"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot Income variable to identify best strategy for imputation\n",
"plt.figure(figsize=(8,4))\n",
"sns.distplot(df['income'], kde=False, hist=True)\n",
"plt.title('Distribution', size=16)\n",
"plt.ylabel('count');"
]
},
{
"cell_type": "markdown",
"id": "d10a4282-64e2-443c-b0b4-72082b8f1a0f",
"metadata": {},
"source": [
"Findings:\n",
"\n",
"- Plot shows that most incomes are distributed between 0-100.000$ with a few outliers.\n",
"\n",
"Choosing the median as the imputation strategy is a common approach when dealing with skewed distributions or the presence of outliers. The median is robust to outliers because it is not affected by extreme values, unlike the mean. By using the median, the imputed values will be representative of the central tendency of the non-null income values and provide a more accurate estimation compared to the mean. This provides a better approximation of the actual values and helps maintain the integrity and quality of the data."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "3ca63783-7dcb-4dea-8b39-ee07d5060955",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['income'].plot(kind='box', figsize=(3,4), patch_artist=True)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "1218fbbd-ae61-4836-aa25-3d0b991b2d84",
"metadata": {},
"outputs": [],
"source": [
"#Impute null values in Income with median value (to avoid skewing of the mean due to outliers):\n",
"df['income'] = df['income'].fillna(df['income'].median())"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "41513250-b7eb-4688-bacb-048df0595dc0",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\danie\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
" warnings.warn(msg, FutureWarning)\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"
"
],
"text/plain": [
" marital_status education\n",
"0 single Graduation\n",
"1 single Graduation\n",
"2 couple Graduation\n",
"3 couple Graduation\n",
"4 single Graduation\n",
"... ... ...\n",
"2232 single PhD\n",
"2233 couple 2n Cycle\n",
"2234 single Graduation\n",
"2235 couple Graduation\n",
"2236 couple PhD\n",
"\n",
"[2229 rows x 2 columns]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_cat_con= df_cat[['marital_status', 'education']]\n",
"df_cat_con"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "03472fec-76e3-425b-b3f2-39c33bdd8e13",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"education 2n Cycle Basic Graduation Master PhD\n",
"marital_status \n",
"couple 138 34 717 243 304\n",
"single 63 20 407 126 177\n",
"Chi-cuadrado: 2.4612027478482332\n",
"Valor p: 0.651596254517518\n"
]
}
],
"source": [
"from scipy.stats import chi2_contingency\n",
"# Crear la tabla de contingencia\n",
"contingency_table= pd.crosstab(df_cat_con['marital_status'], df_cat_con['education'])\n",
"\n",
"# Realizar la prueba de chi-cuadrado\n",
"chi2, p_value, _, _ = chi2_contingency(contingency_table)\n",
"\n",
"# Mostrar la tabla de contingencia\n",
"print(contingency_table)\n",
"\n",
"# Mostrar el valor de chi-cuadrado y el valor p\n",
"print(f\"Chi-cuadrado: {chi2}\")\n",
"print(f\"Valor p: {p_value}\")"
]
},
{
"cell_type": "markdown",
"id": "a1ef5fcd-3484-497d-99af-42247a3dd42f",
"metadata": {},
"source": [
"The result obtained indicates that the chi-square value is approximately 2.461 and the p-value is approximately 0.6516.\n",
"\n",
"The chi-square value is a measure of the association between the variables \"marital_status\" (marital status) and \"education\" (education) in your data set. A larger chi-square value indicates a stronger association between the variables, while a value close to zero indicates that the variables are independent.\n",
"\n",
"The p-value is the probability of obtaining a chi-square value equal to or more extreme than that observed if the variables were completely independent. In other words, it represents the probability that the association between the variables is simply the result of chance, given the size of the sample.\n",
"\n",
"In your case, the p-value is 0.6516, which means that the probability of getting a chi-square value equal to or more extreme than 2.461 under the null hypothesis (that the variables are independent) is about 0.6516. Generally, if the p-value is greater than a predefined significance level (for example, 0.05), we do not have sufficient evidence to reject the null hypothesis and we can consider the variables to be independent.\n",
"\n",
"Therefore, in this case, the result suggests that there is no significant association between marital status and education level in the data set you are analyzing."
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "c55c9e1e-53af-42a5-9522-3f78ff54a979",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['id', 'income', 'recency', 'mntwines', 'mntfruits', 'mntmeatproducts',\n",
" 'mntfishproducts', 'mntsweetproducts', 'mntgoldprods',\n",
" 'numdealspurchases', 'numwebpurchases', 'numcatalogpurchases',\n",
" 'numstorepurchases', 'numwebvisitsmonth', 'age', 'spending',\n",
" 'dependents', 'year_customer', 'total_purchases',\n",
" 'total_campaigns_acc'],\n",
" dtype='object')"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Displaying numerical dataç\n",
"df_num.columns"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "71727a41-8c07-4132-91be-1e7985cd1734",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Crear el lienzo y los ejes\n",
"fig, axes = plt.subplots(6, 4, figsize=(15, 20))\n",
"\n",
"# Aplanar el arreglo de ejes para facilitar el acceso\n",
"axes = axes.flatten()\n",
"\n",
"# Graficar los histogramas de las columnas numéricas\n",
"for i, col in enumerate(df_num.columns):\n",
" sns.histplot(data=df_num, x=col, ax=axes[i], kde=True)\n",
"\n",
"# Ajustar el espaciado entre subplots\n",
"plt.tight_layout()\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "29cad469-a531-4fde-9980-ee4ea9df73d2",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "e6c60436-4648-4231-850a-f70f562da024",
"metadata": {},
"source": [
"## Features Correlation Analysis"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "0b1405ae-48c3-47b1-8b27-7ad0d0c3ec3a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.0, 1.0, 'CORRELATIONS HEATMAP FOR NUMERICAL DATA')"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc ={'figure.figsize':(8,8)}, font_scale=0.5)\n",
"sns.heatmap(corr[corr>0.8], annot=True, fmt=\".3f\")"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "dcf87205-4570-419b-bcbb-d4ec1b326acc",
"metadata": {},
"outputs": [],
"source": [
"#High correlation:.80 to 1\n",
"#Mean correlation:.60 to .80\n",
"#Low correlation: .40 to .60\n",
"\n",
"#We see that our target to predict has mean correlation with total purchases"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "ab4455ad-5467-46a1-a70f-56b846519a08",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Variables: income and spending\n",
"Correlation: 0.8202215056408394\n",
"------------------------\n",
"Variables: mntwines and spending\n",
"Correlation: 0.8959193067149777\n",
"------------------------\n",
"Variables: mntmeatproducts and spending\n",
"Correlation: 0.8534350636911707\n",
"------------------------\n",
"Variables: numstorepurchases and total_purchases\n",
"Correlation: 0.8317509633068462\n",
"------------------------\n",
"Variables: spending and income\n",
"Correlation: 0.8202215056408394\n",
"------------------------\n",
"Variables: spending and mntwines\n",
"Correlation: 0.8959193067149777\n",
"------------------------\n",
"Variables: spending and mntmeatproducts\n",
"Correlation: 0.8534350636911707\n",
"------------------------\n",
"Variables: total_purchases and numstorepurchases\n",
"Correlation: 0.8317509633068462\n",
"------------------------\n"
]
}
],
"source": [
"corr = df_num.corr()\n",
"high_corr = corr[corr > 0.80]\n",
"high_corr = high_corr.unstack().dropna()\n",
"high_corr = high_corr[high_corr.index.get_level_values(0) != high_corr.index.get_level_values(1)]\n",
"\n",
"for index, value in high_corr.items():\n",
" variable_1, variable_2 = index\n",
" correlation_value = value\n",
" print(\"Variables:\", variable_1, \"and\", variable_2)\n",
" print(\"Correlation:\", correlation_value)\n",
" print(\"------------------------\")"
]
},
{
"cell_type": "markdown",
"id": "425711f3-0ea1-453c-9940-fa9db5fb3575",
"metadata": {},
"source": [
"## Correlation Results"
]
},
{
"cell_type": "markdown",
"id": "a384a8b1-179a-4717-8621-0edf9fc9beab",
"metadata": {},
"source": [
"- Income is a proxy for several other features, such as spending capacity or total purchases. It shows a positive relationship with expenses on meat and wine, indicating that individuals with higher income tend to spend more on these items. On the other hand, income has a negative correlation with the number of children at home and the frequency of website visits, suggesting that individuals with higher income tend to have fewer children at home and visit websites less frequently. \n",
"\n",
"- Furthermore, the amount spent on wine is not only influenced by high income but also by the amount spent on meat. These two variables are interconnected, meaning that individuals who spend more on meat are also likely to spend more on wine. Moreover, individuals can purchase wine either from catalogs or from physical stores. \n",
"\n",
"- The number of children at home is negatively associated with spending and income, and consequently, wine consumption. This implies that individuals with more children tend to have lower income and spend less overall, including on wine. Conversely, higher income levels are also linked to a greater willingness to accept advertising campaigns. \n",
"\n",
"- In summary, income serves as a proxy for several factors, with positive correlations to spending, meat and wine expenses, while showing negative associations with the number of children at home and website visits. The relationship between income, spending habits, and preferences for specific products such as wine can provide insights into consumer behavior and marketing strategies. "
]
},
{
"cell_type": "code",
"execution_count": 88,
"id": "97467dd9-2ed4-4e4f-abec-5ca5db6d02da",
"metadata": {},
"outputs": [],
"source": [
"#VIF\n",
"from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
"from statsmodels.tools.tools import add_constant\n",
"\n",
"features = ['income', 'mntmeatproducts','mntwines','total_purchases']\n",
"\n",
"def calculate_vif(df, features): \n",
" vif, tolerance, r2sq = {}, {}, {}\n",
" # all the features that you want to examine\n",
" for feature in features:\n",
" # extract all the other features you will regress against\n",
" X = [f for f in features if f != feature] \n",
" X, y = df[X], df[feature]\n",
" # extract r-squared from the fit\n",
" r2 = LinearRegression().fit(X, y).score(X, y) \n",
" \n",
" # calculate tolerance\n",
" r2sq[feature] = r2\n",
" tolerance[feature] = 1 - r2\n",
" # calculate VIF\n",
" vif[feature] = 1/(tolerance[feature])\n",
" # return VIF DataFrame\n",
" return pd.DataFrame({'VIF': vif, 'Tolerance': tolerance, 'R2': r2sq})\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 95,
"id": "f7eb9348-ff19-45f9-aacd-6dd35db0ed30",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n",
"C:\\Users\\danie\\AppData\\Local\\Temp\\ipykernel_26540\\2798046051.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n",
" vif[feature] = 1/(tolerance[feature])\n"
]
},
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" VIF Tolerance R2\n",
"mntmeatproducts 2.507714 0.398770 0.601230\n",
"mntwines 2.423295 0.412661 0.587339\n",
"total_purchases 4.861589 0.205694 0.794306\n",
"mntfishproducts 1.964291 0.509090 0.490910\n",
"mntsweetproducts 1.798715 0.555952 0.444048\n",
"mntgoldprods 1.446274 0.691432 0.308568\n",
"numwebpurchases 3.036062 0.329374 0.670626\n",
"numwebvisitsmonth 1.689992 0.591719 0.408281\n",
"age 1.096738 0.911794 0.088206\n",
"dependents 1.551958 0.644347 0.355653"
]
},
"execution_count": 193,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"calculate_vif(df,features_2)"
]
},
{
"cell_type": "markdown",
"id": "51a93243-ff3c-4778-a2e7-75d0b1320262",
"metadata": {},
"source": [
"**Interpreting R square k** - If $R^2_k$ equals zero, variable `k` is not correlated with any other independent variable.\n",
"Usually, multicollinearity is a potential problem when $R^2_k$ is greater than `0.75` and, a serious problem when $R^2_k$ is greater than `0.9`.\n",
"\n",
"**Interpretation of the variance inflation factor**: If $VIF_k = 1$, variable k is not correlated with any other independent variable. Multicollinearity is a potential problem when `VIFk` is greater than 5 and, a serious problem when it is greater than 10.\n",
"\n",
"**Interpretation of tolerance** A tolerance of less than 0.20 or 0.10 indicates a multicollinearity problem."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8402f596-a428-4f02-87d2-28a0b03e96ac",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "4fda5b06-92fb-4957-baba-56e98ae9b1aa",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 96,
"id": "ff7a5d50-83fb-42a3-b160-7881420b1394",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"# Aplica K-means para obtener los clusters\n",
"kmeans = KMeans(n_clusters=4, random_state=42)\n",
"kmeans.fit(cluster_encoded)\n",
"\n",
"# Obtiene las etiquetas asignadas a cada cliente\n",
"labels = kmeans.labels_\n",
"\n",
"# Cuenta la cantidad de clientes en cada cluster\n",
"conteo_clientes = pd.Series(labels).value_counts()\n",
"\n",
"# Grafica los grupos de clientes por ingresos y gastos\n",
"plt.figure(figsize=(8, 8))\n",
"plt.scatter(cluster_encoded[:, 0], cluster_encoded[:, 1], c=labels, cmap='viridis')\n",
"\n",
"# Grafica los centroides de los clusters\n",
"plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], s=100, c='red', label='Centroids')\n",
"\n",
"# Configura las etiquetas de los ejes y el título de la gráfica\n",
"plt.xlabel('Income')\n",
"plt.ylabel('Spending')\n",
"plt.title('Customers Groups')\n",
"\n",
"\n",
"\n",
"# Muestra la cantidad de clientes en cada cluster\n",
"for cluster, count in conteo_clientes.items():\n",
" centroid = kmeans.cluster_centers_[cluster]\n",
" plt.text(centroid[0], centroid[1], f'{count}', fontsize=12, color='black', ha='center')\n",
"\n",
"# Muestra la gráfica\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f5e2466e-d547-492d-94de-4991f4cd6dea",
"metadata": {},
"source": [
"I create a copy of the original dataframe and assign the labels to it to be able to filter the rows for each label and analyze the customer groups\n"
]
},
{
"cell_type": "code",
"execution_count": 139,
"id": "bb4d4165-58f6-46cc-85b3-b3facfa1faab",
"metadata": {},
"outputs": [],
"source": [
"cluster2 = cluster.copy()"
]
},
{
"cell_type": "code",
"execution_count": 140,
"id": "ca77bacf-d4dc-4f8e-842c-58ac1f969713",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" income spending cluster_labels\n",
"count 736.000000 736.000000 736.0\n",
"mean 28541.343750 72.880435 0.0\n",
"std 8635.690514 69.255511 0.0\n",
"min 1730.000000 5.000000 0.0\n",
"25% 22678.750000 32.000000 0.0\n",
"50% 29968.500000 53.500000 0.0\n",
"75% 35528.250000 84.000000 0.0\n",
"max 43269.000000 570.000000 0.0"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cluster_0_df.describe()"
]
},
{
"cell_type": "markdown",
"id": "21759464-3a66-495d-944d-a4353d083ed7",
"metadata": {},
"source": [
"## As a data analyst, looking at the Cluster 1 of customer segmentation, cluster_0_df, we can make the following conclusions: \n",
"\n",
"- Cluster size: 736 clients. \n",
"\n",
"- Average income: The average income of clients in this cluster is approximately 28,541$ \n",
"\n",
"- Average expenses: Clients in this cluster have an average expense of around 72.88$. \n",
"\n",
"- Variability: There is considerable variability in the income and expenses of clients in this cluster, as indicated by the standard deviation. This suggests that there are clients with different levels of income and expenses within the cluster. \n",
"\n",
"- Range of income and expenses: The range of income goes from 1,730$ to 43,269$, while the range of expenses goes from 5$ to 570$ monetary units. \n",
"\n",
"- Distribution of income and expenses: The median (central value) of income is approximately 29,968$, which means that half of the clients have incomes above this value and the other half have incomes below this value. The median of the expenses is approximately 53$. \n",
"\n",
"- Low Spend Segment: This cluster can be considered as a segment of customers with low spending levels, since the average spend is relatively low compared to the other clusters. \n",
"\n",
"- With these conclusions, we can infer that this group of clients has relatively low income and expenses compared to the other clusters. This may indicate a customer profile with lower spending capacity or more conservative consumption preferences. These observations can be useful for the marketing team in targeting their strategies and campaigns more effectively towards this customer segment, for example, by offering affordable products or services and promotions tailored to their level of spending. "
]
},
{
"cell_type": "markdown",
"id": "1cdc3c19-e122-4160-9982-56b5637daaed",
"metadata": {},
"source": [
"## CLUSTER 2 CONCLUSIONS"
]
},
{
"cell_type": "code",
"execution_count": 146,
"id": "09b68d4c-bb86-4cce-80c4-9f34cadbd289",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(334, 3)"
]
},
"execution_count": 146,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cluster_1_df.shape"
]
},
{
"cell_type": "code",
"execution_count": 147,
"id": "bbef0dbf-afa8-4db4-a746-0656b9121d92",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
income
\n",
"
spending
\n",
"
cluster_labels
\n",
"
\n",
" \n",
" \n",
"
\n",
"
count
\n",
"
334.000000
\n",
"
334.000000
\n",
"
334.0
\n",
"
\n",
"
\n",
"
mean
\n",
"
78690.004491
\n",
"
1688.784431
\n",
"
1.0
\n",
"
\n",
"
\n",
"
std
\n",
"
8955.332848
\n",
"
272.797511
\n",
"
0.0
\n",
"
\n",
"
\n",
"
min
\n",
"
51381.500000
\n",
"
1112.000000
\n",
"
1.0
\n",
"
\n",
"
\n",
"
25%
\n",
"
72270.750000
\n",
"
1479.750000
\n",
"
1.0
\n",
"
\n",
"
\n",
"
50%
\n",
"
79414.500000
\n",
"
1634.000000
\n",
"
1.0
\n",
"
\n",
"
\n",
"
75%
\n",
"
83842.250000
\n",
"
1865.750000
\n",
"
1.0
\n",
"
\n",
"
\n",
"
max
\n",
"
105471.000000
\n",
"
2525.000000
\n",
"
1.0
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" income spending cluster_labels\n",
"count 334.000000 334.000000 334.0\n",
"mean 78690.004491 1688.784431 1.0\n",
"std 8955.332848 272.797511 0.0\n",
"min 51381.500000 1112.000000 1.0\n",
"25% 72270.750000 1479.750000 1.0\n",
"50% 79414.500000 1634.000000 1.0\n",
"75% 83842.250000 1865.750000 1.0\n",
"max 105471.000000 2525.000000 1.0"
]
},
"execution_count": 147,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cluster_1_df.describe()"
]
},
{
"cell_type": "markdown",
"id": "dd4a96f8-adc1-42cb-a407-ffda0d6448f8",
"metadata": {},
"source": [
"- Cluster size: 334 clients.\n",
"- Average income: The average income of clients in Cluster 1 is approximately 78,690$. This suggests that the customers in this cluster have relatively higher income levels compared to Cluster 0. \n",
"- Average expenses: The average expenses of clients in Cluster 1 amount to around 1,688$. This indicates that the customers in this segment tend to have higher spending levels compared to Cluster 0. \n",
"- Variability: The standard deviation for both income and expenses within Cluster 1 suggests a moderate degree of variability. This implies that there are clients with varying income and spending patterns within this cluster. \n",
"- Range of income and expenses: The range of income in Cluster 1 spans from 51,381$ to 105,471$ while the range of expenses ranges from 1.112$ to 2,525$. This wide range indicates the presence of customers with different income and spending levels within this cluster. \n",
"- Distribution of income and expenses: The median income of clients in Cluster 1 is approximately 79,414$. This suggests that half of the clients have an income below this value, while the other half has an income above it. \n",
"\n",
"- Overall, Cluster 1 represents a segment of customers with relatively higher income and spending levels compared to Cluster 0. These customers may have a higher purchasing power and exhibit more liberal spending behavior. The marketing department can leverage these insights to develop strategies and campaigns that cater to this customer segment. For example, they can focus on offering premium products or services, creating promotions that align with the customers' higher spending capacity, and delivering messaging that resonates with their more indulgent consumption preferences. "
]
},
{
"cell_type": "markdown",
"id": "b226ef47-ccb1-4abc-86df-41542578397c",
"metadata": {},
"source": [
"## CLUSTER 3 CONCLUSIONS"
]
},
{
"cell_type": "code",
"execution_count": 148,
"id": "f3313b3a-27ad-45c3-9404-ea0839f9182b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(612, 3)"
]
},
"execution_count": 148,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cluster_2_df.shape"
]
},
{
"cell_type": "code",
"execution_count": 149,
"id": "a4c19f10-0335-4416-ab5c-2b49d3ad368c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
income
\n",
"
spending
\n",
"
cluster_labels
\n",
"
\n",
" \n",
" \n",
"
\n",
"
count
\n",
"
612.000000
\n",
"
612.000000
\n",
"
612.0
\n",
"
\n",
"
\n",
"
mean
\n",
"
50399.556373
\n",
"
315.490196
\n",
"
2.0
\n",
"
\n",
"
\n",
"
std
\n",
"
7572.817956
\n",
"
190.461525
\n",
"
0.0
\n",
"
\n",
"
\n",
"
min
\n",
"
32632.000000
\n",
"
16.000000
\n",
"
2.0
\n",
"
\n",
"
\n",
"
25%
\n",
"
44767.750000
\n",
"
147.750000
\n",
"
2.0
\n",
"
\n",
"
\n",
"
50%
\n",
"
49973.500000
\n",
"
307.500000
\n",
"
2.0
\n",
"
\n",
"
\n",
"
75%
\n",
"
55305.250000
\n",
"
455.750000
\n",
"
2.0
\n",
"
\n",
"
\n",
"
max
\n",
"
73395.000000
\n",
"
839.000000
\n",
"
2.0
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" income spending cluster_labels\n",
"count 612.000000 612.000000 612.0\n",
"mean 50399.556373 315.490196 2.0\n",
"std 7572.817956 190.461525 0.0\n",
"min 32632.000000 16.000000 2.0\n",
"25% 44767.750000 147.750000 2.0\n",
"50% 49973.500000 307.500000 2.0\n",
"75% 55305.250000 455.750000 2.0\n",
"max 73395.000000 839.000000 2.0"
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cluster_2_df.describe()"
]
},
{
"cell_type": "markdown",
"id": "f181bdb4-1be5-4dbb-b498-c0f33a0ff5d4",
"metadata": {},
"source": [
"- Cluster size: 612 clients. \n",
"- Average income: The average income of clients in Cluster 3 is approximately 50,399$. \n",
"- Average expenses: Clients in Cluster 3 have an average expense of around 315$. This indicates that the customers in this segment tend to have moderate spending levels than Cluster 2. \n",
"- Variability: The standard deviation for both income and expenses within Cluster 2 suggests a moderate degree of variability. This implies that there are clients with different income and spending patterns within this cluster. \n",
"- Range of income and expenses: The range of income in Cluster 3 spans from 32,632$ to 73,395$ while the range of expenses ranges from 16$ to 839$. This wide range indicates the presence of customers with varying income and spending levels within this cluster. \n",
"- Distribution of income and expenses: The median income of clients in Cluster 2 is approximately 49,973$. \n",
"\n",
"From this analysis, we can conclude that Cluster 3 represents a segment of customers with a moderate income level and moderate spending behavior. These customers may have a balanced approach to their finances and exhibit stable spending patterns. The marketing department can consider targeting this customer segment with products or services that align with their moderate income and spending capacity. They can also focus on providing value-based offerings and promotions that cater to their stable spending behavior. "
]
},
{
"cell_type": "markdown",
"id": "b75523f8-8218-46f1-a9f5-5ca7375c8292",
"metadata": {},
"source": [
"## CLUSTER 4 CONCLUSIONS"
]
},
{
"cell_type": "code",
"execution_count": 150,
"id": "cd51d510-8e0f-469b-8bf8-c639c07b9908",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(547, 3)"
]
},
"execution_count": 150,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cluster_3_df.shape"
]
},
{
"cell_type": "code",
"execution_count": 151,
"id": "add52ec6-8096-4dc7-a590-cb43b1e04a23",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
income
\n",
"
spending
\n",
"
cluster_labels
\n",
"
\n",
" \n",
" \n",
"
\n",
"
count
\n",
"
547.000000
\n",
"
547.000000
\n",
"
547.0
\n",
"
\n",
"
\n",
"
mean
\n",
"
67507.232176
\n",
"
985.332724
\n",
"
3.0
\n",
"
\n",
"
\n",
"
std
\n",
"
9879.242251
\n",
"
206.307558
\n",
"
0.0
\n",
"
\n",
"
\n",
"
min
\n",
"
2447.000000
\n",
"
277.000000
\n",
"
3.0
\n",
"
\n",
"
\n",
"
25%
\n",
"
61194.500000
\n",
"
824.000000
\n",
"
3.0
\n",
"
\n",
"
\n",
"
50%
\n",
"
66886.000000
\n",
"
988.000000
\n",
"
3.0
\n",
"
\n",
"
\n",
"
75%
\n",
"
74279.000000
\n",
"
1150.000000
\n",
"
3.0
\n",
"
\n",
"
\n",
"
max
\n",
"
113734.000000
\n",
"
1730.000000
\n",
"
3.0
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" income spending cluster_labels\n",
"count 547.000000 547.000000 547.0\n",
"mean 67507.232176 985.332724 3.0\n",
"std 9879.242251 206.307558 0.0\n",
"min 2447.000000 277.000000 3.0\n",
"25% 61194.500000 824.000000 3.0\n",
"50% 66886.000000 988.000000 3.0\n",
"75% 74279.000000 1150.000000 3.0\n",
"max 113734.000000 1730.000000 3.0"
]
},
"execution_count": 151,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cluster_3_df.describe()"
]
},
{
"cell_type": "markdown",
"id": "52668e7f-d638-4ee0-9b7f-90573d22f65a",
"metadata": {},
"source": [
"- Cluster size: 547 clients. \n",
"- Average income: 67,507.23$. \n",
"- Average expenses: Clients in Cluster 3 have an average expense of around 985$. \n",
"- Variability: The standard deviation for both income and expenses within Cluster 3 indicates a moderate degree of variability, suggesting that there are clients with different income and spending patterns within this cluster. \n",
"- Range of income and expenses: The range of income in Cluster 3 spans from 2,447$ to 113,734$ while the range of expenses ranges from 277$ to 1,730$. \n",
"- Distribution of income and expenses: The median income of clients in Cluster 3 is approximately 66,886$ \n",
"\n",
"\n",
"Based on this analysis, we can conclude that Cluster 3 represents a segment of clients with a relatively higher average income and higher spending levels compared to other clusters. These clients may have a higher spending capacity and may be more inclined towards making larger purchases. The marketing department can consider targeting this customer segment with higher-end products or services, luxury offerings, or personalized marketing campaigns that cater to their higher spending power."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "03de649a-2c04-40a4-acd2-225d71507a0a",
"metadata": {},
"outputs": [],
"source": [
"\n"
]
},
{
"cell_type": "markdown",
"id": "a494edf9-9d41-4200-98a2-4cf095671722",
"metadata": {},
"source": [
"# Answer the following questions of the CMO:"
]
},
{
"cell_type": "markdown",
"id": "c094214f-a8e1-4984-aceb-a2812ac2ccbb",
"metadata": {},
"source": [
"## What does the Average customer look like for our company?"
]
},
{
"cell_type": "code",
"execution_count": 152,
"id": "a52ff82f-0c3d-4524-b162-df12275f7e4a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calcular la suma de las ventas de cada producto\n",
"sales = df[['mntwines', 'mntfruits', 'mntmeatproducts', 'mntfishproducts', 'mntsweetproducts', 'mntgoldprods']].sum()\n",
"\n",
"# Crear el gráfico de pie\n",
"plt.figure(figsize=(8, 6))\n",
"plt.pie(sales, labels=sales.index, autopct='%1.1f%%')\n",
"\n",
"# Configurar el título\n",
"plt.title('Product Performance by Sales')\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d2a87f45-5a0c-4ab0-8ed3-9c789e331f93",
"metadata": {},
"source": [
"## Which channels are underperforming?"
]
},
{
"cell_type": "code",
"execution_count": 154,
"id": "71edf662-0e42-4e9e-9c64-f15c1284379d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Seleccionar las columnas de interés\n",
"channels = df[['numwebvisitsmonth', 'numstorepurchases', 'numcatalogpurchases', 'numwebpurchases', 'numdealspurchases']]\n",
"\n",
"# Calcular la suma de cada canal\n",
"channel_purchases = channels.sum()\n",
"\n",
"# Calcular el porcentaje de compras de cada canal\n",
"total_purchases = df['total_purchases'].sum()\n",
"channel_performance = (channel_purchases / total_purchases) * 100\n",
"\n",
"# Crear el gráfico de pie\n",
"plt.figure(figsize=(8, 6))\n",
"plt.pie(channel_performance, labels=channel_performance.index, autopct='%1.1f%%')\n",
"\n",
"# Configurar el título\n",
"plt.title('Channels Performance by Total Purchases')\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5be61171-10b2-411a-82ad-c4fc7ff5bca6",
"metadata": {},
"source": [
"## Which Marketing Campaigns were most successful?\n",
"\n",
"The most successful campaign is the most recent (column name: Response)"
]
},
{
"cell_type": "code",
"execution_count": 155,
"id": "f0698908-b610-44c9-a52a-269786c5efaa",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABcsAAAF/CAYAAACWgJGmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAACEhUlEQVR4nOzdf1zV9f3///s5h/hhgghvFKdpDIeMStI8vrFFGOXcZ9a+EWu9azhTI81NpyvcSlfSNCtdTDPCFJXVmmi65lzb3ua2ynImLFemaDalUn40/HFS+SHnvL5/+ObUCVSEF5xft+vlci5xXr98Pjvcz3nxOM/X82UxDMMQAAAAAAAAAABBzOrtBgAAAAAAAAAA4G0UywEAAAAAAAAAQY9iOQAAAAAAAAAg6FEsBwAAAAAAAAAEPYrlAAAAAAAAAICgR7EcAAAAAAAAABD0KJYDAAAAAAAAAIIexXIAAAAAAAAAQNCjWA4AAAAAAAAACHoUywEAAAAAAAD4nMLCQo0fP/682xw7dkz333+/7Ha77Ha7fv7zn+v06dPd1EIEGorlAAAAAAAAAHzKmjVrtHTp0gtuN2PGDH388cfu7d98803l5+d3QwsRiEK83QAAAAAAAAAAkKSamhrNmTNH5eXlSkhIOO+277zzjt5++2298sorSkxMlCQ9+uijuueee/STn/xEffv27Y4mI4AwshwAAAAAAACAT3j//ffVq1cvbdq0SampqefdtqysTHFxce5CuSSNHDlSFotF5eXlXd1UBCBGlgMAAAAAAADwCZmZmcrMzGzXtjU1NerXr5/HstDQUEVHR6uqqqormocAR7G8gwzDkMtleLsZuACr1SKLxeLtZqAdyJR/IFP+g0z5BzLlP8iUfyBT/oNM+Qcy5T/IlH8gU+arr69XaGhoq+VhYWFqbGzs8HENw+C1ClIUyzvI5TJ09OgpbzcDFxATc6lsNt7c/AGZ8g9kyn+QKf9ApvwHmfIPZMp/kCn/QKb8B5nyD2TKfOHh4Wpqamq1vLGxUT169OjwcS0WixyOejmdrs40z6fYbFZFRUUEVL969YqQ1WruLOMUywEAAAAAAAD4nfj4eL366qsey5qamnT8+PFO39zT6XSpuTkwispfFEj9Mrrgghpu8AkAAAAAAADA79jtdlVXV6uystK9bMeOHZKk4cOHe6tZ8GMUywEAAAAAAAD4PKfTqU8//VQNDQ2SpNTUVA0fPlyzZs3Su+++q3/84x965JFHdOutt3Z6ZDmCE8VyAAAAAAAAAD6vqqpK1113nV555RVJZ+cWX7ZsmQYMGKAJEyZo5syZuv766zVv3jzvNhR+y2IYXTG7S+BzOl3cPMMPnL15Bt8J+QMy5R/IlP8gU/6BTPkPMuUfyJT/IFP+gUz5DzLlH8iUfzl27FTAzO0tSSEhVvXufWlA9asrMkVCAQAAAAAAAABBj2I5AAAAAAAAACDoUSwHAAAAAAAAAAQ9iuUAAAAAAAAAgKBHsRwAAAAAAAAAEPQolgMAAAAAAAAAgl6ItxsQSKxWi6xWi7eb0S4ulyGXy/B2M4DzIlOAucgUYC4yBZiLTAFoD94rAHQliuUmsVotio7uIZvNPwbrO50uHT9+mjdt+CwyBZiLTAHmIlOAucgUgPawWi3q3TtCVqvN201pF5fLqWPH6nmvAPwIxXKTWK0W2WxWPfPbN3W49oS3m3Ne/fv00g/v/IasVgtv2PBZZAowF5kCzEWmAHORKQDtcXZUuU0HN69QfV2Vt5tzXhGx/ZRwcy7vFYCfoVhussO1J3To8DFvNwMIGGQKMBeZAsxFpgBzkSkA7VFfV6X6mo+83QwAAcg/rnEDAAAAAAAAAKALUSwHAAAAAAAAAAQ9iuUAAJzH8ePH9fDDD+v666/X8OHDdeedd6qsrMy9fu/evcrJydHVV1+t0aNHq7i42GN/l8ulpUuXKj09XampqZo0aZIqKys9trnQMYBAQqYAc5EpAAAA81AsBwDgPH7yk5/oX//6l5566im99NJLuuKKKzR58mR9+OGHOnbsmCZOnKjLL79cGzZs0PTp07VkyRJt2LDBvX9hYaHWrl2r+fPnq7S0VBaLRbm5uWpqapKkdh0DCCRkCjAXmQIAADAPN/gEAOAcKisr9eabb+q3v/2thg8fLkmaM2eOXn/9dW3evFnh4eEKDQ3VvHnzFBISosTERFVWVmrFihXKzs5WU1OTVq1apby8PGVkZEiSCgoKlJ6eri1btmjcuHFat27deY8BBBIyBZiLTAEAAJjL6yPLuWwQAOCrevfureeee05XXnmle5nFYpFhGDpx4oTKyspkt9sVEvL5d89paWk6ePCg6urqVFFRoVOnTiktLc29PioqSikpKdq5c6ckXfAYQCAhU4C5yBQAAIC5vF4s57JBAICvioqKUkZGhkJDQ93L/vSnP+mjjz7Sddddp+rqasXHx3vs06dPH0nSkSNHVF1dLUnq169fq22qqqok6YLH6IyQEKv7YbN5/SP/otlsVo8+BOIj2JAp7yJTgYdMeReZAgAg8Hh1GhYuGwQA+JPy8nI99NBDuvHGG5WZmamFCxd6FCgkKSwsTJLU2Nio+vp6SWpzmxMnTkiSGhoaznuMjrJaLerd+9IO7+8LoqIivN0EdDEy1b3IVOAjU92LTAEAEHi8Wiy/0GWDu3fvbvOSv+XLl6uurk6HDx8+72WD48aNO+dlgy3HiI2N7XD7v/hNu7+OhAAAtM+rr76qBx54QKmpqXrqqackSeHh4e4rmVq0FA569Oih8PBwSVJTU5P755ZtIiIi2nWMjnK5DDkcp93PbTar3/1R73DUy+l0ebsZXSoqKiJoP4/JVPcjU4GNTHU/MgUAQODxarG85bLBL/riZYMFBQVKSkryWN+RywbPd4yOFssZCQEAweOFF17QggULNGbMGC1evNg9wi4+Pl61tbUe27Y879u3r5qbm93LBg4c6LFNcnJyu47RGc3N/v0HvNPp8vs+oG1kyjvIVOAiU95BpgAACDxeLZZ/mT9dNshICP/ASAgAnfXiiy/qF7/4hcaPH6+HHnpIVuvn7yl2u11r166V0+mUzWaTJG3fvl0JCQmKjY1VZGSkevbsqR07driLEA6HQ3v27FFOTk67jgEEGjIFmItMAQAAmMdnqoivvvqqJk+erKFDh3bossEvb9PVlw1KZ0dCtDz8sejcMhIikB8A0BkHDx7UY489pjFjxmjKlCmqq6vTp59+qk8//VSfffaZsrOzdfLkSc2ZM0cHDhzQxo0bVVJSoilTpkg6+2VuTk6OFi9erK1bt6qiokKzZs1SfHy8xowZI0kXPAYQSMgUYC4yBQAAYC6fGFnur5cNAgAC21/+8hedOXNGW7Zs0ZYtWzzWZWVl6fHHH9fKlSu1YMECZWVlKS4uTrNnz1ZWVpZ7uxkzZqi5uVlz585VQ0OD7Ha7iouL3Z91sbGxFzwGECjIFGAuMgUAAGAurxfLuWwQAOCrpk6dqqlTp553m6FDh6q0tPSc6202m/Ly8pSXl9fhYwCBgkwB5iJTAAAA5vLqNCxcNggAAAAAAAAA8AVeHVnOZYMAAAAAAMAXFRYWavv27Xr++eclSePHj9fbb7/d5rZPPPGEbr31Vh0+fFiZmZmt1s+fP1+33367JGnv3r1asGCBdu/erejoaI0fP16TJ0/uuo4AANrNq8VyLhsEAAAAAAC+Zs2aNVq6dKnsdrt72dNPP60zZ854bDd37lx99NFHuummmyRJ+/btU1hYmF599VVZLBb3dpGRkZKkY8eOaeLEibrpppuUn5+vXbt2KT8/X9HR0crOzu6GngEAzsfrc5YDAAAAAAD4gpqaGs2ZM0fl5eVKSEjwWBcdHe3xfPPmzdq2bZs2btyonj17SpL279+vhIQE9enTp83jr1u3TqGhoZo3b55CQkKUmJioyspKrVixgmI5APgAr85ZDgAAAAAA4Cvef/999erVS5s2bVJqauo5tzt9+rSefPJJTZgwQUOGDHEv37dvnwYPHnzO/crKymS32xUS8vnYxbS0NB08eFB1dXXmdAIA0GGMLAcAAAAAAJCUmZnZ5pzjX7Z27VqdOnVK9913n8fy/fv3Ky4uTnfddZcOHTqkQYMGadq0aUpPT5ckVVdXKykpyWOfllHoR44cUWxsbIfbHhIS+OMhbTb/66M/thkIZhTLgQBz/PhxPfXUU/r73/+ukydPasiQIbr//vs1YsQISRe+mYzL5dKyZcu0fv16ORwOXXPNNXrkkUc0aNAg9zbckAYAAABAsHI6nXr++ed11113uecil6SmpiYdOnRIERERmj17tnr06KFNmzYpNzdXq1ev1qhRo9TQ0KDQ0FCP44WFhUmSGhsbO9wmq9Wi3r0v7fD+6DpRURHebgKAi0CxHAgwP/nJT1RXV6ennnpKMTExevHFFzV58mRt3LhRMTExF7yZTGFhodauXauFCxeqb9++WrRokXJzc7V582aFhoZyQxoAAAAAQe3tt9/WkSNH9L3vfc9jeWhoqHbu3KmQkBB3QfzKK6/Uhx9+qOLiYo0aNUrh4eFqamry2K+lSN6jR48Ot8nlMuRwnO7w/v7CZrP6XfHZ4aiX0+mSdLZwzkhzwLdRLAcCSGVlpd5880399re/1fDhwyVJc+bM0euvv67NmzcrPDz8vDeTaWpq0qpVq5SXl6eMjAxJUkFBgdLT07VlyxaNGzeOG9IAAAAACGqvvvqqhg4dqssuu6zVurYK3klJSdq2bZskKT4+XrW1tR7rW5737du3U+1qbnZ1an90DafTxWsD+BG+zgICSO/evfXcc8/pyiuvdC+zWCwyDEMnTpy44M1kKioqdOrUKaWlpbnXR0VFKSUlRTt37pTUtTekCQmxuh/++G27zWb16EMgPgAAAIBgV15e7vE3U4uKigoNGzZMZWVlHst3797tvumn3W5XeXm5nE6ne/327duVkJDQqfnKAQDmYGQ5EECioqLcI8Jb/OlPf9JHH32k6667TgUFBee9mUx1dbUkqV+/fq22qaqqktR1N6QJhDn2/O1yQAAAAAAXx+l06sCBA23esykpKUlf+9rXlJ+fr0ceeUS9e/fWunXrtGvXLr300kuSpOzsbK1cuVJz5szRPffco3fffVclJSXKz8/v7q4AANpAsRwIYOXl5XrooYd04403KjMzUwsXLjzvzWTq6+slqc1tTpw4IUlddkOaL8+x5+9z0QUq5tgDAABAMDt+/LjOnDmj6OjoVuusVquKioq0ePFizZw5Uw6HQykpKVq9erWGDBkiSYqNjdXKlSu1YMECZWVlKS4uTrNnz1ZWVlY39wQA0BaK5UCAevXVV/XAAw8oNTVVTz31lCRd8GYy4eHhks7exb3l55ZtIiIi2nWMzvD3edyYiw4AAAAIHI8//nirZbGxsdq3b98594mJidFjjz123uMOHTpUpaWlnW4fAMB8DA8EAtALL7yg6dOn6/rrr9eKFSvche8L3UymZfqVtraJj49v1zEAAAAAAAAAf0SxHAgwL774on7xi1/o+9//vn71q195TJlyoZvJJCcnq2fPntqxY4d7vcPh0J49ezRixIh2HQMAAAAAAADwRxTLgQBy8OBBPfbYYxozZoymTJmiuro6ffrpp/r000/12WefKTs7WydPntScOXN04MABbdy4USUlJZoyZYqks3OV5+TkaPHixdq6dasqKio0a9YsxcfHa8yYMZJ0wWMAAAAAAAAA/og5y4EA8pe//EVnzpzRli1btGXLFo91WVlZevzxxy94M5kZM2aoublZc+fOVUNDg+x2u4qLi90j1LkhDQAAAAAAAAIRxXIggEydOlVTp0497zYXupmMzWZTXl6e8vLyOnwMAAAAAAAAwN8wDQsAAAAAAAAAIOhRLAcAAAAAAAAABD2K5QAAAAAAAACAoEexHAAAAAAAAAAQ9CiWAwAAAAAAAACCHsVyAAAAAAAAAEDQo1gOAEA7FRYWavz48e7n48eP15AhQ9p8vPzyy5Kkw4cPt7l+/fr17uPs3btXOTk5uvrqqzV69GgVFxd3d9cAryBTgLnIFAAAQOeEeLsBAAD4gzVr1mjp0qWy2+3uZU8//bTOnDnjsd3cuXP10Ucf6aabbpIk7du3T2FhYXr11VdlsVjc20VGRkqSjh07pokTJ+qmm25Sfn6+du3apfz8fEVHRys7O7sbegZ4B5kCzEWmAAAAOs+niuWFhYXavn27nn/+eUlnR0K8/fbbbW77xBNP6NZbb9Xhw4eVmZnZav38+fN1++23Szo7EmLBggXavXu3oqOjNX78eE2ePLnrOgIACBg1NTWaM2eOysvLlZCQ4LEuOjra4/nmzZu1bds2bdy4UT179pQk7d+/XwkJCerTp0+bx1+3bp1CQ0M1b948hYSEKDExUZWVlVqxYgVFCAQkMgWYi0wBAAKNy+XSsmXLtH79ejkcDl1zzTV65JFHNGjQoDa3//TTT7Vw4UK9+eabkqS0tDQ9+OCDio+P785mI0D4zDQsLSMhvujpp5/Wtm3bPB6jR4/WV7/61VYjId544w2P7W655RZJn4+EuPzyy7VhwwZNnz5dS5Ys0YYNG7q9jwAA//P++++rV69e2rRpk1JTU8+53enTp/Xkk09qwoQJGjJkiHv5vn37NHjw4HPuV1ZWJrvdrpCQz7+/TktL08GDB1VXV2dOJwAfQqYAc5EpAECgKSws1Nq1azV//nyVlpbKYrEoNzdXTU1NbW4/a9YsVVVVafXq1Vq9erWqq6s1bdq0bm41AoXXR5YzEgIA4MsyMzPbvILpy9auXatTp07pvvvu81i+f/9+xcXF6a677tKhQ4c0aNAgTZs2Tenp6ZKk6upqJSUleezT8pl25MgRxcbGdrjtISGffydus/nM9+Pt5o9txoWRKe/xxzbjwsiU9/hjmwHA1zU1NWnVqlXKy8tTRkaGJKmgoEDp6enasmWLxo0b57G9w+HQzp079eyzzyolJUWSdO+992ratGk6duyYevfu3e19gH/zerH8iyMhnnnmGR0+fLjN7cweCbF8+XLV1dV16uQOAABJcjqdev7553XXXXe553iVzp7oHTp0SBEREZo9e7Z69OihTZs2KTc3V6tXr9aoUaPU0NCg0NBQj+OFhYVJkhobGzvcJqvVot69L+3w/r4gKirC202Al5CprkGmgheZ6hpkCgDMV1FRoVOnTiktLc29LCoqSikpKdq5c2erYnlYWJh69Oihl19+WSNHjpQk/f73v9fll1+uXr16dWvbERi8XixnJIT3+GObAcAXvf322zpy5Ii+973veSwPDQ3Vzp07FRIS4i40XHnllfrwww9VXFysUaNGKTw8vNXlhC3Fhx49enS4TS6XIYfjtPu5zWb1uz/qHY56OZ0ubzejS0VFRfB53AYy1TXIVPAiU12DTAGA+aqrqyVJ/fr181jep08fVVVVtdo+LCxMCxYs0KOPPqoRI0bIYrEoLi5OL7zwgqzWzr1/Bdr7X0t/AqlfX7g3uWm8XixvD0ZCdA1/OxkFAF/16quvaujQobrssstarWurkJCUlKRt27ZJkuLj41VbW+uxvuV53759O9Wu5mb//gPe6XT5fR/QMWSqa5Cp4EWmugaZAgDz1dfXS1KbtbwTJ0602t4wDO3bt0/Dhg3TPffcI6fTqYKCAv3whz/Ub3/7W/c0zh0RqHWzQO2XWfyiWM5IiK7BSAgAMEd5ebn7iqYvqqio0J133qkVK1ZoxIgR7uW7d+92TyFmt9u1du1aOZ1O2Ww2SdL27duVkJDAVGEIWmQKMBeZAgD4i/DwcElnB8i2/CydreVFRLSuu/3xj3/Uiy++qL/97W/uwnhRUZFuuOEGbdiwQRMmTOhwWwKtbtZSuwykfvXqFdHpKwi+zC+qiBcaCfHlb5uSkpJUU1MjqetHQrQ8/PGXrGUkRCA/AKCrOZ1OHThwoNWUX9LZz6Ovfe1rys/PV1lZmT788EMtXLhQu3bt0tSpUyVJ2dnZOnnypObMmaMDBw5o48aNKikp0ZQpU7q7K4BPIFOAucgUAMCftEy/0lYtLz4+vtX25eXlSkhI8BhB3qtXLyUkJOjQoUOdakug1c1aapeB1C/D6NRL3Ca/KJaXl5d7TOzfoqKiQsOGDVNZWZnH8i+PhCgvL5fT6XSvZyQEAMAsx48f15kzZxQdHd1qndVqVVFRka666irNnDlTWVlZ+te//qXVq1e7b1YdGxurlStX6uDBg8rKytKyZcs0e/ZsZWVldXNPAN9ApgBzkSkAgD9JTk5Wz549tWPHDvcyh8OhPXv2eFwF1aJfv36qrKz0mGq5vr5en3zyiQYNGtQtbUZg8flpWFpGQkyePLnVui+OhHjkkUfUu3dvrVu3Trt27dJLL70k6exIiJUrV2rOnDm655579O6776qkpET5+fnd3RUAgJ97/PHHWy2LjY3Vvn37zrlPTEyMHnvssfMed+jQoSotLe10+wB/Q6YAc5EpAIC/Cw0NVU5OjhYvXqyYmBj1799fixYtUnx8vMaMGSOn06mjR48qMjJS4eHhuvXWW1VcXKyZM2fqxz/+sSTpV7/6lUJDQ3Xbbbd5uTfwRz4/spyREAAAAAAAAEBwmDFjhr773e9q7ty5uvPOO2Wz2VRcXKzQ0FBVVVXpuuuu0yuvvCJJ6tOnj1588UUZhqEJEyZo4sSJuuSSS/Tb3/5WUVFRXu4J/JFPjSxnJAQAAAAAAAAQvGw2m/Ly8pSXl9dq3YABA1rVCRMTE1VUVNRdzUOA8/mR5QAAAAAAAAAAdDWK5QAAAAAAAACAoEexHAAAAAAA4EsKCws1fvx4j2UPPvighgwZ4vG4/vrr3etdLpeWLl2q9PR0paamatKkSaqsrPQ4xt69e5WTk6Orr75ao0ePVnFxcbf0BwBwYRTLAQAAAAAAvmDNmjVaunRpq+X79u3T1KlTtW3bNvfj5Zdfdq8vLCzU2rVrNX/+fJWWlspisSg3N1dNTU2SpGPHjmnixIm6/PLLtWHDBk2fPl1LlizRhg0buqtrAIDz8KkbfAIAAAAAAHhLTU2N5syZo/LyciUkJHisczqdOnDggKZNm6a4uLhW+zY1NWnVqlXKy8tTRkaGJKmgoEDp6enasmWLxo0bp3Xr1ik0NFTz5s1TSEiIEhMTVVlZqRUrVig7O7tb+ggAODdGlgMAAAAAAEh6//331atXL23atEmpqake6w4dOqTGxkYlJia2uW9FRYVOnTqltLQ097KoqCilpKRo586dkqSysjLZ7XaFhHw+djEtLU0HDx5UXV1dF/QIAHAxGFkOAAAAAAAgKTMzU5mZmW2u279/vywWi0pKSvT666/LarUqIyNDM2fOVGRkpKqrqyVJ/fr189ivT58+qqqqkiRVV1crKSmp1XpJOnLkiGJjYzvc9pCQwB8PabP5Xx/9sc1AMKNYDgAAAAAAcAEffPCBrFar+vfvr6KiIlVWVuqJJ57Q/v37VVJSovr6eklSaGiox35hYWE6ceKEJKmhoaHN9ZLU2NjY4bZZrRb17n1ph/dH14mKivB2EwBcBIrlAAAAAAAAFzB9+nTdfffdioqKkiQlJSUpLi5Od9xxh9577z2Fh4dLOjt3ecvP0tkieETE2YJpeHi4+2afX1wvST169Ohw21wuQw7H6Q7v7y9sNqvfFZ8djno5nS5JZwvnjDQHfBvFcgAAAAAAgAuwWCzuQnmLlilVqqur3dOv1NbWauDAge5tamtrlZycLEmKj49XbW2txzFanvft27dT7WtudnVqf3QNp9PFawP4Eb7OAgAAAAAAuID7779fkydP9lj23nvvSZIGDx6s5ORk9ezZUzt27HCvdzgc2rNnj0aMGCFJstvtKi8vl9PpdG+zfft2JSQkdGq+cgCAOSiWAwAAAAAAXMDNN9+sN998U88++6w++ugjvfbaa3rooYd08803KzExUaGhocrJydHixYu1detWVVRUaNasWYqPj9eYMWMkSdnZ2Tp58qTmzJmjAwcOaOPGjSopKdGUKVO83DsAgMQ0LAAAAAAAABd0ww03aMmSJSoqKlJRUZEiIyN1yy23aObMme5tZsyYoebmZs2dO1cNDQ2y2+0qLi5239QzNjZWK1eu1IIFC5SVlaW4uDjNnj1bWVlZXuoVAOCLKJYDAAAAAAB8yeOPP95q2dixYzV27Nhz7mOz2ZSXl6e8vLxzbjN06FCVlpaa0kYAgLmYhgUAAAAAAAAAEPQolgMAAAAAAAAAgh7FcgAAAAAAAABA0KNYDgAAAAAAAAAIehTLAQAAAAAAAABBj2I5AAAAAAAAACDoUSwHAAAAAAAAAAQ9iuUAAAAAAAAAgKBHsRwAgHYqLCzU+PHjPZY9+OCDGjJkiMfj+uuvd693uVxaunSp0tPTlZqaqkmTJqmystLjGHv37lVOTo6uvvpqjR49WsXFxd3SH8DbyBRgLjIFAADQORTLAQBohzVr1mjp0qWtlu/bt09Tp07Vtm3b3I+XX37Zvb6wsFBr167V/PnzVVpaKovFotzcXDU1NUmSjh07pokTJ+ryyy/Xhg0bNH36dC1ZskQbNmzorq4BXkGmAHORKQAAgM7zqWI5IyEAAL6mpqZG99xzj5YsWaKEhASPdU6nUwcOHNBVV12luLg49yMmJkaS1NTUpFWrVmn69OnKyMhQcnKyCgoKVFNToy1btkiS1q1bp9DQUM2bN0+JiYnKzs7W3XffrRUrVnR7X4HuQKYAc5EpAAAA8/hMsZyREAAAX/T++++rV69e2rRpk1JTUz3WHTp0SI2NjUpMTGxz34qKCp06dUppaWnuZVFRUUpJSdHOnTslSWVlZbLb7QoJCXFvk5aWpoMHD6qurq5TbQ8JsbofNpvPfOS3m81m9ehDID6CEZnyHjIVmMiU95ApAAACT8iFN+laNTU1mjNnjsrLy885EmLatGmKi4trtW/LSIi8vDxlZGRIkgoKCpSenq4tW7Zo3LhxHiMhQkJClJiYqMrKSq1YsULZ2dnd0kcAgP/KzMxUZmZmm+v2798vi8WikpISvf7667JarcrIyNDMmTMVGRmp6upqSVK/fv089uvTp4+qqqokSdXV1UpKSmq1XpKOHDmi2NjYDrXbarWod+9LO7Svr4iKivB2E9AFyJT3kKnARKa8h0wBABB4vF4s/+JIiGeeeUaHDx92r+vsSIhx48adcyTE8uXLVVdX1+GTO0ke37T760gIAEDHffDBB7Jarerfv7+KiopUWVmpJ554Qvv371dJSYnq6+slSaGhoR77hYWF6cSJE5KkhoaGNtdLUmNjY4fb5nIZcjhOu5/bbFa/+6Pe4aiX0+nydjO6VFRUBJ/HX0CmuhaZCj5kqmuRKQAAAo/Xi+WMhPAefzsZBQBfM336dN19992KioqSJCUlJSkuLk533HGH3nvvPYWHh0s6eyVUy8/S2eJCRMTZ9+Dw8HD31GFfXC9JPXr06FT7mpv9+w94p9Pl933AxSFTXYtMBR8y1bXIFAAAgcfrxfLzYSRE12IkBAB0jsVicRcgWrR8QVtdXe3+Mre2tlYDBw50b1NbW6vk5GRJUnx8vGpraz2O0fK8b9++XdZ2wBeRKcBcZAoAAODi+HSxnJEQXYuREADQOffff7+OHz+u4uJi97L33ntPkjR48GBddtll6tmzp3bs2OEuQjgcDu3Zs0c5OTmSJLvdrrVr18rpdMpms0mStm/froSEhE5NFQb4IzIFmItMAQAAXByfHnJ7MSMhvqi2tlbx8fGSGAkBAOg6N998s9588009++yz+uijj/Taa6/poYce0s0336zExESFhoYqJydHixcv1tatW1VRUaFZs2YpPj5eY8aMkSRlZ2fr5MmTmjNnjg4cOKCNGzeqpKREU6ZM8XLvgO5HpgBzkSkAAICL49MjyxkJAQDwZTfccIOWLFmioqIiFRUVKTIyUrfccotmzpzp3mbGjBlqbm7W3Llz1dDQILvdruLiYvcUYbGxsVq5cqUWLFigrKwsxcXFafbs2crKyvJSrwDvIVOAucgUAADAxfHpYvnNN9+s++67T88++6zGjRungwcP6tFHH3WPhJDkHgkRExOj/v37a9GiRa1GQqxcuVJz5szRPffco3fffVclJSXKz8/3ZtcAAH7o8ccfb7Vs7NixGjt27Dn3sdlsysvLU15e3jm3GTp0qEpLS01pI+BPyBRgLjIFAADQOT5dLGckBAAAAAAAAACgO/hUsZyREIC5CgsLtX37dj3//PPuZQ8++KA2btzosV3fvn31+uuvS5JcLpeWLVum9evXy+Fw6JprrtEjjzyiQYMGubffu3evFixYoN27dys6Olrjx4/X5MmTu6dTAAAAAAAAQBfw6Rt8Aui4NWvWaOnSpa2W79u3T1OnTtW2bdvcj5dfftm9vrCwUGvXrtX8+fNVWloqi8Wi3NxcNTU1SZKOHTumiRMn6vLLL9eGDRs0ffp0LVmyRBs2bOiurgEAAAAAAACm86mR5QA6r6amRnPmzFF5ebkSEhI81jmdTh04cEDTpk1TXFxcq32bmpq0atUq5eXlKSMjQ5JUUFCg9PR0bdmyRePGjdO6desUGhqqefPmKSQkRImJiaqsrNSKFSuUnZ3dLX0EAAAAAAAAzMbIciDAvP/+++rVq5c2bdqk1NRUj3WHDh1SY2Oj+wa5X1ZRUaFTp04pLS3NvSwqKkopKSnauXOnJKmsrEx2u10hIZ9/15aWlqaDBw+qrq6uU20PCbG6Hzab/7092WxWjz4E4gMAAAAAACBQMbIcCDCZmZnKzMxsc93+/ftlsVhUUlKi119/XVarVRkZGZo5c6YiIyNVXV0tSerXr5/Hfn369FFVVZUkqbq6WklJSa3WS9KRI0cUGxvboXZbrRb17n1ph/b1FVFREd5uAgAAAAAAADqIYjkQRD744ANZrVb1799fRUVFqqys1BNPPKH9+/erpKRE9fX1kqTQ0FCP/cLCwnTixAlJUkNDQ5vrJamxsbHDbXO5DDkcp93PbTar3xWfHY56OZ0ubzejS0VFRfjlqH8AAAAAAIALoVgOBJHp06fr7rvvVlRUlCQpKSlJcXFxuuOOO/Tee+8pPDxc0tm5y1t+ls4WwSMizhauw8PD3Tf7/OJ6SerRo0en2tfc7N+FZqfT5fd9AAAAAAAACFYMDwSCiMVicRfKW7RMqVJdXe2efqW2ttZjm9raWsXHx0uS4uPj21wvSX379u2SdgMAAABAdyssLNT48eM9lv31r39Vdna2hg0bpszMTD3xxBNqaGhwrz98+LCGDBnS6rF+/Xr3Nnv37lVOTo6uvvpqjR49WsXFxd3WJwDA+TGyHAgi999/v44fP+5xMvbee+9JkgYPHqzLLrtMPXv21I4dOzRw4EBJksPh0J49e5STkyNJstvtWrt2rZxOp2w2myRp+/btSkhI6PB85QAAAADgS9asWaOlS5fKbre7l5WVlelHP/qRZs6cqbFjx6qyslIPP/ywjh8/roULF0qS9u3bp7CwML366quyWCzufSMjIyVJx44d08SJE3XTTTcpPz9fu3btUn5+vqKjo5Wdnd29nQQAtMLIciCI3HzzzXrzzTf17LPP6qOPPtJrr72mhx56SDfffLMSExMVGhqqnJwcLV68WFu3blVFRYVmzZql+Ph4jRkzRpKUnZ2tkydPas6cOTpw4IA2btyokpISTZkyxcu9AwAAAIDOqamp0T333KMlS5YoISHBY93atWuVlpame++9V4MGDdL111+vWbNmadOmTe6pKvfv36+EhAT16dNHcXFx7kfLNJfr1q1TaGio5s2bp8TERGVnZ+vuu+/WihUrur2vAIDWGFkOBJEbbrhBS5YsUVFRkYqKihQZGalbbrlFM2fOdG8zY8YMNTc3a+7cuWpoaJDdbldxcbH7pp6xsbFauXKlFixYoKysLMXFxWn27NnKysryUq8AAAAAwBzvv/++evXqpU2bNumZZ57R4cOH3esmTZokq7X1mMPm5madPHlSMTEx2rdvnwYPHnzO45eVlclutysk5PNyTFpampYvX666urpOXa0bEhL44yFtNv/roz+2GQhmFMuBAPb444+3WjZ27FiNHTv2nPvYbDbl5eUpLy/vnNsMHTpUpaWlprQRAAAAAHxFZmamMjMz21yXkpLi8bypqUmrV6/WFVdcoZiYGElnR5bHxcXprrvu0qFDhzRo0CBNmzZN6enpks7eK6rlvlEt+vTpI0k6cuRIh4vlVqtFvXtf2qF90bWioiK83QQAF4FiOQAAAAAAwEVobm7W7NmzdeDAAf3mN7+RdLZ4fujQIUVERGj27Nnq0aOHNm3apNzcXK1evVqjRo1SQ0OD+6rdFmFhYZKkxsbGDrfH5TLkcJzueIf8hM1m9bvis8NRL6fTJels4ZyR5oBvo1gOAAAAAADQTidPntTMmTO1Y8cOLV26VKmpqZKk0NBQ7dy5UyEhIe6C+JVXXqkPP/xQxcXFGjVqlMLDw93zm7doKZL36NGjU+1qbnZ1an90DafTxWsD+BG+zgIAAAAAAGiH2tpaff/739c777yjFStWtJqypUePHq1GjiclJammpkaSFB8fr9ra2lbHlKS+fft2YcsBAO1BsRwAAAAAAOACTpw4oQkTJujo0aN68cUXlZaW5rG+oqJCw4YNU1lZmcfy3bt3u2/6abfbVV5eLqfT6V6/fft2JSQkdOrmnkAgcblcWrp0qdLT05WamqpJkyapsrLynNufOXNGv/zlL5Wenq6rr75aOTk52rt3bze2GIGEYjkAAAAAAMAFLFy4UB9//LEWLVqkmJgYffrpp+6H0+lUUlKSvva1ryk/P19lZWX68MMPtXDhQu3atUtTp06VJGVnZ+vkyZOaM2eODhw4oI0bN6qkpERTpkzxcu8A31FYWKi1a9dq/vz5Ki0tlcViUW5ubqspjFrMmzdPL730kn7xi19ow4YNio6OVm5urj777LNubjkCAXOWAwAAAAAAnIfL5dIrr7yiM2fOaMKECa3Wb926VQMGDFBRUZEWL16smTNnyuFwKCUlRatXr9aQIUMkSbGxsVq5cqUWLFigrKwsxcXFafbs2crKyuruLgE+qampSatWrVJeXp4yMjIkSQUFBUpPT9eWLVs0btw4j+0//vhjvfTSS1q+fLlGjx4tSXrsscd06623avfu3Ro1alR3dwF+jmI5AAAAAADAlzz++OPun61Wq959990L7hMTE6PHHnvsvNsMHTpUpaWlnW4fEIgqKip06tQpj2mOoqKilJKSop07d7Yqlm/btk1RUVG6/vrrPbb/61//2m1tRmChWA4AAAAAAADA66qrqyVJ/fr181jep08fVVVVtdr+0KFDuuyyy/S///u/eu6551RTU6OUlBT97Gc/U2JiYqfaYrMF1uzVLf0JpH5ZLOYfk2I5AAAAAAAAAK+rr6+XJIWGhnosDwsL04kTJ1ptf/LkSX300UcqLCzU7NmzFRUVpWeffVZ33XWXXnnllU7dODcqKqLD+/qyQO2XWSiWAwAAAAAAAPC68PBwSWfnLm/5WZIaGxsVEdG6yHvJJZfos88+U0FBgXskeUFBgTIyMvS73/1O99xzT4fb4nDUy+l0dXh/X2OzWRUVFRFQ/erVK0JWq7kj5SmWAwAAAAAAAPC6lulXamtrNXDgQPfy2tpaJScnt9o+Pj5eISEhHlOuhIeH67LLLtMnn3zSqbY4nS41NwdGUfmLAqlfhmH+MQNnkhoAALpYYWGhxo8f77Hsr3/9q7KzszVs2DBlZmbqiSeeUENDg3v94cOHNWTIkFaP9evXu7fZu3evcnJydPXVV2v06NEqLi7utj4B3kSmAHORKQCAv0tOTlbPnj21Y8cO9zKHw6E9e/ZoxIgRrbYfMWKEmpub9d5777mXNTQ06OOPP9agQYO6pc0ILD41srywsFDbt2/X888/717217/+Vc8884z+/e9/q3fv3ho7dqx+/OMfuy/FOHz4sDIzM1sda/78+br99tslnT25W7BggXbv3q3o6GiNHz9ekydP7p5OAQACwpo1a7R06VLZ7Xb3srKyMv3oRz/SzJkzNXbsWFVWVurhhx/W8ePHtXDhQknSvn37FBYWpldffVWWL9x9JDIyUpJ07NgxTZw4UTfddJPy8/O1a9cu5efnKzo6WtnZ2d3bSaAbkSnAXGQKABAIQkNDlZOTo8WLFysmJkb9+/fXokWLFB8frzFjxsjpdOro0aOKjIxUeHi4RowYoWuvvVY//elP9eijjyo6OlpLly6VzWbT//f//X/e7g78kM8Uyzm5AwD4opqaGs2ZM0fl5eVKSEjwWLd27VqlpaXp3nvvlSQNGjRIs2bN0kMPPaT8/HyFhoZq//79SkhIUJ8+fdo8/rp16xQaGqp58+a5Lx+srKzUihUr+JxCQCJTgLnIFAAg0MyYMUPNzc2aO3euGhoaZLfbVVxcrNDQUH3yySe68cYbtXDhQt12222SpKefflqLFy/Wj370IzU0NGj48OH69a9/rZiYGC/3BP7I68VyTu4AAL7s/fffV69evbRp0yY988wzOnz4sHvdpEmT2ryZSHNzs06ePKmYmBjt27dPgwcPPufxy8rKZLfbFRLy+UdyWlqali9frrq6uk7dvT0k5PO22Wz+N/OaP7YZF0amvMcf24wLI1Pe449tBgB/YLPZlJeXp7y8vFbrBgwYoH379nks69mzp+bNm6d58+Z1UwsRyLxeLPfnkzsAQODLzMxsc7ovSUpJSfF43tTUpNWrV+uKK65wj2LYv3+/4uLidNddd+nQoUMaNGiQpk2bpvT0dElSdXW1kpKSPI7T8gXwkSNHOvw5ZbVa1Lv3pR3a11dERbW+2z38H5nyHjIVmMiU95ApAAACj9eL5f56cicxEgIA8Lnm5mbNnj1bBw4c0G9+8xtJZz+3Dh06pIiICM2ePVs9evTQpk2blJubq9WrV2vUqFFqaGhQaGiox7HCwsIkSY2NjR1uj8tlyOE47X5us1n97o96h6NeTmdg3KX9XKKiIvg8PgcyZT4yFdzIlPnIFAAAgcfrxfL28rWTO0ZCAABanDx5UjNnztSOHTu0dOlSpaamSjp7c5qdO3cqJCTE/Vl05ZVX6sMPP1RxcbFGjRql8PBwNTU1eRyv5fOpR48enWpXc7N//wHvdLr8vg/oGDLVNchU8CJTXYNMAQAQePyiWO6LJ3eMhPAPjIQA0NVqa2uVm5urTz75RCtWrFBaWprH+rY+a5KSkrRt2zZJUnx8vGpra1sdU5L69u3bRa0GfBeZAsxFpgAAANrP56uItbW1+v73v6933nlHK1asaDVlS48ePVqNHE9KSlJNTY2krj25a252uR/+WHRuGQkRyA8A6EonTpzQhAkTdPToUb344outChAVFRUaNmyYysrKPJbv3r3bfb8Nu92u8vJyOZ1O9/rt27crISGB+2og6JApwFxkCgAA4OL4dLGckzsAgC9buHChPv74Yy1atEgxMTH69NNP3Q+n06mkpCR97WtfU35+vsrKyvThhx9q4cKF2rVrl6ZOnSpJys7O1smTJzVnzhwdOHBAGzduVElJiaZMmeLl3gHdj0wB5iJTAAAAF6dDxfKXX35Zx44da3Pdp59+qhUrVnSqUS04uUOw6K5MAcGiOzLlcrn0yiuv6MyZM5owYYKuu+46j0dVVZWsVquKiop01VVXaebMmcrKytK//vUvrV69WkOGDJEkxcbGauXKlTp48KCysrK0bNkyzZ49W1lZWZ1uI2AWMgWYi0wB5uLvKQCAWTo0Z/mDDz6o0tJS9e7du9W6vXv3aunSpcrNze1Uw758cvdlW7du1YABA1RUVKTFixdr5syZcjgcSklJafPkbsGCBcrKylJcXBwnd/A53ZEpIJh0VaYef/xx989Wq1XvvvvuBfeJiYnRY489dt5thg4dqtLS0otuD9BdyBRgLjIFmIu/pwAAZml3sXzKlCk6cOCAJMkwDP3whz9sNVe4JNXV1WngwIEdagwndwgm3ZEpIJiQKcBcZAowF5kCzEWmAABd4aKK5evXr5ck/e53v1NKSopiYmI8trFarYqKitJtt91mbiuBAESmAHORKcBcZAowF5kCzEWmAABdod3F8uHDh2v48OHu59OmTdNll13WJY0CggGZAsxFpgBzkSnAXGQKMBeZAgB0hQ7NWb5w4UKz2wEENTIFmItMAeYiU4C5yBRgLjIFADBLh4rlR48e1YIFC/T3v/9d9fX1MgzDY73FYtGePXtMaSAQDMgUYC4yBZiLTAHmIlOAucgUAMAsHSqWz5s3T6+99prGjRun+Ph4Wa1Ws9sFBBUyBZiLTAHmIlOAucgUYC4yBQAwS4eK5W+88YYeeugh3XHHHWa3BwhKZAowF5kCzEWmAHORKcBcZAoAYJYOfd0aGhrKjTMAE5EpwFxkCjAXmQLMRaYAc5EpAIBZOlQsHzNmjDZv3mx2W4CgRaYAc5EpwFxkCjAXmQLMRaYAAGbp0DQsKSkp+tWvfqWPP/5YqampCg8P91hvsVj0wx/+0JQGAsGATAHmIlOAucgUApHT6dSZM2fOuf6SSy6RzWbrkn+bTAHmIlMAALN0qFj+6KOPSpJ27typnTt3tlrPBxFwccgUYC4yBZiLTCGQGIahqqoqHT9+XIZx7u0sFik6Olr9+vWTxWIxtQ1kCjAXmQIAmKVDxfKKigqz2wEENTIFmItMAeYiUwgkVVVVOnbsuCIjoxUWFiaprUK4ocbGRh07dlyS9JWvfMXUNpApwFxdlanCwkJt375dzz//vHvZ3r17tWDBAu3evVvR0dEaP368Jk+e7F7vcrm0bNkyrV+/Xg6HQ9dcc40eeeQRDRo0qN3HAAB4T4fmLAcAAAAAf+N0OnX8+NlCeWRkL4WGhis0NKyNR7giI3spMjJax48fl9Pp9HbTAXSzNWvWaOnSpR7Ljh07pokTJ+ryyy/Xhg0bNH36dC1ZskQbNmxwb1NYWKi1a9dq/vz5Ki0tlcViUW5urpqamtp9DACA93RoZPmDDz54wW0WLlzYkUMDQYlMAeYiU4C5yBQCxZkzZ2QY+r8R5RcWFhamzz47u5+Z85eTKcBcZmaqpqZGc+bMUXl5uRISEjzWrVu3TqGhoZo3b55CQkKUmJioyspKrVixQtnZ2WpqatKqVauUl5enjIwMSVJBQYHS09O1ZcsWjRs37oLHAAB4V4eK5Tt27Gi17PTp0zp+/Liio6N11VVXdbphQDAhU4C5yBRgLjKFwNPeOcjNnau8BZkCzGVmpt5//3316tVLmzZt0jPPPKPDhw+715WVlclutysk5PNSSlpampYvX666ujodPnxYp06dUlpamnt9VFSUUlJStHPnTo0bN+6Cx4iNjb3Y7ruFhAT+5AE2m//10R/bDASzDhXL//rXv7a5/N///remT5+uW2+9tTNtAoIOmQLMRaYAc5EpwFxkCjCXmZnKzMxUZmZmm+uqq6uVlJTksaxPnz6SpCNHjqi6ulqS1K9fv1bbVFVVtesYHS2WW60W9e59aYf2RdeKiorwdhMAXIQOFcvP5atf/ap++MMf6umnn9a4cePMPDQQlMgUYC4yBZiLTAHmIlOAuczOVENDg0JDQz2WtUzr1NjYqPr6eklqc5sTJ0606xgd5XIZcjhOd3h/f2GzWf2u+Oxw1MvpdEk6WzhnpDng20wtlktSz549PS5TAtA5ZAowF5kCzEWmAHORKcBcZmYqPDzcfaPOFi0F7h49eig8PFyS1NTU5P65ZZuIiIh2HaMzmptdndofXcPpdPHaAH6kQ8XyI0eOtFrmdDpVXV2tX/3qV0pMTOx0w4BgQqYAc5EpwFxkCjAXmQLM1V2Zio+PV21trceylud9+/ZVc3Oze9nAgQM9tklOTm7XMQAA3tWhYnlmZqYsltY3uzEMQxEREXr66ac73TAgmJApwFxkCjAXmULgMUze7uKQKcBc3ZUpu92utWvXyul0ymazSZK2b9+uhIQExcbGKjIyUj179tSOHTvcxXKHw6E9e/YoJyenXccAAHhXh4rljz32WKsPIovFop49eyotLU09e/Y0pXFAsCBTgLnIFGAuMoVAcckll8hiOTvlQWho+AW3b2xslMVydj8zkSnAXN2VqezsbK1cuVJz5szRPffco3fffVclJSXKz8+XdHau8pycHC1evFgxMTHq37+/Fi1apPj4eI0ZM6ZdxwAAeFeHiuW33Xab2e0AghqZAsxFpgBzkSkECpvNpujoaB07dlxSy031Wo9GlQw1Njbqs8+Oq3fvaPfoT7OQKcBc3ZWp2NhYrVy5UgsWLFBWVpbi4uI0e/ZsZWVlubeZMWOGmpubNXfuXDU0NMhut6u4uNh9U8/2HAMA4D0dvsHn0aNHtXr1au3YsUMOh0O9e/fWiBEjdPfdd3PpENABZAowF5kCzEWmECj69esnSTp+/Lg+++zc21ksUu/e0e7tzUamAHN1RaYef/zxVsuGDh2q0tLSc+5js9mUl5envLy8c25zoWMAALzH2pGdqqurlZWVpTVr1igsLEwpKSkKCQnR6tWrdeutt6qmpsbsdgIBjUwB5uqqTBUWFmr8+PEey/bu3aucnBxdffXVGj16tIqLiz3Wu1wuLV26VOnp6UpNTdWkSZNUWVl5UccAvI1MIZBYLBZ95Stf0ZAhQ5SY+NVzPoYMGaKvfOUrbc6D3Fmc+wHmIlMAALN0qFi+aNEihYSE6JVXXtHzzz+vp556Ss8//7z+9Kc/KTw8XAUFBWa3EwhoZAowV1dkas2aNVq6dKnHsmPHjmnixIm6/PLLtWHDBk2fPl1LlizRhg0b3NsUFhZq7dq1mj9/vkpLS2WxWJSbm6umpqZ2HwPwNjKFQGSz2RQeHn7Oh9lTr3xRV5378QUUghV/TwEAzNKhYvm2bds0Y8YMXXbZZR7LL7vsMv3whz/U66+/3qHGcHKHYNVVmQKClZmZqqmp0T333KMlS5YoISHBY926desUGhqqefPmKTExUdnZ2br77ru1YsUKSVJTU5NWrVql6dOnKyMjQ8nJySooKFBNTY22bNnSrmMAvoBMAebqinM/voBCMOPvKQCAWTpULHc6nerdu3eb62JiYnTy5MmLPiYndwhmXZEpIJiZman3339fvXr10qZNm5SamuqxrqysTHa7XSEhn98CJC0tTQcPHlRdXZ0qKip06tQppaWluddHRUUpJSVFO3fubNcxAF9ApgBzmZkpvoAC+HsKAGCeDt3gc8iQIfr973+v66+/vtW6l19+WUlJSe0+Vk1NjebMmaPy8vLzntyFhIQoMTFRlZWVWrFihbKzs90nd3l5ecrIyJAkFRQUKD09XVu2bNG4ceMueAzAF5iZKQDmZiozM1OZmZltrquurm51rD59+kiSjhw5ourqaklqdXO4Pn36qKqqql3H6MxN3kJCPv9O3Gbr0PfjXuWPbQ5UZOosMgWzmJmpL34B9cwzz+jw4cPudef68mj58uWqq6vT4cOHz/sF1Lhx4y54DDIFX8DfUwAAs3SoWD5t2jRNnjxZx48f1y233KL/+q//0n/+8x/94Q9/0FtvvdVqhPj5cHLnPf7Y5kBlZqYAdF+mGhoaFBoa6rEsLCxMktTY2Kj6+npJanObEydOtOsYHWW1WtS796Ud3t8XREVFeLsJ+D9kikzBXGZmyl+/gCJTMBN/TwEAzNKhYvk3vvENPfnkk3ryySf15ptvupfHxcVp4cKFGjNmTLuPxcmd93By5zvMzBSA7stUeHi4e9qvFi3FuB49eig8PFzS2cvcW35u2SYiIqJdx+gol8uQw3Ha/dxms/rd+77DUS+n0+XtZnSpqKgIv/jymkyRKX9Bpjz58hdQZMo/kCkAQLDpULFckg4fPqwhQ4aopKREJ06cUEVFhZYsWaLjx4+b1jhO7roWJ3e+pTsyBQST7shUfHy8amtrPZa1PO/bt6+am5vdywYOHOixTXJycruO0RnNzf79Hu90uvy+D4GETJEpmKs7MuXLX0BJZArm4u8pAIAZOlQsX7lypZYtW6Yf/OAHSkxMlCR95Stf0UcffaRf/vKXioiI0B133NHpxnFy17U4ufMd3ZUpIFh0V6bsdrvWrl0rp9Mpm80mSdq+fbsSEhIUGxuryMhI9ezZUzt27HAX9hwOh/bs2aOcnJx2HQPwBWQKMFd3ZcrXv4ACzMLfUwAAs3RoyO26des0a9Ys/fSnP3Uvi4+P189+9jNNnz5dv/71r01p3IVOzFqmX2lrm/j4+HYdA/AFXZWpwsJCjR8/3mPZ3r17lZOTo6uvvlqjR49WcXGxx3qXy6WlS5cqPT1dqampmjRpkiorKy/qGIC3ddfnVHZ2tk6ePKk5c+bowIED2rhxo0pKSjRlyhRJZ698ysnJ0eLFi7V161ZVVFRo1qxZio+Pd18OfKFjAL6ATAHm6q5M2e12lZeXy+l0upd98cuj5ORk9xdQLVq+gBoxYkS7jgH4gu7KFAAg8HWoWF5TU6MrrriizXVXXXWVPvnkk041qgUndwgWXZGpNWvWtLqRzbFjxzRx4kRdfvnl2rBhg6ZPn64lS5Zow4YN7m0KCwu1du1azZ8/X6WlpbJYLMrNzXVfodGeYwDe1l2fU7GxsVq5cqUOHjyorKwsLVu2TLNnz1ZWVpZ7mxkzZui73/2u5s6dqzvvvFM2m03FxcXuKcLacwzA28gUYK7uyhRfQCFYdFemAACBr0PTsFx22WV66623NGrUqFbrduzY4R7V3VnZ2dlauXKl5syZo3vuuUfvvvuuSkpKlJ+fL8nz5C4mJkb9+/fXokWLWp3cne8YgC8wM1M1NTWaM2eOysvLlZCQ4LFu3bp1Cg0N1bx58xQSEqLExERVVlZqxYoVys7OVlNTk1atWqW8vDxlZGRIkgoKCpSenq4tW7Zo3LhxFzwG4Au66nPq8ccfb7Vs6NChKi0tPec+NptNeXl5ysvLO+c2FzoG4G1kCjBXd/091fLl0YIFC5SVlaW4uLg2v4Bqbm7W3Llz1dDQILvd3uYXUOc7BuBt3ZUpAEDg61Cx/M4779Rjjz2m5uZm3XTTTYqNjdXRo0f16quv6te//rUeeOABUxrHyR2ChZmZev/999WrVy9t2rRJzzzzjA4fPuxeV1ZWJrvdrpCQz6Oflpam5cuXq66uTocPH9apU6eUlpbmXh8VFaWUlBTt3LlT48aNu+AxuGIDvqC7PqeAYEGmAHN1Vab4AgrBis8pAIBZOlQs//73v6/q6mqtXr1aa9ascS+32WyaMGGC7r777g41hpM7BCszM5WZmanMzMw211VXVyspKcljWZ8+fSRJR44cUXV1tSS57wfwxW2qqqradYzOFMtDQj6fGcpm69AsUV7lj20OVF31OQUEKzIFmItMAeYiUwAAs3SoWC5J999/v+69917t2rVLx48fV1RUlIYOHarevXub2T4gaHRHphoaGtxXXbQICwuTJDU2Nqq+vl6S2tzmxIkT7TpGR1mtFvXufWmH9/cFUVER3m4CvoDPKcBcZAowF5kCzEWmAABm6HCxXJIiIyOVnp5uVluAoNfVmQoPD3ffqLNFS4G7R48eCg8PlyQ1NTW5f27ZJiIiol3H6CiXy5DDcdr93Gaz+l3x2eGol9Pp8nYzulRUVIRfjaDncwowF5kCzEWmAHORKQBAZ3WqWA7Av8THx6u2ttZjWcvzvn37qrm52b1s4MCBHtskJye36xid0dzs34Vmp9Pl930AAAAAAAAIVv4zPBBAp9ntdpWXl8vpdLqXbd++XQkJCYqNjVVycrJ69uypHTt2uNc7HA7t2bNHI0aMaNcxAAAAAAAAAH9EsRwIItnZ2Tp58qTmzJmjAwcOaOPGjSopKdGUKVMknZ2rPCcnR4sXL9bWrVtVUVGhWbNmKT4+XmPGjGnXMQAAAAAAAAB/RLEcCCKxsbFauXKlDh48qKysLC1btkyzZ89WVlaWe5sZM2bou9/9rubOnas777xTNptNxcXF7pt6tucYAAAAAAAAHeFyubR06VKlp6crNTVVkyZNUmVlZbv2/cMf/qAhQ4bok08+6eJWIlAxZzkQwB5//PFWy4YOHarS0tJz7mOz2ZSXl6e8vLxzbnOhYwAAAAAAAHREYWGh1q5dq4ULF6pv375atGiRcnNztXnzZvdAvrYcPnxY+fn53dhSBCJGlgMAAAAAAADwuqamJq1atUrTp09XRkaGkpOTVVBQoJqaGm3ZsuWc+7lcLuXl5emKK67oxtYiEFEsBwAAAAAAAOB1FRUVOnXqlNLS0tzLoqKilJKSop07d55zv6KiIp05c4b7qaHTmIYFAAAAAAAAgNdVV1dLkvr16+exvE+fPqqqqmpzn3fffVerVq3SSy+9pJqaGtPaYrMF1hjjlv4EUr8sFvOPSbEcAAAAAAAAgNfV19dLUqu5ycPCwnTixIlW258+fVoPPPCAHnjgAV1++eWmFsujoiJMO5YvCdR+mYViOQAAAAAAAACvCw8Pl3R27vKWnyWpsbFRERGti7zz58/X5Zdfrv/5n/8xvS0OR72cTpfpx/UWm82qqKiIgOpXr14RslrNHSlPsRwAAAAAAACA17VMv1JbW6uBAwe6l9fW1io5ObnV9hs2bFBoaKiGDRsmSXI6nZKkm2++Wd/5znf06KOPdrgtTqdLzc2BUVT+okDql2GYf0yK5QAAAAAAAO2wY8cO/eAHP2hz3YABA7R161Y9+OCD2rhxo8e6vn376vXXX5ckuVwuLVu2TOvXr5fD4dA111yjRx55RIMGDery9gO+Ljk5WT179tSOHTvcxXKHw6E9e/YoJyen1fb/+7//6/H8X//6l/Ly8vTcc88pMTGxW9qMwEKxHAAAAAAAoB2GDRumbdu2eSzbv3+/7r33Xk2dOlWStG/fPk2dOtWjsGez2dw/FxYWau3atVq4cKH69u2rRYsWKTc3V5s3b241TzMQbEJDQ5WTk6PFixcrJiZG/fv316JFixQfH68xY8bI6XTq6NGjioyMVHh4eKsvmVpuEPqVr3xFsbGx3ugC/Fzg3P4UAAAAAACgC4WGhiouLs79iI6O1sKFC/XNb35Tt99+u5xOpw4cOKCrrrrKY7uYmBhJZ+dhXrVqlaZPn66MjAwlJyeroKBANTU12rJli5d7B/iGGTNm6Lvf/a7mzp2rO++8UzabTcXFxQoNDVVVVZWuu+46vfLKK95uJgIUI8sBAAAAAAA64De/+Y2qqqq0atUqSdKhQ4fU2Nh4zukfKioqdOrUKaWlpbmXRUVFKSUlRTt37tS4ceM63JaQkMAfD2mz+V8f/bHN3maz2ZSXl6e8vLxW6wYMGKB9+/adc9///u//Pu964EIolgMAAAAAAFykxsZGFRUVacKECerTp4+ks1OyWCwWlZSU6PXXX5fValVGRoZmzpypyMhI9xQRLTcxbNGnTx9VVVV1uC1Wq0W9e1/a8c6gy0RFRXi7CQAuAsVyAAAAAACAi/T73/9ejY2NGj9+vHvZBx98IKvVqv79+6uoqEiVlZV64okntH//fpWUlKi+vl6SWs1NHhYWphMnTnS4LS6XIYfjdIf39xc2m9Xvis8OR72cTpeks4VzRpoDvo1iOQAAAAAAwEV6+eWX9c1vflO9e/d2L5s+fbruvvtuRUVFSZKSkpIUFxenO+64Q++9957Cw8MlnZ27vOVn6ewo9YiIzhWBm5tdndofXcPpdPHaAH6Er7MAAAAAAAAuwtGjR/XOO+/o29/+tsdyi8XiLpS3SEpKkiRVV1e7p1+pra312Ka2tlbx8fFd2GIAQHtQLAcAAAAAALgI//znP2WxWDRy5EiP5ffff78mT57ssey9996TJA0ePFjJycnq2bOnduzY4V7vcDi0Z88ejRgxousbDgA4L6ZhAQCgE3bs2KEf/OAHba4bMGCAtm7dqgcffFAbN270WNe3b1+9/vrrkiSXy6Vly5Zp/fr1cjgcuuaaa/TII49o0KBBXd5+wNeQKcBcZAroGhUVFbrssstaTZ1y880367777tOzzz6rcePG6eDBg3r00Ud18803KzExUZKUk5OjxYsXKyYmRv3799eiRYsUHx+vMWPGeKMrAIAv8PliOSd3AABfNmzYMG3bts1j2f79+3Xvvfdq6tSpkqR9+/Zp6tSpysnJcW9js9ncPxcWFmrt2rVauHCh+vbtq0WLFik3N1ebN29udfMnINCRKcBcZAroGv/5z38UHR3davkNN9ygJUuWqKioSEVFRYqMjNQtt9yimTNnureZMWOGmpubNXfuXDU0NMhut6u4uJg8AYAP8PliOSd3AABfFhoaqri4OPfzM2fOaOHChfrmN7+p22+/XU6nUwcOHNC0adM8tmvR1NSkVatWKS8vTxkZGZKkgoICpaena8uWLRo3bly39QXwBWQKMBeZArrGvHnzzrlu7NixGjt27DnX22w25eXlKS8vrwtaBgDoDJ+fs7zl5K7lER0d3ebJ3VVXXeWxXUxMjKTPT+6mT5+ujIwMJScnq6CgQDU1NdqyZYuXewcACDS/+c1vVFVVpQcffFCSdOjQITU2Nrovu/2yiooKnTp1Smlpae5lUVFRSklJ0c6dO7ulzYAvI1OAucgUAADAufn8yPIvazm5W7VqlaTOn9wxEgIAYJbGxkYVFRVpwoQJ6tOnj6SzV0NZLBaVlJTo9ddfl9VqVUZGhmbOnKnIyEhVV1dLkvr16+dxrD59+qiqqqpT7QkJ+fw7cZvN578fb8Uf2wxzkSlz+WObYS4yZS5/bDMAADg/vyqWc3JnLn9sMwD4st///vdqbGzU+PHj3cs++OADWa1W9e/fX0VFRaqsrNQTTzyh/fv3q6SkRPX19ZLUalqwsLAwnThxosNtsVot6t370g7v7wuioiIuvBECGpkyF5kCmTIXmQIAIPD4VbGckztzcXIHAOZ6+eWX9c1vflO9e/d2L5s+fbruvvtuRUVFSZKSkpIUFxenO+64Q++9957Cw8MlnZ02rOVn6ewXxBERHX+fdrkMORyn3c9tNqvfve87HPVyOl3ebkaXioqK4Mvr8yBT5iJTIFPmIlMAAAQevyqWc3JnLk7uAMA8R48e1TvvvKMpU6Z4LLdYLO7PqBZJSUmSpOrqaveVT7W1tRo4cKB7m9raWiUnJ3eqTc3N/v0e73S6/L4P6DgyZT4yFdzIlPnIFAAAgcdvqogtJ3ff/va3PZZfzMndF9XW1io+Pr5TbWpudrkf/lh0bjm5C+QHAHSXf/7zn7JYLBo5cqTH8vvvv1+TJ0/2WPbee+9JkgYPHqzk5GT17NlTO3bscK93OBzas2ePRowY0fUNB3wUmQLMRaYAAAAuzG+K5ZzcAQB8WUVFhS677LJWVy3dfPPNevPNN/Xss8/qo48+0muvvaaHHnpIN998sxITExUaGqqcnBwtXrxYW7duVUVFhWbNmqX4+HiNGTPGS70BvI9MAeYiUwAAABfmN9OwnO/k7r777tOzzz6rcePG6eDBg3r00UfdJ3eS3Cd3MTEx6t+/vxYtWsTJHQDAVP/5z38UHR3davkNN9ygJUuWqKioSEVFRYqMjNQtt9yimTNnureZMWOGmpubNXfuXDU0NMhut6u4uLjV/TaAYEKmAHORKQAAgAvzm2I5J3cAAF82b968c64bO3asxo4de871NptNeXl5ysvL64KWAf6JTAHmIlMAAAAX5jfFck7uAAAAAAAAAABdxW/mLAcAAAAAAAAAoKtQLAcAAAAAAAAABD2K5QAAAAAAAACAoEexHAAAAAAAAAAQ9CiWAwAAAAAAAACCHsVyAAAAAAAAAEDQo1gOAAAAAAAAAAh6FMsBAAAAAAAAAEGPYjkAAAAAAAAAIOhRLAcAAAAAAAAABD2K5QAAAAAAAACAoEexHAAAAAAAAAAQ9CiWAwAAAAAAAACCHsVyAAAAAAAAAEDQo1gOAAAAAAAAAAh6FMsBAAAAAAAAAEGPYjkAAAAAAAAAIOhRLAcAAAAAAGinw4cPa8iQIa0e69evlyTt3btXOTk5uvrqqzV69GgVFxd77O9yubR06VKlp6crNTVVkyZNUmVlpTe6AgD4khBvNwAAAAAAAMBf7Nu3T2FhYXr11VdlsVjcyyMjI3Xs2DFNnDhRN910k/Lz87Vr1y7l5+crOjpa2dnZkqTCwkKtXbtWCxcuVN++fbVo0SLl5uZq8+bNCg0N9Va3AACiWA4AAAAAANBu+/fvV0JCgvr06dNqXUlJiUJDQzVv3jyFhIQoMTFRlZWVWrFihbKzs9XU1KRVq1YpLy9PGRkZkqSCggKlp6dry5YtGjduXHd3BwDwBRTLAQAAAAAA2mnfvn0aPHhwm+vKyspkt9sVEvJ5uSUtLU3Lly9XXV2dDh8+rFOnTiktLc29PioqSikpKdq5c2eniuUhIYE/067N5n999Mc2A8GMYjkAAAAAAEA77d+/X3Fxcbrrrrt06NAhDRo0SNOmTVN6erqqq6uVlJTksX3LCPQjR46ourpaktSvX79W21RVVXW4TVarRb17X9rh/dF1oqIivN0EABeBYjkAAAAAAEA7NDU16dChQ4qIiNDs2bPVo0cPbdq0Sbm5uVq9erUaGhpazTseFhYmSWpsbFR9fb0ktbnNiRMnOtwul8uQw3G6w/v7C5vN6nfFZ4ejXk6nS9LZwjkjzQHfRrEcAIBOOnz4sDIzM1stnz9/vm6//Xbt3btXCxYs0O7duxUdHa3x48dr8uTJ7u1cLpeWLVum9evXy+Fw6JprrtEjjzyiQYMGdWc3AJ9BpgBzkSnAPKGhodq5c6dCQkLcBe8rr7xSH374oYqLixUeHq6mpiaPfRobGyVJPXr0UHh4uKSzRfeWn1u2iYjoXBG4udnVqf3RNZxOF68N4Ef84uusw4cPa8iQIa0e69evlyTt3btXOTk5uvrqqzV69GgVFxd77O9yubR06VKlp6crNTVVkyZNUmVlpTe6AgAIQPv27VNYWJjeeOMNbdu2zf245ZZbdOzYMU2cOFGXX365NmzYoOnTp2vJkiXasGGDe//CwkKtXbtW8+fPV2lpqSwWi3Jzc1v9oQUECzIFmItMAebq0aNHq5HhSUlJqqmpUXx8vGpraz3WtTzv27eve/qVtraJj4/vwlYDANrDL4rlnNwBAHzZ/v37lZCQoD59+iguLs79CA8P17p16xQaGqp58+YpMTFR2dnZuvvuu7VixQpJZ0cVrVq1StOnT1dGRoaSk5NVUFCgmpoabdmyxcs9A7yDTAHmIlOAeSoqKjRs2DCVlZV5LN+9e7cGDx4su92u8vJyOZ1O97rt27crISFBsbGxSk5OVs+ePbVjxw73eofDoT179mjEiBHd1g8AQNv8oljOyR0AwJft27dPgwcPbnNdWVmZ7Ha7QkI+n/ksLS1NBw8eVF1dnSoqKnTq1CmlpaW510dFRSklJUU7d+7s8rYDvohMAeYiU4B5kpKS9LWvfU35+fkqKyvThx9+qIULF2rXrl2aOnWqsrOzdfLkSc2ZM0cHDhzQxo0bVVJSoilTpkg6O41LTk6OFi9erK1bt6qiokKzZs1SfHy8xowZ4+XeAQD8Ys7yjpzcLV++XHV1dTp8+PB5T+7GjRvX4XaFhHz+XYM/3qDBH9sMczBvJWCu/fv3Ky4uTnfddZcOHTqkQYMGadq0aUpPT1d1dbWSkpI8tu/Tp48k6ciRI6qurpYk9yW5X9ymqqqqU+3icwr+ikx1DX9sM8xBprqGP7YZnWe1WlVUVKTFixdr5syZcjgcSklJ0erVqzVkyBBJ0sqVK7VgwQJlZWUpLi5Os2fPVlZWlvsYM2bMUHNzs+bOnauGhgbZ7XYVFxe3mtoFAND9/KJY7osnd1arRb17X9rh/X2Bv91BGuZpmdro1VdflcVicS+PjIx0T2100003KT8/X7t27VJ+fr6io6OVnZ0t6fOpjRYuXKi+fftq0aJFys3N1ebNmznBQ9BpamrSoUOHFBERodmzZ6tHjx7atGmTcnNztXr1ajU0NLTKRVhYmKSzN3Kqr6+XpDa3OXHiRIfbxecU/BWZ6jpkKjiRqa5DpoJXTEyMHnvssXOuHzp0qEpLS8+53mazKS8vT3l5eV3RPABAJ/h8sdxXT+5cLkMOx2n3c5vN6ncnSw5HvZzOwL4jc1RUBCM+2vDFqY2+rKSkxD21UUhIiBITE1VZWakVK1YoOzvbPbVRXl6eMjIyJEkFBQVKT0/Xli1bOnW1BuCPQkNDtXPnToWEhLg/a6688kp9+OGHKi4uVnh4eKt7ZDQ2Nko6e3Oo8PBwSWc/71p+btkmIqLjnyt8TvkHPqdaI1Ndh0wFJzLVdcgUAACBx+eL5b56cidJzc3+fWLkdLr8vg/oGF+d2gjwVz169Gi1LCkpSdu2bVN8fLxqa2s91rU879u3r5qbm93LBg4c6LFNcnJyp9rl7+/xfE4FLzLVNchU8CJTXYNMAQAQePziK+IePXq0GhmelJSkmpqaC57ctUy/0tY28fHxXdhqwHft379fdXV1uuuuu3Tttdfqzjvv1BtvvCFJqq6ubpWN7py3suXhjyNYbDarRx8C8YHWKioqNGzYMJWVlXks3717twYPHiy73a7y8nI5nU73uu3btyshIUGxsbFKTk5Wz549tWPHDvd6h8OhPXv2aMSIEd3WD8BXkCnAXGQKAACg/Xx+ZHlFRYXuvPNOrVixwuNkrOXk7utf/7rWrl0rp9Mpm80myfPkLjIy0n1y1zISouXkLicnxyt9ArzJV6c2Yt5K+KukpCR97WtfU35+vh555BH17t1b69at065du/TSSy/pv/7rv7Ry5UrNmTNH99xzj959912VlJQoPz9f0tks5eTkaPHixYqJiVH//v21aNEixcfHa8yYMV7uHdD9yBRgLjIFAADQfj5fLOfkDjCXr05txLyV/oF5K1uzWq0qKirS4sWLNXPmTDkcDqWkpGj16tUaMmSIJGnlypVasGCBsrKyFBcXp9mzZysrK8t9jBkzZqi5uVlz585VQ0OD7Ha7iouLuWEughKZAsxFpgAA/sblcmnZsmVav369HA6HrrnmGj3yyCMaNGhQm9t/8MEHWrRokf71r3/JarXKbrfrZz/7mb7yla90c8sRCHy+WM7JHWA+5q3sGsxbGbxiYmL02GOPnXP90KFDVVpaes71NptNeXl5ysvL64rmAX6HTAHmIlMAAH9SWFiotWvXauHCherbt68WLVqk3Nxcbd68uVUt79ixY5o4caLsdrteeOEFNTY26oknntA999yj3/3ud+4r5YH28vliucTJHWAmpjYCAAAAAAC+qKmpSatWrVJeXp4yMjIkSQUFBUpPT9eWLVs0btw4j+1fffVV1dfX6/HHH3cXxhctWqSMjAz985//1KhRo7q9D/BvflEsB2AepjYCAAAAAAC+qKKiQqdOnVJaWpp7WVRUlFJSUrRz585WxfJRo0bpmWeeaXMEeWfuqyYp4KYgbelPIPXLYjH/mBTLgSDD1EYAAAAAAMAXVVdXS5L69evnsbxPnz6qqqpqtf2AAQM0YMAAj2XLly9XWFiY7HZ7p9rib/dRa69A7ZdZKJYDQYipjQAAAAAAgK+pr6+XpFaD8cLCwto1UvzXv/61XnzxRT344IOKjY3tVFscjno5nYFzXzKbzaqoqIiA6levXhGyWs0dKU+xHAAAAAAAAIDXhYeHSzo7d3nLz5LU2NioiIhzj4g2DENLlizRs88+qylTpujuu+/udFucTpeamwOjqPxFgdQvwzD/mIEzSQ0AAAAAAAAAv9Uy/Uptba3H8traWsXHx7e5z5kzZ5SXl6eioiLNnj1bP/nJT7q8nQhcFMsBAAAAAAAAeF1ycrJ69uypHTt2uJc5HA7t2bNHI0aMaHOf2bNn689//rN++ctfavLkyd3VVAQopmEBAAAAAAAA4HWhoaHKycnR4sWLFRMTo/79+2vRokWKj4/XmDFj5HQ6dfToUUVGRio8PFwbN27UK6+8otmzZ2vkyJH69NNP3cdq2Qa4GIwsBwAAAAAAAOATZsyYoe9+97uaO3eu7rzzTtlsNhUXFys0NFRVVVW67rrr9Morr0iSNm/eLEl68skndd1113k8WrYBLgYjywEAAAAAAAD4BJvNpry8POXl5bVaN2DAAO3bt8/9fNWqVd3ZNAQBRpYDAAAAAAAAAIIeI8sBAAAAAAACjNVqkdVq8XYz2sXlMuRyGd5uBgBQLAcAAAAAAAgkVqtF0dE9ZLP5x4QCTqdLx4+fpmAOwOsolgMAAAAAAAQQq9Uim82qZ377pg7XnvB2c86rf59e+uGd35DVaqFYDsDrKJYDAAAAAAAEoMO1J3To8DFvNwMA/IZ/XI8DAAAAAAAAAEAXolgOAAAAAAAAAAh6FMsBAAAAAAAAAEGPYjkAAAAAAAAAIOhRLAcAAAAAAAAABD2K5QAAAAAAAACAoEexHAAAAAAAoJ2OHz+uhx9+WNdff72GDx+uO++8U2VlZe71Dz74oIYMGeLxuP76693rXS6Xli5dqvT0dKWmpmrSpEmqrKz0RlcAAF8S4u0GAAAAAAAA+Iuf/OQnqqur01NPPaWYmBi9+OKLmjx5sjZu3KjExETt27dPU6dOVU5Ojnsfm83m/rmwsFBr167VwoUL1bdvXy1atEi5ubnavHmzQkNDvdElAMD/YWQ5AAAAAABAO1RWVurNN9/UI488ohEjRuirX/2q5syZo759+2rz5s1yOp06cOCArrrqKsXFxbkfMTExkqSmpiatWrVK06dPV0ZGhpKTk1VQUKCamhpt2bLFy70DAPh8sZzLmwAAvo7PKsBcZAowF5kCzNO7d28999xzuvLKK93LLBaLDMPQiRMndOjQITU2NioxMbHN/SsqKnTq1CmlpaW5l0VFRSklJUU7d+7sVNtCQqzuh83m8+WeVmw2q0cf2nr4e78A+D6fn4aFy5sAAL6OzyrAXGQKMBeZAswTFRWljIwMj2V/+tOf9NFHH+m6667T/v37ZbFYVFJSotdff11Wq1UZGRmaOXOmIiMjVV1dLUnq16+fxzH69OmjqqqqDrfLarWod+9LO7y/L4iKivB2E7pEoPYLCFQ+/bUWlzcBAHwdn1WAucgUYC4yBXSt8vJyPfTQQ7rxxhuVmZmpDz74QFarVf3791dRUZF++tOf6rXXXtO0adPkcrlUX18vSa2+aAoLC1NjY2OH2+FyGTp27JT74XDUd6pf3uBw1Hv0oa2Hv/fL6XR5uzkALsCnR5Z39eVN48aN6/I+AAACmy9/Vn3xUk9/vWQVwYdMdR1/bDM6j0x1HX9sM8z16quv6oEHHlBqaqqeeuopSdL06dN19913KyoqSpKUlJSkuLg43XHHHXrvvfcUHh4u6ewXUS0/S1JjY6MiIjo3Arm52b8LsU6ny+/70JZA7RcQqHy6WO6rlze14OQOAOCrn1Vcigt/Raa6DpkKTmSq65Cp4PbCCy9owYIFGjNmjBYvXuweKW6xWNyF8hZJSUmSpOrqaneWamtrNXDgQPc2tbW1Sk5O7qbWAwDOxaeL5V/25cubli5d6nF5U2VlpZ544gnt379fJSUl57286cSJE51qCyd3AIC2+MpnlctlyOE47X5us1n97n3f4agP+EtVo6Ii+PL6AsiUecgUJDJlJjIVvF588UX94he/0Pjx4/XQQw/Jav38/9H999+v48ePq7i42L3svffekyQNHjxYl112mXr27KkdO3a4i+UOh0N79uzxuG8AAMA7/KZY7muXN3Fy5x84uQPQnXzts8rfL/fkklWQKXORKZApc5Gp4HTw4EE99thjGjNmjKZMmaK6ujr3uvDwcN18882677779Oyzz2rcuHE6ePCgHn30Ud18883u6Y5ycnK0ePFixcTEqH///lq0aJHi4+M1ZswYb3ULAPB//KJY7quXN/n7iREndwBgHl/9rAL8FZkCzEWmAHP85S9/0ZkzZ7Rly5ZWN7nNysrS448/riVLlqioqEhFRUWKjIzULbfcopkzZ7q3mzFjhpqbmzV37lw1NDTIbreruLi41RUcAIDu5/PFci5vAgD4Oj6rAHORKcBcZAowz9SpUzV16tTzbjN27FiNHTv2nOttNpvy8vKUl5dndvMAAJ3k08VyLm8CAPg6PqsAc5EpwFxkCgAAoP18uljO5U0AAF/HZxVgLjIFmItMAQAAtJ/FMAzD243wR06nS0ePnnI/DwmxqnfvS/XQkld06PAxL7bswi7v31uP/fjbOnbsVMDPWR4Tcyk3+PQTZMo/kCn/Qab8A5nyH2TKP5Ap/0Gm/AOZ8h/BkqmWfu0peVT1NR91Uws7JqLvQKVMeNijX2TKvwTa+3xLfgKpX12RKRIKAAAAAAAAAAh6FMsBAAAAAAAAAEGPYjkAAAAAAAAAIOhRLAcAAAAAAAAABL0QbzcAAACgM6xWi6xWi7eb0S4ulyGXi3urw7eRKcBcZAoAAP9BsRwAAPgtq9Wi3r0jZLXavN2UdnG5nDp2rJ5CBHwWmQLMRaYAAPAvFMsBAIDfOjtaz6aDm1eovq7K2805r4jYfkq4OVdWq4UiBHwWmQLMRaYAAPAvFMtxQVw2CADwdfV1Vaqv+cjbzQACBpkCzEWmAADwDxTLcV5cNggAAAAAAAAgGFAsx3lx2SAAAAAAAACAYECxHO3CZYMAAAAAAAAAApnV2w0AAAAAAAAAAMDbKJYDAAAAAAAAAIIexXIAAAAAAAAAQNCjWA4AAAAAAAAACHoUywEAAAAAAAAAQY9iOQAAAAAAAAAg6FEsBwAAAAAAAAAEPYrlAAAAAAAAAICgR7EcAAAAAAAAABD0KJYDAAAAAAAAAIIexXIAAAAAAAAAQNCjWA4AAAAAAAAACHoh3m4AAAQbq9Uiq9Xi7Wa0i8tlyOUyvN0MAAAAAACALhc0xXKXy6Vly5Zp/fr1cjgcuuaaa/TII49o0KBB3m4a4JfIVMdYrRb17h0hq9Xm7aa0i8vl1LFj9RTMuwGZAsxFpgBzkSnAXGQKOLeLzcexY8c0f/58vf7665Kkb33rW3rwwQfVo0eP7mw2AkTQFMsLCwu1du1aLVy4UH379tWiRYuUm5urzZs3KzQ01NvNA/wOmeqYs6PKbTq4eYXq66q83Zzziojtp4Sbc2W1WiiWdwMyBZiLTAHmIlOAucgUcG4Xm48ZM2aosbFRa9askcPh0Jw5c5Sfn68nnnjCC62HvwuKYnlTU5NWrVqlvLw8ZWRkSJIKCgqUnp6uLVu2aNy4cV5uIeBfyFTn1ddVqb7mI283Az6CTAHmIlOAucgUYC4yBZzbxebjnXfe0dtvv61XXnlFiYmJkqRHH31U99xzj37yk5+ob9++3d4H+LegKJZXVFTo1KlTSktLcy+LiopSSkqKdu7c2aEPIqvVopiYS93PLf83/fBPJ2fK6XR1us1dyWY7e1/XXr0iZFxgsGhLv7723ZkyXM4ublnnWP5vWosv9stf5oX2N2TKE5lCZ5EpT2QKnUWmPJEpdBaZ8kSm0FlkyhOZwhddbD7KysoUFxfnLpRL0siRI2WxWFReXq5vf/vbHW5Le34n/UlLfgKpX12RqaAolldXV0uS+vXr57G8T58+qqrq2DQIFotFNlvrF6RXz/AOHc8brFZru7e95NKoLmyJuS6mX+gYMtU2MoWOIlNtI1PoKDLVNjKFjiJTbSNT6Cgy1TYyBeni81FTU9Nq29DQUEVHR3c4Ty0C9bUL1H6ZJSj+79TX10tSq3mNwsLC1NjY6I0mAX6NTAHmIlOAucgUYC4yBZiLTAHndrH5qK+vb3Mec/KEjgqKYnl4+NlvUpuamjyWNzY2KiIiwhtNAvwamQLMRaYAc5EpwFxkCjAXmQLO7WLzER4e3mrblu179OjRNY1EQAuKYnnL5Ri1tbUey2traxUfH++NJgF+jUwB5iJTgLnIFGAuMgWYi0wB53ax+YiPj2+1bVNTk44fP87NPdEhQVEsT05OVs+ePbVjxw73MofDoT179mjEiBFebBngn8gUYC4yBZiLTAHmIlOAucgUcG4Xmw+73a7q6mpVVla6l7XsO3z48K5vMAJOUNzgMzQ0VDk5OVq8eLFiYmLUv39/LVq0SPHx8RozZoy3mwf4HTIFmItMAeYiU4C5yBRgLjIFnNuF8uF0OnX06FFFRkYqPDxcqampGj58uGbNmqV58+bp9OnTeuSRR3TrrbcyshwdYjEMw/B2I7qD0+nUU089pY0bN6qhoUF2u10PP/ywBgwY4O2mAX6JTAHmIlOAucgUYC4yBZiLTAHndr58fPLJJ7rxxhu1cOFC3XbbbZKkuro65efn64033lBYWJi+9a1v6cEHH1RYWJiXewJ/FDTFcgAAAAAAAAAAziUo5iwHAAAAAAAAAOB8KJYDAAAAAAAAAIIexXIAAAAAAAAAQNCjWA4AAAAAAAAACHoUywEAAAAAAAAAQY9iOQAAAAAAAAAg6FEs91Eul0tLly5Venq6UlNTNWnSJFVWVnq7WaYqLCzU+PHjvd0MBAkyBZiLTAHmIlOAucgU0HUC6XcvGN4r0NrFvu7Hjh3T/fffL7vdLrvdrp///Oc6ffp0N7a4fS62X7/73e80ZMiQVg9fzUB73nvMeK0olvuowsJCrV27VvPnz1dpaaksFotyc3PV1NTk7aaZYs2aNVq6dKm3m4EgQqYAc5EpwFxkCjAXmQK6RqD97gX6ewXadrGv+4wZM/Txxx+7f//ffPNN5efnd3OrL+xi+7Vv3z6NHDlS27Zt83gMGDCgm1t+Ye197zHltTLgcxobG41hw4YZL774onvZiRMnjKFDhxqbN2/2Yss6r7q62pg8ebJx9dVXG9/61reMnJwcbzcJQYBMAeYiU4C5yBRgLjIFmC8Qf/cC+b0C53axr/s///lPIykpyThw4IB72RtvvGEMGTLEqK6u7pY2t0dHfp8nTpxozJ8/v7ua2CEX895j1mvFyHIfVFFRoVOnTiktLc29LCoqSikpKdq5c6cXW9Z577//vnr16qVNmzYpNTXV281BkCBTgLnIFGAuMgWYi0wB5gvE371Afq/AuV3s615WVqa4uDglJia6l40cOVIWi0Xl5eXd0ub26Mjv8759+zR48ODuamKHXMx7j1mvVUiHW4suU11dLUnq16+fx/I+ffqoqqrKG00yTWZmpjIzM73dDAQZMgWYi0wB5iJTgLnIFGC+QPzdC+T3Cpzbxb7uNTU1rbYNDQ1VdHS0T/2eXGy/jh49qv/85z/auXOnnn/+eR0/flypqal64IEHlJCQ0C1tbo+Lee8x67ViZLkPqq+vl3T2Bf2isLAwNTY2eqNJgF8jU4C5yBRgLjIFmItMAWgP3iuC08W+7vX19a22Pd/23nKx/dq/f78kyWaz6YknnlBBQYFOnz6tu+66S//5z3+6vsFdwKzXimK5DwoPD5ekVhPwNzY2KiIiwhtNAvwamQLMRaYAc5EpwFxkCkB78F4RnC72dQ8PD2/zBpmNjY3q0aNH1zSyAy62X2lpaXr77bf1xBNP6IorrpDdbtczzzwjl8uljRs3dkubzWbWa0Wx3Ae1XDJQW1vrsby2tlbx8fHeaBLg18gUYC4yBZiLTAHmIlMA2oP3iuB0sa97fHx8q22bmpp0/Phx9e3bt+saepE68vvcq1cvj+c9evTQgAEDVFNT0zWN7GJmvVYUy31QcnKyevbsqR07driXORwO7dmzRyNGjPBiywD/RKYAc5EpwFxkCjAXmQLQHrxXBKeLfd3tdruqq6tVWVnpXtay7/Dhw7u+we10sf168cUX9d///d9qaGhwLzt58qQOHTrk8zf9PBezXitu8OmDQkNDlZOTo8WLFysmJkb9+/fXokWLFB8frzFjxni7eYDfIVOAucgUYC4yBZiLTAFoD94rgtOFXnen06mjR48qMjJS4eHhSk1N1fDhwzVr1izNmzdPp0+f1iOPPKJbb73Vp0aWX2y/brjhBv3qV7/S7NmzNX36dDU0NOipp55STEyMsrKyvN2ddumq14piuY+aMWOGmpubNXfuXDU0NMhut6u4uLjNieoBXBiZAsxFpgBzkSnAXGQKQHvwXhGczve6f/LJJ7rxxhu1cOFC3XbbbbJYLFq2bJny8/M1YcIEhYWF6Vvf+pYefPBBb3ejlYvpV79+/VRSUqLFixfrzjvvlGEY+sY3vqFf//rX7vnPfV1VVVWXvFYWwzCMLmozAAAAAAAAAAB+gTnLAQAAAAAAAABBj2I5AAAAAAAAACDoUSwHAAAAAAAAAAQ9iuUAAAAAAAAAgKBHsRwAAAAAAAAAEPQolgMAAAAAAAAAgh7FcgAAAAAAAABA0KNYHkQMw/B2E4CAQqYAc5EpwFxkCjAXmQIAIPBRLA8SBw4c0J133mnKsXbs2KEhQ4Zox44dphzPTFVVVRoxYoRPtg2BJZAzZRiGSktLdcstt2jYsGG68cYbtWDBAp08edLbTUMAC+RMOZ1OPffccxozZoyGDh2q73znO/r973/v7WYhwAVypr7sRz/6kTIzM73dDAS4QM5UfX29vv71r2vIkCEej6uuusrbTQMAoNuFeLsB6B5/+tOf9M4773i7GV3q8OHDmjx5sj777DNvNwVBIJAztXLlShUUFGjy5MkaNWqUKisrtWTJEn3wwQdavXq1LBaLt5uIABTImXrqqadUUlKiGTNm6KqrrtJrr72m2bNny2q16pZbbvF28xCgAjlTX/T73/9eW7ZsUf/+/b3dFAS4QM7Uvn375HK59NRTT3lkyWplbB0AIPhQLIffc7lc+t3vfqcnn3zS200B/J7L5dJzzz2nO+64Q/fff78k6dprr1V0dLRmzpyp3bt3M8oIuAinTp3SCy+8oAkTJujee++VJI0aNUrvv/++XnjhBYrlQCfU1NRowYIFio+P93ZTAL+2d+9eXXLJJfrmN7+pSy65xNvNAQDAq/iquBMaGhr0y1/+Ut/85jd15ZVXavjw4Zo4caL27t3r3ubNN9/U97//fQ0bNkzXXXedHn74YZ04ccK9/qOPPtKMGTM0cuRI2e125ebm6oMPPnCvb2xs1JNPPqmMjAxdeeWVuuWWW/TKK694tCMzM1MFBQVauHChRo4cqZEjRyovL0/Hjh2TJD399NNatmyZJGnIkCF6+umnJX1eFBszZoyuvPJKjR07Vs8//3yrfq5du1Zjx47V0KFDlZOToyNHjrTa5nz9+OSTTzRkyBD95S9/0bRp03T11Vfr2muvVWFhoU6ePKmHHnpI11xzja699lotWrTIPRdgy35//OMfNXXqVKWmpiojI0NPP/20XC6X+9/et2+f5s2bp1tvvZWCuZ8jU5/zVqZOnjyp73znO7r55ps92pOQkCBJ+vjjj9vzUsJHkKnPeStTYWFhKi0t1cSJEz3ac8kll6ipqamdryR8BZn6nDfP/VrMnTtX3/jGNzRq1Kj2vYDwOWTqc97M1N69ezV48GAK5WglMzNTjz32mCZMmKDhw4fr4Ycf1vHjx/Xwww/r2muv1VVXXaXvfe972r59u8d+b731lu644w4NGzZMdrtd06ZN07///W/3+vHjx+tnP/uZli9frm984xsaPny47rvvvlZ/a7z33nuaPHmy/vu//1vDhw/X1KlTPfLdMqXR9u3bNWnSJKWmpuraa6/VE088oebm5na3R5JeffVV3Xbbbbrqqqv0jW98Q/Pnz9fp06fN/N8JwF8Y6LDp06cbaWlpxvr1640dO3YYpaWlxrXXXmuMHTvWcLlcxt///ncjOTnZmDZtmvG3v/3NePnll41vfOMbxg9+8APDMAyjpqbGGDlypDFu3Dhj8+bNxt///nfj9ttvN6699lqjrq7OcLlcxuTJk41hw4YZq1evNl5//XXj5z//uZGUlGT87ne/c7fjhhtuMEaMGGFkZ2cbW7ZsMUpLS42RI0cat912m+F0Oo2qqirjoYceMpKSkox33nnHqKqqMgzDMH7+858bV1xxhbF06VLjjTfeMJ566ikjOTnZWLZsmfvYzz//vJGUlGT84he/MN544w3jySefNK644gojKSnJ+Mc//tGufnz88cdGUlKScc011xgFBQXGW2+9ZcyaNctISkoyxo4da+Tn5xtvvPGGMWfOHCMpKcl45ZVXDMMw3PuNGDHCuP/++43XXnvN3caFCxe623js2DF3n/7xj394tA3+hUz5RqbasmTJEiMpKcnYv3+/mS85uhiZ8q1MuVwuo7a21igqKjKGDBlirFu3rqteenQRMuU7mVq3bp0xatQoo66uzvjpT39q3HDDDV350qOLkCnfyNTtt99uZGVlGXfffbeRmppq2O124+c//7nx2WefdfWvAHzcDTfcYKSkpBgLFiwwtm3bZpSVlRnf+c53jGuvvdZYt26d8fe//92YPn26kZKSYrz11luGYRjGRx99ZAwdOtTIz883tm/fbvz5z382xo4da9x4442G0+k0DMMwcnJyjBEjRhhjxowx/vjHPxp/+MMfjNGjRxujR482Tp06ZRiGYWzfvt244oorjLvvvtvYsmWL8cc//tH4zne+YwwfPtw4cOCAYRif//1/7bXXGsuWLTPeeust47HHHjOSkpKM3/72t+1uz6ZNm4ykpCR3Tl588UXDbrcbEyZMMFwuV3f/bwfgZRTLO6ixsdGYNGmS8cc//tFj+apVq4ykpCSjpqbGuO2224xbb73VY/2f//xn45vf/KZRXV1tPP7448bQoUON2tpa9/qamhpj9OjRxtatW41t27YZSUlJrf6NBx54wPjGN75hnDlzxjCMsx9gdrvdcDgc7m22bNliJCUlGX/7298MwzCMpUuXGklJSe71//73v40hQ4YYy5cv9zh2QUGBcdVVVxlHjx41XC6XMWrUKGP69Oke2zz88MMeJ3cX6kfLSdrMmTPd62tra42kpCTjrrvuci9zuVzG8OHDjfnz5xuG8fnJXcvJcIv58+cbV1xxhXHixAnjyyiW+y8y5ZuZMgzDKC8vN6688kpj2rRpba6HbyJTvpep3//+90ZSUpKRlJRk5ObmGidPnjTgP8iU72Tqk08+MYYNG2b8+c9/NgzDoFjup8iUb2TK6XQaqampxrBhw4zf/OY3xttvv20UFxcbw4YNM+688053MRHB6YYbbjBGjx7t/j0oLS01kpKSjF27drm3cblcxve//33jtttuMwzDMDZv3mwkJSUZ1dXV7m3+9a9/GU899ZT7C5icnBwjJSXFqKysdG/z/vvvG0lJScYLL7xgGIZhfPe73zW+9a1vGc3Nze5tTpw4YYwcOdL48Y9/bBjG53//FxQUeLQ7MzPTmDJlSrva43K5jOuvv96YPHmyxzHeeustj/cAAMGDaVg6KDQ0VMXFxfr2t7+t2tpa7dy5U6Wlpfrb3/4mSTpz5ozef/993XTTTR77jR07Vn/5y1/Ut29flZeX6+qrr1ZcXJx7fZ8+ffS3v/1NmZmZ2r59uywWizIyMtTc3Ox+ZGZm6tNPP/W4/OiGG25QZGSk+3lmZqYuueQSlZWVtdn+f/zjHzIMQ5mZma2O3djYqPLycv373/9WXV2dbrzxRo99/9//+38ezy/UjxbDhg1z/9yybWpqqnuZxWJRr169Wt2g8zvf+U6r/4dnzpzRrl272uwb/BOZ+pwvZaqsrEz33nuvBg4cqAULFrTZd/gmMvU5X8lUamqqXnjhBf3iF7/Qnj179D//8z9qbGxss//wPWTqc97MlGEYeuihh5SRkaGxY8e22Vf4BzL1OW9navny5Vq/fr3uuusu2e12TZo0SfPmzVN5ebneeOONNvuP4JGYmOi+2ev27dsVFxenK664wv0773Q6dcMNN2j37t06ceKEUlNTFRYWpu9+97tauHCh3nrrLSUnJ2vWrFnq2bOn+7jDhg3TwIED3c9TUlJ02WWXqaysTKdPn9Z7772nb3/727LZbO5toqKidMMNN2jHjh0ebfxiNiQpPj7ePYXKhdrz73//W9XV1a2ybLfb1bNnT7355pum/z8F4Nu4wWcnvPHGG3rsscf073//W5deeqmGDBmiSy+9VJJUXV0twzAUGxt7zv2PHz+uAQMGnHe9YRgaPnx4m+tra2v19a9/XdLZk6kvslqtio6OlsPhOOexJWncuHFtrq+pqVFMTIwkuf/b4osnce3pR4svfjC2iIiIuOB+X+5bS3vO1Tf4LzLVvn606OpM/fGPf9TPfvYzJSQkqLi4WNHR0Rc8NnwLmWpfP1p0daYGDRqkQYMGyW6367LLLtPdd9+tv/zlL62KGPBdZKp9/WjRFZn6zW9+o3379ukPf/iDez5a4//mZ25ubpbVanUXdeD7yFT7+tGiKzJls9n03//93632GT16tKSz94fKyMi44L+BwPVf//Vf7p+PHz+uTz/9VFdccUWb23766acaPHiwXnjhBT333HNat26d1qxZo6ioKN1111368Y9/7H6P/vLvpSTFxsbK4XDos88+k2EYHv/2F9vz5S+EwsPDPZ5brVb3Z8OAAQPO256WLOfn5ys/P7/Vv1dbW3ue/zsAAhHF8g766KOP9MMf/lA33nijli9f7v5G9De/+Y3eeOMNRUZGymKx6OjRox77NTU1afv27Ro6dKgiIyNbrZfOfls7YMAARUZGqkePHvr1r3/dZhsGDRrk/rnlDb6F0+nUsWPHWp2YtYiKipIklZSUuE9Iv+grX/mK+8Swrq7OY92X/60L9cNisbTZhvb68r/X0p7znTjD/5Cpz/lCplauXKnFixfLbrersLDQY6QV/AOZ+pw3M1VXV6fXX39d119/vUfGrrrqKklni0HwD2Tqc97MVGlpqY4dO6brrruu1X5XXHGFfvSjH2n69Omd+vfRPcjU57yZqZqaGr322mu6/vrrFR8f796moaFBktS7d+9O/dsILJGRkbr88su1ePHiNte3fOkzdOhQLVu2TE1NTSovL1dpaamKioo0ZMgQffvb35bU+vdSkv7zn/9o4MCB7vz/5z//abXNp59+etGDeM7Xnq997WuSpNmzZ2vkyJGt9u3Vq9dF/VsA/B/DLjpo9+7damxs1JQpUzwuHWq5TC0iIkJf//rXtXXrVo/9tm3bpnvvvVfV1dUaMWKEdu3a5XHydPToUeXm5mrr1q0aOXKkTp8+LcMwdNVVV7kfH3zwgZ555hmPuzu/8cYbampqcj/funWrmpubNWrUKElqNcLGbrdLko4dO+Zx7OPHj+tXv/qVjh8/rssvv1z9+vXTn//8Z499Wy6NbHGhfnTWX//6V4/nf/nLXxQREeFxySH8H5n6nLcztXbtWi1atEjf+ta3VFxcTKHcT5Gpz3kzU6dPn9bPfvYzrV+/3mObltdhyJAhnf730T3I1Oe8man8/Hy99NJLHo8bbrhBcXFxeumll/S9732v0/8+ugeZ+pw3M9XU1KSf//znKi0t9djmlVdekdVq1TXXXNPpfx+BY+TIkaqqqlJsbKzH7/327du1cuVK2Ww2rVmzRpmZmWpqalJoaKhGjRqlX/ziF5Kkqqoq97Heeecdjy+J3n//fX3yyScaNWqUevTooSuvvFKvvPKKnE6ne5vPPvtMf//73y/q9/JC7fnqV7+q2NhYffLJJx59io+P1y9/+Uvt2bOns//bAPgZRpZ30BVXXKGQkBAtWrRIkyZNUlNTkzZu3Ki///3vkqTTp09rxowZuu+++zRz5kzddtttOnr0qH75y1/qhhtu0Ne//nVFR0fr5Zdf1uTJkzV16lSFhYVp+fLl6tOnj2699VZFRUXJbrdr2rRpmjZtmv7/9u4mtIktDOP4U4NZdOXCjSgiCnGRiQ0ig0pMmQaqUPEj3Ug7ikXFFLOpFaqg1o2tCzVga6tm6SeIO0WXgiASEERciAiCKFYUBWlpay3vXdzb1KjVci0mdf4/yCZzMnNmJg+TvJyZs2zZMj1+/Fg9PT1KJBIloxwGBgbU2tqqHTt26M2bNzp9+rQSiUTxlrqJkQ83b95UTU2NIpGINm3apCNHjuj169dyHEcvXrxQLpfTokWLtGTJElVVVenAgQNqb2/X4cOHtWHDBj169EhXr14tORY7d+786X4MDg7+1rG+c+eO5s+fr9raWhUKBV2+fFltbW2qrq7+rfWispCpSeXM1Lt379Td3a2FCxfK9/3vfhwuXrx4yhFWqCxkalI5M1VdXa0tW7bo7NmzmjNnjmKxmJ48eaL+/n4lEgklk8nf2jb+HDI1qZyZWrp06Xft582bp3A4XLxjA7MDmZpU7uvU5s2blc/nFQ6HFY/H9fDhQ507d05NTU0/zByCK51O69KlS2ppaVEmk9GCBQt0//595fN5+b6vuXPnavXq1Tp58qT27dsn3/cVCoV07do1hcNheZ5XXNfw8LD27Nmj1tZWDQ0NKZfLKRKJaOPGjZKk9vZ27dq1S7t375bv+xobG9OFCxf0+fNnZbPZaff5V/0JhUJqa2vT0aNHFQqF5HmePn36pL6+Pr19+3bKR84A+Iv9salE/0K3b9+2hoYGi8VilkgkLJvNWqFQsOXLlxdncL579641Njaa4zi2bt06O378uA0ODhbX8fz5c9u7d6/F43FzXdey2ay9fPmyuHxoaMi6urosmUxaNBq1uro6O3XqlI2MjBTbeJ5n+/fvt2PHjlk8Hre1a9daV1eXDQ8PF9sMDAxYY2OjRaNR6+zsNDOzsbEx6+3ttVQqZdFo1JLJpHV2dtrHjx9L9vPWrVvW0NBgjuNYOp0uziY9MXv7r/ZjYhb2GzdulKw3EonYmTNnSt7zPM86OjpKPtff328tLS0Wi8Wsvr7erly5MuU5mZgN++u+YfYgU+XP1PXr1y0SiUz5+nabqGxkqvyZMjMbHR21vr4+q6+vN8dxzPM8y+VyNjo6Oq3ziMpBpiojU9/q6Ogwz/N+2gaViUxVRqZGRkast7e3eJ1KpVJ2/vx5+/Lly7TOI/5eX3+fJrx//94OHTpka9asMcdxbP369ZbP5218fLzY5t69e7Zt2zZbuXKl1dTUWHNzsxUKheJy3/etubnZenp6zHVdc13XDh48aB8+fCjZ1oMHD6ypqclWrFhhq1atskwmY8+ePStZ/qP//77vm+/70+6P2b853bp1qzmOY67rWiaTsadPn/7/gwdg1qoy+2/WA8xadXV1cl1XJ06cKHdXZtSrV6+USqXU3d2tdDpd7u4gQMgUMLPIFDCzyBQws8gU8Gdt375dknTx4sUy9wQAvsczywEAAAAAAAAAgUexHAAAAAAAAAAQeDyGBQAAAAAAAAAQeIwsBwAAAAAAAAAEHsVyAAAAAAAAAEDgUSwHAAAAAAAAAAQexXIAAAAAAAAAQOBRLAcAAAAAAAAABB7FcgAAAAAAAABA4FEsBwAAAAAAAAAEHsVyAAAAAAAAAEDg/QMlZ9pZnVOkFwAAAABJRU5ErkJggg==",
"text/plain": [
"