC5I8IxdYY4eJl+/PGpITESL2+OVgvTumSw5csFdLWxBIdeglbIT6VyTZXV64PYtkHDjC5ILBhNo3x4Ilwxy5UMoAuWCsWDQaVDjm49kW12W6pms0aNHo66uTrp988030nM33ngj3nnnHbz55pv48ssvsW/fPpx++ukqjpYgYkOuXJBf8KJxRpKcBbutMlGvrOxlW2MnnB4vzEYdakpyJEOURNZlyXUXBIByMxtXMoIsj1fEW2tYb6w5k/pJj2s1AgaUshrGRNu4N3STCgKghsRE1HCpIODPGEs1hTKO3doAZ0Ge1QiUCyY6o6s03PTCoNXApGfTWspkBcOVBnndg6zq3h0G62JsRBzIoCyty1I9yNLpdKisrJRuZWVlAID29nYsWrQIjz32GI455hhMmjQJixcvxnfffYcffvhB5VEThDxilQtGc4Hw27cH66XJxj172bCXXTBHVhdAEAR/tiSBE3m5fbIAv8NeMuoGv93ahHpLF4py9Zg2siLoOakuK8E27lI9Vn7PIGu/JbE1c0T6w6WCOo0Ag5ZN33gmq7HDEbVpBZ/o8okv4F/YA9KvLovbtxfm6qWgUarJcqbXZ0kU/jYy3TNZrFfW7/WdYdsA1EslCbEHWVyWWkuZrOSyZcsWVFdXY/DgwTjnnHOwa9cuAMCaNWvgcrkwffp0adsRI0agf//++P7778Puz+FwwGKxBN0IQm3sMiegUpDl8PSypb8Te/dMVg3ZuGctfFWSS0GkbEkCHezikgtaEh9kccOLU8dVw6gLHuOgJDkMdje9AFi/MF4z12JLXM0ckf4EutTyYKLApJfq+6I1v+DHOZ/4AsyIhgdu6eYw2L0RMUCZrO745YLB576akhyYjTo4Pd6wzYLrFc1kUZCVNKZMmYIXXngBK1aswDPPPIPa2loceeSR6OjoQH19PQwGA4qKioJe06dPH9TX14fd5wMPPIDCwkLpVlNTk+BPQRC9wzutR9OMGPDryaORC+4PcwLkmay9lMnKOngRM5eCVCahF1MsckGpIXGCM1ntdhc+3MCuG3Mm9bwmDI7RoU0uoYIsvVYjTZKpLouIhC3MQsZgmXVZkrNgeV7Q436ZenoFJu3c9CIwyKKarCD8xhfB52dBEDCS98va2zMpIYqilMmKpRExZ2RVAQ4bUopx/Ypi3kc6omqQdcIJJ2Du3LkYO3YsZsyYgffffx9tbW144403Yt7nggUL0N7eLt12796t4IgJIjb8zYhlZrKiWIWrC1OUKtVktdlJhpRFiKLYM5MlyQUTF3DLNXcBkmd88c66fXC6vRhRacaYvgU9nh+SbLmgOVjaW5WEmjki/bGFaZMwWGaWYHtATVYg+WlqfkGZrN4JZ3wB+K8ToeqyWm0uON1MRhir8QUATBpQjFcvOwTXTx8a8z7SEdXlgoEUFRVh2LBh2Lp1KyorK+F0OtHW1ha0zf79+1FZWRl2H0ajEQUFBUE3glAb/wRUpoV7L6twXq+Iho7QmayqQtY40On2ool6ZWUN+9q70G53Qa8VMKyPGQCSanwRi4V7ooOspT6p4Bxfb6zucLngvvYuaUEkEfCMXWBNFuCfvJD5BRGJcE3t5dQUWrpc0vWge5BlTtOGxLwRcWGuP8hK16xcouBBVnfjCyCyjTvPrpflG2DQpVTIkBak1DfW2dmJbdu2oaqqCpMmTYJer8enn34qPb9582bs2rULhx56qIqjJAj5xCwX7GUVrtnqhMsjQhB6ro7rtBopg7Gb6rKyhg17mRXvARVm6aIYaBOeqGaQ4VbZI8GP2RabM2zRdbxsbejA2t1t0GkEnObrjdWdkjyD1F8nkZLB3jJZiayZI9KfcHWPg2XUFHLjgXKzUXIU5JiN7H4mZLJ4MGFzetLOLTER8PruUEHW6ACHwe7XB65+iCeLlc2oGmTdfPPN+PLLL7Fjxw589913mDVrFrRaLc466ywUFhbikksuwfz58/H5559jzZo1uOiii3DooYfikEMOUXPYBCEbuaYA0Toj8b5H5flG6LU9f85k4559dJcKAv5Mls3pSViNQixyweJcA7QaAaIItCSoUTI3vJg6vEKqfQpFMiyGeZBV0c0JNBk1c0T6Yw1T9zgooKawt0UUfnwP7pbFAvzZH0uaBVlSI2JfjywgWBZHDoP+83N34wsAGFphhl4roN3uwt5uvQL5OSke04tsRtUga8+ePTjrrLMwfPhwnHHGGSgtLcUPP/yA8vJyAMDjjz+Ok046CbNnz8Yf/vAHVFZWYtmyZWoOmSBiQq5c0BxlJktqRBzmBFhTQjbu2UZ30wuAHXd8lXd/giSD4YryI6HVCCjNYxOjREgG3R4vlv3EemPNndwv4rY8G5Aoi2GXxyu5B3aXCyajZo5If8K51PYvyYVWI8Du8vQqOa2VnAVDBVk8k5VeckGLlMnyX1+NOg30WiYNprqsAOOLEJksg06DAyqYtLy7ZJBn1ymTFRvR6zoSwJIlSyI+bzKZ8NRTT+Gpp55K0ogIIjHInYByyVVvWQd+Agzn+tOPbNyzDp7JGl0dXI9aWWBCu92FuvYuDPXVaimJPQZ3QYDJlho6HAkJsr7e0oTGDgdK8gw4enhFxG2lupYEyQVbrE6IIgssi3MNQc/5M1lUk0WExxqm7lGv1aB/SS5qm6yobbSiqls7j0C2+Y5vvqgQiDlNjS/a7GzxoijgdyUIAvKNOrTaXFSXhYCarDDn51FVBdhUZ8HGOguOG+33PVCiEXE2k1I1WQSRqcgNsqKtyZKsVcOcAKkhcXbRbnNJf+uRVd2CrMLEmivwi7gc4wsgseYXb65h7rKnje/ba9G2XIc2uTT4eoGV5Rug0QSbbwTWzBFEOCLVPfLjd1svx2+kTFZBlNedVCNUTRYQ2AolvT5PIrBGqMkCwptfSI2IKZMVExRkEUQSkLvKzwuQrb1cHHqTC1JNVnbBs1j9inN6TDgSPZG3u/hFXF6QxXtlcZdMpWi1OvHJxgYAzFWwN3hj1u2NnQkxB2ns9NVPmnvWhfHfr9XpSTupFpE8IjW1l3q9RZC7er2iZOzS3VkQCLRwT69jkNdkBboLAv5gNN2CxkTglwuGPj8Hml8E4m9EHD47SoSHgiyCSDAujxdOn3Oa3EyWtRdnJG58ES6Vz4Osva3UKysbCGV6wUmkjbvT7YXLw46vXL18uSCgfCZr+bp9cHq8GF1dEFSfFo4BpbkQBCaVak6ACYfkLBjCfCPXoJOyCJTNIsIRTi4I+NsQRDJuqbd0we7yQKcRpHrdQPw1WekVlIRqRgyQjXsgVsn4IvT5mSsf9rTape8T6F0tQ0SGgiyCSDC2gL470UqpAlebIjkjhWtEzKks8PXK8njRkOBeRIT6cKnH6OrCHs/xi+T+BMgF7TEc4xwedDQq3MstsDdWNJj0WvQtYosS0VhhyyWcfTuHrxRTQ2IiHPZIckGpV1b4Y5dnsfqX5IZ0o03Hmiy3xyvVLveQC1JDYolIfbIA9t3xRVm+WGd1uKVjgYKs2KAgiyASDHcW1GkEGEJc2EJh1GmlbcNdIERR7DWVr9NqpCwXmV9kPhv2sR5ZoTI3icxk2VzsGNVrBdkNK8vNbFxKZrJ+q7fgl73t0GsFnDo+dG+sUEg27lE0dZVLb0FWnwTXzBHpT7hmxIC/JmtPqw0Od+iG2vy4DlWPBfgzWZY0kgsG2s33rMnyZeYokyVl88JlsgC/AoIHWfxcZDbqIr6OCA8FWUTW8+J3O3DR4pW91j/Fii1A4iEIQi9b++mtaLfD4Zb2Hc5dEABqyPwiK3C4PdjawCZRIYOsgsRlsqRjXC8viwUkRi64dDXLYk0b0QcleYZetvYzxFeXlYiGxDxTF0ouCABVZH4hG4fbg8teWo3nv6lVeyhJIZKBUrnZiHyjDl4R2NUcekGNm7rw+sPupGMmi5te5Bt10HVbxOQ9oRJ1bU8XPF4RXS5WshAukwX4FRBcEcHPRX0oixUzFGQRWc2nm/bjzuUb8PnmRnz1e2NC3kNuI2KOJHUIc4HgJ8DCHH1EiRbZuGcHW/Z3wu0VUZijR3WIiyLPaLZYnehyhV7pjhWbIzb79sBx7W2zw+n2KjKeb7Y2AQBOGV8t63V8hX9bAuWCFeGkvZTJks36Pe34eON+PP3FVrWHkhRsEQyUBEHotQ0BlxKGMr0AAtwF0ygoafP1nuuexQJ6v4ZmC4ElB5HmIXxxjisiyL49fijIIrKWPa02zH9jXcD9xGR6eutPEY7e9OQ8yIqUxQLIxj1bCDS9CJUxLczRw6Rnp3xuJ64UUrNtmc6CAFsEMBt1cHlEbFNAptfl8mf0xtcUyXotn3zWRjAPiJXe5ILUK0s+vAltU6czqC4wU+mtFYhf7homyPId14PDBFn5PlfbToc7IQ6biSCcfTvg/zzplJlLBHwOotMIMEaQc/Mga2tDJxxuj6R6IPv22KEgi8hKnG4vrnn1Z+kEDSQu02NzhXeEikS0mazeClJ5Jms3ZbIyGr/pRWgnPUEQpIC8rl3ZgFtuH7ju4xoZpkdLLPCMXlGuXvYKLJdR7Wqxwe1RJqvGaYjgLghQkBULgZPnvW2Zf36zRbBwB/wNhkPVFDrcHmmhbVDYmix2zfF4xSDDplSGX8OLckMEWWmYmUsEgaYXkUoWqgtNKMzRw+0VsWV/p3SdoExW7FCQRWQlD6/4DWt3t6HApMMfpw4BAOxOUKYnZrlgL40hJWvVXjNZ1CsrG+ABSiS78kRJ0qQgS6Z9O4cXXG9QIMjaWMekLqOrQ2f0IlFVYIJJr4HLIyp6PrAG1E+GzWQVkFxQLoH9nHa3ZP75LZJcEPAHT6FqCnc22yCKzMQgXKCfa9BC62uUnS7Zn0iZLLNvoTLba7I6fXLu3swrBEEIMr+ob2cLQ+QsGDsUZBFZx0cb6vFvX6H0o3PH4ZDBpQASl8niJ3i59Sq9ZbJ6a0TM6efrh7KvzR6x5xaRvni9ol8uGCnISpC5QjxyQcA/Zh4gxYMUbIboFdYbGo2AgaXKSwa5VDDXoA1beJ7ImrlMJdBZLhtqTntbsOMywFA1WVI9Vnle2MUHQRCk6066NCTmjYhDZbLyyMIdQGAmq/fz8+gAVUG9hS1c9LaQS4SHgiwiq9jdYsPNb7I6rEuPGITjRleiJiDTkwgdut0VZyYrTJDVWyNiTmWBCTqNAJdHREMHrZJnInta7eh0uGHQaSSHvFBUJqgXUzxyQSDAOnifJe7fYDTBZiSi6TckF8lZMEwWC2Ar8bxeQumauUwl8NyY6Zl6URQlA4PearJarE7JEILTWz0Wh0sGLWkSmPBMVkGomizulpj1mazIPbICGRUYZFEmK24oyCKyBlaH9RMsXW5M6F+EW08YAQCo9jUgtTk9aLUpv3oXaOEuh2gzWb3Zq2o1gvQZM30ikq1wN6jhfcwhm4xyKgvYJF9pG3e/hXtscsFhfczQawVYutzY2xb7Mer1igGZrJ4NmaNBqmtR0Ma9sZd6LIBlEaoKE1Mzl6kEZlsy/dzmcHvB1x9yw0yW84w6KevQ/fjliwbh7Ns5vFdWutQxSZmsnJ6tGvzX0PTIyiUKrjSIptdVoMNgk29xiDJZsUNBFpE13P/+Jqzb046iXD3+cfZEaTJq0mtR4VthToTkxBanu2A4bXy9jKJUsnHPbAKdBSORqEyW3Rm9HCUUBp0GB1SYAcRnfrGrxQar0+PL6EVesQ+HP5OlvFwwUiYLIBt3uXRkkVww0IgiUj86fvzWdsvE8jqtcPbtHHOayQUj1mT1UtecLXQ6olcaDCnPh0GngdV3vBm0Glm9BolgKMgisoIPfqnDC9/tAAA8dsY49PVldjiJNIeIVUoVKZPV5fJn3aJZZZI+XxYUh2cj0ZheAP6AXOlMljXGbG0gSphf8GBzRKW5R2PSaOnNBjsWog6yqCGxLIKDrMw+t/G6GpNeI5lThEI6frvVFPJFg8G9LD6kW0PidjuTRYZ0F5SML7K7xtEqQy6o12owvI9Zut+n0CjbQIjwQ0EWkfHsbLbiT0vXAwCuOGowjhnRp8c2vJfU7pYEZLJcsTVq5XryUM5IfJJs0mtCruB1R/p8Gb7am61EW4fEMyUNHQ5FTVDidRcEAs0v4giy4jC94HC5YEOHQzHJlNSIuNdMFlsMoUxWdARmW5qtzox2kbNHeR3hcsDARYJWq1NalOs1k2VKr0yWXy4Y3vjC6fHC4c7eQIv/LqKRCwLB58+qgpwIWxK9QUEWkdF0uTy4+tWf0OFwY9KAYtx83PCQ2yU0k+WIXKwcDnMEZ6TARsTRrDKRjXvm0mJ1SvK/kb0EF2X5Rmg1AjxeUdLbK0G8ckEg2NUqVnhtWqymFwBQmKtHqU8e011yFSvccKb3TBZ7njJZ0dE92xJPPV+q4697jPwbGxzCxp3XZ1UVmnoN0nhNVvpksiIYXwQEFdksGZRjfAEEnz97q/kmIkNBFpHR3PfeJvy614LiXD3+cfaEsKYANT6b84TUZMUopeInxFDOSFKPrChPgDyTRUFW5sGDkoGlub2uVGo1gpRNUbIuSwm5IA8Q97bZ0R6jAQ3PgoVryBwtUl2WQjbu0bgLAomrmctUeCDA1XOZXJdli9KGm7sH1jZZ4fVlq6OVCgLpJxdsi9CMWKsRpMXNdDHySASyM1kB509qRBwfFGQRGcs76/bh5R92AgAemzceVYXh096JzPRwmYfcVX6/hXvPCWdgJisaakrY56NeWZkH7y0VbfZGMldQ0MEu1obbgRTm6KXf4YYY+mU1dTqw3+KAIADDK+MLspSuy/K7C/bSbiFBNXOZCpe08b9XJi8i+RfrIk+U+xXnQq8V4HB7sc/3G4/W9ALwZ7IsaSAX7HJ54HR7AYQ2vgB6d+nNBnhNWl6U5+cRlf6aLHIWjA8KsoiMxOpw4/a3fwEAXDV1CI4eXhFx+8BMj9K9svgqklx7a3OEol1/I+Lo9NIVZhP0WgFur0gTuAxDbh1SIswVpGbEMusOuxPYL0sum+p4Ri8v6hXbcEh1LQrYuHu9Ipo6WXF+b5msqgTVzGUioihKE2eeBc3kIEvqkdWLXFCrETCgNHiRQLJvL4ts3w6klyMfr8fSaoSwv/l8akgsHTvRygXNJj0GlrI5EWWy4oOCLCIj+eDXenR0uTGgNBfzjx3W6/bVRexEYnd50GJ19rK1PGJ2F4xwseMT5GhPgNQrK3OR23yXZ0vqFAy2421GzBldzXpbxWJ+oYTpBccvuYpfLthqc0oBU2l+ZCvkRNXMZSJWpwc8DuXHfibLBXm2OBpFxOCy4DYEUiYrw+SCgfbt4WqT/YqQ1P88iUKuXBAAbjx2GGaM7oMjh5UnalhZAQVZREby5urdAIC5k/pFZeVs1GnRp4D3ylI2CIlVLhjJGYnXZPWRkcrnUqxEOCgS6tDl8mCbb5WaByi9wTNZ+xXNZMXmoNmdUXGYX2yI0sY+GgJ7DcWb2eb1WCV5hoiNooHE1cxlIlwqqNUIGOrrsbY7g1tURCsXBPyZ2NomKzxeEbXN7BwxREYmqyMNGvi22Xz27REcdkkuGNAnS0aQder4vvjneZPjVgVkOxRkERnHrmYbfqxtgSAAp0/sF/XrEmVzzuV+cuWCgc2Lu2ez5GayAKBfEZlfZBqb6zvg8YoozTP0ag/OkTJZCQmy4stk8QBpa0OnbMtluRm9SPQvyYNGYNmSho74Mkr+eix5fx9yGIwMz7SYTTqp5jSTM1m2KOWCQEAmq8mKfW12ON1eGLQa9C3uXV6eTu6CkZwFOfnG9MnMJQp/Jiu+8zMhHwqyiIzjrZ/2AACOOKBMkshFQ6LML+xSvYq8E5xWI0iFqoGrcG6PV1odj9ZdEAj8fJk7Eck2AgOLaBtGcgMYJWvzbDEe492pLjShMEcPt1fElv3RS/XsTo8kjRqtgFzQoNNIjqPbGuOTDEo9sgqiDLIKlDcmyUQCgyzeXL7V5srYjIW0kBGNXLDcX5PF6woHlOZGbGLMSSe5YCRnQU6kfpPZgpxmxISyyA6yXnzxRbz33nvS/T/96U8oKirCYYcdhp07dyo6OIKQi9crYukaFmTNmRR9FgsAaoqVt3EXRdHfjDiGVaRQevKmTlbjodUIKItydRwItKmnyVumEEsdEp/E17V3KWLyIopi1I1Se0MQhJjMLzbv74BXBMryDb2aS0RLoBV2PMSayVKyZi4T4XLBfKMeZpNemmjvzdDzm5xsMXcR3Ndul35H0di3A4GZLJfiJlBKYwmoyQoHyQUD+mTFeX4m5CM7yLr//vuRk8NWjb7//ns89dRTePjhh1FWVoYbb7xR8QEShBx+qG3G3jY7zEYdZoyulPXaRGSyulxe8OtULBPQUM5IvB6rwmyMamWSI32+NspkZQqxNN/lGRWH2yu5c8VD8DEevxxFakosw/yCfw8jq6LP6PXGIF/9Srw27lxuGG3wl4iauUwkMJMFZH6mXo6DZ0meAYU5eogi8PnmBgD+47k3+Pfp8ohw+OzRUxV+/oqmJisdMnOJwO3xSn9Hqq9KPrKDrN27d+OAAw4AAPz3v//F7Nmzcfnll+OBBx7A119/rfgACUIOS1ezLNZJ46phikK7HkgiGvbyCyMA5MgcDxB6FY7LiORIBQH/56tr64Lbk9oXT6J3PF4Rv9V3AJDXfNek16Ikj7nc1SuQLbHGeYx3JxbzC75ttOYf0eCXXCkjF4w6yEpAzVwmwifNBTzIyvCaUzmZLEEQpON39Y4WANFnsgKzHakemEjugrnhXTuz3V0wsAUMyQWTj+wgKz8/H83NzQCAjz76CMceeywAwGQywW7PzJMbkR50dLnw/q91AORLBYHglVClZBL8wmjSa2RlnTihLhB1MZheACzzJfXKirOYn1Cfnc1W2JwemPSaqFepOUr2yuLW0jl6LTQxHOPdGRWQyfJG2StKSdMLjuQwqJRcUG4mi+SCEeFyQS5vy3T3VLkNv7lkkP+EBkfRiBgI7jnVkeINiduikAv6+01maZDlWwQzaDUw6MiGIdnI/saPPfZYXHrppbj00kvx+++/48QTTwQAbNiwAQMHDlR6fAQRNe//UoculxeDy/MwsX+R7NdXFZkgCEz+xJuHxku81tYhM1kx2LcDgEYjSAXimToRySZ4YDG8skB2AC852CmYyVJCKggAQ8rzYdBp0OlwR+X06fGK+K2OZfSU6JHF4Y1bd7cyd7ZY4SY10dZkcWMSpWrmMpXucsFMrznlv7NoLNwB9jsKZHB59Asx6WJ+EY2Fe16W12Tx4DKWmnAifmQHWU899RQOPfRQNDY24q233kJpaSkAYM2aNTjrrLMUHyBBREug4UUsdRlGnRZ9zGzyqZSun8sFY5VR5RvZxSOoJivGTBaQGEkkoQ4bJImc/MBCSUmav3+PMhdxvVaD4X1Y36NoJIO1TVbYXR7k6LXS6r0S9CkwIteghccrYlccixJyM1mBNXNcDkX0hE+ae9RkZWjNqdSMWGYmC2Due1wiHA3pEmTJMb5I9c+SKMj0Ql1kf+tFRUX4xz/+0ePxu+++W5EBEUQs1DZZsWpHKzQCcPoE+VJBTk1JDuotXdjTaseE/sVxj4tPQOU2IuaYQ8gFeZAlN5MFZH5xeDYRi7Mgp0pBcwX/5E+5i/ioqgL8srcdG+ssOOHAqojb8ozeiCpzTJLccAiCgEFlediwz4LtjZ04oEKeJBMAHG6PFChFG2TxmrkWqxN17V0oilBvks1YAtwFgcxfQJK7mBFYgyV38SHQYTCVkWPhnr2ZLHbckOmFOsT0rbe1tWHlypVoaGiA1+uXUQiCgPPOO0+xwRFEtLzly2IdObRctiFEIP2Kc7FqR6tiF2r/hTG2ExwPzjpCuAtyWZEcMl1Sk03EU4fUR0GbcC5HUSqTBcgzv4gn2OyNweX5LMiKsS6Ly44NWk3E1fbuVBaY0GJ1ot7ShZEJ+FyZQHe5IG+022ZzoaPLJQUKmYJc6fnA0jwIAiCKfulrtEiZrBQPTNqjqsnqqQbJJqRMFskFVUH2zO+dd97BOeecg87OThQUBNvlUpBFqIHHK0oNiOdOjj2LBSif6eFywWglHt2R5IK+E6UoilImq5IyWVlLQ0cXGjscEARgRKVZ9uu51FSRTJZLXkF+NPAga0M0QVYCTC84Uq+sGG3cA6WCciTMlYUmbKyzKGJMkqn4jS/YNCbfqENxrh6tNhf2ttkxojLTgix51xKTXovqwhzsbbNH7SzISQeJndcrBrgLUjPicFAjYnWRXZN100034eKLL0ZnZyfa2trQ2toq3VpaWhIxRoKIyHfbmlDX3oUCkw7TR/aJa19K98qSY7sbiu4XiDabS+p5wWs35JCIXmBE8vm9ntmKDyrNi8lUxd+QOP7jIF5zl1Dw7E29pQvNneGdMEVRxEbeKywhmSyfjXtTbDbuDb5MYZnMBslk4947fgt3/wSbSwZ3t2Te+S2W2sfxNUUAgHH9imS9VzrIBTscbqk/X6RMFs/gdDrdUbuVZhLcMIXkguogO8jau3cvrrvuOuTm5iZiPAQhG254cer4vrJ7Y3VHukgrlsmKTy5o7uaMxCddJXmGmD6r1CurnXplpTN80i/HMSwQPom3dLmDernFguRepWAmK9+ow8BSdqxu8jkHhqKxw4GmTic0AjCiMhGZLPb9xmrjLtdZkEMNiXunu1wQyNxMvcfrbwwsZzHj/lkH4o0rDsXhB5TKer+CNDC+aPc1Is7Ra2HUhT/3cLmgKAI2lyfsdpkKr8miTJY6yA6yZsyYgdWrVydiLAQhm3a7Cyt+rQcQW2+s7vCL9N5WuyL2yfY45YJ53WQbvHdOLFJBgE32DFoNPF6RVsnTmO0++ZpcGRDHbNJLx2S8kjS5/Xuixd8vqz3sNht8UsHB5fmK1oRxBpaxQK+p0xmT059cZ0FOpYI1c5lK9z5ZQObWnAYuhMj5nRXm6nHwoBLZbrt+d8HUzWRFU48FBPeozMa6LL4IRpksdYjqW1++fLn0/5kzZ+KWW27Bxo0bceCBB0KvDz7ATznlFGVHSBAReG99HRxuL4ZW5GNsv8K491dVmANBYPbJjZ0OVJhjN9EAAGuc9tbd+2TF2oiYo9EI6Fucg9omK/a02qVJCZFecCOGaBuMhqKy0IRtjVbUt3fFnBED/KvDSsoFASb/e/+X+ojmF4k0vQDYBL7CbERDhwPbGztlO47GHGRRJisioihK58T8LMhk8YUMjQAYk9BQ1i8XTN2gpM3u65EVoR4LYF4B+UYd2u2urHQY7EyA0oCInqiuiqeddlqPx+65554ejwmCAI8n+9KxhHq8uWY3AGZ4EUtvrO4YdBpUFZiwr53ZuMcbZMW7ym/uVpMlNSKOy0GRB1k2APJkJERqUOuTC8bTF0oKsuLMltgSdBEfXc0WTSKZXyTS9IIzqCwPDR0O1DZZkxZkVRUqVzOXiTjcXrg8TGkQWi6YWd+bNaBNghLXud5Ihz5ZPJNVEIVrZzYHWWR8oS5RLYl4vd6obhRgEclka0Mnft7VBq1GwGkT+iq2XyX7rXCZR6yr/FImy3exq/dNuqpilAsCmd9PJtPpcnmkv108GajKAjYhjVc2qnQzYg4PnLY1dqIrTC3FxjgaMkcL/463x+AwGGtNVh8Fa+YyEd4jSxCAfENgkJWZ5zapqX2SshFSJiuFg5I2X01WUZRBFpClckEyvlAV2Xnnl156CQ5HT7cnp9OJl156SZFBEUQ0cMOLqcPK4844BaKk5MSqkLsgd0aqt7DfXryZLCDzJiLZws5mG0SRrTaX5cfeqFaycY83k+Xiq+zKTgArzEaU5hngFYHN9T3NLzodbuxoZoFPIntJDfHVvcVifhFrJsts1ClWM5eJ8AxLvkEHTUAD6r5F7NzWbndJgVgmEK9LrVz8Fu6p+x22R9GImONvSJy6nydRdJLxharIDrIuuugitLf3LETu6OjARRddpMigCKI3PF4Rb//MgiwlDC8CUTIIiVcuyC923BlJymQpEmRlVt1CtsClgoPL8uKSDvVRyCbcLxdU9iIuCEKA+UVPyeDmegtEEehTYESZzEyRHLgkc1ujPBt3URSlIKtCZpAlCIJkfkFBVk9COQsCbCJZkscWHvZkkI17ItokRCKd5ILRNPlOh75ficJvfEE1WWogO8gSRTHkhX3Pnj0oLIzfeIAgouGrLY3Yb3GgOFePaXH2xuqOv9dK/EFIvHJBo04DXYAzUl0cjYg5mSqpyRa2Sc6CsUsFAb/kNN5JfKLkgoDf0GLDvp4Le4k2veDw73lHs1VWnx1Ll1uy3ZabyQL8DoPx1sxlIqGcBTk1GbiIZHcm17ygIA36ZLXZuPFF79n8bG5ITDVZ6hL1tz5hwgQIggBBEDBt2jTodP6Xejwe1NbW4vjjj0/IIAmiO4G9sQwKuy0F2rjHS7wyD0EQkG/Soc3mQkNHl7QSVxlHJotPQura7XB5vNBrE+9WRSgHl63FY3oBKDeJt3O5YAJWSqVMVgjziw1SPVZiF/f6FedApxHQ5fKiztIlSdJ6g2exzCZdTD3tlKqZy0Q6w2SyALaItG5Pe0YtIvFeR8mryWLfa5fLm7LXCFnGF4Zgl95sgtdkUZClDlF/69xhcO3atZgxYwby8/2rqAaDAQMHDsTs2bMVHyBBdKfd5sLHG/YDUF4qCAT0Wmmzw+sVgzT/clFilT/fyIKsrQ1MrpRn0IZcwY2WcrMRRp0GDrcX9e1dZOOeZmxv5I2IlQmymjodcU2k+Eppjl75izg3tPitvgMeryj1uwGS4ywIAHqtBv1Lc7G90YrtjZ2yg6xYslgAUFnIXhdvzVwmItVkhQyyMq/m1F/3mJyJcuD32tHlliSYqYQs4wsuf8zGIMuR3GOHCCbqb/3OO++Ex+PBwIEDcdxxx6GqqiqR4yKIsCxftxdOjxcjKs0JcRWrLDRBIwBOtxdNnQ5UxCHNszvjP8FxPTkPsuLJYgEsO9a3OAfbG63Y3WqjICvN8PfIik8uWJJrgF4rwOUR0dDhiDp46I50jCcgkzWoLB8mvQY2pwc7m62SdM/t8eI3nxlGouWCAKt/295oRW2TFUcOLY/qNbE6C3IqCymTFQ5LBLlgJtacJlsuqNdqkKPXwu7yoDNFg6xYarKy0V2wU5ILUk2WGshautRqtbjiiivQ1UUnfUI9uFRw7uSahPQM0Ws1qPJNcHbHuRpqVeDi2D3I4mOLB6rLSk9arU5pBXdgWXzBsUYjoI9UlxX7ceBvRqz8RVyrETC8sqf5xfYmK5xuL/KNOvRPwiJBLDbucWeyCpRxfwxFc6cDbo9X8f0mi3DGF0BmntuSLRcE/NmfVHVplOMu2L3fZLbg8njh9NWFkoW7OsjWh4wZMwbbt29PxFgIole+39aMdXvaodMIOHV8dcLep69Cq6GKyAV9F4itPplYnzgyaxy+2quEuQeRPLb7nAWrC02KOI1VSQ52PdtyRItNmgAm5iLOs9WBTYm5EcbIKnNcct5oGeyrfwtlJR+OeIOsKoXcH7uzs9mKKfd/imtf+1nR/SaTyEEWXyDLnHObv+4xeRPlVHcYjCmTlWVBVmBQSTVZ6iA7yPq///s/3HzzzXj33XdRV1cHi8USdCOIRNHU6cD1S9jEYM6kfgm1bVZC1+8OWEVSQi64s5lNGuKxb+cM8a3My5k0EurDMymD4qzH4vCAvS7GTJbb44XTw4/xxKyyczlgoPlFspwFOQcPKgEArNzRgoaO6IKeeIMs/rfhNXNK8fv+Tri9Ir7f3qzYPpMNd70rCCEX5AtkHV1uaSKe7kjNiGMwUIkVcwo7DDrdXmkBsyindyljXpZauPOg0qDTpKR5STYg+1s/8cQTsW7dOpxyyino168fiouLUVxcjKKiIhQXFydijAQBj1fEja+vRUOHAwdU5OOOk0cl9P38kpPYV0O5jAqIL5PFVxQ9PvvoeBoRc6SJa4j+Q0TqolQ9FifehsRKHeORCNUrK1mmF5zB5fmY2L8IHq+I//68N6rXxFuTVZrHauZEEWjoiD3T2B3ekLXN5kKr1anYfpMJnzyGymTlGvxNujOlLotni5NVkwUABSmcyeLBsyCEPga6429GnHqfJZFwmSlJBdVD9jf/+eefJ2IcBBGRpz7fiq+3NCFHr8XT50xMeFNGJTJZ3BBAqxFgjMNmvnsWrEoBuSAPsva02tFud0UluSDURylnQY4/kxVjkOXwH+OGBK2Ujqg0QxBYZqihowvl+caATFbyejPOmVSDn3a14c3Ve3DZkYN7rQeNN5PFa+b2tNpR326P2ZikO4HF/9ubOjEpr0SR/SYTyV0wzOSxb3Eumjqd2NNqT7jFfzKQWoGoIhdMvUxWu50tDhSY9FHJhc3ZKhd0kumF2sj+xR511FGJGAdBhOW7bU144pPfAQD3njYGw/qYE/6eNQoUT3M9dK5eG5dBR3eb4njdBQGgMFePfsU52NNqx6Y6Cw4ZXBr3PonEo1SPLA43UYm1IbEtwNglESY0bN86DC7Lw7ZGKzbus2B4pRmtNhe0GgFD+yiT0YuGk8ZV4e53NmBLQyfW72nHuJqiiNs3+mSFFebYf6+VUpClXCYr0MZ6W6MVkwakY5AV3l0QYItk63a3ZYz5hWQuk0y5oJF9t6kYmMipxwKytxmx1IiY7NtVI6pvfv369RgzZgw0Gg3Wr18fcduxY8cqMjCCAICGji5c99paeEVg7qR+CemLFYrAhsSx9spSwvQC6Llaq0SQBbBs1p5WOzbsoyArHfB4Rezw1eXxmrp44b2YYm1IHG+z7WgZVV3Igqw6C9weJpsdWpEfU5PfWCkw6XH8mEr8b+0+vLlmd8Qgy+3xotknxYs1kwX4f+ux1syFInCiyYP2dCOS8QWQeTbuNkf8LrVySWXjC6lHVhTOgoA/yEjFz5JIpCCL5IKqEdU3P378eNTX16OiogLjx4+HIAgQRbHHdoIgwOPxhNgDQcjH4xVx/Wtr0dTpwPA+Ztxz6pikvXdVoQlajQCnx4vGTkdMjn5KOUIFTiT0WgElucr0LBlVXYCPNu4PMhQgUpd9bXY43V4YdBpUKyQd472Y9lu6YlpM8AdZib2Ij6oqwDvr9mHjPn+QlSzTi0DmTqrB/9buw/K1+/CXmaPCBnktVidEEdAIiKvHUCJs3IPkgj75abph6TXIYkqE3S0ZkslSQS7ot3BPvcCEB1nRZrL4ceJwe6VzaDbQ6Ui+KyURTFTffG1tLcrLy6X/E0Qy+NunW/D99mbkGrR46pyJSe0RotNqUFlgwt42O/a02mIKsvgqUryOUPlG/4WkT4FJMctqMr9IL7b5JsQDS3OhVegYqDAbIQiAyyOixeaU7dhpS1KT1EDzCynISpLpRSCHDilFdaEJ+9q78PHG/Th5XOg2EtyoojTfGNffqjIBNu4dGZHJCu8uCGReJsuewF504Uhld0G5csHAIMPqcMOgS73myomAz0HyqSZLNaIKsgYMGBDy/wSRKL7e0oi/f7YFAHD/rANxQEXyai84/YpzsLfNjt0tdkyK4bC3KySlCixaVcK+nTO6LysI39rQkVWre+mK0vVYAGu8XZZvRGOHA/XtXTEEWUmSC/oWBGqbrFImRo1MllYj4PSJ/fCPz7di6Zo9YYOseJ0FOZVxuj+GIjCTtaPZBo9XVCxoTwZOtxcOX2uMcJmsmgC5tyiKCasXTBZKLdjJIaXlgjIaEQPsPGfSa9Dl8qLT4UZxHNnldKKTarJUR/asqrnZ31tj9+7duOOOO3DLLbfg66+/VnRgRPay39KFG5ashSgCZx1cg9Mm9FVlHPHauCsl8QicSCjRiJhTXWhCYY4eLo+ILQ3ULyvV4T2yBitUj8XxNySWP5H31x0m9iJebjaiwmwMsjNXI5MFQKoL/XpLY9jvLF5nQU4iGhIHGhk43V7sa0svSV3g+MO5C/Jzd4fDDYs99YIEufAFu2TKvgpS2F3QIjOTBfgVIalo5JEoqCZLfaIOsn755RcMHDgQFRUVGDFiBNauXYuDDjoIjz/+OJ577jkcffTR+O9//5vAoRLZgNvjxXWv/YxmqxMjqwpw58mjVRtLTUl8Nu6SlEpBuaCSmSxBEKRswAaqy0p5tjf57NsVzGQBATbuMWRL7NwiOAkypsCgqm9RDooUqk2Uy8CyPBw0sBheEVj2856Q2ygVZPUJqMnyenvWQcdCd4e1bWlWl8Un/Tl6LXRh2gaY9FopK7s7zSWDoij63QVVkQumXlDSZmOmMtE0IuZwyVw2BVl8EYz6ZKlH1EHWn/70Jxx44IH46quvMHXqVJx00kmYOXMm2tvb0draiiuuuAIPPvhgzAN58MEHIQgCbrjhBumxqVOnQhCEoNuVV14Z83sQqc8Tn2zBj7UtyDNo8dTZE5LqHtadfnHauCslpcpPUCYLCKh1oSAr5amVMlnKBln+TJb849yqkINmNATKA0eqIBUMZO6kGgDA0jV7QppAKRVkVZhNQTVzSsBrsrghB8+Qpgu9OQtylOh1mAo43F6pEX0y65LNKdzAV25NFhDQkDgFg8ZE0UmZLNWJOshatWoV7rvvPhx++OF49NFHsW/fPlx11VXQaDTQaDS49tpr8dtvv8U0iFWrVuGf//xnSPv3yy67DHV1ddLt4Ycfjuk9iNTny98b8dQXWwEAD84eq7gsSi7xFk/75YJxBlkBUize10gpRleT+UU6YHO6sc8nGRtcpuzvggfusfRiSlZNFhCcyVJLKsg5cWwVcvRabG+04qddbT2e50FWRZxBlkGnkTIysfYy6w6fZB7oq8lMN/MLi9QjK9ogK70zWVwqCCS3TxbPfqRkJosHWVHWZAEBnycFg8ZE4ZcLkvGFWkQdZLW0tKCyshIAkJ+fj7y8PBQXF0vPFxcXo6NDfl1HZ2cnzjnnHPzrX/8K2h8nNzcXlZWV0q2gIPLF1eFwwGKxBN2I1KfB0oUbX2d1WOce0j9sQXkykXpltdljkur4ndfiW0UKPEHyvkZKwSerm/ZZQq7Iq8mve9vxwPubUrImINnsaGITxaJcveJF21ImyyJ/xd8vF0z8Suno6sKA/6sbZOUbdTjhQHY9XLqmp2RQqUwW4LdxVyzI8k28xvZj3yeXoaYL/kxW5Al2vEqEVIFLBQ06TVh5ZCLg32+nwy1l0lKFmDJZPtl9NjUkJuML9ZH1i+3u0KOEY8/VV1+NmTNnYvr06SGff+WVV1BWVoYxY8ZgwYIFsNkir0o98MADKCwslG41NTVxj5FIPO+sr0OL1YkRlWb8ZeYotYcDgE1utBoBLo+I/R1xmALEufqo02pQYWZW0P1LlJWKDSnPh0GrQYfDnXI9ZR75cDP++dV2fPBLvdpDUZ1E1WMB8U3ikykXHFCSi7J8I/RaAeP6FSX8/XqDG2C8u25fULYBUM5dEAD6FLB9xHIO6o7HK0rnJSmTlWZywU7ZcsH0zmSp0YgYCP5+U00y2C6zGTEQIH9MwcxcoiDjC/WR9c1feOGFMBrZCb+rqwtXXnkl8vLYRd/hkC81WbJkCX766SesWrUq5PNnn302BgwYgOrqaqxfvx633norNm/ejGXLloXd54IFCzB//nzpvsVioUArDWjwTSAOP6BM1TqsQHRaDaoKTdjTaseeVrtsqZ7fESr+z7P4ooPQbnMpsjIeiF6rwbDKfPy614KNde3oX5qr6P7jYWsDCyz4hDWbSZSzIOC3CY8lyFKqTUE0aDQCXr1sCjq6XNKY1eSQQaXoV5yDPa12fLSxHqeO97ugKpnJKlDQgMDq9O9jXE0RAGBfexdsTnfCG0orRW89sjg1JRmSyeLXkST/fUx6LQxaDZweLzq6XLKyRolEFMWYMln8OpxdckEyvlCbqL/5Cy64IOj+ueee22Ob888/P+o33r17N66//np8/PHHMJlCXzAvv/xy6f8HHnggqqqqMG3aNGzbtg1DhgwJ+Rqj0SgFgkT60NzJirpLUqx/RU1xri/IsuGggSWyXssnNErYWwdKpZRmdFUhC7L2WXD8mKqEvY8culwe7PMZMbRalSn4T2cS0SOLwwMWq9ODji5XrzKsQJSSxEbLsD7mpLxPNGg0AmZP7Ie/fboFb67eIwVZNqdbWvlXIshScgWe78Og1aBPgQlFuXq02VzY0WRTvc4tWniw2dvEMdD4Ip17ZfmvI8lffDSbdGi2OlOqLsvq9MDtky/Kcxf0yR9T6LMkmk6qyVKdqK+MixcvVvSN16xZg4aGBkycOFF6zOPx4KuvvsI//vEPOBwOaLXBB8aUKVMAAFu3bg0bZBHpSYtvIl2aYkGWdKGOQUonmQKkSGYuHKNS0PxiR7MVvESs1UY1Wdt9NttDFHYWBFiAVGDSwdLlRn17l8wgK/nW0qnEnEksyPp2WxP2ttnRtygHTR3sXGbSaxRZQfZbacf/O+CTLu60NrgsDz/tasP2ps70CbIc0ckF+xaxc3enw412u0s1y/94kRQRKgZZqSQX5Fksg6/BcLTw4yWbarJ4gE6ZLPVIXhVlN6ZNm4ZffvkFa9eulW6TJ0/GOeecg7Vr1/YIsABg7dq1AICqqtRYbSeUo9knCStVoIZBSeIpnlZSLphI+OQqlXplBdpKtylkXZ2uiKKI7VImKzGOm1wKWy+zV1a2B1k1Jbk4ZHAJRBFY5jPAaOxk32G52ahI9sRsUs7lje+Dn5O4/DSdbNw7JHfByIsBJr1WyiSmWr2pHGxJrHvsTn4KNiTm14PCXL2s3xcPNFIpYEw0Nkfym1gTwagWZJnNZowZMybolpeXh9LSUowZMwbbtm3DvffeizVr1mDHjh1Yvnw5zj//fPzhD38IafVOpDfN1tSUC0qZrDb5xdN+U4DUPsGNqGQSrLr2LimjqDbbAxqkKtUfKF1p6mRyHUEABiSoZq6PTzJYJ7Muyx9kpfYxnkjm8J5ZP7GeWVI9lkILRjyYsChRk8UzWT7pFJefppONuyVK4wsgM8wvki3JDcRsTL2GxJLphcwasbwss3B3ur1werwAKMhSE9WCrN4wGAz45JNPcNxxx2HEiBG46aabMHv2bLzzzjtqD41IAHxyX5afokFWTJksdVyh5GI26THQN3nflCKSwe1NgZms1FlFVQMecPYtykmYKUxVjA6DtjQ5xhPJiQdWIs+gxc5mG1btaFXU9AJQNpvAV/HNvkkXl58GLmqkOtG6CwKZYeOuZraYf8dKBPhKEYvpBRCQyUqhrFwiCZRFqiE1JRgpFd5+8cUX0v9ramrw5ZdfqjcYImnYnR7pQpJymSyfQ9W+Njs8XhFaTfTyhHSSUo2qLsCOZhs27rPg8APK1B5OkHypNcszWTzLkMjm3H2kXlmUyZJLrkGHEw+swptr9mDpmt1Sc+cKszIOiErKBXmAwgM3Lj/d3mRNG3OIaOWCQKZkstQMspSrB1QK3ohYjn07EGAgkyWZLP45jUnur0YEE9U3P3HiRLS2tgIA7rnnnl57VRGEHJqtbOXXoFOmUFxJKgtM0PFeWRk8AR1Vxeuy2lUeia8GKWBlvd3uSrlmmMmEZ/US0SOLUxWjjXsyLdxTGd4z6731ddjZzK6PSmWyChScHHY4ggvhB5TmQhBYANfUmR6LGR0yMlk1GZHJUlEuqGCArxQ8k1UQYyaL25pnOmR6kRpEFWRt2rQJViu70N99993o7EwfaQGR+nD79tI8Q8qtpGo1AqqL5EsGRVGULo7pkKpPJYfBFqsTFl8NEgCIov/Cmo34e2QlLsiKpSGxKIrShTzbg6yDB5Wgf0kurE4PVvzKmmcrFWQp6i4oGV+wiZdJr5WyPelSlyUnyIpH7p0qqJnJKkjBBr5tUk2WPNVLKpp4JBJqRJwaRPXtjx8/HhdddBGOOOIIiKKIRx99FPn5oaUrd9xxh6IDJDKflhQ1veD0K87BrhYb9rTacPCg6HplOdxe8OSLGq5QcuF9uLY1WtHl8qjaEJpnbqoLc2Cxu9DhcKPV5kzZ4yPRbG9ii1qDE+QsCAQ0JJaRrXW4vZLNfm6WX8gFQcCcSf3w2Me/S8Xmyhlf+LMJ8Ur6eFAcGKAMKsvH7hY7tjd2Rn1+U5NY5IK7W21pI4fsjprZ4lSUC8Zdk+WI/3eUDnSSs2BKENW3/8ILL+DOO+/Eu+++C0EQ8MEHH0Cn6/lSQRAoyCJk05Si9u2cWFZD+eojkB5ywQqzEaV5BjRbnfh9fwfG9itSbSy1AZmbHc1WFmRZnUC5akNSDbfHi10++dmgBGayuFywxeqMOsgOLKzOSfFecMlg9qR+ePyT36XAU+lMltsrosvljWvRJlQj38Flefjq98Ygs5lUxeMVJdfWaDJZXIVgc3rQanOl5UKNmi61+SkpF2SLsnJrsvgx7xUBu8uTFtfleLBJ0mA6N6tJVEfZ8OHDsWTJEgCARqPBp59+ioqKioQOjEhtRFGEyyPCoIu/oDJVGxFz/A5V0dcicqmgUaeRZZahFoIgYFR1Ab7e0oSN+yyqBlnbpMxNHix2F3a32LO2IfHuVjvcXhEmvUZyAEwEhTl6GHUaONxeNFgc6B+FVTxfSEiXYzzR9C3KwWFDSvHt1mYAygVZuXotBIHJZju6XHEFWZ2OEEGW5DCY+kFWoGwtmiDLpNeiwmxEQ4cDe1ptaRlk2VWUnadyTZbcTFauwf876nS4VQ+ynG6vIvOncHSSXDAlkP0X9nq9FGARmP/GOhx8/ydSFioeUj/I8klOZDS0TCdnQY7f/ELduix/JisfRbnsmMhWh0FuADKoLB+aBAYygiBI2ax97dEd53YXyVG6M9fXMwsAShVqR6HRCFJQFK+VNrevDs5kcYfB1K+17nCw8Rt0Ghh10Z1b070uS81mxP4ebamzyMVrsgplZrIEQQiwcVc3aHzxux0Yc+eH+HZrU8LeQ6rJyvCMXaoTUxi9bds2XHvttZg+fTqmT5+O6667Dtu2bVN6bEQK88P2ZrTZXPh1b/xudNzVqiTFemRxpEyWjIbE6eQsyEkV8wsuWxpUlodi34W0LUuDrNokOAtyBpSy99jaEN1km1/ESSro5/gxlTh4UAlOn9A36iAgGgp8k914HQa5s1p+YE2WL5O1q9kGt6+eLFXhGZWCKLJYnFiUCKmEVcVrSSZlsgB/fzi1bdw/39wAp8eLVTtaEvYe/LjJI7mgqsgOsj788EOMGjUKK1euxNixYzF27Fj8+OOPGD16ND7++ONEjJFIQfgEizfejIcWn4V7WV5q1mTVlLCV0Lq2rqgnIenYpHW0L8jaVGeBVyXLdI9XxM5mf00Wz2S1WFNnJTWZbEuCsyBHbpBN9u09Mem1eOOKQ/HYvPGK7teskDNadwt3gDWiNuk1cHtF7E7xbE+omrLe4OfvdM1kqSkXVLJ9gFK0S+6C8oOsvBTJZPFjsS2BMniSC6YGsr/92267DTfeeCMefPDBHo/feuutOPbYYxUbHJGaMHtyNsFqVEAu2Jzi7oIVZhP0Wl+vrA4H+vqKqSNhc6TfBHRQWT5Meg1sTg92ttgwKAnZk+7sabXB5RFh1GlQXZgjHRPZm8nicsEkBFk+uejGKOWiUraWLuIJR6mMQqdPbheYydJoBAwqy8emOgtqmzpV+d1HixxnQU6/NO+VlQpywVRx5HN7vNJCQSyZLMnIQ8WgURRFKavKSyUSgTXEggqRfGRnsjZt2oRLLrmkx+MXX3wxNm7cqMigiNTG6fHC7ct0NFgUCLJSXC4Y1CurJTrJic2l3oUxVrQaAcMr1W1KzIvvB5XlQaMRJLlg9tZk+evTEg3PZP1Wb4mq+bPUI4vkgglHKSttvoJv7jbx4nLUVDe/kNMji+OvqU1PuaCa0nM+Qfd4xSDHXLUIrEmMKciSGhKrF2Q1W53ocjFFTCKva5TJSg1kB1nl5eVYu3Ztj8fXrl1LhhhZgi2gY7oymazUlgsC8oun/RKP9DrByc1mKA2vx+LyOMn4Igvlgh1dLjT45LjJyC4MLM1DrkGLLpdXyqBFguSCyYNPDuPPZIWeePHf27aUD7J4JiuWmiw7RFEdGXQ8qCk9zzVoJefQVKjL4ooGs1EHnVa+pYA5BeSPgXOIRMoFbdQnKyWQ/e1fdtlluPzyy7F9+3YcdthhAIBvv/0WDz30EObPn6/4AInUg69gA/HXZNmcbmlVJ1UzWQDQrygXQDN2R1k8zQvM0ymTBfjrstQyv/C76bFJH5cLZmMma0cTO9bK8g0xrdrKRasRMKLSjJ92tWHDPgsOqDBH3J7kgsmDTw7jcRd0uD1weViQkd8tSOG/t2iCazXhMi85csHqIuaaaXd50GJ1pmw/xlB4fL3RAHWCLO7I1253oaPLJTUtVwtuelEQ4/mQL3qqGTAGGrAk8rrG52nUJ0tdZF8d//rXv8JsNmPhwoVYsGABAKC6uhp33XUXrrvuOsUHSKQegbKBpjiDLC4VNOo0qhT2RovsTJYrPVf5JfMDlTJZfjc9Jo8rkuSC2ZfJ2i71C0u8VJAzqroAP+1qw8Y6C04d3zfitjaSCyYNqTYmjslh4Gu7Z9i5HDUT5YJGnRZ9CozYb3FgT6s9rYIsfh0B1HOqNZtYkBVv+wAlaPMFWXIbEXPyUyCTFdgKpjWBNVmdZOGeEsjOtwqCgBtvvBF79uxBe3s72tvbsWfPHlx//fWqF0USySFQzxxvJqs5oEdWKh8//SSHqihrsiSJR3qd4EZUmiEIQEOHQxHnSLlINVk++VJxrt/4Ih2lPvEQWJ+WLEZVFQKILshWsyA/21DCXdA/6dL2aB7Nj7GGDkdKOcl1R5ILysye1qSp+QW/jggCYNInrnFtJJSqB1QCSxz27YD/uFGzJitwDmF1euB0J6ZtgpVqslKCuH61ZrMZZnNkSQmReQRmsjocbqk2Ixa4fXuqry7KvUhb09BdEGBBIZ9wJVsyaHW4UW/pAgAM8WVveJDl9oqqOkKpQff6tGQQmMnsLai1UR+WpFGggLsgf22oSVdhjh5lPrl2bQpns/yZLHmTbL8SIb3MLySXWr1WtUXIVKhj4vAaprgzWarKBYPnEIlyzrVSTVZKoM7SCJHWdF8FaorD/EJqRJyi9u0cXjxd1x5dr6x0NgUYXR19NkNJuFSwNM+AQt9FNMeglVZw27LM/KJ7fVoyGFFphkZgGeaGXjKZ6ZqtTUekbIIj/kxW93osDpelbk/huqxY5IKA//wdbU1tquDPFqv3GzMrZLqiBPE0IgaAfCP/HaVGJgsAWhIUZEm/d1oEUxUKsgjZdLdy7W0yFomWALlgKlNhNkKvFeDxilK2JRI2l3q2u/EiOQwmOZPFMzfdgwqezcom8wtRFP31aUmwb+eY9FoM8b1fb0G2NAGkmqyEo0SfLL44Fk5qNygNbNxj6ZMFyK+pTRXsLp59VO83plQjbCXgmazCnNjmC/x7VCuTxXpksWOQLx4mwjlXFEWSC6YIFGQRsgl0FwTiq8tq7uRywdQOsjQaQWpCHM2F2uZQz3Y3XvySseT2yqptDC2P4zbuiVrxS0X2WxywOT3QagT0L8lN6nuPitJh0k5ywaShhIV7r5ks3++OL3akIvFmstItyJJcalVcyPDXZKV/Jktt6WNTpxMOtxcaAVJPykTIBR1ufy9TCrLURda373K5cPzxx+PZZ5/F0KFDEzUmIsXpLheMp1cWN74oSeEeWZx+xbnY0WzD7hYbDhlcGnHbdLa35pms7U1W2JzupGXjuExpUDc3vZI8dkFNlHY9FeHfRU1xDgy65K6FjaoqwP/W7uu1ITVfbFFTypQtKGE+wCfJ+b1kslLZxj32IIstkO1qseG+9zb2un1lYQ4uOmwgNBp1zZhsKSA7VyKLqhTtdnYNiLkmyycXVMv4gksFKwtMKPfVoSfCOTdQbUTuguoi69vX6/VYv359osZCpAlWR7BcsDEK+Vw4uIV7qmeyAGBgWS6+2QosXbMHsyb0jdgMUZILpqGUqtxsRIXZiIYOB36r78DE/sVJed/tvWSysqkhsf+7SJ5UkBNtTZ5Ud5iGx3i6ocREN1wjYg4/1mobrRBFMSXdXmOVC1YX5cCo08Dh9uJfX9dG9ZqRlWYcdkCZ7DEqiV8uqGJNlu+7tqSAXDD+mizf70ilIGu3L5ParzhXWjxMhAyeB5E5+p5OokRykf3LPffcc7Fo0SI8+OCDiRgPkQbYussF48hkpUtNFgBcfPggLPtpL36sbcHfPt2Cm44bHnbbdJYLAkwy1rC5ERv3WZISZAXVIPWoycq+TFZtmPq0ZDCyijnG7mi2odPhDpv58Gdr0/MYTycKfBNdh9sLp9sbU3azt5qs/iW50GoEWJ0eNHQ40KdA3caz3RFFUQoU5WayDDoNnj1vEn7Y1tzrtis21GNnsw1729SXFqaGXFB9Rz6O5C4YZ5Cl1mfhmax+xTn+WuME9MryL6jQuVltZAdZbrcbzz//PD755BNMmjQJeXnBk4DHHntMscERqYnVN7mqLDCh3tKlUE1W6ssFB5fn44HTD8T1S9biH59vxUEDS/CHYeUht01nuSDAJGNfbG5MmvlFo68/j0YA+pcG1yCVZGFNFncWTKZ9O6c03yj9tn+rs2DywJKQ2/mlTOl5jKcTgXVUHV2umM6XklwwTIBi0GlQU5yDHc02bGvsTLkgy+r0wFdmIjvIAoCjh1fg6OEVvW7X2OHAzmabJGVXE3/do5qZrFSSC/oyWXFauNtdHrg93ohqlESwR8pk5Ugy60TIBcn0InWQfYT9+uuvmDhxIsxmM37//Xf8/PPP0m3t2rUJGCKRavAszQDfZDjWIEsUxaBmxOnAqeP74qyD+0MUgRteX4v69tBSSb+9dXquJHHzgw1JsnHnxfY1Jbkw6oK/M0kumICLUaoi9cgqS75cEIjO/IIf43lpeoynE1qNIH3PsU52/ZbO4SeoXDKYig6DXCqo1QgJzezwdiItKRBkpULDbynIiqN9gBKIooi2OOWCgZkdaxz9PWNFCrJKciWFRiLkgv7G4xRkqY3sv8Dnn3+eiHEQaQQ/OQ0szcOPtS0xB1k2pwcOX7fzdKjJ4tx58iis3d2GTXUWXPfaz3j1sik9VsTS3d6a1+X8VmdJyoofn9SFkscVZ5nxhdPtxe4WJitRI5MFAKOrC/DZbw3YsDd8kGVNgQlgNpFv0sHq9MQeZPWSyQICzS9SL8jqDDC9SGS9GM8S8nphNZEW68hdEF0uJpUF/AtvcjHqtDDoNHC6veh0uGMO1mIlUC7Iv8/E1GSxc3M4qTeRPGKeOW3duhUffvgh7HYWmYuiqNigiNSGn/gHlPkyWZ2OmP7+/CJm0mvSSnJk0mvx9DkTkW/UYeWOFjz28e9Bz3u8ohQ8pmu6fkBJLnINWjjcXuxoTvyEizuahcrccO16S5YYX+xqscIrsgxRhVkdGW1vvdI8XlGa8KTTbzediddhMJrmpJKNe2PqOQxaYnQWlAtXVTRbY5fBK0UqyM5TRS7IpYKBWd1YMKtUlyWKIvb6Mlk1xbnSda0toXJBWgBTG9lBVnNzM6ZNm4Zhw4bhxBNPRF1dHQDgkksuwU033aT4AInUg6+SDChhF2SXR5ROgHLgF7HSNLBv786gsjw8OPtAAMDTX2zD55sbpOcCjUHSVS6o0QgYWZU8yaCUyQqRufFfjNRfWU4Ggd+FWg5vXC64eX8HXB5vj+cz4RhPN/yyrcTJBVM5kyU5C0YYvxJwVUUqyQXVtXD3B/dqLqa3cfv2HH1c50W+8NmZZPljY4dD6pFVWWiS5IKJOM54e42UWuR1u4G//hVoaOh92wxCdpB14403Qq/XY9euXcjN9Reoz5s3DytWrFB0cERqwidYxbl6qV9FLJLBdLJvD8VJY6tx3iEDAADzX1+LfT43Kl6sLAiAMck9jqKmsRFYtAhoaQm7iZTNSEaQ5ZvUDQklF5RqstSf9CQDteuxALbSmm/Uwen2hqzP4ZM/TSof4xlGvLItf5AVfuI1xFeTtbvVLmUqU4XejDuUgtdkpZRcMAVqslwev0JDDdpt8dVjcZRo7B0L3L69qjAHeq0Gxb7jzNLlgserbPBqjeK3nnSeeQb4v/8DDjmEBVxZguyr40cffYSHHnoI/fr1C3p86NCh2Llzp2IDI1IXnsnKNeqkhnqxBFktUiPi9AyyAOAvJ43EmL4FaLW5cO1rP8Pl8UoT0DxDYmsHYuaXX4DJk4FLLwWOPRboDC0NGh2F+YESuDxe7JJqkHoGFkW+mqwul1cKYDMZLtVSw76do9EIUpAdqilxoLNgSh7jGYhfthWjXDAKuV2F2Yg8gxYeryj9JlMFPikuSLhc0FeTZY1NBq8kqeDgmR/w3mpKBtvidBbk8CC9e7/PRMPrsfr6GmNzG3pRRExKoEh0OtQ/boKoqwP+8hf2/z/9CdClyLiSgOwgy2q1BmWwOC0tLTAa00/2Rcgn0FWs3Fcz0hBDkNWUxnJBjlGnxVNnT4TZqMOana149KPNUqo+JQ0B3nsPOOwwYNcudv+nn4Azzwy5siQ5zO2zJHSysavFBo9XRK5Biz4FPY8Fs1EHna+hYjZks6R+YSqZXnAC//7dSYUV9myjIM7amN6aEQOAIAiSZDfV6rJibUQsF66s6HL5F8zUwp4CckGNRgjI/qhXFxtvI2KOWSW5YKB9OwDotBppwUPp65o1ivrLpHLTTYDFAhx0EHDZZWqPJqnIDrKOPPJIvPTSS9J9QRDg9Xrx8MMP4+ijj1Z0cERqYg0oxuVBVkyZrDSXC3IGlObh4TljAQD//HI73lvP6hRTagIqisATTwCnnMIyV8ccA7z/PmAyscDruuvYNgEM62OGViOg2eqMKYiOltoAZ8FQWRFBEAJs3DM/yOLyvCEhsnrJJJL5RSrUimQb8RhfeL2itPjTm4SIy1S3p1hdVqyNiOWSa9BKEli167JSZcEuFcwv2uNsRMzJV+mz7AkwveAkqiFxSvXJ+uQT4LXXAI0GePZZQJtd1wzZQdbDDz+M5557DieccAKcTif+9Kc/YcyYMfjqq6/w0EMPJWKMRArh8vhtVPMMWr9csDN2uWC69MiKxAkHVuHCwwYCYEYYQAql6l0u4I9/BG68EfB62UrSihXACScAr7zCiseeeQZ45JGgl5n0WgzxrWqHkowpxfam3uVxvEg4EU5MqUS7zSX1jhuoolwQCO6V1T2T6e/fkyLHeBYQTy2JzeWR1lB6C1Ik84sU65XVkSR3QUEQUOa7rjXFcF1TEnuA9FxN+HfetXsvMGsWELDQniyUymT5jS+SHWT57ds5vC5L6R6Q0WStk4LDAVx9Nfv/1VcDEyeqOx4VkB1kjRkzBr///juOOOIInHrqqbBarTj99NPx888/Y8iQIYkYI5FCBMoncg3xZbKaMqAmK5DbTxyJcf0Kpfspscrf2sqCqX/+kwVTCxey/+t9F6rTTwcef5z9/9ZbgddfD3o575eVSPMLnrkJVY/FKU6hBqGJhAecfQqMqhctD+2TD51GQJvNhX3dmm7bqRFx0onHXZDXY+k0Qq9GJZKNe1NqyQUtSZILAqnTkDhVMsZmkx4QRQy69Trgv/8FLrkE+PnnpI6BuwsWxtgji8PlgtakB1lcLhiYyUpMQ+Jos9YJ55FHgN9/ByorgXvvVXcsKhHTX6CwsBB//vOflR4LIZMftjfj2td+xt2njMaJB1Yl5T15LYZeK8Cg08QnF+Q1WWkuF+QYdBr84+yJmPnk17B0uVW/MGLrVuCkk4DNm4G8PJayP/nknttdfz1QWwv87W/A+ecD1dXAkUcCYJKxt3/ei18jNKWNF8lZMEINkj+TldlBFq/HUtP0gmPUaXFART5+q+/Axn0W9C3yr8DyonG1ZUw96OgAdu4Eduxg8tfjj/cvKKQ58bgL8vqT/Cga+XK5YKrZuEvugkmYOPJrUjPJBQGwAP/MdR+i4pvP2ANuN3DuucCaNUxyHgfzX1+LZT/vjXp7pdwFk5nJ8nr9PbKCMlkJkwv6MqBqBlnbtwP33cf+/9hjQGFh5O0zlJj+Aq2trVi0aBE2bdoEABg1ahQuuugilJSUKDo4IjIfb9yPxg4HPtxQn7Qgy9rNtSaeIEuycE9j44vu1JTk4vF543Hdaz/j0CGl6g3kyy9ZlqqlBaipAd55Bxg3Lvz2CxcyM4y33wZOPRX4/ntg+HBMGlgMAPhqSyOsDndCTtrbG3sPLPw27pktF6zzZYwCVzvVZFR1gRRkHTuqj/S4zaXSCrvdDvz2mz+Q2rkz+P/dWxIMHQrcfz8wezbL5KYx8bgL8gAlGtkZN75o6nSi3e6Ke1KrFH7ji8RPHFPBxl0UxZSRCw60NODmzxexOwsWAM8/D2zcCNx+O5tAx0htk1VWgGXUaTB5QHHM7weoU5PV2OmA0+OFViOgqtAflCbquqZ6M2JRBK65BujqAqZNY+ZaWYrsX+5XX32Fk08+GYWFhZg8eTIA4Mknn8Q999yDd955B3/4wx8UHyQRmt0+i926blKeRGLrJhOqMLMThtyaLFEUpVXCTJELcqaN7IO1dx4HvVah/kFeL6up+vZblnavrASqqoJv/LGCAuCFF4ArrmC1WAcfDPzvf+z5SGi1wH/+wwwxfvyRSQy//x4TaiowqCwPtU1WfPBrPeZM6hd5PzKxdLmkuoeIQVaKyHcSDf8ueE2I2oyqKsAy7MXGuuCaPL9cMAmTP1EEvv4aePFF4M03WbYqEsXFwMCBwJ49wJYtwNy57Hfw8MPAUUclfrwJIh7zAb44Fk2Akm/UoU+BEfstDtQ2WTG+pkj2+yUCv4V74oM+/vvjags1cHq8cPv6J6mayfJ6cf6/7ka+0449B05Gv3vvBQ4/nKkkHn+c/XvMMTHteuma3QCAI4eW4fF543vdPtegjbvWWY2aLF6PVVlggi5gXpAohYbqfbLefhv44APAYACeeirtF7jiQfZf4Oqrr8a8efPwzDPPQOtzCfF4PLjqqqtw9dVX45dfflF8kERouMZ3vyV5QVb3gkqeyWqxOuHyeKMOLDodbslAI1PkgoEoFmABwN//Djz3HPv/hg2Rt83JYav9AHDGGSzgysmJ+BKJ3FyW8Tr0UGDbNuCUUyB8/jnmTOqHRz7cjDdX71Y8yOLF9eVmY8Rai2yRC6aaGQw3v9jQrSYvKXLB2lpWYP/SS0x6wiktBYYMAQYMYLeBA4P/NZvZdh0dLEP76KPAypXA1KnAzJnAgw8CY8ZENwaXiy1uvPsu8OmnbLJQVsbGUFbmvwXeLy1lkluFXbQK4nAXlOSCUU66BpXlYb/Fge2NnSkXZGVLJsseVP+sYpD1t79h8IbVsOpNePu6/8O1Wi37HV1+ObsuXXghsH49UFQka7cer4hlP7Es1pkH9U/awpJk4Z7ETJbkLFgSfC0uykuMay6fp6livtXZyUoQANYTa/jw5I8hhZD9F9i6dSuWLl0qBVgAoNVqMX/+/CBrdyLx8NWRuvYuiKKYlKagtoBGxACzU9VpBLi9Ipo7nagsjE6fzSeTOfr4V6YymvXr2YkKYM38hg9njf3q6oD6ev//6+pYHwoeYP31r8BddzHbVDmUlzNr90MPZRPTs8/GrEX/waMfbcaPtS3Y1WxD/1LlpGy8uH5wLzVIRVkiF5SCrBRZeBhdxXT0e1rtQdIxe6Lkgh0dLFv14ovAV1/5HzebWUbqwguBI46IbmXUbGa/gSuvBO65h00I33uPHd8XXMAeq6np+bqmJrYK++67wIcfAu0xOGsOGAD83/8BZ58t/zcYhnjcBaV6pigDlMHl+fhhe4sk5U0F/BbuyTO+ULMmi5teGLQaZRft5LBpE5MHArjvmEvgLgpQRCxcyBYetm1jLUBkzv++3dqEuvYuFOboMW1khZKjjgj/DSQ3k9XT9AIIML6wKnddE0VRarOjSibr7ruZimDwYCYnzXJk/wUmTpyITZs2YXi36HTTpk0YF6nmg1CUdrsLFt+F0+n2otXmSorsztpNLqjRMLvbeksXGjq6og6ymtKxR1ZbG/Drr8CkSdFnh+LBbmeTNKeTGVbcc0/kyaXNxoItkwno2zf29x02DFi+nGmp//c/VPe/HUeMPRtfb23G0p/2YP6xw2LfdzdqJWfByEEW165neiaL/y5SRUJbmKtH36Ic7G2zY1OdBYcMZnWG/mbECl3Ev/2W9VBZtowdxwA71qdPZwHRrFks0xoLlZXA008DN9wA/PnPwNKlLMO7ZAmbHN52G6tHfPddFoT98ENwz7iyMrZyf8IJTI7b1AQ0N7N/A2+Bj+3cCZx3HqtXefhh9jnihGdwbE4PPF4RWk30i2qdMuVDfNEjVcwvRFFMak1WmWR8oZ5c0Ka26YXbzX57Dgf2TvkDXh13PE4IDPDz84GXX2aLHi+/zHowzpkT9e6XrtkDADh1fDVM+uR9RjWML0LZtwNASQL6PzrcXnh8MtOk12T98ovfrfgf/0jOPCnFiepstX79eun/1113Ha6//nps3boVhxxyCADghx9+wFNPPYUHH3wwMaMkesCdajj17V1JmZj5LWX9h065mQVZcswvUk0WFRavl5lILFoEvPUWK+QsKwOuuord+vTpfR+x8qc/MXlgZSV7/95W73NzmYxKCQ4/nNVonXEG8Pe/4+55HTijfBreWrMHN0wbCo2MCV4ktvkmcdzRLBwleWzFryXDgyxeA5IqNVkAkwzubbNj476AIMuhYCZr8WLg4ov994cPZ5O7c88NnWmKlWHDWJbsxx/Zb+urr1gAtHAh4PEEbzt+PAusTjoJOOggedI/mw148knggQeYzfWxxwIzZrD3Gjs2+v00NLBzzpIlwPr1KB41Gn92lWNt1XBYfx+OguFDoq516JTpzMcXPbY1poaNu8PthcvDJo7JkQv6ZPAqygVVt29/8EFg1SqgqAjr7noU+KKhZxb10ENZpuu++1gd8OGHs9rgXmi3u/DhhnoAUFyC3htmFTJZu1tCZ7ISodAI/FxJNUzhteMeDzPdOuGE5L13ChPVX2D8+PEQBCGoIeWfuIQpgLPPPhvz5s1TbnREWPjKCKfeYpfqJxJJKNeaWBwG+WQyVVbse7B3L1vtfv754HqQ/Hy2Un3PPcBDD7GJ4I03AqNHK/v+773HVoIANo7ycmX3Hw1z5rB6lptuwuDXX8A3ulfx+thj8fOhxZh01ARF3iLaTBa/GLUpKKtINURRlBYfVPld/P47k9IZjSxgz8kBcnMxo74ZzXsb0fKdFahwAbm58FiY+UTcE8BXX2U9dwAW0N94IzBlSmILpadMAb74gv3GbruNLWTk5LBs08yZ7NYvjolfbi7b76WXMsng008z2eFHH0WWKQKsr93bb7PA6rPPgoI/zXff4jJ+Z/lDbIFnyhT/7aCDWKYtBJ0y++YM8i167Gi2wusVFVtUiRXeI0sQkjNxLA2QCyZLit8dVYOsn39msi8A+Pvfoe/fH0BD6B5td9zBzhs//8wWS95/v9ff77vr98Hh9mJ4HzMO7Jtca++8gJqsZP1tw2WyivP8tcZKjcUq1WNpk/u7ffFFpkjIywOeeCJ575viRHW2qq2tTfQ4CJns7pHJSo6sIWQmK19+kOWXC6bOij1cLiYZ+ve/gRUr2MoMwGo7zj6bTQYnTGCToIUL2Yr4okXsNmMGMH8+W7WO90RZXw9cdBH7/w03sH2rxfz5wIgRwL33wvTDD7jgp/fgmfYhcN65bCIZR1Gr1ytG3ReKywU7HG5ZBivphKXLLa3WJz3IslpZkLF7d4+n5vhuAIBb2T8LtVoMPXg2cmc/Evt7vvUW68smiqxu6umnk+dCJQgsS3XCCSy4HDhQeWlLWRmbbFx7LatNeOMNv0zxhhvY76ewkNWhvfMOe3zFCnYe4kyezOyPjzoK2LABbz79Fobv2oQDm3ZA2L+fyXqXL/d/pjFj2OJMN5ffTpk1WTXFOdBrBXS5vKizdAX1SFMDqabMoEvKxJHL2B1uL6xOjyq1LYpLcqPF4WC/S7ebZSTOOQfmWtYaIaTpisHAVA8TJ7Lj99lnWUYjAm+uZlLBOZP6JT2A5X9Lt1eEw+1NuFTR6xWxt61njyzAf11ze0V0ONyKOGeq0iOruRm45Rb2/7vvVlaBkOZE9VcYMGBAosdByKRHJqvdHmZLZelekwUEZLJk2LinlFxwzx7WiPell5hEh3PkkSywmjOHrc5w5s5lt+++YzUXb7/NVqo//JBNcubPZ0GZMYYA0utlAVZjI5MWPfBA/J8vXk48ETjhBPz++jvYf9udOHLnWjZZfPFF9t0sWMCCT5nUW7pgd3mg0wioKYlcb1OYo4cgsPl4q80ptQ7IJJp9v598oy6pNQoA2HG2ezeTph52GJO82e2AzQZXRyf21bcix+VAudYDwW6HzuXCNd+/gYabW4DlS+U3mnznHRY8eDzMzEItm1+tFhg5MrHvMWQI8Prr7LzAZYoPPgj8619MXvXRR0yGzDnwQPbdzJsXLP+dPBnPNA7A9iYr3jh/HA5u28UWevhtxw5WE3HGGcywoNjfT0huTZZOq0H/klxsa7SittGaMkFWMqSCAAtscvRa2F0etHQ6VQqyVGr4feedrPa4vJwFTILQu+nKqFHsmL7xRuDmm1k977DQtbtbGzqwdncbtBoBp02Io3Y4RgIzoZ0Od8LPtQ0dDrg8rIaysiD4umXSa6XjrM3qUibIkpm1VoTbbmOB1pgxrM6VkIjpr7Bv3z588803aGhogJev9vu4jr7gpMDdang/k/ok2bh3dxcEYpML8gml6sYX27axYKqujt2vrGSSnosvDnuRkDjsMHbbvp3VYCxaxC5OF1/MAo/bb2d1WzoZP7N//IOtBppMwGuvsX9TAUHA0Hkn4497C2Be9xOe2rkCfb/6mNW4vPkmC8Ruv51NGqOEZ7H6l+T2mpnSagQU5ujRZnOhzebKyCBLNang1q3AI76M1NNPM5OJAHSiiJPv/giWLjfeu+4IjK4uxMPn/RXXLXkYFV99wqRq//tf9FnNjz5iwbnbDZx1FsscK+TAl9JwmeK77wK33soCIZ6FGjbMH1iNGhV2FzwTZYHef/7h1NcDRx/NmjXfdBOTOvuQW5MFMMngtkYrtjd14oihZdF/zgTQKQVZyWuMXJJnwN42O5qsDkUdVaPFJjUiTmKQ9d13/nPBc89JMvWo2gdcdx1bPPnsM2b68u23Ia99b/oML44eXi7NHZKJRsOCRnNjHfKPmQqMGMpqyhKUfeEL4tVFwT2yOMW5etjbPWi1ORU5zjoD5IJJ4bvv2DkcYEG5PjWal6cKsq9sL7zwAgYNGoRLLrkEjz76KB5//HHp9gTpMJMGD7IOGlgCIHkNiUNlsipiCbKkCaWKcsE9e5hEqq6OTWz++1/mMvbgg70HWIEMHsxkQbt3swtUv37A/v2sV8RBBwHffx/dfn75xW/XvnBhxMmWGgiCgDmTarC2ejiuP/MuZi9/1llsgvz++8xlatYsJjeJgu2+ovre6rE4XFrRmqENiVVx3BRFdpw6nUyWetppPTYRBKFHv6z3xx6DOec8DGdVNbB5M2v2+/77vb/fF18Ap57K3m/2bJY9VrifVEojCMwpdP16lgm+5x7gp59YYHT33b3+5qWGxI4Qk93KSjbZEQRmJvLRR9JTUiZLRiZoiO93mQo27sl0FuRwh0G1zC9sye51ZLWyBUavlwVJAecC/r13ubxwebyhX6/RMIVDYSFr/xFCheH2ePG2rzdWsg0vAsnXC1j43uMwrfqBOSMOH85+i3blFUGSfXtR6ACK1xsrZepk7dbLNKHs388WhgC2uCxjkTVbkB1k/fWvf8Udd9yB9vZ27NixA7W1tdJte6BBAJFQ+OrI5AFMElKfpCArYiZLhlywWW0L94YGFmDt2AEccADr93HqqfGtwhQVManE9u1sRae4GFi7lq02X3opM8wIh93OAhaHg9WK9KJpV4vTJ/aFRgBW72xFbdVgZlyweTP7fHo9C1TPPbenW1sItnNnwfLIzoIcqadIhvbKUkVC++67LDjS61k2Noxkb3Q1kwNu9AVZNqcHv1YegG3vf8EurBYLO24ffDDY/jyQb79l23R1sX9ffVVeljeT0OlY3ctf/8qktlFKJc1G9hsI20j18MOBa65h/7/8ctYYFPLlgoC/TnJ7Cti4J1suCAT2ylLHxt2WqF504bj1VpbV7tuXnQsCCAzOI/Zpq6lh0l+ALRqsXh309NdbmtDQ4UBxrh7HjEigM28vnL/qfzhs13p4cnLZb8ZuZzLJESOYMiPcOSwGdreENr3g8ONMqfYk1hh+6zHhdDJFwp49LEh97LHEvl+aIjvIstlsOPPMM6HJBnlHitJud0knusm+TFay5IIRa7LSxcK9tRU47jgWHNTUAJ98wlaBlUKvZ3a2mzf7rakXLWInouee8xtqBMLt2vv0ic6uXSX6FJjwh2FMQrJ0jc8k4YADWH3J+++zIuilS4Grr+71QsVXyHszveAUJ6CnSCrBHTdLk5XdtdtZFgtg8rII2dtRVSyTtbGOBVl2n5TJ1K+ayYMuv5z9vRcsYIsFvNcVZ+VKZjJhtbLf3ptvsmOFkAUPMiyRJrr338+aIe/cyfqCIbCRb/QTL774sT0FbNy5u2B+UuWC7HeoVkNiezLdBV991R8cPf88WzAMQK/VIMdXuxQ2wOecfTarC/R4WLZ65UrpKX9vrL4w6FSaQ27YgEvfZ/K23/90F/D116xmsqaGKVnOOIPJbtetU+TtwjUi5hQp3JC4M1nGF9dfD3zzDXM0/d//5NflZgmyj/JLLrkEb775ZiLGQkQJz2KV5Rsw0DdB7ehySysYiSSUuyDv6WNzeqLqPaGqVXVnJ6sfWreOBTSffsomJImgvJwFTN9+y0wsWlpY8HXoocCaNf7tAu3aX3wRqKhIzHgUYu4kpl1f9tNeqekhAJYZ/M9/WID4z3+ylcEI1Eo9sqILsooyPMiSGhEnK7v7yCNAbS1bufZNxsPB5YKb9lng9YrSYkuuQcuCpX/+E3jmGZahef11Jh3duZO9eO1aJkXs6ACmTmVGMalSa5hmmKXamAjn2fx8tpgDAH//O/DddwE1WdEHKXzxY2+bHQ5375npRKJGJktqSKySXJC7xOUkUi7Y1cXqhs85h92/6iq2CBICf4DfSzAgCOxcMHgwC1oOPxx44AG0ddjx8cb9AIC5k1WSCjqdwLnnwuB24rPBk7H5lLPYeM84g0l277yTnZu+/JK5Jf7xj5EVKFGwpy1yJkvpxUN/JiuBwfk//ymZouDVV+NyGc50ZAdZDzzwAL788ktMnToV1157LebPnx90IxIPb2zXtziXFXD6ViySkc0K1Scrz6iTMlvRZLM6HG44fbrupK3aA+yCcuqpwA8/MCnfxx8DQ4cm/n0PO4wFVU88wezgV65ktVrXXMOyXali1x4l00ZWoDBHj7r2Lny7tdsFaO5cZp4AAPfeyyZ5IXC4PdJiwaCoa7J4TxGSC8bNjh3+momFC9nEPAJDyvNh0GrQ4XBje1MneGwd5Hx25ZVs0aK8nPXMmTyZLTJMnw60tbHfwTvvsD5SRExINVm9TXSPO465NooicMklcFjZby1PxsSrLN8Ag04DUQQaLOpI5jhqygVbQmWy7HaW+ZkzB9i4MSHvb3f1VI0oyu+/A4ccwgIigMkFI9TV50vHXhSLuSUl7Jp3xhnM4Ob222GfOg0lrQ0YWVUgyY+Tzl13AWvXojO/ELeecD06nAGLB7m57PnNm9m4vV4WSAwdytyHXbFdd/yZrDBBVp7CQZakNkrQb+Wbb/yS5PvuY30FibDEFGR9+OGH2L9/P3755Rf8/PPP0m3t2rUJGCLRne6N7foUslXhZNRlhcpkAfIkg7yQONegTZ49rcvFAoDPPmMTyhUrmFVystDpWHp982YmpxBFdpEeOTK17NqjwKTX4tTx1QD88o8grrySFREDzHHqtdd6bLKz2QavCJiNOqnPWm8UR5r0ZAC89iMpdYo33sgWHY4+mk0oesGg02BoHxaIrdrRKj2e293++A9/YHUYEyawFeBLL2XWvgcdxOSkvQRzRGTMcia6CxeybP1vv+GKr9hv0CwjkyUIfsvpZMnRw9HpM/pQwuI6WngPxyC5YFubX455zTWs19u8eSxDojAJtXB/5RWWqVm3ji2KfPABq6eMUJNsjsZhMJCiItb77fnngbw8VP30PVYsvgY3d/6qwAeIgW+/BR56CACw9PI70JhfHFr62L8/y8Z/+SUwbhz7m99wAwu2br2VBY9R1mx5vCL2+XpkhWtTonStcUKNL3bvZhJQt5sd97fdpvx7ZBiyg6yFCxfi+eefx6ZNm/DFF1/g888/l26fffZZIsZIdKP7ykhVUoOsnpksQF6QldTJJMC04eedx4r8TSb278EHJ+e9u1NVxS5wn37KimxFkY3p1VfTSkLFnaE+3FCPdnuIi8Nf/uJf7Tr/fBbUBsDrsQaX50XdjJLLKpQqEE41uCwp4Y6bK1YwgxKdjmUao/z+R/skg6t2sMakBp0mpCUx+vdnq51nnsnujx/P3pM0+3ETdSYLYNkEX1b5yh+XYtT+7bIyWQBQmcRrSyTUyGTxjHJzp4M50N56Kzu2//xntjA2YABQWsradtx/v+Lvz+WCiroL2mys9+O557L6yKlTmZz3+ON7fWmBnACfIwjARRdh20dfY13lUBR1dWLaX65isnlrEg1VOjrYdcjrBS64ADuOYoqRiCUWf/gDC6j++U/WWHznTuDhh1mGfuhQ1rJk7dqIAVdDRxdcHhE6jYA+BaGv70q75vLjRnHjC7udOU42NLDgM4Vrx1MJ2UGW0WjE4WTTqCo8yKrxFVImc7VR6iYeNpPV+xiSNpkE2AnwiivYypReDyxbBhx1VOLftzeOOYatIr7wAgu4Ro9We0SyOLBvIYb3McPh9uLd9ft6biAITGJx1lls1Wv2bCbT9LG9iRXTR2t6AWS+u2BzMuSCDoe/WeR118k67rj5xZqdLJMVsSA/N5ctHPz0E2thUFIS85AJPzybEE3tKwDg9NNhO/k06L0ePLLiSejEMPbbYZCuLdkYZOUb0L+1Dpe+8jAwaBCbYHd0sN/Myy8DW7b4pdH33cds+RVEkgsqVVuzYQPLKD//PDs/33UXM32qro7q5bIC/G681mLEnHMfxoqZ57P3fu45FqwkS/00fz5z/e3fH/jb36QApNffkVbLTH127mRmPXPnAjk5rL/mAw+wjP3w4WxRcf36HgEXL+2oLsqBVhM6IPHLBZUyvvDVyypZkyWKwGWXsfN5WRlbpMuL/tqdzcgOsq6//nr8PUydBZEcussFk7Xa6PGKsIexleXNYaOxceeTybJE156IIju5LlrEeni8+ipzOEsVDAbWlySwoWiawHpmsWxWSMkg4O+bMmMGW0GdOVOqX6iVMlnRy8eU1q6nEqIoSiuZCc3wPv44mxz26dOrMUl3RvnqKHY2++p7elthFwQ2CUmjDG2qI0su6GP3PQ+jzZSP0fVbmYRQBlwlkaw+jOHgE3s5xh1xsXYtDrj+Mnz+ryswa+W7bHGC1xSuX88yQXo9m3TPmsUWki6+mP2rEJJcsLskVy6iyAKrgw5i59+qKrawd+edsnrUcamprEwWAJfHi/+u3QuXVg/tww+zWujqamY0MWUKOyeFctxViuXL/f3jXnoJKCyUV18GsEWjOXOAN95gWczXX2cLhyYTO5/edx/L7owcyWSXvuOg+1wtFP5a4xS2cF+4kClwtFoWbA4cqNy+MxzZQdbKlSvx4osvYvDgwTj55JNx+umnB92ICNhscfdfEEURe7tZglYm6ULIpYJAT72vrJqsZDgLbt8OXHutv5B30SJ2kiQU47QJfaHVCPh5Vxu2NnSE3shgYHULU6Ywd8XjjgN27ZJ678jLZGVuM2KL3Q23z00iYb+LPXuYGQnAnAULCmS9fGSVOeh+0uopCYmo3AW70V5YinuPuYzdufNOZngQJVzitF/lmqykZbJsNrbwNWECcpcthVb04rPBk2H7+DN/n7fA9jWCwGpri4uZtExmEBtxKErIBTs6mFT+kkuY3GvGDJY9Ovpo2bvi333UWVQfX2xuRFOnE2X5BkwdXg5Mm8ZUHLwp+fz5zPG3vl72mHqloYHVhQKsTYVPxeLPZMWQPcrLY3WsS5eygOu111igbTSymusFCyS31t5ML4DEuQsqZnzx4YdMKgswdcrUqcrsN0uQHWQVFRXh9NNPx1FHHYWysjIUFhYG3YgInHce+5F/9lnMwVa73YUO349IymRJckHlu5UHwlfWtBoBxm49Lrh5QTRBVpMv26W4VfWuXcCjj7IVuyFD/H0//v535rRFKEq52Yijh/OeWXvDb5iXx2zqR44E9u4FjjsOrTtY9mtwlM6CgH/Fr93ugtcb32JFqtHkq1M0G3Uw6hIUvNx0E5tEHnEEW4mXidmkx4BSf/F20pqkEhJR22gHYHW48daYY/DTiINYRubSS6POHPgzWYm9tvSGJRlB1q5dwJFHsmyHRgOcdRZmXfYULp57FxrGR6jhrapi2RiABbG//fb/7d15fFNl9j/wz02apGu6AW2BssumsggzWFRARcFtdETUUQd1GBXFDVzx5+4ouO/jfHVcGAdkBHVcRkVFxK0iogiiomyytGUr3ds0y/398eS5SZc0uTc3bdp83q9XX0qbpreQ3HvPc85zjimHU+c2oezr/PMDGYgFC0TzGYMjQmSA3+aMtlbIeYpnjOoFm9zD2a2bGOXwzDMiG7R8ucgEvfuuoWNrlaqKUr99+4DDDgssMAGRlwuGk54u9p6+/roI6ORA3gceAJYuDcpkhe6oKudkNbh92my0aNSY2fhi82bx+/l8IlC/4oronzPB6A6yXnzxxTY/KISyMnEC+ewzsZJjMNiSKyPd0h1I9pcRBMoFY9tmV66QpNqtLZoVaJmsCMoFy7VyQRP2ZJWUiNWV8ePFRuQbbhDdzSwW8fe8dGmgAQOZ7ixtZtYueLxt3Ljl5ooLaWEhsGkTnlh4Cw4r26wrkyXnZPlUfTeZnYGW3Y1VqeDHH4tSF4tFzGQzuGFZ7ssCGGR1hOBsQqQLDdUuD6AoePHP88SCx2efic38EZDXlj0d3MI95t0FP/9cLM7JPScffwwsXox9A4cCiGAg8YwZonmEyyXKBr3R3ywHMlkG32fFxaK80WoFVq4U2QiL7ls+TbqBPVkHalxY8dNeAMBZzWdjKYroRLt2reiuu3evKCm/9lrR+TRaL74ohuTabGJ+Y1DZciDIMnH+m9MpurZef73488UXQ924EQBQmBM6k5XuSILNKs7HZmSz5GJ41OWC1dUi21hRIWZ7Pv00G10Y0EEjtxNQfr5YFbjySlFCZTDYaq3GV2ay9te40OiJXW2zfPO2loZu13LBvXvFG37iRKB3b3FSLi4WJ4CJE8XXSkrEpl6WCMbUcUN7ICfNjr3VLnzWfGZWc4WFwAcfwJOdg8P2bME7C69F6rlnAxs2RPSz7EkW7cKhtXGvqhJBw0knibKNKMtxO8oB/+JETJpeuN2idBYQK5EjRxp+qqZBVvs1ISBB7otR1cA8nHBkm+qG3oWBMRE33igyN2EEgqyGDsseu70+NLjFdS0mmaxnnxWNiGTXtG++0crKZBv3sGMj5AD2jAxxLZLD5aOgjUuxGfyd77xT/PfCC0WGLkpG9gO+ua4EHp+Kw3tlYmh+iPLk4cOB1avFiBNALJqOGxfd/LGtWwPP97e/tTjnyYCxJhaLdfPni3u72lpc/dRNcDbUtJnJUhRFW0A0I8iqaWWWqW4+n6i8+vFHsX/utddEOSTppjvI6t+/PwYMGBDyw6gFCxZAURRce+212ucaGhowe/Zs5ObmIj09HdOmTcOePXsM/4wO16uXKF3burVlsDVpklhtCnOTqHUWDJq5kJNmh92fht8bQXc/o2rb6Fojg6z9NY3whrkY76+JYoP/hg2ifeqVVwKffir+vsaPFyfmXbuATz4RN5J5efqfm3SzJ1kCM7O+CdEAI9jQofjgpbfx2qHHwqcoomRk5EgxOyyCvSKytKJ+3Xrx79yrlwgg3n9fPMf06aI8pJM5oC08xOBC9uST4mLZrVtgfplBw3sGbpS4J6v9JdssSPJ3KYu01ElmgdIdScDs2cBRRwE1NeLmdvx48bnnnhPBRbMMQvd0BywK4PGpWklrewu+qTd1M7/bLc4hl10m/v/ss8W+q759tYc0aeMeTp8+Yq8jINp7b91q+NB8wU2mjNwsf/kl8MEHYkzDrbcaPo5gTgOZLNkUaXrzLFZzycli//T//ifmdq1fD4wZI4YB610483hEYFlTI4LL665r8RDTygVbk5QELFkCtU8fFO7fhUfeeRi9M9s+r2udc2ujC/pUVTWn8cVtt4ksoMMhrtEFBVEdVyLTHWRde+21uOaaa7SPK664AkVFRaisrMSll15q6CDWrFmD//u//8OIESOafH7OnDl4++23sXTpUqxatQolJSVdo7mGDLa2bAkEW59+KlbTwgRbrW2kVBQFef43cSw7DLaVycpJs0NRRAfCcKsx5XJOlt4bSq9X7CeoqhIzph56SLRW/eIL0Y46wla0ZC7ZZfDDH/dE1CHpB3sOrjv1Ojz5+OsiKFJVkYUaNkyU2mzf3vo3ut04ddMXWLL4Zhx64lGinr+mRnzfZZeJi9trr4kWy2+8YeJvGHtyrEE3s8sFV6wI3GQtWCA26Efh0J6BfbdpDLLanaIoujMKNcFzcywW0QSosFDMKSouFm3IL71UlMulp4v9K3/+M/Dww0ha9Qn62cTP6ag27vKmPtVubX0umxH79gGTJ4tziKKI7nBLlrRoS60FWZE227nkEtFUoq5OXKsMZtZlgAUYLBeUnUMvuki0nzeB3qYrG0sq8WNpFexWC/4wMsJr88kniwDrxBNFwH/55aKpxP4wVRK//SYWCqZPF0Ha55+L1/LCha12UNSCLJ37yyLWrRv2LVwMl9WGyVvWIO/xB9t8uFnNLxrcPsg17lSjQdbixYG5b88/33EzRbsI3f8K18gUbDNPP/00vvnmG90HUFNTg/PPPx/PPfcc/va3v2mfr6ysxPPPP4/FixfjuOOOAyD2gw0bNgxfffUVjjzySN0/K+707i2CrZtuEpPIn302EGwdfbSoV/7jH0X7UL9QLUELnCnYWV4f01lZsjyltZO+zWpBTqodB2obsa/ahW7prQdQqqpqpRe6M1lPPw18/bWoff7oIxGsUoc7tGcmhhc48WNpFd76vgQzivq1+Xg5iDhj9EjgqjNEt6vbbxf7B158UdTP//WvokNTr16i9PO554Bnn8XNJWIml89qheWMM8Qq/KRJ4kbpssvECuaGDcCZZ4rmDk88EXVg0R5i0nHz3XfF34PLJfY6XHxx1E+Z53QgJ82O8tpGlgt2kIxkGw7WuSPOKMgbSVkihSFDRJbl11+B774T77/vvhMfBw6IeUobN4r3IYAPLVZ8VzAYqTWnAn+eJuYb6Wj9HS15U29aFmvdOrHXZMcOUd63aBFw2mmtPlTukZSLIGFZLOJcdfjhYrH0uedEAKtTXVADhGS9jXA+/1xcH5OStC53ZtDbXVBmsU4YnqeVw0UkPx947z1RnXLTTSKjsmaNmE3mvxdETQ2wapXY5/vBB6KrX7DsbBEghAgw5XuhttELn0+FJcQMq2hs6zMUS6fMxkPvPgbLXXeJ982pp7b6WBlktVik/PVX0X7/jDNECWUYwf82qUZa/69ZIxpcAOLv/vzz9T8HNWHanqyTTjoJr732mu7vmz17Nk455RRMnjy5yefXrl0Lt9vd5PNDhw5Fnz59UFxcHPL5XC4XqqqqmnzEPRlsbdkibhrtdnGivOACccKZOVMEXz6fNtyueY1ve8zKkhtxQ3WtiWRfVlWDB26vgVbVO3aIEgxArMgzwIorMpt17/9+wu/v/ajNjxU/i5Lf/rKz4KhRYpbJV18BJ5wgSneeeUZ0iJw8WZTv3HknUFKCqsxcPD7+XCxZskq00D322MBm3NGjxUVi3jxxs/Pvf4tV+ffe0/W7qKqKa5Z8h6tf+S6mexyDyY6buSEWJ3R7801xYXa5xA3la69FteldUhRF25fFcsGOEegwaKBcUEpKEhng884TndA+/FBkd3btEosd99wj5gD17w+rz4uxu3/CoKcfBI48UnSnO+cccfO3K4IS4SjJJjem7Md69VVRIrljBzBokNgLFCLAAgLNmcr1lEoOHBjIBFx/PbBzp+7DlF3mUu1W/QGA3It18cWmzjPSk8mqcXnw5jqxICavDbpYLKKJxOrVYlGgpERcCy68UJzzc3JEwPLkkyLAslrFv+tdd4ns7N69YoE6hOD3Qri9jQ1uL2a9vBbXLvkOqo7M5K6D9Vh2+GR8OMlffXXBBSJoakV2mr9cUA4krq4WQc6hh4r7naOOEgvxYbqCBtq3G3jdlJSIa0VDg/i7vfdefd9PrTItyFq2bBlycnJ0fc+SJUvw7bffYr7cjBukrKwMdrsdWVlZTT6fl5eHsjbmKcyfP79JS/nCwkJdx9ShevcWG2a3bBHp/v79xZvthReAiROhDhqEP/z3WfQ5WNoik9Ues7LaymQBkQVZsrY93ZGkdUcMS1VF7XxtrTjZXHaZjqOm9nDG6F7ITLHB5fFhb7WrzQ+3V0Wq3YoRvZqNfBg3TqxKrlolauldLlHu5vGIzO4rr+Dx5z/Co8dcgF3pua0fiMMhbnC++AIYPFhcOE4+WZTxRLjgsrO8Hm+uK8Fb35fggffNacccjpbdNSOT9eqrouGL2y3KZ5YuNXXT8iR/2/7gJhjUfvSXC0bY/lxRxOLVqaeKEtNly4CtW/Hocx/g5ilXYtNRJwKZmWLe3auvisW/wkJxIzh3LvDOO8C2baYPlq3R2rdH2Vnw7rtFcCjnRX39tQg025Cjt1xQuuoq0ZGtulpcr3SWDYa71ob02WfinGmzmZrFApruY2pr37Wqqvh/b2xAeW0jemWl4JhDuhn/oaNHi+6Dl14q/g7/9S+x79rtFgHkZZeJ9un794tz/u23i4WApLZf644ki9bRL1xm7p53fsT7G8vw33UlWLP9YMSHLrd2rLz0FnHfUlkpAr+amhaP1RpfVDeIEsfBg8Xih9st/t/rBW6+WVzL9u4N+TMNt2+vrxeLcqWl4v0s2/5T1HQvDY0ePbpJ+25VVVFWVoZ9+/bh73//e8TPs3PnTlxzzTX48MMPkRzUWjNa8+bNw9y5c7U/V1VVda5ACxDB1p13ihPG55+LN93SpVC2bcPsbdsw+9NF8G18SdRbT58OZGYGzcrqmD1ZQGRt3A2VRb36qtgQa7OJkkoTVuTJXDlpdqy6YRJKKiJ7/fXMSg5dQjJhggi0VqwQmamTT9a6Qzk/EiuB2opfKEceKcqf/t//Exuq//lPsVr/4othB3Fu3R+4CP7z8234ff8cnHhofkS/l1GGS2ibe/llcV7w+cTK6Ysvhr3h0Gvm0f1x+qhe2vud2lcgoxBZuaAMxowOJ005ZACWjJqKxtEz8ci0w0Rwsny5+FizRjRV+fHHwKyolBSRfRg2rOnHIYeIKg2dTBlE/OmngX1KN9wgOsBFcBOpu1xQslrF4uioUSKT/vLLos17hOS1Vne2WP6Of/lLkwYeZgj++69xeZCZ0nrQ+8rXO/HmuhJYLQoeP3dU9Pvo0tJE58ZTThFZ1lGjRJA8cKDhluKKoiDdkYSDdW4RxIcY8frmut1YtDrQhXPZ2p34ff/Ikglya0fPPKdY6DriCFGGO3Om2P8XdOw5qXaMLNmEC2+4Gdj8g/jkIYeI99TJJ4vX0lVXBeaJLV7c6nXMUNMLVRXHtGaNGLXy1lu6B9VTaLrPWmeccUaTP1ssFnTv3h2TJk3C0KFDI36etWvXYu/evTjiiCO0z3m9Xnz66ad46qmnsHz5cjQ2NqKioqJJNmvPnj3Izw99w+NwOODoKq0mLRZxwzlhAvDkk9jx/GJsf+TvOPq3dbB88YVYufGvmB1zyEhMPJiNqh6x26vWVndBIMJMlt4gq7xcNLUARLng8OERHi21t6xUu77a+7YoiigPaVZGrJVVRLKynJoqLlKnny5KZ7ZvFzX9l14qyqFCDOWUe8bsVgsavT5cv/R7/K/A2aSjp9lkx82o9mT985+BFd+ZM8WNSQxWIxVFYYDVgTJ0btrXbrwMBilyAa+0skEE7OPHB0qzysvFYsjy5aK065dfxKr4unXiI5jVKm6Mx4wRJVB9+kT082UwaXhGltcbuIZcconIEERIlgseMNJZcehQEfTccosYM3LCCRF3aasPs6DZqlWrxD4wmy1QWm+iZJtVOydWN7hbDbI2llTizrfFbKgbpgzB2H76qpva9Ic/iA+TpPmDrOoQmawt+2pwy+tivMikId3xyaZ9+N/6Utz5h0Mj2o8aaFKWKv7dly0T+4dffVU0mZHztMrKMPnBm3HJO0vFn9PTRXe/a64JVCDMnCkqPc45RyxoHH+8eMzttzc5x2sL4XqCrAULROOppCRxjFF0CaeWdJ9175ArJVE6/vjjsaHZfJyLL74YQ4cOxU033YTCwkLYbDasWLEC06ZNAwBs2rQJO3bsQFFRkSnH0KmkpmLjpFNw+e4CTHa68U/rJpHh+uknYOVKHLJyJRYC8C1TgIWHi/S0/Ojb15QhcmEzWemRlAvq7KJ2ww0iPT5smNhrQwnN0DyRSZNEx6obbhCBx7PPiovKvHni5ielaenttv0iyLpwfF9889tBfLejAlcu/hZLZ42HPcn8LKovqCOn7o6b0tNPB4ZuX3GF2KvAjG+XZLhc0GDjiOBZWS3k5IhqiunTxZ89HlEy+NNPLT+qq0UQ9ssv4v345ZcRrZhHncn65z+B778XpY4695nITFZ5bSNUVW1SxROR668XN67ffisyE8cfLzIyJ50kSi1DkOWCujJZ8t7sr3+NOIDVKyM5CQdqG1t97VU3uDF70bdo9Phw3NAeuPSY+L5Zl9me2laCrAa3F7MXfYvaRi/G9c/BczPGYvIjq/DbgTq8t6EM0yLYZ7azeZOyo44SzTxmzw7st/rhB+Cee9C/uhoAsOL3U3H8f19oPRg/7DCRbbr6atHU4+67RWC9aJG2R133jKy33gqUlT75pLhWkqk67CqckZGBww47rMlHWloacnNzcdhhhyEzMxMzZ87E3LlzsXLlSqxduxYXX3wxioqKukZnQQPkykhq/77iTbpxo3iT/uMfqDvnPPyWlQ+LqooL2DPPiHKh/v1F+eHZZ4uShbo6wz/fjEyW3EAc0Yr9ypUiTQ6IG+OukqEkw+Q8kYpw5YLNZWSImSurVokuT9XVYrV36FBxkQraRyLLBQfnZeCp845AVqoN3++qxH3v/mTa7xGsst6t7XEwlMl65JFAgDV3rtjXyQCry9JbLtiiu6BOwZmssBv/k5JEMPGHP4hr1EsviQxXZaVokvH+++IGcuNG4E9/ElmmMKqjmftz8GDgJvLuu0V7bx3kHkm3Vw2Z8WiTzSb2EfXvL/YUv/WW2EfUpw8wYoRY6PnsMxGcBglufBGRlSvFuc1uj+liZKgOg6qq4ubXN2D7gTr0zEzGw9NHxqRjn5m036WVgPHOtzbi57Jq5KbZ8cSfRsNmteCsI0RgtXRt+EYmHq9P2x/fpEnZ5ZcHyrlPPlkMBa+uRu3II3DGnx/GndNuaDvbmZoqFg3+/W+R8Vq1KlCSCp3lghs2iO6BqioCv1mzwn8P6RbxldhiscBqtbb5kWRy7f+jjz6KU089FdOmTcOECROQn5+P119/3dSf0Zm0WBlRFLEactllsC16GcfO+id+N/tfqHz5FdGZ5/e/Fxe9khJREzxjhngDX3GFWFnTKdI9WW0NRA4MIg4TMNXXB1rfzpolGh9QwpOtbsuNzhOZMEHc9L38slhJ3rFDLEYceaS42UGgXHBA9zT0ykrBI2eL/WAvfbkd720ojf6XaEaW0GYkJ+nPlN13X2DY5i23iNlxJmStKX7pzWRVG90M7yczWfVuL6rqDc4Vkk01pkwRgUZyshgxcOONYb+1WusuaKBc8I47RFv64cPFDa5OyTarNg9O974s6dBDRTOrb78F/vY30RBDUcRN7oIF4pzUvTtw7rkiIKuo0K61EY1JUNVAR8G//rXNDFm0QgX4/169A/9bX4oki4Knzj8C2WaOoogRGYg0D57f+G4XlqzZCUUBHj93NPL8iwxnjukNRQG+2lqOneVtL1aXVTXA61NhsyroEVxarShiLp3cJpOfD7z0EvYsX4l1PYegItJhxOefLxqCjBolmn74A7baWv9CfLjXzb59YiGkpkaU0Mv9lGS6iM+6b7Qx3LO4uBhPPPEEfFF2Ffrkk0+a/Dk5ORlPP/00nn766aiet6toUuPbjM1qQfcMB/aoOdgx6WgcfsG54gt1dSLFvHKlOIFv2yayXM88Izr3zJwp2vhGMEsoXMejHhFlsiLsonbPPcDmzWLA8IIFYY+NEoO8eFfUGSzfAUSW54ILRIvqxx4Tm+DXrAEmTIDn9DPg6HESkNMLA7qlAwCOG5qHyyYOwP+t2oobl63H8J5O9M1Na/tnBPP5RAD3/fdij1mzfYWy42ao2XKtqq0VN2zyvXH33aJGn7o8eaMbSQt3VVW11W2j5YLJNiuyUm2oqHOjrKoBmalRdvkbO1aUup9zjsjCDhsmgoMQDJcL/vCDuKEFRJmWzdhx56Y7UFteh/JaF/p30/G+D6Yo4no7erTIrO3fL/axvfuuyO6VlwP/+Y/46N4dudfdB6AgskzWypWisUeMs1hAUGAS9Nr7YXcl7nn7RwDAzScNxRF94n8uIQCk+99HwZmszXurccvrovHEVccdgqODOiP2ykrBUQO74fPN+7Fs7S7MOWFwyOeW92q9slJaZvRSUsQcs+XLRXDkdCLbf19U7fLA7fXBFkmzkMGDRbv6G24Q1QsPPogZTz6Fo9J7wNe/P/D1KLG/Sn706yd+dmOj6D67fbvYI7l0qeH3BoUX8bLp6aef3uJj6NCheOmll/DQQw9h+vTp2NR8IByZKtQgYqnVDoOpqcDEiWKla/Nm8eY+91xxQv7uO1Fm1LMn8Oc/i9RzG+UgYedkpYufX9XgQYO79TIQuYG4zS5q69cDD/onpD/1lKilJ0KgXNDtVVHbGL7UqE0pKeKm5NdfRbbUYkHSm//FB8/Pxr2r/ons+kDL9+tPHIKxfbNR7fJg9uJvQ76+m9i6VbzvBg0Ste7XXCNWtYuKxJBSf0v5iDtuqqoI1mbOFCugMsC6/34GWAkkkMkKv+pd7/ZCdts2Wi4IBJcM1ht+jibOPls0zgBEhqnZAmswQ0GWqor9ll6vaE3drIGOHvJ9ud9oJqs13bqJbMSiRWLP8RdfiODrkEOAffsw5eZLcM8Hf0emGuZnqmpgL9all4qtATHUfEZbVYMbVyz6Fo1eH04YnoeZR7c+/Dcepfu3PchFiLpGD65Y9C3q3V6MH5iLa44/pMX3TB8r/n5f+3YXfG20sZdBVshmSdnZ4j7MvyfRmWLTChB07TdOThZ7qV57DcjNha2hHkP3/4bhaz4RC4hXXy1GMgwfLu4Fe/USg7I//VSU0L/1lthXSTFjqHC/pKQEl1xyCQ4//HB4PB6sW7cOCxcuRF+TW4ZSgKqqQZmsEEGWNpA4xIXQYhEbb195RZQQPvaY2EzZ0CBqfCdNEqsjzz7b6rfLOuxQq2vOlEC50/4QbdwPaF3UQqzae71iVdPjETMl2hgoSIknxWaFw/8ai6jDYCTy8kRmd/167D36ONh9Hpz/1X/F50ePBq6+GrY3XsfTk3siJ82OH3ZX4d7/hdifVV0t2qZPnChWCe+6S2SPMzLE56xWMXT50ktFoHThhbB+/hmgqqGzu9u3i0zVoEGitOiFF0SZx4AB4mdFUHJFXUd6iH0xrZGr9BZFvHeMKmir+YVRt90mbjQ9HpFV3rKl1YcZKhf8739F10OHA3j44agOs1tQ84uYkIN0//Y3UULoH0Hz5+/exdU3nicWQ0NZsUKMeXE42qUxVHC5oKqquGnZeuwor0Pv7BQ8dNZIY5UFHSR47hcA3P7mRvyypwbd0h147NxRsLayp+zE4fnIcCRh18F6rN5WHvK5wy2IN2e1KMhKMbjfGADOPBMoKcHDT72NGdPvwsdX3yGarpx5pigpzMgQjyspEY1nFEW0kWe35pjTFWRVVlbipptuwqBBg7Bx40asWLECb7/9Ng477LBYHR/5Haxza3XavcJksiIaSJybK1bW168Xe1QuuURspNy8WWzMlTXeQeoa267tVxQlbIfBA+HKBZ96SpRuOZ3i/4mCKIqi7cvSteIXiUMPxZI7/4ELzr4Hu/oPE2V+69aJlcLp05E3uD8+f34W7n/3cdQ99wJW/K9YrCT7fOJmZ8YMETj95S9ipVBRRNvmRYuAsjKxWr9rl8jSDh0q9h3+61848YpzsPK5SzFt+b+A3bvFsdTUiJKqY48Vm+bvuENkxtLTA8+/ebPYRE0JxaljT1Zw04hoboBjMuxeUcSCwe9+J8rlTj1VNMhoRv6ezkgzWQ0NgX2K118fdUtqbSBxG/MfTeMPChfe+X/Yk56Dbru2itbdDz3UcshzcBbrsstERUqMBe8HXPjldrz3QxlsVgVPn3dE9GWk7Szd4Q8YXR4s/WYnlq3dBYsCPPGnUeiR0frs1hS7FaeOFH/PbTXA2FkeemtHKNp1zWgwb7djZ24vfDpgDLaeNUNcZ157TQTplZWiRPXrr0Vw9dlnolSRYi7iIOuBBx7AgAED8M477+CVV17Bl19+iWOOOSaWx0ZB5MpIntMBR1LrK5L5mSL40jWQWFFEg4xnnxXTvmVwddddLQKt2ghmd7TVYVBVVe0E0mq54G+/BTpB3X9/u1w0qPPJ8l/Mww4kNmDrvhp83n803nz+LRHw/Oc/ovPSiBGAoiD1t604Z8OHePjdR3H8qePh6dlL1LpPnhzo3jl4sGhI8dtvwAcfiD2Pqf6LbX6+uPH78UfRwvqvf4UrORX9D5ZiyuInRdexo48Wj7voIhGYKYrIQL/8sgjWnn8eOOYYNrhIUHq6C2qdBQ3ux5LyneLaYmomCxAlu2++KcqYfv5Z7NNq1mkvUC4Y4U38ww+L7HGvXqZkd3K0WVkxymS1YsPwcZh68ZPYevQJgNst9t2ccEJgEQYQw9W//FKUjN18c7sclwx0V289gHv93VZvOXkYRhZmtcvPN5PMCG/YVYnb3hT7sK6dPBjjB3Zr69twlr99+3sbykJmk/VmsoDg65rx11lNqC0diiIW1n/3O/EeO+oowz+D9In4zHvzzTcjJSUFgwYNwsKFC7Fw4cJWH5fI3f9iqa2mF1J+prgYlBldbUxPFytj6eniRvCuuwKdixQFdRHMYNCCrFZW/arqPfCEalXt8Yib2dpacZMpOwsSNZMT1PzCbHJG1sDuaUDPArF35OyzxRcPHgS++AK+VZ/i19ffQ//tP8Ne5u82mJkpSp8uukisPIcLgBRF7M0qKsLNRRfB8tpruH73Fyj4/muxPwMQ5YEXXST2S8Zo7g11PsHZhHDNX6IdRCzJa4upmSypoAB4+21x3l++XGShHn9c+7IMJiP6HXbtEgscgBg6nGawUUWQmJcLtqK+0YuDqZn4bMH/YcBPK0TVyccfi/00zz0nysCCs1gRDjmOlgx0v91RAQA46bB8XDS+X7v8bLPJPVkbdovs6TGHdMPsYweF/b4j+mRhQPc0bN1Xi3fXl+Ls37Xs5hhua0dr5HUtmsXD2ig7iZL5Iv6XmDFjRqeqt+1qZMvQtt60crVRVyarNdddJ24Cr7tO7AVRVfjuuBN17vBtZVtksg4eFBfOvXvh3VmGOz/egO6NtXCse1K01i0vF/+VZSJ2u8iqcc4PhaC1cTf5pkdV1aD27emt/OBs4NRTYTn1VGTddjeOffBD9Nn8A6YOcOLC22aKFWUDyjxWFB9+PCbcex1OT6sTK9SjRgVaPRMFkTe6Hp+KBrevzYG1Uc2YCqJVScQiyALE3seXXxZ7s554QnQcnDULXl+gwU1EjS9uvFFkk486SszhMkGgXNDY+cbnU7F6WzmG93QiMyWybJw2jNiRJPYoT5ggMuJr14rOcJMni72dycliHlk7Cf436JOTivvPGtFp7wtluSAgKoQePaf1fVjNKYqCs8b0xgPvb8KytbtaBFker0+7B9NTLphlQhm8fN2k6RliTTEV8Zn3pZdeiuFhUDiRrIwEGl80GG9vLc2dK27w5s4F7rkHXo8Xqk/c9LWZyfLvydpfUSeGv956qwiiAOQAuEg+8IdWvtnhEM04hg0zftzU5cWqXHB/TSOqXR4oiriBaEueMxkLZhyJGS9YUOwFjqxwY0i+sSBL67iZ5gAO6SU6jBGFkGa3QlFEkUF1g7vNICswiDi6/TKtdq4125lnAvfeK0rGr7wSGDwYNUWBLQlhg6zPPxdNnRRFBGom3fzLmY5GywU//nkv/vqvb3D6qJ54/NzREX1Pi5mUgweL0sA77xRdRT/6SHz+8svbLYsFBM69dqsFT593BJxRvq46kgx4LQrwxLmjdY3QOHN0bzy0fBO+3l6O7ftr0S+otX9ppZiRZU+yaPdDkZCdcw01vvCrYSYr7vBfopMI1Pi2US7ovxDWNXpR7fJEfwKcM0f8d+5c2Obfh+uKzsEjEy5Acog9YYDIZB25Yz0uWzwH2Pmr+OQhhwCjRmGHkoK3djYgraAHLv7DWNE6NDdXfOTkiEyByQOtqeuRmSyzywW37qsBIBYykiPoxHbMId0xtm821mw/iF/2VGNIfoahnxtxC3ciiJX0dEcSqhs8qGrwoIcz9GNropyRJckFvIo6Nxrc3ojeH4bMmyf2Ky5aBEybhsaXFkFRfbDZkkLuRQYgutJefbX4/7/+NTDs1QS5UTa+WL+rAgCwpo1udM3VtTaT0m4XpZBTpgAXXih+53buLDpxcA+cPbY3Thiej8N7d+7RKuMG5OC8cX1QNCAX4wbk6vre/MxkHHNId6z6ZR9e+3YXrjtxiPY1bUG8tRlZbcgyoUKj1qTMNZmH/xKdRCSZrBR70NDIygZzVpnmzBErgnPm4Kri/8BuASzKKa0/9rffMPmOK3HBB++IP2dni3LDWbOApCR8tvo3PPTGD5g8LA8XXzg2+mOjhJRtQu16a7b692P179ZKqWAIhdmpWLP9oPb+1MvnU7WLare2ZscRBXEm21Dd4Anbxr0mgn20kf28JKTarahr9KKssqHJyr2pFAX45z9FJ83iYnQ/4xSsTsvGJ4ceDRznEGVzrS3EvfCC6KKWmSmyYSbKDdqTZaRCZIv/vFJS2YCDtY3a+astMpPVapZy4kTR2MPlMlyibFSK3YoHzhrZrj8zVmxWC+774+GGv/+sMb1FkLV2F66dPFgrNdzpXxAP1QU6FDP2GteGmWVK7Y8bXzqB4BlZhWFqfHW1cY/Utdei7C4x+PSyL/4jSgCDhxbX1gK33w4MHYr8D96BV7Hg9XF/EPMYrrxSuyjKmvaQ7duJIiDLKkybk+Unm14M0HEDKRc9ZKZZr4p6tzYsNpKbLyIg8oHENdrKdnQLboqixOba0prkZNFx8OKL4clwokftQZz99duiw2ZBgWiKtHy56LoHABUVwC23iP+/806ge3dTD0fe/Hp8Kqrqw7fNb26bf58nAPxUWtXGIwPqw3XyVZR2D7CoqROG58GZnISSygYUbzmgfT6SJmWtyY6yDF5V1cCerCgXVcg8DLI6gfLaRtS7vVAUoCCr7ROrLOvYY/KFcNeMS3DX8ZeIP9x3n6ibV1Uxc2HoUOCee4CGBjQcPQGnXPQ4bp48C2pu0xR8eVvt24kiFKs5WbJccGB3PUGWuJAazWSV+/djZabYYLPydEyRyYhwVlZgT1b0K9v5sRhIHEr37sALL+DTz37ARWfdiQ+OPEWUle/fL7rrTZ0qhoVfdJGY8bh/v9jLO3u26YfiSLJq5ZZy/2SkfD5VW7wBgI0lkQVZsuyrrf121LGSbVb8YVTLmVlG2rcDQY0vDC4e1ru92to3ywXjB6/qncBO/w1cXkZy23XpiFEmC2JG1otjT8c//uive58/X+y1+tOfRNvcvn2BZcuAFSvwc4/+aPT4UNXsBmC/v6ade08oGtlaWUXHlwtGm8naz+wuGRDprCyz9mQBsbu2tKXKZ8EnA8fipb/cKmbEffSRKD/v0UN0rl24UFx3ANH23RabRgw5/oVBvc0v9lQ3oN7flRcAfow0k6V18mWQFc+mjxGdBd//oQxV/veikfbtQHALd2NBlnyvWxQgJVZ7Jkk3BlmdgJ6VEa3DoMmrjXJG1ooTzxGdmwBgyxYxZPWee4CffgKmTUOyPUkbWNh8IHFg70nkHXeImpNlFWa2cHd7fdhxQLzPBhjMZKnBJbQRYtMLMiLSTJb8uhl7NNo1k+UnW9BnJCeJsvPjjweeeQYoKQFWrQKuukrMk5s9WwzrjRGjbdy3BpUKAsCPEWSyGj0+uL3iXBKyXJDiwojemTikRzpcHh/e+V7MTNxtsFxQdm6srHfD69N/LdH2Y9mTOm1b/a6I7+BOQM/KiNZqt9JY+VIoclZJqj0JmHWVKOf4+mvR4r137yaP7Z7hQFWDB/uqXRjUI5AV4A0lmUGWVdS7vaZ1Ott1sB4en4pkm0V7D0WiICsZFgVweXzYV+NCjwx9+yRkxzKW0JIeMshqXi3QnFnDiIFAkFVq8rWlLTJTl9G8iZPVKppgTJjQLseRmyYWBvUu7MgS5EN7OrGxpAqb99WEPWfJ/VgAywXjnaIomD62N+5792csW7sT08f21t4fhTk6ywVTxDXApwJV9W7de3Tlez2V+7HiCjNZnUAk7dulQCbLWLvZUOqab6g891zgkUdaBFhA0EDiZi1vtdIo3lBSFJzJSVonJ7NKBuXNUP9u6bra7tqsFhRkypJB/TefB7SFB2Z3KXKykUVNuD1ZMSgXjNlA4lbITFxEg4hjyGgbd1mCPH5gLrJTbfD6VPyyp7rN76lzi985yaLAnsRbtHh3xuhesFoUfLujAl9s3g+fCjh0zsgCAHuSRXufGikZ5Iys+MR3cCegdRaMYGUkMJDY5EyWKyiTFUZ3/2p+cLmgz6dqJ45c3lBSFBRFCerEZE7JoCzr0VMqKPXKjiLIqmH7dtJPd3dBE4IUuZgQ04HEzYTMZLWzXIN7sgLnlXQc2lPMlQpXMljXyP1YnUmPjGRMGiw6Wj72kZgN2is7xVDJXlaa8Q6DnJEVnxhkdQJ6WoIWOMWF8KB/aKRZtExWBCd+uYKztzpwMQ6uM85O67xT4ik+RNuJqbmtBtq3S9E0v2AJLRnh1Lkny4wbr7xMf4VCtQsery/q54uElsnq4BtHbU+WzvPNNq2ZThqG9xRTo8M1v6jTsaBJ8eGsMaKiZ93OCgD692NJsnOukVlZWiaLr5u4wiArzokZWZE3vnCmJGmdZczcoKxlsiK42GnlgkGZLHlxykhOCtshkSicaGeKNCfLBY1ksqJp4y5bQueyGQzpoHUXdIXLZImvmxFkdUtzIMmiwKe2LAWPlXgpF5TNmsp1tHB3ebzatXtA9zQML/AHWWEzWf69NcxkdRrHD8vTrkmA/s6Cklw8NNLUSWZAWS4YXxhktTO3zhXA/TWNaHD7xIyszPBvXEVRgjYomxlkRZ7J6tFakCU3+HPFnkxg9qysbQbat0u9TSgX5PuC9Iiku6DH60ODW1xvzAiyLBYFee3cxr1GC7I6tvrBSHfB3w7UwaeKv/vu6Q4tk/VTaRV8bXSPq5Pt29nAoNOwJ1lw+qhe2p+NBlk5/kDNyF7jQLkgXzfxhEFWO6msd+PaJd/hqAUf6yrjkyth+c7kiDfByg3KpmaytNU1Y5mswCBirthT9LJNLBesbnBjr/+12j+acsFylgtS+wjMyQodZMnqA8C81e1YDbsPpUrbk9XBjS8M7MkK3uepKAoGdEuDI8mC2kYvfmvjXKGVC9qYkehMZMkgABQaLBfMimLxkI0v4hODrHaS4UjC19vKsbfahQ9+3BPx9xkZbBeLTJZMRUeyIiqDrP01LcsFeTNJZohmg3BzMovVLd2OzBT9K+bygrqror7NFermvD4V5XXsuEn6yfNwW0GWLCV0JFlM61LX3gOJ46VcUDZrOljbGPF7fOt+fwmyf+EmyWrB0PwMAG2XDMpyQbZv71wO7enE2L7ZSLIoGNE709BzRFOhUcsgKy4xyGonFouCaf6VjmVrd0X8fVpnQR0rI4EOg+aXC0ZSwiCDrAO1jdoGaXZRIzPlRLFBuLltWtML/aWCAFCQmQyrRUGjx9dkYSGcirpGyPnF8uJKFIlIugvWxKDbWKyG3YcSL90FZbMmj0/VsmvhbNvXsgQ50PyiMuT31bvl3hoGWZ2Joih44eLfYeX1k9A3V39FBADkyMXDWv2LhzVBw4gpfjDIakcynfz5r/siDoD0NL2QYjHPRNtUGcEbODvVDqtFgaoGyqHkhmFmssgMZu7J2hJF+3ZArFDL99xOHfuyZHY3K9UGm5WnYoqc0x90uDw+NHpa3+cr9zOZ0b5dKojBAl4oqqpqgaKzgzNZjiSrFthGWjKodSwNOq9E0vxClnmmsFyw03Em21CYY6xUEIiuXDCQyWJwHk94ZW9HfXPT8Pt+OfCpwGvfRpbN0tO+XYrFamOtjo5HVouibeSXe132yz1ZnJFFJsjybxAuN7Fc0Mh+LMlIG3eZ3eXCA+kVHDiFymbFIpOV144DiWsbvZCVeWYGikbl6mx+ERhwHhRk+TNZG9sIsurZXTBhBVq4c05WV8Egq52dNVZks15buwuqGr62e2e8ZLJc+tqDas0v/OVT5TXce0LmkYGJGeWCgfbtxsoFAWNt3GX79m5ceCCdrBZF6/Qaal9WLIKsgnYsF5SZOKtF0caSdKRcHW3cD9Y2avtFgzNZQ/OdUBSx+BjcGCqYNoyYGYmEE1g8NJDJauSerHjEIKudnXx4AVJsVmzdX4tvdxxs87GqqmK3gUyWvBDurW4wbWiknkwW0LLD4AGWC5KJzBpGrKpqh2Wy2FmQohGuw2BNDJpGaJmsqoaIFgmjUR3UWVBRlJj+rEjI9+n+CDJZslSwIDO5SUfeNEcS+vv36/wUYihxbSO7Cyaq4MVDve8vWWbKTFZ8YZDVztIdSTj58AIA4Rtg7KtxweXxwaIESgAjkZseGBoZyQUhHFVVdQ+6az4rq5zlgmQiOfixqsET1ULCnioX6hq9sFoU9Imilt7IrCytXJDZXTJAltCFGkgci5bOMshq9PhMGwQeSlWcdBaUZNOmSAbFtrVwM0xrftF6kFXfyL01iUqWC7q9qhZsR4rdBeMTg6wOIBtgvP19KerbeCPJGzY9M7IAUV4hg5zSSv0DUptzeXzw+ovjjWSyfD41aE4WbygpesGt1ivqjd/syVLBPjmpUbW5lpudjZUL8j1B+oUbSByLckF7kkULNsy4trRFy2Q5OrazoBQYSBy+XDBQgtwyyArX/EIuaLKFe+JJsVvh8F+H9FZpyPc79/LFFwZZHWBc/xwU5qSgxuXB8o1lIR+nNb0wsMKuDY00oXa+LigQjGQYMQB0Tw8EWRX1bm0DM1tVkxmSrBYt0IpmX9ZWE0oFgUAma/fByGdlsVyQohFpuaDZTSNiMSKkNfEyI0vKSQuMJglnayvt26VDteYXrbdx1/Zk8WY5Icnrgd4Og2x8EZ8YZHUAi0XBtCNENmvp2p0hH2ekfbtk5kBi+eZNtllgtURWG989Q/z8fdUubaOwMznJtKGYRLJksNzATBFJ3gwNiDLIynf6Z2V5fVqzl3D2a81gWEJL+oWblSVXtjNMvunKd7ZP84t4C7KMlAu2msnyB1lb99dqg4eD1Wn7n+Pj96b2FWjjHvl1zecLlBeyXDC+8I63g8gg68stB0Jult9Zrr/phZTvFIGZGRdCPTOypODugvu1QcS8mSTzRDNTRNq2399m2eCMLCnJatEazkTa/CKwT5GZLNLPGaZcsDpGK9vtlcmqccXHIGIpJ8IW7l6fim0HRJA1sJVMVo+MZHRLd0BVgU1l1S2+zkxWYpOLh3oqNOrcgWojZrLiC4OsDlKYk4qiAblQVeD1b3e3+pjoMlkioDHjQqh1FtSxETd4TxbLoigWzGjjrg0MbeVmSC+9zS/k3g5mssiIQLlgiExWQ2w2whdk+hfwEqxcMDfCcsGSino0enywWy3oFeLaPbyN5hcMshKb3FIRScZUqvMvqFgUUXFE8YP/Gh1oun9m1rIQM7MC7duNBFnmXQi1GVkGMlk1Lo8WLDLIIjPJmSJGu5y5PF7sLBevzYFRZrKAQMZZPmdbvD5Va9jB9wUZIcsAQ2WyZJm32UFKXoKWC8qmTQfrGtvcdykXbvrmpoYsr5fNL1obShwIsuLj96b2lZ2m/7oW3Ek0HsYdUACDrA409bB8pDuSsKO8Dmu2N52Z5fOp2FUhgqxCA+WCZg6N1DsjCwDS7FZtgOTP/pIIrtiTmbKjnJW1s7wOPlW8VuWiQDT0ZLIO1jVCVQFFCZSHEOkRaOEerrugua+vgnYqF6xqiK9yQXm+8fpUVLbR0VR2FmyrmY5sftFah8E6A9db6jrk60xPhYYcd8BSwfjDIKsDpdqTcIp/ZtbSb5o2wNhf40KjxwerRdEuanrIzcmlldEPjawzMElcURTtxvXnUn+QxRV7MpHRLkzSFtn0onu6Kat/cjEkkiBL7uvISrEhycrTMOkXrrtgdYy6C2qZrAQrF7QnWbR9cHL8QmsCTS9ClyDLcsGfy6q08SiAmElZ72YL90SWZaBc8PudFQCAgW285qhj8Orewc7ylwz+b0OpVt4BADuDZmQZuQnr4RQBTqPHh4ooh0bWuIzViMtZXZv3ipU9zsgiM0VbLtjWwFAjApms8OWC8iaNpYJkVKTdBdNNHmorG19Uuzzaz4iF6jjLZAGB5k1tNb/QOpa2UYLcLzcNKTYrGtw+7TwEAA1uH+SaqJ7yfOo6ctJk44vIr2vFWw4AAIoG5sbkmMg4BlkdbGzfbPTLTUVdoxfv/RCYmRVN0wsAcCRZtcxRtG3c5aZKvSd9mclq9PoA8IaSzBVtuWBbA0ONkPPsdleEn5V1gO3bKUptDSNWVTVobo65QUq6I0nbDxbLbJaWyYqjEih5DWsry6BlstpYvLFaFAwtyADQtPlFbVBLd1luT4lFb9dcn0/F6m0iyDpyAIOseMMgq4MpioKzxsgGGIGSQW0QsYH9WJJZA4nl/AU93QUBtNjnwhbuZKZAJstokBW+rEePvAwHkiwK3F4Ve6vbnpXF9u0ULWcb3QVdHh88/kDf7HJBoH3auNfEqHFHNGSQtT9EkFXf6MVu/17qcOeV1oYS1/uvtck2CywRzqSkrkXv4uEve6txsM6NFJsVI3pnxvLQyAAGWXHgzCN6Q1GAr7aWY8cBkcGKNpMFNN2XFY06l7FWwN2bBVXMZJGZAi3coysXjHYQsZRktaAgS7zndoYpGQy0b+d7goxpK5MlP6coQGoMMiL5JjZWCiWwJyt+ygVl5rk8RLngdv98rMwUW9iGNsMLxA1xcPMLIzMpqWvJ1lkGL0sFx/bLho37e+MO/0XiQM+sFBw9qBsA4LVvdwEIzmRFEWSZdCGsNXjib57J4qo9mUnrwlTvDlue11xlnVubd2PWniwA6J0lm1+ECbK02XHM7pIxspNYXaO3SfMEIGg/lj0pJhmRfK35RWQz4fRSVTVoT1b8BBzyGhaq8UXwfqxwzXSGB3UYlM2pZLkgm14krmz/a6ze7UVD0JDhUL7ayv1Y8YxBVpwIlAzuEu3bzSgXNOlCaLSlbPMgK5tBFplIlgt6fWrIDmuhbN0v9mPlOR2mDmstzPE3vyhv+z0nywW7MZNFBgVneGqavf5jNYhYMnNESGtcHh/cXhF4xFWQlS6DrNYzWdo+zwiGmw/Jy4BFEc+1z19eXM9BxAkvw5GEJP/CSLgqDbEfqxwA92PFKwZZcWLKofnIcCRhd0U9irce0AYRy5s2IwKZrLb3h4RTK4cR6y0XDAqyMlNsTGWTqRxJVqT5b0b07svSVpwjuBnSo3eEbdxl4wuW0JJR9iQLHEninFrVbF+WlsmKUYCSF+M9WfL3UZT4Kp2T71dZ7ttcoH17+Ox4it2q7duSQ4k5iJgURdEWEMO1cf+5rBoVdW6k2q04vBf3Y8Uj3vXGiWSbFaeO7AkAeOaTLWj0ihlZMhtlREGmCNDiIZPFvScUC3o7MUkyk2VWZ0FJa+NeEa5ckC3cKXqhZmUF2rd3zkyWNuMrRuWORsnmTaFufrfo3OepDSUulUEWBxFT5AOJZang2H45XMSOU/xXiSPT/TOzPt+8H4C4kEUzqDQ/U1wQom18YXRPVnA3Qe7HoljITjPWYdDsGVlSxJksrVyQe7LIOGeIWVk1rtjuZ4r1QOKaOBtELAUyWS3PN6qqYpu/XLB/hIs3wwsC+7KA4EwWg6xEpnUYDFMuqO3HYqlg3GKQFUdGF2Y1WVmPpukFAOT7M1nVDZ4mg471kt0F9bZwt1kt2kUplxv8KQYC7W71dRiU5YIDTWrfLsn3bElFfYtmBJLHGxgQzkwWRSNUh0EZpMQukyVe5/trGuHyhN+cr1c8dhYEAhUZB+saWzTbOVDbiKoGDxRFDBuOxPAWmSyWC1Jgv3F5G4uHTfdj5bTLcZF+DLLiiKIomD6mUPtzNE0vAHGBlRfZaMo6omkrK9u457BckGIg20C5oM+nxiyTledMhs0qZmWFmk8nL5yKEjh+IiNkEFLTbBGt2uDYjUhlp9pg9+8H2xvlnt/WxGNnQSDwfvWpoqtpMLlw0ysrBckRts0f5s9kbdtfixqXJ7CgyUxWQtPGk7SxJ+unsipU1ruRZrfiMO7HilsMsuLMmUf0gixBjzaTBQQNJI6irEO2lU3TmckCAvuyWC5IsSBniuiZlVVSWQ+XxwebVTHlPRbMalHQM8u/LytEyaDcz5Gdaoc1jvabUOcjF9GalwvWxnhPlqIE9gvHYl9WdZyWC9qsFmSmiHNO8+YX2/z7PPUs3HRLdyDPKa6RP5dWoc7fspst3BNbVgTlgl9tFVms3/Xnfqx4xn+ZOJPnTMbkYXkAYEq3GDMGEte5jJcwDOohyrHMbjBABAQuRm2VVTQns1h9c9Oi2vMYitb8IsSsLLmfgwsPFC0ZhFSFKBeMZZCSH8MOg/K9E49z5EK1cTdagnxoT/9Q4tIqrYV7PHVUpPYXWDwMfV2TQ4jZuj2+8Z0chx4+eyQ27Ko0ZbhctAOJGz0+NHp9AIyd+K87cTCOG9oD4zkoj2JAK6vQEWTJmyGzSwUlMZD4QMhMVmAQMYMsik6o7oLVMc5kAcFzGM0Psr7y7zUZ2y/b9OeOVm6aHVv31bZofrHVYAny8AInPv55L34sqdL2cTKTldiywyween0qvt7GIKszYCYrDmUk2zB+ULewE+MjEe2FUK6sAcZO/BnJNkwY3D0mGQMiuUFYT+MLbWBojLKr4TJZ5f4yI3YWpGhlhOouGONhxEDs2rg3uL1Yt6MCQHzeQMomTuW1TcsFjZ5XgptfyHJB7slKbNlpbZcL/lRahaoGD9IdSTjM//qh+MQ73y5OZrKMlgvK/Vh2q0Xb6EwUL4w0vtiqc5aNXr1z2t6TxUwWmSVUd0F53o5luWCs2rh/u+MgGr0+5DuT0S83uuZPsSCbOO0PymR5vD7sKBeLKgN0lgvKNu4/l1Wjyt9Mg+WCiS1cuaBs3f67ftlcwI5z/Nfp4uRqY6hOZ+HUGmzfTtQectIMBFn+ckG9N0ORCjcri0EWmcUZortgrFu4A4FrS2mUw+6b+0rba5JjSjWH2br537fBA4l3HayH26si2WZBgT/4jFSfnFSkO5LQ6PFho39eFssFE5u21zhEd0EZZMVjppeaYpDVxeVF2fjC6CBiovaglQvWuaGqrc+lCtbg9qLEf1MYs0xWmFlZB7RyQQZZFJ30EOWC7bInS1vAM7eFu+yaFq83kNpA4qBywa3+zoL9ctNg0dkx1GJRMKwgA0DgptpIJ1/qOuRrrLrBA49/T7zkDZqPZca+fYotBlldnFxtPFDrQqPHF+bRLXFuB8UzWS7Y6PGh3h1+KOr2A7VQVcCZnBSzTFJehpiV5fGpre5XKdcyWdyTRdEJO4y4HboL7qlqaDGY16j6Ri/W7awAEL9BVq5/L2Vw44tAdtzYwo0sGZRSbFzUTGSZKTbIJG7zeWw/llShusGDDEdSi9cNxR8GWV1cTpoddqsFqgrsrdafzZKZrNQYrogSGZVqt8Lur0kPVVoRLLhUMFalSBaLgl5yVlZ5y+YXWgt3ZrIoSqG6C9a0Qyare7oDFgXw+FTsrzUnmyX3YxVkJqNvHO7HAgKjF4LPN4F9nsZKkIc3a17ARc3EZrUoWilw831Z2n6s/jncj9UJ8F+oi1MUBXmZYuXNyL6sukZ5seZJn+KPoijITot8IPG2GDe9kNralyX3ZHFOFkUrMCcr8Nr3+lTU+RfHYhlkJVkt2rB5s5pfBO81icf9WECg8UXwnKxoO5YOL2g6E5PlgiSbX5Q365wbeI/ktPsxkX4MshJANAOJa6MYREzUHvR0GNwS4/btUqCNe9Mgy+31odJf/pHLFu4UJRlk1bg8Wsme7CwIxLZcEADyM8Xr3PwgK35vIGUL94N1jdqey20GZ2RJh+SlIyloL1cKr7cJL7uVpk5iPpZ/P9aAbh1yXKRPhwZZzzzzDEaMGAGn0wmn04mioiK899572tcnTZoERVGafMyaNasDj7hziuZCKDNZaSxfoDiVpa34hQ+ytExWjDoLSqFmZR30H6NFAbJSbDE9Bur6ZEmRqkKbsST3Y9mtFjiSYnveznf6M1kmzMoK3o8VzzeQMsOgquIGuMbl0Zp/GC0XTLZZMahH4HtTbbzeJjq5eBhcLrixpBLVLv9+LM7H6hQ6dLmkd+/eWLBgAQ455BCoqoqFCxfi9NNPx3fffYdDDz0UAHDJJZfg7rvv1r4nNTU+67TjmXYhjCaTxT1ZFKdkA4tw5YKqqmp7soyuOEdKlgvubBZkyRKj7FS77i5kRM05kixIsogmK9UNbqQ7krT9WO1RclZgYiZr7W8H4faq6JmZjEL/rLl4lGS1IDvVhoN1bpTXNmoNpXLT7MhMNb5wMrzAiZ/LqgFwZAoFLx4Grmsy0/v7/jmw8vrRKXTonfNpp53W5M/33nsvnnnmGXz11VdakJWamor8/PyOOLwuQ2aySqPYk8VMFsUrOVNk2/5abN5bE/Jx1Q1urVQv1kFWYYiBxGx6QWZSFAUZyUk4WOdGdYMHBZmBJhixLhUEAh0GzQiyOsN+LCknzY6DdW7sr3FhX7U/ixVlCfLwnk68/t1uWC2K1syHEldOK5ksOd6Ards7j7hJT3i9XixduhS1tbUoKirSPr9o0SL8+9//Rn5+Pk477TTcdtttbWazXC4XXK5Ap6OqqqqYHndnUBDFhVDW93NPFsUrWb7z0pfb8dKX28M+vldWCpJjXI4jM1mllQ3weH1aFyg5W4eDiMksGck2f5AlFhBqtc6CsS9HjWa/b3PFMsjqBDeQuekObNlXi/LaxkDHUoOlgpIs/0q1WeM+yKTYa74ny+P1afux4nW8AbXU4XfOGzZsQFFRERoaGpCeno433ngDw4cPBwCcd9556Nu3L3r27In169fjpptuwqZNm/D666+HfL758+fjrrvuaq/D7xTkQGJDe7L85YLsdkTx6sTh+Xjr+5IWbaxbY1EU/Lmob8yPqXu6A3arBY1eH8qqGrSgK5DJYtMLMkegw6B4/ctywYx2KPEOnpUVjbpGD77X9mPF/w1kcBt3relFlJmsI/pk48gBOTi0Z2b4B1OX17xccGNJFWpcHjiTkzCM87E6jQ4PsoYMGYJ169ahsrISy5Ytw4UXXohVq1Zh+PDhuPTSS7XHHX744SgoKMDxxx+PLVu2YODAga0+37x58zB37lztz1VVVSgsLIz57xHPZCZrb7UYGqlnLwgzWRTvRhZm4bMbj+vow2jCYlHQKzsF2/bXYtfBei3IKmf7djJZ84HE7TGIWArOZKmqajgDs/a3g/D4VPTKStGaxsQzWe67v6YRW/f7O5ZGWYKcbLNiyaVF4R9ICaF544vAfqxc7sfqRDq88Ndut2PQoEEYM2YM5s+fj5EjR+Lxxx9v9bHjxo0DAGzevDnk8zkcDq1bofxIdN0zHFAUwO1Vm8z2iISct8JMFpE+rbVxl+WCsg00UbQCA4nFine11vii/TJZ9W6vlkkzonhL59mPBQA5/vfvgRoXtmkDzmO7z5MSS/PRJMWdYLwBtdThQVZzPp+vyZ6qYOvWrQMAFBQUtOMRdX42qwXd040NJJb1/cxkEenTWht3WS6Yw8YXZBJtVpY/yAnsyYr9OTvZZtXKmqJpftEZ5mMFk5non8uqUdvohdWioE8OgywyT3aaeF9V1Lnh8fqwhvuxOqUOvXOeN28eTjrpJPTp0wfV1dVYvHgxPvnkEyxfvhxbtmzB4sWLcfLJJyM3Nxfr16/HnDlzMGHCBIwYMaIjD7tTys9Mxt5qF0orG3BYr8hrvrVMFoMsIl20Nu7lgUwWywXJbHLvVXXzPVntUC4IiJLBijo3yqoaMCQ/Q/f317o8WL+rEkDnuYGU5YLrd1UAAAqzU2BPirs1a+rEgjNZ63dXorbRi8wUG4ZzP1an0qF3znv37sWMGTNQWlqKzMxMjBgxAsuXL8cJJ5yAnTt34qOPPsJjjz2G2tpaFBYWYtq0abj11ls78pA7rXxnMtajEmWV9eEfHETbk8VyQSJdWs1kMcgik7UoF2xov0wWIPb8/lxWrfvaIsn9WL2zU1CY0znmYMruoG6vCiD2IyEo8cgMsU8FPvxxDwAxH4vzFTuXDg2ynn/++ZBfKywsxKpVq9rxaLo2rY27znJBrbsgM1lEushMVpM9WTX+PVksFySTtGh80Y7lgkBgX5bRNu7FQfOxOotuzbqDDugeXft2ouYcSVak2a2obfTivQ2lADrXe4QE5rcTRJ7BC2GNtieLmSwiPQr9mayyKjErq9Hj05oDsPEFmUVmsrQW7v6MVrsFWU7xOjfaxv2rThhkNZ9zx0wWxUKWv2Rw+wFRDdFZ9ixSAIOsBFFgYJ6Jx+uDy+MD0D6dqoi6km7pDtiTLPD6VJRWNmhdoqwWBZkpsR8US4khkMmSw4hF9UF7tHAHgPxMsWBgJJPVdD9W57mBzE61I7gJIjsLUizI5hcAkJliw7B87sfqbBhkJYg8p/5MVp3bq/0/M1lE+lgsCnpnBdq47/eXCman2llXT6bRugv6qw6q271c0J+xNRBkrdleDq9PRWFOilZe2xlYLYrWmAAABrJckGIg+DU2jvuxOiUGWQmiIOhCqKpqRN8j92NZLQoc7JxEpFuvoOYX7CxIsdByT5a/XLAduwsC+vf7AsBXW/1tqft3nlJBSZYMptmt6JHB8l8yX3CQ1ZnKaSmAd84JQl4I6xq92kpnOFpnQbu1UwyIJIo3slvazoP1gSCLTS/IRM27C9a0c3dB2fiios6NhqDqh0h0xv1Yklws6d89jddHions1EC5YNHAzvceIQZZCSPFbtX2gURa1iEzWe11sSbqaoLbuO+Xg4iZySITBWeyVFUN7Mlqp/O2MzlJKyfXUzJY4/Jgw27/fqxOeAMpF0v6d2OpIMVGtv9akZVqw5A8/TPoqOMxyEogWllHhBfC4EwWEekX3Ma9vNbfvp1BFplIZrI8PhVV9R40ekWzovYqF1QUBX38Gdt/f/VbxN8n92P1yUlFL//exc6k0P/eHlbAm1+KDfm+OGpQN+7H6qSYokgg+ZnJ2LSnOvJMlj/IYmdBImNkJmv3wXoM8Ld5zk3n/g0yT5rdCosihpaWBA0Ebs/ZhnNPGIxLX16Lf36+Db/vn4MTD80P+z2BUsHO01Uw2KyJAzGwRzpOObygow+FuqjTRvYEAEwc3L2Dj4SMYiYrgegdSCzLTpjJIjJGBlmllfXa+ASWC5KZFEXRSgPlAlqa3QprO658n3hoPmYe3R8AcP3S77GzvC7s93y1RQRZnXWvSXaaHWePLeQiJMVMss2K6WML0cNfhUSdD4OsBKK3jbuWyWrHFVGirqR7ugOOJAt8KvBDSRUAoBsbX5DJZMmgPLd3xI3/TVOHYlRhFqoaPLhy8bdo9M9YbE11g1vbjzWuE3YWJCKKBIOsBKJ3ILGWyeJKHZEhiqJobdz3VYs9WTlpLBckc8nmF6X+csH22o8VzJ5kwVPnjUZmig3f76rE/Pd+CvnYb7YfhE8F+uamomcn3I9FRBQJBlkJJC/TaCaL5YJERhU2G7LKFu5kNhlklVSIc3tGBy2M9c5OxSNnjwQAvPjFdrz/Q2mrj5P7sYo6Yet2IqJIMchKILozWY1yTxYzWURGyX1ZErsLktkC5YIdl8mSjh+Wh8smDAAA3LBsPXYcaLk/q7gTz8ciIooUg6wEIlu4l9c2RjQ0ss4luwsyk0VkVO+gTJbVosCZbGvj0UT6BcoFxQJaR882vH7KEIzpm43qBg9mL/4WLk/gelPV4MYPcj4Wgywi6sIYZCWQzBQbkm3inzySbBYzWUTRC85k5aTZOe+ETNd8T1ZHd7yzWcX+rOxUGzbsrsS9/wvsz/pmezl8KtC/WxryM9k1jYi6LgZZCURRFBRkihu+SGZlBeZkMZNFZFRwkMVSQYoFWS7Y4BYd/TpqT1awgswUPHLOKADAv4p/wzvrSwAAxVs693wsIqJIMchKMHlO0dkskllZgTlZHX/BJuqsgssF2fSCYqF5eWBH7skKduyQHrhi0kAAwM2vbcC2/bX4ams5AJYKElHXxyArwejJZNW62F2QKFrd0u1amS7bt1MsOJsFVemO+Nn3N/eEwfh9/xzUuDyY9fJabCzhfiwiSgwMshKMnoHE2p6sOCg9IeqsFEXRslksF6RYyGjWTCU9jkq8k6wWPPmn0chNs2PTnmr4VGBAtzTtWkRE1FUxyEowetq4c04WkTnkviwGWRQLGc0zWXFSLijlOZPx2LmjoPh7voxjFouIEgCDrASjK5PFPVlEpjjpsHxkp9pw1CHdOvpQqAtqmcmKn3JB6ZhDumPeSUPhTE7CWWN6dfThEBHFHO+eE4zMZLG7IFH7Oed3fXD22EIoCtu3k/laZLLitMT70gkDcckxA/g+IKKEwExWgpFB1r4aFzxeX8jH+Xwq6vx7sjp65gpRV8AbS4qV5kFV86ArnvB9QESJgkFWgslNd8BqUeD1qdhf0xjycfVur/b/aSwXJCKKW85m5YJcGCMi6ngMshKM1aIgLyP8rKxaf6mgokBrP01ERPGneaOLeC0XJCJKJLx7TkB52r6s+pCPqfM3vUizJ7G8g4gojlktSpMusPFcLkhElCgYZCWgSJpfyExWKtu3ExHFPdlhMMmiwJHESzsRUUfjmTgBaW3c2ygXZNMLIqLOQ2av0pNZfUBEFA8YZCWgiDJZLmayiIg6CxlksVEREVF8YJCVgGQmq60gS8tk8YJNRBT30v3lgtyPRUQUHxhkJaCCzBQAYboLykwWBxETEcU9rVyQJd5ERHGBQVYCCi4XVFW11ccwk0VE1Hk4g/ZkERFRx2OQlYB6OMWcLJfHh4o6d6uPYXdBIqLOQ3YXZLMiIqL4wCArATmSrMhNswMIXTIoywV5wSYiin/d08XiWTf/uZ2IiDoW76ATVJ4zGQdqG1FW2YBhBc4WX6/1DyNmJouIKP5NH9sbbp8Pp4/q1dGHQkREYCYrYcl9WaUhOgzWNTKTRUTUWWSl2nHFpEHolZXS0YdCRERgkJWw8mTzi1Dlgo3MZBERERERGcEgK0EVaLOy6lv9ep3ck8XugkREREREujDISlD5WibL1erXtUwW52QREREREenCICtBaUFWqExWIzNZRERERERGMMhKUMEDiVtT5+8uyMYXRERERET6MMhKUHn+PVlVDR4taxWMw4iJiIiIiIxhkJWgMpJtSPdnqVrLZjGTRURERERkDIOsBJbndABoGWSpqqplstKYySIiIiIi0oVBVgIryBRDK5sPJHZ5fPCp4v9TmckiIiIiItKFQVYCk/uymg8krnUF9mil2JjJIiIiIiLSg0FWAgvVYbDOPyMrxWaF1aK0+3EREREREXVmDLISWGAgcbNMltyPxUHERERERES6MchKYPnO1jNZtf7OgqkcRExEREREpBuDrAQWKpNVxxlZRERERESGMchKYDLI2l/jQqPHp31eNr7gjCwiIiIiIv0YZCWwnFQ77FYLVBXYWx3IZgXKBZnJIiIiIiLSi0FWArNYFPTwDyTeE1QyWKcNImYmi4iIiIhILwZZCU62cQ8eSFzrb+Geyu6CRERERES6MchKcPmZKQCadhisczGTRURERERkFIOsBJfvLxcsYyaLiIiIiMgUDLISnJbJ4p4sIiIiIiJTdGiQ9cwzz2DEiBFwOp1wOp0oKirCe++9p329oaEBs2fPRm5uLtLT0zFt2jTs2bOnA4+462ltILHsLsgW7kRERERE+nVokNW7d28sWLAAa9euxTfffIPjjjsOp59+OjZu3AgAmDNnDt5++20sXboUq1atQklJCc4888yOPOQuJ7+VxheBTBbLBYmIiIiI9OrQVMVpp53W5M/33nsvnnnmGXz11Vfo3bs3nn/+eSxevBjHHXccAODFF1/EsGHD8NVXX+HII4/siEPucmSQtbe6AT6fCotFCczJYiaLiIiIiEi3uNmT5fV6sWTJEtTW1qKoqAhr166F2+3G5MmTtccMHToUffr0QXFxccjncblcqKqqavJBofXIcEBRALdXxYHaRgDMZBERERERRaPDg6wNGzYgPT0dDocDs2bNwhtvvIHhw4ejrKwMdrsdWVlZTR6fl5eHsrKykM83f/58ZGZmah+FhYUx/g06N5vVgm7pTQcSa90F2fiCiIiIiEi3q13pQwAAFRJJREFUDg+yhgwZgnXr1mH16tW4/PLLceGFF+LHH380/Hzz5s1DZWWl9rFz504Tj7Zraj6QWJuTxRbuRERERES6dXiqwm63Y9CgQQCAMWPGYM2aNXj88cdxzjnnoLGxERUVFU2yWXv27EF+fn7I53M4HHA4HLE+7C4l35mM9ajU2rgzk0VEREREZFyHZ7Ka8/l8cLlcGDNmDGw2G1asWKF9bdOmTdixYweKioo68Ai7Htn8oqyyHkDQnixmsoiIiIiIdOvQVMW8efNw0kknoU+fPqiursbixYvxySefYPny5cjMzMTMmTMxd+5c5OTkwOl04qqrrkJRURE7C5osEGS50Ojxwe1VATCTRURERERkRIfeRe/duxczZsxAaWkpMjMzMWLECCxfvhwnnHACAODRRx+FxWLBtGnT4HK5MGXKFPz973/vyEPukrSBxFX1WhYLAFLZXZCIiIiISLcODbKef/75Nr+enJyMp59+Gk8//XQ7HVFiCh5IXONvemFPssBmjbtqUiIiIiKiuMe7aApksiobtEHEnJFFRERERGQMgyzSMll1jV5tVhb3YxERERERGcMgi5BqT0Jmig0AsHVfDQB2FiQiIiIiMopBFgEIlAxu2VcLgJksIiIiIiKjGGQRgEDJ4Nb9zGQREREREUWDQRYBCMpk7WUmi4iIiIgoGgyyCEDQQGJ/4wt2FyQiIiIiMoZBFgEIBFlSmoOZLCIiIiIiIxhkEQAGWUREREREZmGQRQACe7KkVJYLEhEREREZwiCLAAAFzTNZbHxBRERERGQIgywCAGSm2JBsC7wcUtnCnYiIiIjIEAZZBABQFKVJySAzWURERERExjDIIk1w8wvuySIiIiIiMoZBFmmaZLLYXZCIiIiIyBAGWaTJz0zR/p+ZLCIiIiIiYxhkkSbf6dD+n5ksIiIiIiJjGGSRhpksIiIiIqLoMcgiTfCsLHYXJCIiIiIyhkEWaQqyRJClKJyTRURERERkFNMVpOmRkYzZxw5Eis0KRxKDLCIiIiIiIxhkURM3TBna0YdARERERNSpsVyQiIiIiIjIRAyyiIiIiIiITMQgi4iIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMxCCLiIiIiIjIRAyyiIiIiIiITMQgi4iIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMxCCLiIiIiIjIRAyyiIiIiIiITMQgi4iIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMlNTRBxBrqqoCAKqqqjr4SIiIiIiIqCPJmEDGCLHS5YOs6upqAEBhYWEHHwkREREREcWD6upqZGZmxuz5FTXWYVwH8/l8KCkpQUZGBhRF6ejDoXZUVVWFwsJC7Ny5E06ns6MPhzoRvnYoXvC1SEbxtUOdUXu8blVVRXV1NXr27AmLJXY7p7p8JstisaB3794dfRjUgZxOJy8wZAhfOxQv+Foko/jaoc4o1q/bWGawJDa+ICIiIiIiMhGDLCIiIiIiIhMxyKIuy+Fw4I477oDD4ejoQ6FOhq8dihd8LZJRfO1QZ9SVXrddvvEFERERERFRe2Imi4iIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMxCCLovbpp5/itNNOQ8+ePaEoCv773/82+fqePXtw0UUXoWfPnkhNTcXUqVPx66+/NnnMpEmToChKk49Zs2Y1ecyKFSswfvx4ZGRkID8/HzfddBM8Hk+bx1ZaWorzzjsPgwcPhsViwbXXXtviMRs3bsS0adPQr18/KIqCxx57LKLfW1VV3H777SgoKEBKSgomT57c4ve69957MX78eKSmpiIrKyui500kifraef3113HiiSciNzcXiqJg3bp1LR4Tye9F5ursr8fnnnsOxxxzDLKzs5GdnY3Jkyfj66+/Dvt7NzQ0YPbs2cjNzUV6ejqmTZuGPXv2NHnM1VdfjTFjxsDhcGDUqFFhnzPRJOpr59lnn8WkSZPgdDqhKAoqKipaPEaeH4M/FixYEPa5KbbMeM0CQHFxMY477jikpaXB6XRiwoQJqK+v175eXl6O888/H06nE1lZWZg5cyZqamrCHt8nn3yCI444Ag6HA4MGDcJLL72k6/hDac/zHYMsilptbS1GjhyJp59+usXXVFXFGWecga1bt+LNN9/Ed999h759+2Ly5Mmora1t8thLLrkEpaWl2scDDzygfe3777/HySefjKlTp+K7777Df/7zH7z11lu4+eab2zw2l8uF7t2749Zbb8XIkSNbfUxdXR0GDBiABQsWID8/P+Lf+4EHHsATTzyBf/zjH1i9ejXS0tIwZcoUNDQ0aI9pbGzE9OnTcfnll0f8vIkkUV87tbW1OProo3H//fe3+bi2fi8yX2d/PX7yySf405/+hJUrV6K4uBiFhYU48cQTsXv37jafe86cOXj77bexdOlSrFq1CiUlJTjzzDNbPO4vf/kLzjnnnDafK1El6munrq4OU6dOxS233NLm4+6+++4mv9dVV13V5uMp9sx4zRYXF2Pq1Kk48cQT8fXXX2PNmjW48sorYbEEwovzzz8fGzduxIcffoh33nkHn376KS699NI2j23btm045ZRTcOyxx2LdunW49tpr8de//hXLly+P6Pjb0q7nO5XIRADUN954Q/vzpk2bVADqDz/8oH3O6/Wq3bt3V5977jntcxMnTlSvueaakM87b948dezYsU0+99Zbb6nJyclqVVVVRMcW7meoqqr27dtXffTRR8M+l8/nU/Pz89UHH3xQ+1xFRYXqcDjUV155pcXjX3zxRTUzMzOi40xUifLaCbZt2zYVgPrdd98Z+pkUO5399aiqqurxeNSMjAx14cKFIR9TUVGh2mw2denSpdrnfvrpJxWAWlxc3OLxd9xxhzpy5MiIjjNRJcprJ9jKlStVAOrBgwdbfM3IuZHal9HX7Lhx49Rbb7015PP++OOPKgB1zZo12ufee+89VVEUdffu3SG/78Ybb1QPPfTQJp8755xz1ClTpkR0/KG09/mOmSyKKZfLBQBITk7WPmexWOBwOPD55583eeyiRYvQrVs3HHbYYZg3bx7q6uqaPE/wcwBASkoKGhoasHbt2hj+Bq3btm0bysrKMHnyZO1zmZmZGDduHIqLi9v9eLqirvra0aOt34vaV2d8PdbV1cHtdiMnJyfkY9auXQu3293kXDZ06FD06dOH5zKTdNXXjh4LFixAbm4uRo8ejQcffDBsiSN1rEhes3v37sXq1avRo0cPjB8/Hnl5eZg4cWKT13RxcTGysrIwduxY7XOTJ0+GxWLB6tWrQ/784uLiJuckAJgyZUrU56T2Pt8xyKKYki/eefPm4eDBg2hsbMT999+PXbt2obS0VHvceeedh3//+99YuXIl5s2bh5dffhkXXHCB9vUpU6bgyy+/xCuvvAKv14vdu3fj7rvvBoAmz9NeysrKAAB5eXlNPp+Xl6d9jaLTVV87kQr3e1H76oyvx5tuugk9e/ZscbMSrKysDHa7vcWeUZ7LzNNVXzuRuvrqq7FkyRKsXLkSl112Ge677z7ceOONJhwlxUokr9mtW7cCAO68805ccskleP/993HEEUfg+OOP1/ZulZWVoUePHk2eOykpCTk5OW2eX8rKylq9v6qqqmqy30uv9j7fMciimLLZbHj99dfxyy+/ICcnB6mpqVi5ciVOOumkJjW7l156KaZMmYLDDz8c559/Pv71r3/hjTfewJYtWwAAJ554Ih588EHMmjULDocDgwcPxsknnwwA2vOkp6drH2Y2CFi0aFGT5/7ss89Me24KLdFfO+F+L2pfne31uGDBAixZsgRvvPGGthp93333NXnuHTt2RPNXQhFK9NfO3LlzMWnSJIwYMQKzZs3Cww8/jCeffFLLllD8ieQ16/P5AACXXXYZLr74YowePRqPPvoohgwZghdeeCHinxWr6288nO+S2v0nUsIZM2YM1q1bh8rKSjQ2NqJ79+4YN25ck/Rxc+PGjQMAbN68GQMHDgQgTtRz5sxBaWkpsrOzsX37dsybNw8DBgwAgCYd2pxOp2nH/4c//EE7HgDo1auXtpKzZ88eFBQUaF/bs2cPO2+ZqCu+doxq7fei9tVZXo8PPfQQFixYgI8++ggjRozQPj9r1iycffbZ2p979uyJ/Px8NDY2oqKiosnq7p49e3Q1c6G2dcXXjlHjxo2Dx+PB9u3bMWTIEMPPQ7EV7jUr732GDx/e5PuGDRumBTT5+fnYu3dvk697PB6Ul5dr55fWXrP5+fktOv7t2bMHTqcTKSkpER1/PJzvGGRRu8nMzAQA/Prrr/jmm29wzz33hHysfNMFBzAAoCiKdnJ/5ZVXUFhYiCOOOAIAMGjQoBgcNZCRkYGMjIwmn+vfvz/y8/OxYsUKLaiqqqrC6tWr2UkwBrrSa8eoUL8Xtb94fj0+8MADuPfee7F8+fIWN/A5OTkt9tiMGTMGNpsNK1aswLRp0wAAmzZtwo4dO1BUVGT4OKh1Xem1Y9S6detgsVhalJFRfAr1mu3Xrx969uyJTZs2NXn8L7/8gpNOOgkAUFRUhIqKCqxduxZjxowBAHz88cfw+XzaIkJrr9mioiK8++67TT734Ycf6jonxcP5jkEWRa2mpgabN2/W/rxt2zasW7cOOTk56NOnD5YuXYru3bujT58+2LBhA6655hqcccYZOPHEEwEAW7ZsweLFi3HyyScjNzcX69evx5w5czBhwoQmK2kPPvggpk6dCovFgtdffx0LFizAq6++CqvV2ubxyQtVTU0N9u3bh3Xr1sFut2urL42Njfjxxx+1/9+9ezfWrVuH9PT0kBcsRVFw7bXX4m9/+xsOOeQQ9O/fH7fddht69uyJM844Q3vcjh07UF5ejh07dsDr9WrHMmjQIKSnp+v6e+6KEvG1A0B7TZSUlACAdpHKz89Hfn5+xL8Xmauzvx7vv/9+3H777Vi8eDH69eun7TGQ5TKtyczMxMyZMzF37lzk5OTA6XTiqquuQlFREY488kjtcZs3b0ZNTQ3KyspQX1+vHcvw4cNht9v1/UV3QYn42gHEHpeysjLtd9+wYQMyMjLQp08f5OTkoLi4GKtXr8axxx6LjIwMFBcXY86cObjggguQnZ2t/y+aTBPta1ZRFNxwww244447MHLkSIwaNQoLFy7Ezz//jGXLlgEQWa2pU6fikksuwT/+8Q+43W5ceeWVOPfcc9vMhs6aNQtPPfUUbrzxRvzlL3/Bxx9/jFdffRX/+9//Ij7+1rT7+c5wX0IiP9m6tfnHhRdeqKqqqj7++ONq7969VZvNpvbp00e99dZbVZfLpX3/jh071AkTJqg5OTmqw+FQBw0apN5www1qZWVlk59z7LHHqpmZmWpycrI6btw49d13343o+Fo7tr59+2pfl220m39MnDixzef1+Xzqbbfdpubl5akOh0M9/vjj1U2bNjV5zIUXXtjqc69cuTKiY+/qEvW18+KLL7b6fXfccYeu34vM1dlfj3379m3zdRVKfX29esUVV6jZ2dlqamqq+sc//lEtLS1t8piJEye2+tzbtm2L6Ni7ukR97dxxxx2tft+LL76oqqqqrl27Vh03bpx2zMOGDVPvu+8+taGhIaLjptiJ9jUrzZ8/X+3du7eampqqFhUVqZ999lmTrx84cED905/+pKanp6tOp1O9+OKL1erq6oiOb9SoUardblcHDBigvaYiPf5Q2vN8p6iqqkYQixEREREREVEE2F2QiIiIiIjIRAyyiIiIiIiITMQgi4iIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMxCCLiIiIiIjIRAyyiIiIiIiITMQgi4iIiIiIyEQMsoiIqNO46KKLoCgKFEWBzWZDXl4eTjjhBLzwwgvw+XwRP89LL72ErKys2B0oERElNAZZRETUqUydOhWlpaXYvn073nvvPRx77LG45pprcOqpp8Lj8XT04RERETHIIiKizsXhcCA/Px+9evXCEUccgVtuuQVvvvkm3nvvPbz00ksAgEceeQSHH3440tLSUFhYiCuuuAI1NTUAgE8++QQXX3wxKisrtazYnXfeCQBwuVy4/vrr0atXL6SlpWHcuHH45JNPOuYXJSKiTotBFhERdXrHHXccRo4ciddffx0AYLFY8MQTT2Djxo1YuHAhPv74Y9x4440AgPHjx+Oxxx6D0+lEaWkpSktLcf311wMArrzyShQXF2PJkiVYv349pk+fjqlTp+LXX3/tsN+NiIg6H0VVVbWjD4KIiCgSF110ESoqKvDf//63xdfOPfdcrF+/Hj/++GOLry1btgyzZs3C/v37AYg9Wddeey0qKiq0x+zYsQMDBgzAjh070LNnT+3zkydPxu9//3vcd999pv8+RETUNSV19AEQERGZQVVVKIoCAPjoo48wf/58/Pzzz6iqqoLH40FDQwPq6uqQmpra6vdv2LABXq8XgwcPbvJ5l8uF3NzcmB8/ERF1HQyyiIioS/jpp5/Qv39/bN++Haeeeiouv/xy3HvvvcjJycHnn3+OmTNnorGxMWSQVVNTA6vVirVr18JqtTb5Wnp6env8CkRE1EUwyCIiok7v448/xoYNGzBnzhysXbsWPp8PDz/8MCwWsfX41VdfbfJ4u90Or9fb5HOjR4+G1+vF3r17ccwxx7TbsRMRUdfDIIuIiDoVl8uFsrIyeL1e7NmzB++//z7mz5+PU089FTNmzMAPP/wAt9uNJ598Eqeddhq++OIL/OMf/2jyHP369UNNTQ1WrFiBkSNHIjU1FYMHD8b555+PGTNm4OGHH8bo0aOxb98+rFixAiNGjMApp5zSQb8xERF1NuwuSEREncr777+PgoIC9OvXD1OnTsXKlSvxxBNP4M0334TVasXIkSPxyCOP4P7778dhhx2GRYsWYf78+U2eY/z48Zg1axbOOeccdO/eHQ888AAA4MUXX8SMGTNw3XXXYciQITjjjDOwZs0a9OnTpyN+VSIi6qTYXZCIiIiIiMhEzGQRERERERGZiEEWERERERGRiRhkERERERERmYhBFhERERERkYkYZBEREREREZmIQRYREREREZGJGGQRERERERGZiEEWERERERGRiRhkERERERERmYhBFhERERERkYkYZBEREREREZno/wMrz4fdZYk6rAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Prepare data for LSTM model\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import LSTM, Dense\n", + "\n", + "# Scale data\n", + "scaler = MinMaxScaler()\n", + "df_scaled = scaler.fit_transform(df[['y']])\n", + "\n", + "# Prepare training and test data\n", + "train_size = int(len(df_scaled) * 0.8)\n", + "train, test = df_scaled[:train_size], df_scaled[train_size:]\n", + "\n", + "def create_dataset(data, look_back=1):\n", + " X, Y = [], []\n", + " for i in range(len(data) - look_back):\n", + " X.append(data[i:(i + look_back), 0])\n", + " Y.append(data[i + look_back, 0])\n", + " return np.array(X), np.array(Y)\n", + "\n", + "look_back = 3\n", + "X_train, y_train = create_dataset(train, look_back)\n", + "X_test, y_test = create_dataset(test, look_back)\n", + "\n", + "# Reshape input to be [samples, time steps, features]\n", + "X_train = X_train.reshape((X_train.shape[0], look_back, 1))\n", + "X_test = X_test.reshape((X_test.shape[0], look_back, 1))\n", + "\n", + "# Build LSTM Model\n", + "model_lstm = Sequential([\n", + " LSTM(50, input_shape=(look_back, 1), return_sequences=True),\n", + " LSTM(50, return_sequences=False),\n", + " Dense(1)\n", + "])\n", + "model_lstm.compile(optimizer='adam', loss='mean_squared_error')\n", + "\n", + "# Train the LSTM Model\n", + "model_lstm.fit(X_train, y_train, epochs=10, batch_size=1, verbose=1)\n", + "\n", + "# Forecast with LSTM\n", + "lstm_pred = model_lstm.predict(X_test)\n", + "lstm_pred_rescaled = scaler.inverse_transform(lstm_pred)\n", + "\n", + "# Plot LSTM Forecast\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(df['ds'].iloc[train_size + look_back:], df['y'].iloc[train_size + look_back:], label='Actual')\n", + "plt.plot(df['ds'].iloc[train_size + look_back:], lstm_pred_rescaled.flatten(), label='LSTM Forecast', color='red')\n", + "plt.title('LSTM Forecast vs Actual')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Number of Births')\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "80d6c99e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Plot Prophet, ARIMA, and LSTM forecasts for comparison\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(df['ds'], df['y'], label='Actual', color='black')\n", + "\n", + "# Prophet forecast\n", + "plt.plot(future['ds'], forecast['yhat'], label='Prophet Forecast', color='blue')\n", + "\n", + "# ARIMA forecast\n", + "plt.plot(pd.date_range(df['ds'].iloc[-1] + pd.Timedelta(days=1), periods=50), \n", + " arima_forecast, label='ARIMA Forecast', color='green')\n", + "\n", + "# LSTM forecast\n", + "plt.plot(df['ds'].iloc[train_size + look_back:], lstm_pred_rescaled.flatten(), \n", + " label='LSTM Forecast', color='red')\n", + "\n", + "plt.title('Forecast Comparison: Prophet vs ARIMA vs LSTM')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Number of Births')\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "# Assuming `prophet_model` is your trained Prophet model\n", + "with open(\"models/prophet_model.pkl\", 'wb') as f:\n", + " pickle.dump(m, f)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n" + ] + } + ], + "source": [ + "# Save the LSTM model\n", + "lstm_model.save(\"models/lstm_model.h5\")\n", + "\n", + "# Save the MinMaxScaler used during training\n", + "with open(\"models/scaler.pkl\", 'wb') as f:\n", + " pickle.dump(scaler, f)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Save the ARIMA model\n", + "with open(\"models/arima_model.pkl\", 'wb') as f:\n", + " pickle.dump(arima_model, f)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Time Series Analysis/Birth_rate_Forecasting/test.py b/Time Series Analysis/Birth_rate_Forecasting/test.py new file mode 100644 index 00000000..36f85262 --- /dev/null +++ b/Time Series Analysis/Birth_rate_Forecasting/test.py @@ -0,0 +1,66 @@ +import unittest +import pandas as pd +import numpy as np +from prophet import Prophet +from statsmodels.tsa.arima.model import ARIMA +import tensorflow as tf +from sklearn.preprocessing import MinMaxScaler +import pickle +import os +import warnings + +warnings.filterwarnings("ignore") + +class TestNotebookFunctions(unittest.TestCase): + @classmethod + def setUpClass(cls): + # Load data + cls.df = pd.read_csv("daily-total-births.csv", parse_dates=['date'], date_parser=pd.to_datetime) + cls.df.columns = ['ds', 'y'] + + # Load models + with open("models/prophet_model.pkl", 'rb') as f: + cls.prophet_model = pickle.load(f) + + with open("models/arima_model.pkl", 'rb') as f: + cls.arima_model = pickle.load(f) + + cls.lstm_model = tf.keras.models.load_model("models/lstm_model.h5") + + with open("models/scaler.pkl", 'rb') as f: + cls.scaler = pickle.load(f) + + def test_data_loading(self): + self.assertIsInstance(self.df, pd.DataFrame) + self.assertEqual(self.df.columns.tolist(), ['ds', 'y']) + self.assertGreater(len(self.df), 0) + + def test_prophet_model(self): + future = self.prophet_model.make_future_dataframe(periods=50, freq='D') + forecast = self.prophet_model.predict(future) + self.assertIsInstance(forecast, pd.DataFrame) + self.assertGreater(len(forecast), len(self.df)) + + def test_arima_model(self): + arima_forecast = self.arima_model.forecast(steps=50) + self.assertEqual(len(arima_forecast), 50) + + def test_lstm_model(self): + # Prepare test data + look_back = 3 + test_data = self.scaler.transform(self.df[['y']].values[-look_back:]) + test_data = test_data.reshape((1, look_back, 1)) + + # Make prediction + lstm_pred = self.lstm_model.predict(test_data) + + self.assertEqual(lstm_pred.shape, (1, 1)) + + def test_model_files_exist(self): + self.assertTrue(os.path.exists("models/prophet_model.pkl")) + self.assertTrue(os.path.exists("models/arima_model.pkl")) + self.assertTrue(os.path.exists("models/lstm_model.h5")) + self.assertTrue(os.path.exists("models/scaler.pkl")) + +if __name__ == '__main__': + unittest.main() \ No newline at end of file