From 05d5679c2efc3261d424afd61eadf0d331b232c0 Mon Sep 17 00:00:00 2001
From: Zimmermann Andreas <andreas.zimmermann@stud.hslu.ch>
Date: Wed, 6 Sep 2023 13:52:52 +0200
Subject: [PATCH] mittendrin
---
.../Data Quality Assessment.ipynb | 106727 ++++++++++++++-
1 file changed, 106707 insertions(+), 20 deletions(-)
diff --git a/notebooks/01A Data Quality Assessment/Data Quality Assessment.ipynb b/notebooks/01A Data Quality Assessment/Data Quality Assessment.ipynb
index 754dfc1..f633237 100644
--- a/notebooks/01A Data Quality Assessment/Data Quality Assessment.ipynb
+++ b/notebooks/01A Data Quality Assessment/Data Quality Assessment.ipynb
@@ -51,7 +51,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
@@ -73,6 +73,202 @@
"Load the dataset `sgv.csv` as a pandas dataframe. *Hint: You have to use the argument `sep`*"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Passengers</th>\n",
+ " <th>Revision</th>\n",
+ " <th>Temperature_Midday</th>\n",
+ " <th>Sunshine_Percentage</th>\n",
+ " <th>Snow_5Days</th>\n",
+ " <th>Temperature_Deviation</th>\n",
+ " <th>Temperature_Max</th>\n",
+ " <th>Temperature_Min</th>\n",
+ " <th>Temperature_Evening</th>\n",
+ " <th>Precipiation_5Days</th>\n",
+ " <th>Precipiation</th>\n",
+ " <th>Wind</th>\n",
+ " <th>Holiday</th>\n",
+ " <th>Special_Event</th>\n",
+ " <th>Year</th>\n",
+ " <th>Day_in_Month</th>\n",
+ " <th>Day</th>\n",
+ " <th>Month</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>2580</td>\n",
+ " <td>0</td>\n",
+ " <td>4.9</td>\n",
+ " <td>52.0</td>\n",
+ " <td>5.0</td>\n",
+ " <td>2.3</td>\n",
+ " <td>5.1</td>\n",
+ " <td>-0.8</td>\n",
+ " <td>0.9</td>\n",
+ " <td>12.1</td>\n",
+ " <td>4.6</td>\n",
+ " <td>9.9</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>2006</td>\n",
+ " <td>1</td>\n",
+ " <td>Sunday</td>\n",
+ " <td>January</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1973</td>\n",
+ " <td>0</td>\n",
+ " <td>2.4</td>\n",
+ " <td>0.0</td>\n",
+ " <td>5.0</td>\n",
+ " <td>2.3</td>\n",
+ " <td>3.4</td>\n",
+ " <td>0.6</td>\n",
+ " <td>2.7</td>\n",
+ " <td>12.4</td>\n",
+ " <td>0.3</td>\n",
+ " <td>6.1</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>2006</td>\n",
+ " <td>2</td>\n",
+ " <td>Monday</td>\n",
+ " <td>January</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>1044</td>\n",
+ " <td>0</td>\n",
+ " <td>2.2</td>\n",
+ " <td>11.0</td>\n",
+ " <td>5.0</td>\n",
+ " <td>1.6</td>\n",
+ " <td>2.9</td>\n",
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+ " <td>1.8</td>\n",
+ " <td>12.4</td>\n",
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+ " <td>5.3</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>2006</td>\n",
+ " <td>3</td>\n",
+ " <td>Tuesday</td>\n",
+ " <td>January</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
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+ " <td>0</td>\n",
+ " <td>0.8</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.2</td>\n",
+ " <td>1.1</td>\n",
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+ " <td>10.3</td>\n",
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+ " <td>6.4</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>2006</td>\n",
+ " <td>4</td>\n",
+ " <td>Wednesday</td>\n",
+ " <td>January</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>1139</td>\n",
+ " <td>0</td>\n",
+ " <td>-0.3</td>\n",
+ " <td>88.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>-1.8</td>\n",
+ " <td>0.9</td>\n",
+ " <td>-5.4</td>\n",
+ " <td>-3.2</td>\n",
+ " <td>0.3</td>\n",
+ " <td>0.0</td>\n",
+ " <td>4.5</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>2006</td>\n",
+ " <td>5</td>\n",
+ " <td>Thursday</td>\n",
+ " <td>January</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Passengers Revision Temperature_Midday Sunshine_Percentage Snow_5Days \\\n",
+ "0 2580 0 4.9 52.0 5.0 \n",
+ "1 1973 0 2.4 0.0 5.0 \n",
+ "2 1044 0 2.2 11.0 5.0 \n",
+ "3 980 0 0.8 0.0 0.0 \n",
+ "4 1139 0 -0.3 88.0 0.0 \n",
+ "\n",
+ " Temperature_Deviation Temperature_Max Temperature_Min \\\n",
+ "0 2.3 5.1 -0.8 \n",
+ "1 2.3 3.4 0.6 \n",
+ "2 1.6 2.9 -1.6 \n",
+ "3 0.2 1.1 -1.0 \n",
+ "4 -1.8 0.9 -5.4 \n",
+ "\n",
+ " Temperature_Evening Precipiation_5Days Precipiation Wind Holiday \\\n",
+ "0 0.9 12.1 4.6 9.9 1 \n",
+ "1 2.7 12.4 0.3 6.1 1 \n",
+ "2 1.8 12.4 0.0 5.3 0 \n",
+ "3 0.6 10.3 0.0 6.4 0 \n",
+ "4 -3.2 0.3 0.0 4.5 0 \n",
+ "\n",
+ " Special_Event Year Day_in_Month Day Month \n",
+ "0 1 2006 1 Sunday January \n",
+ "1 1 2006 2 Monday January \n",
+ "2 0 2006 3 Tuesday January \n",
+ "3 0 2006 4 Wednesday January \n",
+ "4 0 2006 5 Thursday January "
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.read_csv('./sgv.csv', sep=';')\n",
+ "df.head()"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -96,6 +292,7 @@
},
"outputs": [],
"source": [
+ "\n",
"df = pd.read_csv(\"sgv.csv\", sep=\";\")"
]
},
@@ -106,6 +303,26 @@
"Verify that the data has 18 columns."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(3652, 18)"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.shape"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -128,6 +345,7 @@
},
"outputs": [],
"source": [
+ "\n",
"df.shape"
]
},
@@ -140,6 +358,201 @@
"Display the first 5 rows."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
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+ " .dataframe tbody tr th {\n",
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+ " .dataframe thead th {\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Passengers</th>\n",
+ " <th>Revision</th>\n",
+ " <th>Temperature_Midday</th>\n",
+ " <th>Sunshine_Percentage</th>\n",
+ " <th>Snow_5Days</th>\n",
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+ " <th>Temperature_Max</th>\n",
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+ " <th>Precipiation</th>\n",
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+ " <th>Day_in_Month</th>\n",
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+ " <th>Month</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
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+ " <th>0</th>\n",
+ " <td>2580</td>\n",
+ " <td>0</td>\n",
+ " <td>4.9</td>\n",
+ " <td>52.0</td>\n",
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+ " <td>-0.8</td>\n",
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+ " <td>9.9</td>\n",
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+ " <td>2006</td>\n",
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+ " <td>Sunday</td>\n",
+ " <td>January</td>\n",
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+ " <td>2.7</td>\n",
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+ " <td>6.1</td>\n",
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+ " <td>1</td>\n",
+ " <td>2006</td>\n",
+ " <td>2</td>\n",
+ " <td>Monday</td>\n",
+ " <td>January</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>1044</td>\n",
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+ " <td>Wednesday</td>\n",
+ " <td>January</td>\n",
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+ " <td>1139</td>\n",
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+ " <td>5</td>\n",
+ " <td>Thursday</td>\n",
+ " <td>January</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Passengers Revision Temperature_Midday Sunshine_Percentage Snow_5Days \\\n",
+ "0 2580 0 4.9 52.0 5.0 \n",
+ "1 1973 0 2.4 0.0 5.0 \n",
+ "2 1044 0 2.2 11.0 5.0 \n",
+ "3 980 0 0.8 0.0 0.0 \n",
+ "4 1139 0 -0.3 88.0 0.0 \n",
+ "\n",
+ " Temperature_Deviation Temperature_Max Temperature_Min \\\n",
+ "0 2.3 5.1 -0.8 \n",
+ "1 2.3 3.4 0.6 \n",
+ "2 1.6 2.9 -1.6 \n",
+ "3 0.2 1.1 -1.0 \n",
+ "4 -1.8 0.9 -5.4 \n",
+ "\n",
+ " Temperature_Evening Precipiation_5Days Precipiation Wind Holiday \\\n",
+ "0 0.9 12.1 4.6 9.9 1 \n",
+ "1 2.7 12.4 0.3 6.1 1 \n",
+ "2 1.8 12.4 0.0 5.3 0 \n",
+ "3 0.6 10.3 0.0 6.4 0 \n",
+ "4 -3.2 0.3 0.0 4.5 0 \n",
+ "\n",
+ " Special_Event Year Day_in_Month Day Month \n",
+ "0 1 2006 1 Sunday January \n",
+ "1 1 2006 2 Monday January \n",
+ "2 0 2006 3 Tuesday January \n",
+ "3 0 2006 4 Wednesday January \n",
+ "4 0 2006 5 Thursday January "
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head(5)"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -163,6 +576,7 @@
},
"outputs": [],
"source": [
+ "\n",
"df.head(n=5)"
]
},
@@ -175,10 +589,203 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 35,
"metadata": {},
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+ " <td>Wednesday</td>\n",
+ " <td>January</td>\n",
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+ " </tr>\n",
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+ " <th>4</th>\n",
+ " <td>1139</td>\n",
+ " <td>0</td>\n",
+ " <td>-0.3</td>\n",
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+ " <td>-5.4</td>\n",
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+ " <td>0.3</td>\n",
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+ " <td>0</td>\n",
+ " <td>2006</td>\n",
+ " <td>5</td>\n",
+ " <td>Thursday</td>\n",
+ " <td>January</td>\n",
+ " <td>2006-01-05</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Passengers Revision Temperature_Midday Sunshine_Percentage Snow_5Days \\\n",
+ "0 2580 0 4.9 52.0 5.0 \n",
+ "1 1973 0 2.4 0.0 5.0 \n",
+ "2 1044 0 2.2 11.0 5.0 \n",
+ "3 980 0 0.8 0.0 0.0 \n",
+ "4 1139 0 -0.3 88.0 0.0 \n",
+ "\n",
+ " Temperature_Deviation Temperature_Max Temperature_Min \\\n",
+ "0 2.3 5.1 -0.8 \n",
+ "1 2.3 3.4 0.6 \n",
+ "2 1.6 2.9 -1.6 \n",
+ "3 0.2 1.1 -1.0 \n",
+ "4 -1.8 0.9 -5.4 \n",
+ "\n",
+ " Temperature_Evening Precipiation_5Days Precipiation Wind Holiday \\\n",
+ "0 0.9 12.1 4.6 9.9 1 \n",
+ "1 2.7 12.4 0.3 6.1 1 \n",
+ "2 1.8 12.4 0.0 5.3 0 \n",
+ "3 0.6 10.3 0.0 6.4 0 \n",
+ "4 -3.2 0.3 0.0 4.5 0 \n",
+ "\n",
+ " Special_Event Year Day_in_Month Day Month Date \n",
+ "0 1 2006 1 Sunday January 2006-01-01 \n",
+ "1 1 2006 2 Monday January 2006-01-02 \n",
+ "2 0 2006 3 Tuesday January 2006-01-03 \n",
+ "3 0 2006 4 Wednesday January 2006-01-04 \n",
+ "4 0 2006 5 Thursday January 2006-01-05 "
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
+ "\n",
"df['Date'] = df['Month'].astype(str) + '-' + df['Day_in_Month'].astype(str) + '-' + df['Year'].astype(str)\n",
"df['Date'] = pd.to_datetime(df['Date'], errors='coerce')\n",
"df.head()"
@@ -200,6 +807,45 @@
"Print the datatype of each column."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Passengers int64\n",
+ "Revision int64\n",
+ "Temperature_Midday float64\n",
+ "Sunshine_Percentage float64\n",
+ "Snow_5Days float64\n",
+ "Temperature_Deviation float64\n",
+ "Temperature_Max float64\n",
+ "Temperature_Min float64\n",
+ "Temperature_Evening float64\n",
+ "Precipiation_5Days float64\n",
+ "Precipiation float64\n",
+ "Wind float64\n",
+ "Holiday int64\n",
+ "Special_Event int64\n",
+ "Year int64\n",
+ "Day_in_Month int64\n",
+ "Day object\n",
+ "Month object\n",
+ "Date datetime64[ns]\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.dtypes"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -222,6 +868,7 @@
},
"outputs": [],
"source": [
+ "\n",
"df.dtypes"
]
},
@@ -234,6 +881,47 @@
"Encode them as pandas datatype `categorical` (you can use [pd.DataFrame.astype()](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.astype.html)) and print the dtypes afterwards."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Passengers int64\n",
+ "Revision int64\n",
+ "Temperature_Midday float64\n",
+ "Sunshine_Percentage float64\n",
+ "Snow_5Days float64\n",
+ "Temperature_Deviation float64\n",
+ "Temperature_Max float64\n",
+ "Temperature_Min float64\n",
+ "Temperature_Evening float64\n",
+ "Precipiation_5Days float64\n",
+ "Precipiation float64\n",
+ "Wind float64\n",
+ "Holiday int64\n",
+ "Special_Event int64\n",
+ "Year int64\n",
+ "Day_in_Month int64\n",
+ "Day category\n",
+ "Month category\n",
+ "Date datetime64[ns]\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.Month =df.Month.astype('category')\n",
+ "df.Day = df.Day.astype('category')\n",
+ "df.dtypes"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -246,7 +934,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {
"jupyter": {
"source_hidden": true
@@ -254,8 +942,39 @@
"solution2": "hidden",
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Passengers int64\n",
+ "Revision int64\n",
+ "Temperature_Midday float64\n",
+ "Sunshine_Percentage float64\n",
+ "Snow_5Days float64\n",
+ "Temperature_Deviation float64\n",
+ "Temperature_Max float64\n",
+ "Temperature_Min float64\n",
+ "Temperature_Evening float64\n",
+ "Precipiation_5Days float64\n",
+ "Precipiation float64\n",
+ "Wind float64\n",
+ "Holiday int64\n",
+ "Special_Event int64\n",
+ "Year int64\n",
+ "Day_in_Month int64\n",
+ "Day category\n",
+ "Month category\n",
+ "Date datetime64[ns]\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
+ "\n",
"df.Month = df.Month.astype('category')\n",
"df.Day = df.Day.astype('category')\n",
"df.dtypes"
@@ -276,6 +995,26 @@
"Find out if there are rows that are exact duplicates. If there are, examine and possibly drop them. You can use [pd.DataFrame.duplicated()](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.duplicated.html) and [pd.DataFrame.drop_duplicates()](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.drop_duplicates.html)."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "False"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.duplicated().any()"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -300,6 +1039,7 @@
},
"outputs": [],
"source": [
+ "\n",
"# check if they are any\n",
"df.duplicated().any()"
]
@@ -355,6 +1095,7 @@
},
"outputs": [],
"source": [
+ "\n",
"# The duplicates could be dropped by using the following command:\n",
"df.drop_duplicates(inplace=True)"
]
@@ -367,6 +1108,45 @@
"Check if there are any null values in this dataset and replace them with the mean."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Passengers False\n",
+ "Revision False\n",
+ "Temperature_Midday False\n",
+ "Sunshine_Percentage False\n",
+ "Snow_5Days True\n",
+ "Temperature_Deviation False\n",
+ "Temperature_Max False\n",
+ "Temperature_Min False\n",
+ "Temperature_Evening False\n",
+ "Precipiation_5Days False\n",
+ "Precipiation True\n",
+ "Wind True\n",
+ "Holiday False\n",
+ "Special_Event False\n",
+ "Year False\n",
+ "Day_in_Month False\n",
+ "Day False\n",
+ "Month False\n",
+ "Date False\n",
+ "dtype: bool"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.isna().any()"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -389,6 +1169,7 @@
},
"outputs": [],
"source": [
+ "\n",
"df.isna().any() # add another .any() to aggregate to a single Boolean"
]
},
@@ -401,6 +1182,15 @@
"It appears that the columns 'wind' and 'snow' have some null values. We replace it with the mean: *Click on the dots to display the solution*"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df.fillna(df.mean())"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -413,6 +1203,7 @@
},
"outputs": [],
"source": [
+ "\n",
"df = df.fillna(df.mean())"
]
},
@@ -438,6 +1229,258 @@
"Examine the minimum and maximum values: *Click on the dots to display the solution*"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Passengers</th>\n",
+ " <th>Revision</th>\n",
+ " <th>Temperature_Midday</th>\n",
+ " <th>Sunshine_Percentage</th>\n",
+ " <th>Snow_5Days</th>\n",
+ " <th>Temperature_Deviation</th>\n",
+ " <th>Temperature_Max</th>\n",
+ " <th>Temperature_Min</th>\n",
+ " <th>Temperature_Evening</th>\n",
+ " <th>Precipiation_5Days</th>\n",
+ " <th>Precipiation</th>\n",
+ " <th>Wind</th>\n",
+ " <th>Holiday</th>\n",
+ " <th>Special_Event</th>\n",
+ " <th>Year</th>\n",
+ " <th>Day_in_Month</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " <td>3652.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>6387.802300</td>\n",
+ " <td>0.009584</td>\n",
+ " <td>12.849425</td>\n",
+ " <td>37.032161</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>1.153313</td>\n",
+ " <td>14.617716</td>\n",
+ " <td>6.212568</td>\n",
+ " <td>11.556039</td>\n",
+ " <td>16.773439</td>\n",
+ " <td>3.347513</td>\n",
+ " <td>8.016350</td>\n",
+ " <td>0.042442</td>\n",
+ " <td>0.041073</td>\n",
+ " <td>2010.499726</td>\n",
+ " <td>15.727820</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>6033.488385</td>\n",
+ " <td>0.097440</td>\n",
+ " <td>8.509759</td>\n",
+ " <td>34.982702</td>\n",
+ " <td>3.107446</td>\n",
+ " <td>3.352714</td>\n",
+ " <td>8.801185</td>\n",
+ " <td>6.729164</td>\n",
+ " <td>8.341950</td>\n",
+ " <td>19.071723</td>\n",
+ " <td>7.159809</td>\n",
+ " <td>4.647082</td>\n",
+ " <td>0.221064</td>\n",
+ " <td>0.198487</td>\n",
+ " <td>2.872293</td>\n",
+ " <td>8.800529</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-11.200000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-12.000000</td>\n",
+ " <td>-9.300000</td>\n",
+ " <td>-16.100000</td>\n",
+ " <td>-10.700000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>2.200000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>2006.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>1547.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>6.000000</td>\n",
+ " <td>1.750000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-1.100000</td>\n",
+ " <td>7.500000</td>\n",
+ " <td>0.600000</td>\n",
+ " <td>4.600000</td>\n",
+ " <td>1.700000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>4.900000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>2008.000000</td>\n",
+ " <td>8.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>4029.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>13.300000</td>\n",
+ " <td>28.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>1.300000</td>\n",
+ " <td>15.100000</td>\n",
+ " <td>6.400000</td>\n",
+ " <td>11.900000</td>\n",
+ " <td>10.500000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>6.400000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>2010.500000</td>\n",
+ " <td>16.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>9771.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>19.500000</td>\n",
+ " <td>68.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>3.500000</td>\n",
+ " <td>21.500000</td>\n",
+ " <td>11.800000</td>\n",
+ " <td>18.100000</td>\n",
+ " <td>24.900000</td>\n",
+ " <td>3.125000</td>\n",
+ " <td>9.725000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>2013.000000</td>\n",
+ " <td>23.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>34878.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>32.700000</td>\n",
+ " <td>101.000000</td>\n",
+ " <td>36.000000</td>\n",
+ " <td>14.600000</td>\n",
+ " <td>34.900000</td>\n",
+ " <td>21.500000</td>\n",
+ " <td>32.700000</td>\n",
+ " <td>113.700000</td>\n",
+ " <td>70.200000</td>\n",
+ " <td>31.100000</td>\n",
+ " <td>6.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>2015.000000</td>\n",
+ " <td>31.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Passengers Revision Temperature_Midday Sunshine_Percentage \\\n",
+ "count 3652.000000 3652.000000 3652.000000 3652.000000 \n",
+ "mean 6387.802300 0.009584 12.849425 37.032161 \n",
+ "std 6033.488385 0.097440 8.509759 34.982702 \n",
+ "min 0.000000 0.000000 -11.200000 0.000000 \n",
+ "25% 1547.000000 0.000000 6.000000 1.750000 \n",
+ "50% 4029.000000 0.000000 13.300000 28.000000 \n",
+ "75% 9771.000000 0.000000 19.500000 68.000000 \n",
+ "max 34878.000000 1.000000 32.700000 101.000000 \n",
+ "\n",
+ " Snow_5Days Temperature_Deviation Temperature_Max Temperature_Min \\\n",
+ "count 3652.000000 3652.000000 3652.000000 3652.000000 \n",
+ "mean 0.788468 1.153313 14.617716 6.212568 \n",
+ "std 3.107446 3.352714 8.801185 6.729164 \n",
+ "min 0.000000 -12.000000 -9.300000 -16.100000 \n",
+ "25% 0.000000 -1.100000 7.500000 0.600000 \n",
+ "50% 0.000000 1.300000 15.100000 6.400000 \n",
+ "75% 0.000000 3.500000 21.500000 11.800000 \n",
+ "max 36.000000 14.600000 34.900000 21.500000 \n",
+ "\n",
+ " Temperature_Evening Precipiation_5Days Precipiation Wind \\\n",
+ "count 3652.000000 3652.000000 3652.000000 3652.000000 \n",
+ "mean 11.556039 16.773439 3.347513 8.016350 \n",
+ "std 8.341950 19.071723 7.159809 4.647082 \n",
+ "min -10.700000 0.000000 0.000000 2.200000 \n",
+ "25% 4.600000 1.700000 0.000000 4.900000 \n",
+ "50% 11.900000 10.500000 0.000000 6.400000 \n",
+ "75% 18.100000 24.900000 3.125000 9.725000 \n",
+ "max 32.700000 113.700000 70.200000 31.100000 \n",
+ "\n",
+ " Holiday Special_Event Year Day_in_Month \n",
+ "count 3652.000000 3652.000000 3652.000000 3652.000000 \n",
+ "mean 0.042442 0.041073 2010.499726 15.727820 \n",
+ "std 0.221064 0.198487 2.872293 8.800529 \n",
+ "min 0.000000 0.000000 2006.000000 1.000000 \n",
+ "25% 0.000000 0.000000 2008.000000 8.000000 \n",
+ "50% 0.000000 0.000000 2010.500000 16.000000 \n",
+ "75% 0.000000 0.000000 2013.000000 23.000000 \n",
+ "max 6.000000 1.000000 2015.000000 31.000000 "
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.describe()"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -451,6 +1494,7 @@
},
"outputs": [],
"source": [
+ "\n",
"df.describe()"
]
},
@@ -463,6 +1507,15 @@
"It appears that the maximum value of sunshine is **101%**. You can easily fix this by using the following command:"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df['Sunshine_Percentage'].values[df['Sunshine_Percentage'] > 100] = 100"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -485,6 +1538,7 @@
},
"outputs": [],
"source": [
+ "\n",
"df[\"Sunshine_Percentage\"].values[df[\"Sunshine_Percentage\"] > 100] = 100"
]
},
@@ -503,6 +1557,32 @@
"Plot the number of passengers over time and try to interpret the data."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x500 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=(8,5))\n",
+ "ax = fig.add_subplot(111)\n",
+ "\n",
+ "ax.plot(df['Date'], df['Passengers'])\n",
+ "ax.set_ylabel('Passengers')\n",
+ "ax.set_xlabel('Date')\n",
+ "plt.show()"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -518,7 +1598,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 37,
"metadata": {
"jupyter": {
"source_hidden": true
@@ -529,8 +1609,30 @@
"solution2": "shown",
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<AxesSubplot: title={'center': 'Passengers over time'}>"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 1500x500 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
+ "\n",
"fig, ax = plt.subplots(figsize=(15,5))\n",
"df.Passengers.plot(title=\"Passengers over time\", ax=ax)"
]
@@ -552,6 +1654,36 @@
"Implement a correlation analysis for the given dataset. Comment your findings."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<AxesSubplot: >"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.heatmap(data=df.corr())"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -565,7 +1697,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 45,
"metadata": {
"jupyter": {
"source_hidden": true
@@ -573,9 +1705,31 @@
"solution2": "hidden",
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<AxesSubplot: >"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 1000x1000 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "plt.subplots(figsize=(12, 12))\n",
+ "\n",
+ "plt.subplots(figsize=(10, 10))\n",
"sns.heatmap(df.corr(), annot=True, cmap='RdYlGn_r', linewidths=0.5, fmt='.2f')"
]
},
@@ -607,10 +1761,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 46,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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mbNmyTs+rV6+h4OCyOn06SQcO/HHdOAAAAOQfRqQAg/n66+VOzw8c+ENxcXFORdS14gAAAJB/KKQAg/nppw35GgcAAADXUUgBBpPbTSTYbAIAAKDgUEgBBtOkSe42kchtHAAAAFxHIQUYTGZmZr7GAQAAwHUUUoDBHDt2NF/jAAAA4DoKKcBgGJECAABwPwopwGCSk5Mdj728vJzarnx+ZRwAAADyF4UUYDBnziQ5Hl+4cMGp7crnV8YBAAAgf1FIAQZjMuXur21u4wAAAOA6/qcFGEylSuH5Ggcgd86ePauRI0eqTZs2aty4sR5//HFt27bN0b5p0yZ17txZDRo0UHR0tL7++ms3ZgsAKGgUUoDBPPPMs/kaByB3Bg0apF9++UWTJk3SkiVLVLt2bfXu3VsHDx7UgQMH1LdvX7Vu3VpLly7Vww8/rKFDh2rTpk3uThsAUEA83J0AANeUL18hX+MA3Fx8fLw2btyoBQsWqEmTJpKkESNGaP369Vq+fLnOnDmjmjVrauDAgZKk6tWra/fu3Zo+fboiIyPdmToAoIAwIgUYzMqVuZsulNs4ADcXGBioadOmqV69eo5jJpNJJpNJqamp2rZt21UFU8uWLbV9+3bZ7fbCThcAUAgYkQIM5uDBA/kaB+DmAgICdPfddzsdW7VqleLj4/XKK6/oiy++UFhYmFN7SEiIMjMzlZKSoqCgoDxd18OD7zthTGaL2fGTzzGKKwopwGCysrLyNQ6A637++WcNGzZMHTp0UNu2bZWVlSVPT0+nmMvPs7Oz83QNs9mkwMCSt5wr4A5nMi5KkkqW9OJzjGKLQgowmDvuqKktW+IkSRaLh6zWHEfblc/vuKOmW/IDiru1a9dq8ODBaty4sSZOnCjp0s2w/1owXX7u4+OTp+vYbHalpp6/tWQBN8nIuOD4mZKS4eZsANcEBPjIYrn5SCqFFGAwSUmnHY+vLKL++vzKOAD5Y968eRo3bpyio6P15ptvOkadypUrp8TERKfYxMRE+fr6yt/fP8/Xy8mx3VK+wF+dSj6vrGxrwV8n5dKXAMdOpeliAV/P29Oi0CDfAr0GcC0UUoDB2O25+49VbuMA5M6CBQs0ZswYde/eXcOHD5fJZHK0NW3aVFu2bHGKj4uLU+PGjWU2sz4ERcOp5PMaNi2uUK/50Ve7CuU6bzzdkmIKhY5CCjCYzMzcTZHIbRyAmzt06JDGjx+v9u3bq2/fvkpKSnK0eXt7q3v37oqJidHEiRMVExOjH374QStXrtT06dPdmDXg7PJI1FN/r6PyZQp23ZLFYpKphIfsF3NktRbczpUnzmTok+W7C2WUDfgrCinAYM6cScnXOAA3t2rVKl28eFFr1qzRmjVrnNpiYmI0YcIEffjhh4qNjdWcOXNUsWJFxcbGcg8pFEnly5RU5bC8TznNDQ8PswIDSyolJYMpqii2KKQAgzl69IjT8xIlSshsNstms+nixYvXjQOQd/369VO/fv1uGNOmTRu1adOmkDICALgbhRRgMJmZzrt4XVk83SgOAAAA+YcVsIDB2Gy5myKR2zgAAAC4jkIKMBhf39wtEM5tHAAAAFxHIQUYjNlsunmQC3EAAABwHYUUYDCZmZn5GgcAAADXUUgBBpOTk5OvcQAAAHAdhRRgMBaLJV/jAAAA4DoKKcBgvL19nJ4HBJRS5cqVFRBQ6oZxAAAAyD/cRwowmJwc5/tGpaaeU2rquZvGAQAAIP9QSAFFTOLZTGVmXX99k92eu/PY7VJ8Qtp12328PRRSmlErAACAvKCQAoqQtPPZGvbxphsWSyav0tKFhJuey+RVWqNmb71uu9lk0uTn7pK/r2ceMgUAALi9UUgBRYi/r6fe6Bt5wxGpe6pM0IvP97zpucaNnaA2bZtdt93H24MiCgAAII8opIAi5mbT7f758EN6aZDHDbc39/Dw0D8ffoid+wAAAAoIu/YBBmOxWDRt2uwbxkybNpsiCgAAoABRSAEG1KnTg5o5c54qVKjodLxixUqaOXOeOnV60E2ZAQAA3B6Y2gcYVKdOD6pjxwe0fOV3mrr4Jz3z8J36e3Q7RqIAAAAKAYUUYGAWi0VNm9+pCjs91LR5c4ooAACAQsLUPgAAAABwkcuF1NmzZzVy5Ei1adNGjRs31uOPP65t27Y52jdt2qTOnTurQYMGio6O1tdff+30+gsXLmjUqFGKjIxUo0aN9OKLLyo5OdkpJj/OAQAAAAAFxeVCatCgQfrll180adIkLVmyRLVr11bv3r118OBBHThwQH379lXr1q21dOlSPfzwwxo6dKg2bdrkeP3rr7+uDRs26P3339ecOXN08OBBPf/88472/DgHAAAAABQkl9ZIxcfHa+PGjVqwYIGaNGkiSRoxYoTWr1+v5cuX68yZM6pZs6YGDhwoSapevbp2796t6dOnKzIyUqdOndKXX36pjz76SE2bNpUkTZo0SdHR0frll1/UqFEjzZkz55bPAQAAAAAFyaURqcDAQE2bNk316tVzHDOZTDKZTEpNTdW2bdsUGRnp9JqWLVtq+/btstvt2r59u+PYZVWrVlVoaKi2bt0qSflyDgAAAAAoSC6NSAUEBOjuu+92OrZq1SrFx8frlVde0RdffKGwsDCn9pCQEGVmZiolJUWnTp1SYGCgvLy8ropJSEiQJCUkJNzyOfLKw4O9N2A8ZovZ8ZPPMAAAQOG4pe3Pf/75Zw0bNkwdOnRQ27ZtlZWVJU9PT6eYy8+zs7OVmZl5VbskeXl56cKFC5KUL+fIC7PZpMDAknl+PeAuZzIuSpJKlvTiMwwAAFBI8lxIrV27VoMHD1bjxo01ceJESZeKmezsbKe4y899fHzk7e19Vbt0aRc+Hx+ffDtHXthsdqWmns/z6wF3yci44PiZkpLh5mwA1wQE+MhiYSQVAGA8eSqk5s2bp3Hjxik6OlpvvvmmY4SoXLlySkxMdIpNTEyUr6+v/P39FRYWprNnzyo7O9tpVCkxMVGhoaH5do68ysmx3dLrAXewWW2On3yGAQAACofLhdSCBQs0ZswYde/eXcOHD5fJZHK0NW3aVFu2bHGKj4uLU+PGjWU2m9WkSRPZbDZt377dsaHEoUOHdOrUKTVr1izfzgEAAICrmbzOKyHzpExp5wr0Oh4Ws1LsPkpLy1SOteC+5EvIPC+TFzOK4B4uFVKHDh3S+PHj1b59e/Xt21dJSUmONm9vb3Xv3l0xMTGaOHGiYmJi9MMPP2jlypWaPn26JCk0NFQPPPCAXn31VY0fP14+Pj567bXX1Lx5czVs2FCS8uUcAAAAcHY+57y86v+ouYd+lA65O5v841XfpPM5zST5uzsV3GZMdrvdntvgjz76SJMnT75mW0xMjCZMmKAff/xRsbGxOnz4sCpWrKjnnntO999/vyPu/PnzGj9+vFatWiVJatOmjV599VUFBgY6YvLjHK6yWm1KTmZ9CYzn2Ol0jZyxRaN7N1fFYD93pwO4JCioJGukroN+CfktPiFNoz/7QU//I0LlyvoW6LU8LGb5+xf8iNTJpPOa9uV+jXz8blUOo5BC/sht3+RSIVWc0WHBqCikYGQUUtdHv4T8Fp+QplGzt+q1ns0KvOjw8DArMLCkUlIyCnT9bmG+J9w+cts30XsBAAAAgIsopAAAAADARRRSAAAAAOAiCikAAAAAcBGFFAAAAAC4iEIKAAAAAFxEIQUAAAAALqKQAgAAAAAXUUgBAOCijz/+WN27d3c6tmfPHnXr1k0NGzZUVFSU5s6d66bsAACFgUIKAAAXzJ8/X++8847TsZSUFPXq1Uvh4eFasmSJBgwYoIkTJ2rJkiXuSRIAUOA83J0AAABGcOrUKb322mvavHmzqlSp4tS2aNEilShRQqNHj5aHh4eqV6+u+Ph4TZs2TV26dHFPwgCAAsWIFAAAubBr1y6VKFFCy5YtU4MGDZzatm3bpubNm8vD43/fT7Zs2VKHDx9WUlJSYacKACgEjEgBAJALUVFRioqKumZbQkKCIiIinI6FhIRIkk6ePKmyZcvm6ZoeHnzfifxjsZgcPwv6s2WxmJ1+Ftx1Cu89AX9FIQUAwC3KysqSp6en0zEvLy9J0oULF/J0TrPZpMDAkrecG3DZmYyLkiT/AJ9C+2wFBPgU6Pnd8Z6AyyikAAC4Rd7e3srOznY6drmA8vX1zdM5bTa7UlPP33JuwGVpqZmOnykpJQr0WhaLWQEBPkpNzZTVaiuw6xTme8LtIyDAJ1ejqRRSAADcorCwMCUmJjodu/w8NDQ0z+fNySm4/4Di9mO12h0/C+uzZbXaCvRa7nhPwGVMJgUA4BY1a9ZM27dvl9VqdRyLi4tT1apVVaZMGTdmBgAoKBRSAADcoi5duig9PV3Dhw/XH3/8oaVLl2r27Nnq27evu1MDABQQCikAAG5RmTJlNH36dB06dEgxMTGaMmWKhg4dqpiYGHenBgAoIKyRAgDARRMmTLjqWP369fX555+7IRsAgDswIgUAAAAALqKQAgAAAAAXUUgBAAAAgIsopAAAAADARRRSAAAAAOAiCikAAAAAcBGFFAAAAAC4iEIKAAAAAFxEIQUAAAAALqKQAgAAAAAXUUgBAAAAgIsopAAAAADARR7uTgAAAACFJ/5UWoFfw2IxKT7pvOwXc2S12gvsOifOZBTYuYGboZACAAC4DVhtlwqa2d/udXMm+c/b0+LuFHAbopACAAC4DVQrH6BXn2gqi9lU4Nc6lXJeH321S/0e+ptCA30L9FrenhaFBhXsNYBroZACAAC4TVQrH1Ao17FYLhVr5cuWVMVgv0K5JlDY2GwCAAAAAFxEIQUAAAAALqKQAgAAAAAXUUgBAAAAgIsopAAAAADARRRSAAAAAOAiCikAAAAAcBGFFAAAAAC4iEIKAAAAAFxEIQUAAAAALqKQAgAAAAAXUUgBAAAAgIsopAAAAADARRRSAAAAAOCiWyqkPv74Y3Xv3t3p2J49e9StWzc1bNhQUVFRmjt3rlO7zWbTe++9p9atW6thw4Z66qmndPTo0Xw/BwAAAAAUlDwXUvPnz9c777zjdCwlJUW9evVSeHi4lixZogEDBmjixIlasmSJI+bDDz/UggULNGbMGC1cuFA2m019+vRRdnZ2vp0DAAAAAAqSh6svOHXqlF577TVt3rxZVapUcWpbtGiRSpQoodGjR8vDw0PVq1dXfHy8pk2bpi5duig7O1szZ87U4MGD1bZtW0nS5MmT1bp1a61evVqdOnXKl3MAAAAAQEFyeURq165dKlGihJYtW6YGDRo4tW3btk3NmzeXh8f/6rOWLVvq8OHDSkpK0t69e5WRkaHIyEhHe0BAgOrUqaOtW7fm2zkAAAAAoCC5PCIVFRWlqKioa7YlJCQoIiLC6VhISIgk6eTJk0pISJAklStX7qqYy235cY688vBg7w0Yj9lidvzkMwwAAFA4XC6kbiQrK0uenp5Ox7y8vCRJFy5cUGZmpiRdM+bcuXP5do68MJtNCgwsmefXA+5yJuOiJKlkSS8+wwAAAIUkXwspb2/vqzZ8uHDhgiTJ19dX3t7ekqTs7GzH48sxPj4++XaOvLDZ7EpNPZ/n1wN/lZB8XlkXcgr+OimXvlz4PT5ZaamZBXotby8PhQX5Fug1cHsJCPCRxcJIKgDAePK1kAoLC1NiYqLTscvPQ0NDlZOT4zgWHh7uFFOzZs18O0de5eTYbun1wGWnks9r2LS4Qr3mh0t3Fsp13ni6pUIppoCr2Gw2TZkyRYsXL1ZaWpqaNWumkSNHqlKlSu5ODQBQAPK1kGrWrJkWLlwoq9Uqi8UiSYqLi1PVqlVVpkwZ+fv7y8/PT5s3b3YUQampqdq9e7e6deuWb+cA3C0r2ypJeurvdVS+TMFOt7NYTDKV8JD9Yo6sVnuBXefEmQx9sny3470BcHb51hwTJkxQWFiYYmNj1adPHy1fvvyq6egAAOPL10KqS5cumj59uoYPH64+ffrot99+0+zZszVq1ChJl9Y1devWTRMnTlRQUJAqVKig2NhYhYWFqUOHDvl2DqCoKF+mpCqH+RfoNTw8zAoMLKmUlAxGVQE34dYcAHD7yddCqkyZMpo+fbrGjRunmJgYBQcHa+jQoYqJiXHEPP/888rJydGrr76qrKwsNWvWTDNmzFCJEiXy7RwAABSmm92ag0IKAIqfWyqkJkyYcNWx+vXr6/PPP7/uaywWi4YMGaIhQ4ZcNyY/zgEAQGEpqFtzcEsDGBW35sDtIF9HpAAAuB0VxK05uC0HjIxbc+B2QCEFAMAtKohbc3BbDhhZRsYFx8+UlAw3ZwO4Jre35qCQAgDgFl2e0pfft+ZgAxkYlc1qc/zkc4ziikmrAADcolq1ajluzXHZ5VtzNGvWzI2ZAQAKCiNSAADcIm7NAQC3HwopAADyAbfmAIDbC4UUAAD5gFtzAMDthTVSAAAAAOAiCikAAAAAcBGFFAAAAAC4iEIKAAAAAFxEIQUAAAAALqKQAgAAAAAXUUgBAAAAgIsopAAAAADARRRSAAAAAOAiCikAAAAAcBGFFAAAAAC4iEIKAAAAAFxEIQUAAAAALqKQAgAAAAAXUUgBAAAAgIsopAAAAADARRRSAAAAAOAiCikAAAAAcBGFFAAAAAC4iEIKAAAAAFxEIQUAAAAALqKQAgAAAAAXUUgBAAAAgIs83J0AUFyZvM4rIfOkTGnnCvQ6HhazUuw+SkvLVI7VVmDXScg8L5PX+QI7PwAAgJFQSAEF4HzOeXnV/1FzD/0oHXJ3NvnHq75J53OaSfJ3dyoAAABuRSEFFABfD19d+K2Nnv5HhMqV9S3Qa3lYzPL3L/gRqZNJ5zXty/3y/VvBvh8AAAAjoJACCoj9gq/CfMop3L9gR288PMwKDCypFFOGcnIKrpCyZ6TJfuFYgZ0fAADASNhsAgAAAABcRCEFAAAAAC6ikAIAAAAAF1FIAQAAAICLKKQAAAAAwEUUUgAAAADgIgopAAAAAHARhRQAAAAAuIhCCgAAAABcRCEFAAAAAC6ikAIAAAAAF3m4OwGgOIs/lVbg17BYTIpPOi/7xRxZrfYCu86JMxkFdm7ASEaOHKns7GxNmDDB6fimTZsUGxurAwcOqFy5cnruuef0wAMPuClLAEBBo5ACCoDVdqmgmf3tXjdnkv+8PS3uTgFwC5vNpnfeeUeff/65YmJinNoOHDigvn37qlevXoqNjdW6des0dOhQBQUFKTIy0k0ZAwAKEoUUUACqlQ/Qq080lcVsKvBrnUo5r4++2qV+D/1NoYG+BXotb0+LQoMK9hpAUXTgwAENHz5c8fHxKl++/FXtc+bMUc2aNTVw4EBJUvXq1bV7925Nnz6dQgoAiikKKaCAVCsfUCjXsVguFWvly5ZUxWC/QrkmcLuJi4tT9erV9cEHH+iFF164qn3btm269957nY61bNlS48aNk91ul8lU8F+qAAAKF4UUAAA30bVr1xu2JyQkKCwszOlYSEiIMjMzlZKSoqCgoDxd18ODPaFgTGaL2fGTzzGKKwopAMBt7dixY2rXrt112zdt2nTTQigrK0uenp5Oxy4/z87OzlNeZrNJgYEl8/RawN3OZFyUJJUs6cXnGMWWYQspm82mKVOmaPHixUpLS1OzZs00cuRIVapUyd2pAQAMJDQ0VN98881120uVKnXTc3h5eV1VMF1+7uPjk6e8bDa7UlPP5+m1gLtlZFxw/ExJYddXGEtAgI8slpuPpBq2kPrwww+1YMECTZgwQWFhYYqNjVWfPn20fPnyq74VBADgekqUKKHq1avf0jnKlSunxMREp2OJiYny9fWVv79/ns+bk2O7pbwAd7FZbY6ffI5RXBly0mp2drZmzpyp559/Xm3btlWtWrU0efJkJSQkaPXq1e5ODwBwm2natKm2bNnidCwuLk6NGzeW2WzIrhYAcBOG/Nd97969ysjIcNpSNiAgQHXq1NHWrVvdmBkA4HbUvXt3/fbbb5o4caIOHDigmTNnauXKlerTp4+7UwMAFBBDTu1LSEiQdGkqxZVCQkIcbXnBrjIoChJTzut8Vk6u4xNSMp1+5pavt4dCCvi+U8Dt4o477tCHH36o2NhYzZkzRxUrVlRsbCz3kEKxkHg2U5ku9EvSpXscStKJpAxZrfZcv87H20MhpfO2rhAobIYspDIzL/2H8a9roby8vHTu3Lk8nZPdkVAUnEu/oKEf/iRb7vschw+X7nQp3mw2ae5r96mUn5frFwNuY59++uk1j7dp00Zt2rQp5GyAgpV2PlvDPt4kex76JUn66KtdLsWbTSZNfu4u+fuy3h1FnyELKW9vb0mX1kpdfixJFy5cYHckGN5b/e90aUTKbDHLbjLJZLc7Fvfmhq+3h2wXc5SS4tq3jEB+yu3OSADcw9/XU2/0jXR5RMpiMcnkYZE9x+ryiBRFFIzCkIXU5Sl9iYmJCg8PdxxPTExUzZo183xedpVBURDk760gFzb58vAwKzCwpFJSMlz+DPOZBwDcTF6m2t1K3wQYhSG/BqxVq5b8/Py0efNmx7HU1FTt3r1bzZo1c2NmAAAAAG4HhhyR8vT0VLdu3TRx4kQFBQWpQoUKio2NVVhYmDp06ODu9AAAAAAUc4YspCTp+eefV05Ojl599VVlZWWpWbNmmjFjhkqUKOHu1AAAAAAUcya7Pa/7sBQvVqtNyckZ7k4DcBnz0GFkQUEl2WziOuiXYGT0TTCy3PZN9F4AAAAA4CIKKQAAAABwEYUUAAAAALiINVJ/stvtstn4rYAxWSxmWV24GS9QVJjNJplMJnenUSTRL8Ho6JtgVLntmyikAAAAAMBFTO0DAAAAABdRSAEAAACAiyikAAAAAMBFFFIAAAAA4CIKKQAAAABwEYUUAAAAALiIQgoAAAAAXEQhBQAAAAAuopACAAAAABdRSAEAAACAiyikAAAAAMBFFFIAAAAA4CIKKSAXoqKiVLNmTcevWrVqqXHjxurWrZu2bt3q7vQAAG7w8ssvO/UN1/pVXJw/f17z5893dxqS/tcnz5o165rtI0eOVM2aNfX+++9LkpYuXXrTP4uaNWtq6dKl121///33FRUVlfekUSxRSAG59OSTT2rDhg3asGGDfvzxRy1cuFB+fn7q06ePTpw44e70AACFbPjw4Y5+YcOGDZKkV1555apjxcHMmTM1Y8YMd6fhUKJECa1ateqq4zk5OVq9erVMJpPj2P3331+s/ixQdFBIAbnk6+ur4OBgBQcHKyQkRBERERo1apSysrK0Zs0ad6cHAChk/v7+jn4hODj4useKA7vd7u4UnERGRurXX39VQkKC0/G4uDj5+vqqXLlyjmPe3t7F6s8CRQeFFHALPDw8JEmenp46ceKEBg4cqMjISP3tb39TmzZtFBsbK5vNJkmyWq2KjY3V3Xffrbp16yo6OlqfffaZ41xnzpzR888/rxYtWqh+/fp67LHHtGXLFkd7dna2YmNj1bp1azVq1EiPPPKI0zdsS5cuVfv27R0/69atq86dO2v79u2OmMzMTL322mtq0aKFGjdurOHDh+vFF1/Uyy+/7Ij5+eef1bVrV9WvX19t27bVqFGjlJ6e7miPiorSm2++qfvvv18tWrTQli1bdPjwYfXu3VtNmjRRo0aN1Lt3b+3bty//f8MBwED+85//qHPnzqpfv77at2+vd955R9nZ2Y72mjVr6vPPP9c///lP1atXTx07dtTPP/+szz//XG3btlXjxo31wgsvKCsrS9Klf+fbtGmjRYsWqVWrVmrUqJEGDBigU6dOOc6Z275i7NixatKkifr37y9JWrt2rR5++GE1bNhQ9erVU+fOnbV+/XpJl6a1TZkyRcePH1fNmjV17Ngxvfzyy+revbvT+73y2LFjx1SzZk19/PHHuuuuu9SuXTulp6crLS1NI0aMUMuWLdWkSRM98cQT2rlzp8u/t/Xr11f58uW1cuVKp+PffPONOnbs6DQi9depfQkJCXrmmWfUqFEjtWnTRsuXL7/q/J9//rnat2+v+vXrq1+/fjp37pxT+/79+9W3b181a9ZMdevWVbt27TRz5kxJUnJysurWrasvv/zS6TVvv/22unTp4vJ7RdFFIQXk0alTpzR69Gj5+vrq7rvv1jPPPKO0tDTNmjVLK1eu1JNPPqnp06fr+++/lyQtWLBAK1eu1OTJk7Vq1Sp169ZNr7/+urZt2yZJev3113XhwgXNmzdPy5cvV9WqVdW/f3+dP39ekjRs2DBt3LhREydO1BdffKGOHTuqX79+WrdunSOnkydPauHChYqNjdUXX3whHx8fvfzyy45vEl966SVt3LhRkydP1sKFC5WWlqavv/7a8fq9e/eqV69eat26tZYtW6aJEydq165devLJJ52+jZw3b55effVVTZ8+XQ0bNtSgQYMUGhqqJUuWaPHixTKbzXr22WcL+o8AAIqsH3/8US+88IIeeeQRrVixQq+99pq+/fZbDRkyxClu8uTJ6tOnj7766iv5+/urX79+WrVqlaZNm6Y33nhDa9eu1eLFix3xycnJmjNnjt555x3NmTNHJ0+eVJ8+fZSTkyMpd33FkSNHlJiYqC+//FIDBw7Uf//7Xz333HN64IEHtHz5ci1atEhBQUEaOnSosrOz9eSTT+rJJ59UWFiYNmzY4DTaczNffPGFI9+SJUvqqaee0tGjR/Xxxx9r0aJFatiwoR5//HHt3r3b5d/jjh07OhVS2dnZWrt2rR544IHrviYnJ0d9+vRRSkqK5s2bp3ffffeqKYsrVqzQ6NGj1bNnT3311Vdq3Lix0/qwzMxMPfnkkypdurQWLlyoFStWKDo6Wm+++ab27NmjoKAgtW3b1qmQstlsWrZsmTp37uzy+0QRZgdwU/fcc4/9b3/7m71hw4b2hg0b2uvWrWuPiIiwd+zY0b5u3Tp7ZmamfcaMGfYTJ044ve7OO++0T5kyxW632+1jx461d+rUyX7q1ClH+8aNG+1JSUl2u91uf/DBB+2DBw+2Z2Zm2u12uz0tLc2+ceNGe1ZWlv3w4cP2iIgI++7du53OP3ToUHu3bt3sdrvdvmTJkqti1qxZY4+IiLCfOnXKfuTIEXtERIT9xx9/dLRnZWXZ77rrLvtLL71kt9vt9sGDB9ufeeYZp2tcfl1cXJzj92LAgAFOMU2aNLHHxsbas7Oz7Xa73Z6YmGiPi4uzW61WV36bAcDQIiIi7EuWLLHb7Xb7448/bh87dqxT+6ZNm+wRERH2o0ePOuLfeustR/u8efPsERER9kOHDjmO/d///Z99xIgRdrv9f//O79y509H+xx9/OP5td6Wv2LNnj6N99+7d9vnz5zu95ocffrBHREQ4+rX33nvPfs899zjaX3rpJcc5r3Xs6NGj9oiICPucOXMc7T/99JO9Zs2a9pSUFKfXde3a1dEP5cY999xjf++99+w7d+6016xZ056QkGC32+3277//3n7fffc5xVz5nu12u/3HH3+0R0RE2OPj453e/5V/do888oh98ODBTtd85plnHO//zJkz9o8//tienp7uaM/KyrJHRETYv/jiC0cutWrVcuS2YcMGe926de1nz57N9ftE0efh7kIOMIrHHnvMMWXBbDardOnS8vf3d7R369ZNK1eu1G+//ab4+Hjt27dPSUlJjql9Xbt21dq1a3X33Xerdu3auuuuu/TAAw+oTJkykqRnn31WQ4YM0apVq9SkSRO1atVKnTp1kpeXl+Obun/+859OOV28eFEBAQFOx6pXr+54fDm/ixcvOs7RqFEjR7uXl5fq16/veL57927Fx8c7xVx24MABtWjRQpJUuXJlp7aBAwdq/PjxWrBggZo3b67WrVurU6dOMpsZ9AZwe9q9e7d+++03/fvf/3Ycs/85sn/gwAFVrFhRkvO/pz4+PpKk8PBwxzFvb2+n6YAlS5ZU3bp1Hc+rV6+uUqVKaf/+/Y5p2LnpK6pUqeJ4XLt2bZUqVUrTpk3TwYMHFR8fr71790q6NC39Vlz5/nbt2iW73a577rnHKSY7O1sXLlxw+dx169ZVpUqVtGrVKj3xxBP65ptvbjgaJV2akleqVCmn3+PatWvL29vbKeav52nUqJHj9yQoKEj//Oc/tWLFCu3evVtHjhxxtF3u89u0aaMyZcroq6++0tNPP60vvvhC7dq1U6lSpVx+nyi6KKSAXCpVqtRVBcRl58+fV7du3ZSVlaXo6GjFxMSofv366tq1qyOmSpUqWr16tbZs2aKNGzdq3bp1+uSTT/TGG28oJiZG7du31/r167V+/Xr99NNPmjVrlqZMmaJFixY5Ot/58+erZMmSTtf+a7Hi6el5VX52u10Wi0XS//6Rvxabzaa///3v6tev31VtQUFBjsdXdjjSpSIxOjpaP/zwgzZt2qT33ntPU6dO1ZdffqmyZcte93oAUFzZbDb16dNHMTExV7VdufHB5bW2V7rRl1AlSpS46pjVapXFYnGpr7jy3/EtW7aod+/eatu2rZo0aaK///3vyszM1IABA66bx7Vcnl54vevYbDb5+fldc5vxa/VduXF5et+jjz6q7777zmka5LWYTKZr9oN//XP4a8yVv++nT5/Wo48+qqCgIEVFRalVq1aqV6+e7r77bkeMxWLRP/7xDy1fvlzdunXT2rVr9e677+blLaII4+tiIB9s2LBBu3bt0ty5c/X888/r/vvvl5+fn86cOePo2ObOnavVq1frrrvu0tChQ7V8+XJFRkbqm2++UXZ2tt544w0dPXpU999/v8aOHau1a9fKbDZr3bp1uuOOOyRd+se7cuXKjl9Lly694X0vrlSzZk2ZTCb9+uuvjmPZ2dnatWuX4/kdd9yhP/74w+kaOTk5euONN3Ty5MlrnvfMmTMaPXq0Ll68qM6dOys2NlbLli3T6dOnnTbLAIDbyR133KFDhw45/XuakJCgt956SxkZGXk+79mzZ3X06FHH899//13p6emqU6dOnvuKmTNnqkWLFnr//ffVs2dP3XXXXY5/8y/3YVdu3iBdKiyu3IhIkuLj42+Ye0REhNLT03Xx4kWn/D755BN99913uf9NuMLlDTqWLFmiSpUqOc3KuJbatWsrLS1Nv//+u+PY4cOHnd5L7dq19fPPPzu97soNMVasWKGzZ8/qs88+U//+/dW+fXvHZhT2K9YTd+nSRfv379enn34qf39/tWrVKk/vEUUXhRSQD8LCwiRJy5Yt0/Hjx7Vt2zb1799fFy9edEzJSE5O1ujRo/Xdd9/p+PHjWr9+vfbs2aNGjRrJ09NTO3fu1IgRI/Trr7/q2LFjWrp0qc6fP69GjRrpjjvu0D333KPXXntN33//vY4ePapPPvlEH3/8sdP0hBupVKmSOnbsqDFjxmjTpk36448/NHz4cCUkJDg6yCeffFK7d+/WqFGjdODAAf3yyy968cUXdfjwYadpIFcqVaqU1q1bp1dffVV79uzR0aNHtXDhQpUoUcJp+gkA3E6eeuoprVq1SlOmTNGhQ4e0adMmDRs2TGlpabe8FfeQIUP03//+V7/++quGDh2qRo0aqVmzZnnuK8qVK6d9+/Zp27ZtOnbsmJYsWeIYPbnch/n6+urcuXM6dOiQLl68qIYNG2rv3r1atmyZjh49qg8++ED79++/Yd6tW7dW7dq1NXDgQMXFxSk+Pl5vvPGGli5detMC6Hpq166typUr6+23377ptD5JatGihRo0aKChQ4fq119/1c6dOzV06FCnEbunn35aa9as0fTp03X48GF9+umnTvesCgsLU2ZmplauXKkTJ05ow4YNGjRokCQ5TcOsWrWqGjdurA8//FAPPfSQY2YIig+m9gH5oH79+ho2bJhmz56td955R6Ghobr//vtVrlw5x7dYzz77rC5evKixY8fq9OnTCg4O1uOPP66+fftKurRz0xtvvOHY/a9atWqaOHGimjZt6mifPHmyRo4cqXPnzik8PFzjxo275rSR6xkzZozGjh2r5557Tna7XX//+9/VqFEjx5SFhg0bavr06Xr33XcVExMjX19fRUZG6qWXXrrutAsPDw998sknevPNN9WzZ09lZmaqdu3amjZtWq6LPAAobqKjozV58mR9/PHH+uijj1S6dGlFRUVp8ODBt3zuv//973r66aeVnZ2tqKgoDR8+3PGFWF76iueff15JSUmOad01atTQ+PHjNWTIEO3cuVPVq1dXhw4dtGjRIj344IOaN2+eHnzwQe3Zs0djx45VTk6OOnbsqB49euiXX3657nUsFotmzpyp2NhYvfDCC8rMzFT16tU1ZcoURUZG5vn3o2PHjpo6daruv//+m8aazWZ9/PHHGjt2rJ588kl5e3urb9++On78uCOmbdu2evvtt/X+++/r3XffVcOGDfXkk09qxYoVki792e7atUsTJkxQenq6KlSooIcffljfffeddu7cqccff9xxrs6dO+vnn392qa+GcZjs9iJ2hzUABeLChQtav369WrZsKT8/P8fx++67Tw8++KDLc+EBAIVr6dKlGjZsGPfpM5D3339fP/30k9N9I1F8MCIF3CY8PT01atQoNW/eXP3795fFYtG///1vnThxQtHR0e5ODwCAYmP79u06dOiQ5s6dq9GjR7s7HRQQCingNmEymTRt2jTFxsbq0UcfldVqVZ06dTRz5sw8z00HACC/9OvXT5s3b75hzNKlS1W1atVCyijv/vOf/2jevHnq0qWLOnbs6O50UECY2gcAAAC3O3XqlLKysm4YU758+WtuAQ+4A4UUAAAAALiI7c8BAAAAwEUUUgAAAADgIgopAAAAAHARhRQAAAAAuIhCCgAAAABcRCEFAAAAAC6ikAIAAAAAF1FIAQAAAICLKKQAAAAAwEUUUgAAAADgIgopAAAAAHARhRQAAAAAuIhCCgAAAABcRCEFAAAAAC6ikAIAAAAAF1FIAQAAAICLKKQAAAAAwEUUUgAAAADgIg93J1BU2O122Wx2d6cB5InZbOLzC0Mym00ymUzuTqNIol+C0dE3wahy2zdRSP3JZrMrOTnD3WkALvPwMCswsKRSU88rJ8fm7nQAlwQFlZTFQiF1LfRLMDL6JhhZbvsmpvYBAAAAgIsopAAAAADARRRSAAAAAOAiCikAAAAAcBGbTQAGZrVaFRe3QenpZ+XnV1rNmkXKYrG4Oy0AwG2Mvgm3CwopwKBWrFim118friNH4h3HwsMr6/XXx6lTpwfdmBkA4HZF34TbCVP7AANasWKZevfurtq162jVqu+VlpamVau+V+3addS7d3etWLHM3SkCAG4z9E243Zjsdjt3SpNktdq4XwcMwWq1qkWLhqpdu47mzPlMnp4eCgwsqZSUDGVn56hHj8e1Z88ebd78C1MpUORdulcH3+ldC/0SjIS+CcVJbvsmei/AYOLiftKRI/H6179elNns/FfYbDbr+ecH6ciRw4qL+8lNGQIAbjf0TbgdsUYKMJhTpxIkSbVq1blme+3adZziAAAoaFf2TdfabIK+CcURhRRgMKGhYZKkvXt3q379hvrkk+k6efKYypWrqB49+mjPnt1OcQAAFLTLfc6MGR9r7txZOnr0iKOtUqVwde/e0ykOKA5YI/Un5qLDKC7PQzebzTpyJF42m83RZjabFR5eWTabnXnoMATWSF0f/RKMxGq1ql69CCUlnZa3t4+ysjIdbZefly0brJ0799M3ochjjRRQTFksFtWpU1eHDx+Sh4eH/vWvQfr999/1r38NkoeHhw4fPqQ6df5GRwXkszNnzmjIkCFq2bKlGjVqpKeffloHDhxwtO/Zs0fdunVTw4YNFRUVpblz57oxW6DwXbhwQZLk5+enyZPf14kTJzR58vvy8/OTJGVnX3BnekC+Y0TqT3zzB6PIzs5W5cqhKlmypEqVKu00fSI8vLLOnk1RRsZ5xccnyNPT042ZAjdnpBGpxx57TDabTa+++qpKliypd999V7/88otWr16trKwsdezYUVFRUerdu7d+/fVXjRo1Sq+99pq6dOmSp+vRL8FI1q//QV26/F133BGhzMxMHTt21NFWsWK4fHy89fvv+7VkyXK1bn23GzMFbo4RKaCYmjXrE1mtVr3++lht2bJDy5Z9owULFmjZsm+0efOvGjlyjKzWHM2a9Ym7UwWKjXPnzqlChQoaO3as6tevr+rVq6t///5KTEzU77//rkWLFqlEiRIaPXq0qlevri5duqhnz56aNm2au1MHCsXGjT9Kkv7xjy4ymUxObSaT9OCDnZ3igOKAQgowmMOHD0mS2rfvKIvFolat2ujxxx9Xq1ZtZLFY1KFDtFMcgFtXqlQpvf3224qIiJAkJScna/bs2QoLC1ONGjW0bds2NW/eXB4e/9vDqWXLljp8+LCSkpLclTZQaC7Pb4qNfUN16vzN6Ya8der8TW+/PcEpDigOKKQAg6lSpaokac2ab5Wdna2pU6foueee09SpU5Sdna3Vq1c6xQHIXyNGjFBkZKS+/vprjRs3Tr6+vkpISFBYmPNuZCEhIZKkkydPuiNNoFBFRt4lSSpdOlCzZs1Xs2bN5efnp2bNmmvWrPkqXTrQKQ4oDtj+HDCYXr2e0uuvv6rhw1/SkCEDZbVaHW0jRw6Xp6enLBYP9er1lBuzBIqvHj166NFHH9X8+fM1YMAALViwQFlZWVetSfTy8pL0vwX4eeHhwfedMIYSJS5tcHT2bIp69eqqwYOHqkWLJtq+fbsmTnxLZ8+mOOL4XKO4oJACDMbT01P16jXQr7/+LJPJpIcffkyvvPKSxo9/U//+9+fKzMxUw4aN2WgCKCA1atSQJI0bN047duzQvHnz5O3trezsbKe4ywWUr69vnq5jNpsUGFjy1pIFCklmZprj8Y8/rtOqVd86nl/5dyAzM43PNYoNCinAYLKzs7Vz5w75+PgqKytTixcv1OLFCyVJJpNZPj4+2rnzN2VnZ1NMAfkkOTlZmzZt0n333edYB2U2m1WjRg0lJiYqLCxMiYmJTq+5/Dw0NDRP17TZ7EpNPX9riQOFxM+vtCRpxIjXNWvWdB07dszRVqZMGQ0aNFRjx74uP7/SSklhN0oUbQEBPrnatY9CCjCYy7v2jRs3QY888k/NmTNdJ08eU7lyFdWjRx8tXDhfgwf/S7NmfaK+fQe4O12gWEhKStKgQYM0ffp0tW7dWpJ08eJF7d69W1FRUSpbtqwWLlwoq9XquIdbXFycqlatqjJlyuT5ujk5tpsHAUVAs2aRCg+vrE8/nXPVusATJ05o3rw5Cg+vombNIvlco9igkAIM5spd+zw9PfXMM88qMLCkUlIylJNjY9c+oABERESoTZs2Gjt2rMaOHatSpUrp448/Vmpqqnr27CkvLy9Nnz5dw4cPV58+ffTbb79p9uzZGjVqlLtTBwrF5ZvFr1z5tTw9PfWPf3TWnXe21E8/xWn58q90+PAhRUc/wM3iUaxQSAEGc+Wufd269byqnV37gIIxadIkvf322xo4cKDS0tLUtGlTzZ8/X+XLl5ckTZ8+XePGjVNMTIyCg4M1dOhQxcTEuDlroHBkZ2drzZqV8vHx1YULWVqyZLGWLFks6dI0WB8fX61Zs4pp5yhWTHY7O/pL3EEexpGdna3KlUMVFFRGO3bslbe3p2NEKisrWw0a1FJycrLi4xPorFDk5fbu8bcj+iUYyccff6ARI4bdNG7MmDeYdo4iL7d9E70XYDCenp7q1+9ZnT6dqAYNamn27Jk6ceKEZs+eqQYNaun06UT16zeAIgoAUGgOHjzgeFy2bLDeeWeKTp48qXfemaKyZYOvGQcYHVP7AAN67bUxkqSPPpqiQYOe16BBz0uSLBYPDRjwL0c7AACFwWa7tIGEj4+vfvttn2O2xBNP9NQjj/xT1atXVGbmeUccUBxQSAEG9dprYzRs2Iirdu1jJAoAUNjS0lIlSRaLWVarVRs2/Kj09LPy8yutRo2ayWw2O8UBxQGFFGBg19q1DwCAwpaVlSVJSk9PV+XKoU4jT2az2fH8chxQHLBGCjCw7OxsTZ06Rc8995ymTp2i7Oxsd6cEALgNtWgR6Xj81+l7Vz6/Mg4wOnbt+xO7I8FoRo0aoY8+miKr1eo4ZrFY1K/fs6yRgmGwa9/10S/BSDIzM1W5cuhN4+LjT8nHx6cQMgLyjl37gGJs1KgR+uCDdxUUVMZpZ6SgoDL64IN3NWrUCHenCAC4jfz887Z8jQOMgEIKMJjs7Gx99NEUBQeHaMeOvXriiZ4KCwvTE0/01I4dexUcHKKPPvqAaX4AgEJz/PgxSbruhkeXj1+OA4oDCinAYGbN+kRWq1XDhr0qDw/n/WI8PDz00kvDZbXmaNasT9yUIQDgdnN5pOnSl3imv7SaHF/uMSKF4oRCCjCYw4cPSZLat+94zfYOHaKd4gAAKGjOG0z8dfm9/TpxgLFRSAEGU6VKVUnSmjXfXrN99eqVTnEAABQ0q9W5QGrbNkpvvPGG2raNumEcYGTs2vcndkeCUWRnZ6ty5VAFBZXRjh17HXePT0nJUFZWtho0qKXk5GTFxydwc14Ueezad330SzCSp556Ql999eVN4x566B/65JO5BZ8QcAvYtQ8opjw9PdWv37M6fTpRDRrU0uzZM3XixAnNnj1TDRrU0unTierXbwBFFACg0Pzyyy/5GgcYgcfNQwAUNZfvE/XRR1M0aNDzGjToeUmSxeKhAQP+xX2kAACFymLJ3X8pcxsHGAGfZsCgXnttjIYNG6E5c6br5MljKleuonr06MNIFACg0NWoUUOHDh3IVRxQXFBIAQbm6empZ5551rFGKieHRbwAgMLn5eWdr3GAERTJNVJnzpzRkCFD1LJlSzVq1EhPP/20Dhz437cce/bsUbdu3dSwYUNFRUVp7lwWLeL2lJ6erm7dHlX9+vXVrdujSk9Pd3dKAIDb0I4dP+drHGAERbKQGjBggOLj4zVt2jT9+9//lre3t3r27KnMzEylpKSoV69eCg8P15IlSzRgwABNnDhRS5YscXfaQKHq0KGtqlUrr2+++Vo7d+7UN998rWrVyqtDh7buTg0AcJvJyDifr3GAERS5QurcuXOqUKGCxo4dq/r166t69erq37+/EhMT9fvvv2vRokUqUaKERo8ererVq6tLly7q2bOnpk2b5u7UgULToUNb/frrzzKZTHr00ce1Y8cOPfro4zKZTPr1158ppgAAhcrX19fxODAwSHXr1lXt2rVVt25dBQYGXTMOMLoiV0iVKlVKb7/9tiIiIiRJycnJmj17tsLCwlSjRg1t27ZNzZs3l4fH/5Z3tWzZUocPH1ZSUpK70gYKTXp6uqOIio8/palTP1H9+vU1deonio8/5SimmOYHACgsTZs2dzxOSUnWf//7X+3Zs0f//e9/lZKSfM04wOiK9GYTI0aM0KJFi+Tp6ampU6fK19dXCQkJjiLrspCQEEnSyZMnVbZs2Txfz8OjyNWVwFWeffYpSdIjjzwmPz9fxw3jLBaz/Px89X//94gWL/5czz77lObN+9ydqQIAbhMNGjTUl1/efJlFgwYNCz4ZoJAU6UKqR48eevTRRzV//nwNGDBACxYsUFZW1lXbO3t5eUmSLly4kOdrmc0mBQaWvKV8gcJw9OgRSdIrr7zs9JkNCPCRJL388lAtXvy5jh49wmcaAFAogoND8jUOMIIiXUhdvtfAuHHjtGPHDs2bN0/e3t7Kzs52irtcQN3KvFubza7UVBZAouirVClcO3fu1PjxEzR16ieyWMwKCPBRamqmrFabJkx4yxGXkpLh5myBGwsI8HGMqgIwriun7+VHHGAERa6QSk5O1qZNm3Tfffc51kGZzWbVqFFDiYmJCgsLU2JiotNrLj8PDQ29pWtzDx4YwZQpn6hatfJatGihYmPflZ/fpS8QrFab0tPP69//XuSI4zMNACgMlzeU8Pf3V0BAKR0/fszRVrFiJZ07d1ZpaWlOG08ARlfkvgZMSkrSoEGDtGnTJsexixcvavfu3apevbqaNWum7du3y2q1Otrj4uJUtWpVlSlTxh0pA4XKz89PDRs2lt1uV+XKoerbt7d+/vln9e3bW5Urh8put6thw8by8/Nzd6oAgNvE5ZGmtLQ0JSWddmo7fTpRaWlpTnFAcVDkCqmIiAi1adNGY8eO1datW7V//369/PLLSk1NVc+ePdWlSxelp6dr+PDh+uOPP7R06VLNnj1bffv2dXfqQKFZvXqdo5havPhzNWnSRIsXf+4oolavXufuFAEAt5EyZf632ddf16xf+fzKOMDoitzUPkmaNGmS3n77bQ0cOFBpaWlq2rSp5s+fr/Lly0uSpk+frnHjxikmJkbBwcEaOnSoYmJi3Jw1ULhWr16n9PR0PfvsUzp69IgqVQrXlCmfMBIFFJCzZ89q0qRJWrfu0t+9mjVr6sUXX1TTpk0lSb169dJPP/3k9JrmzZvr008/dUe6QKEKDQ1zPDabzbLZbNd8fmUcYHQmu91ud3cSRYHValNyMgvzYTweHmYFBpZUSkoGa6JgOEFBJQ2z2cSTTz6p06dP67XXXlOZMmX06aefasmSJfriiy9UrVo13XnnnXruued07733Ol5TokQJlS5dOk/Xo1+CkfznP9/p0Udv/qX2559/oXvuaVcIGQF5l9u+yRi9FwAAbhQfH6+NGzfq9ddfV9OmTVW1alWNGDFCISEhWr58uc6cOaMzZ86oQYMGCg4OdvzKaxEFGM2mTRvzNQ4wAgopAABuIjAwUNOmTVO9evUcx0wmk0wmk1JTU7Vv3z6ZTCZVrVrVjVkC7hMffzhf4wAjKJJrpAAAKEoCAgJ09913Ox1btWqV4uPj9corr2j//v3y9/fX6NGjtXHjRvn6+io6Olr9+/e/6ibyrvDw4PtOGMPvv+9zPA4KCtLdd9+j0qUDdPZsqn744T9KTk52xPG5RnFBIQUAgIt+/vlnDRs2TB06dFDbtm31yiuv6MKFC6pfv7569eqlPXv26K233tKJEyf01ltv5ekaZrNJgYEl8zlzoGAkJ59xPM7IyNAXXyxxPPfy8nKK43ON4oLNJv7Eol4YFZtNwMiMtNnEZWvXrtXgwYPVuHFjTZ06VV5eXsrJyVFGRoZKlSrliPvmm280cOBAbdy4UWXLur7ls9VqU2pqZn6mDhSYmjWr6vTp0zeNCw4O1r59hwohIyDvAgJ8ctU3MSIFAEAuzZs3T+PGjVN0dLTefPNNx7Q9Dw8PpyJKku644w5JUkJCQp4KKUl8OQLDCA+vkqtCKjy8Cp9rFBvG+hoQAAA3WbBggcaMGaOuXbtq0qRJTmufunfvrmHDhjnF79y5UyVKlFCVKlUKOVOg8NWqVTtf4wAjYEQKMLDs7Gx98sl0nTx5TOXKVVSPHn1uaWE7gGs7dOiQxo8fr/bt26tv375KSkpytHl7e+u+++7T+PHjVb9+fbVq1Uo7d+7UW2+9pd69e3OTbNwWMjNztzwit3GAEVBIAQY1atQIffTRFFmtVsexkSOHq1+/Z/Xaa2PcmBlQ/KxatUoXL17UmjVrtGbNGqe2mJgYTZgwQSaTSZ9++qnGjx+v4OBg9ezZU08//bSbMgYK1/Hjx/M1DjACCinAgEaNGqEPPnhXwcEhGj58pB59tIs+/3yJxo0brQ8+eFeSKKaAfNSvXz/169fvhjFdu3ZV165dCykjoGgpX75ivsYBRsAaKcBgsrOz9dFHUxQcHKIdO/bqiSd6KiwsTE880VM7duxVcHCIPvroA2VnZ7s7VQDAbSIgICBf4wAjoJACDGbWrE9ktVo1bNir8vBwHlT28PDQSy8Nl9Wao1mzPnFThgAAAMUfhRRgMIcPX7r/Rvv2Ha/Z3qFDtFMcAAAF7eLFi/kaBxgBhRRgMFWqVJUkrVnz7TXbV69e6RQHAEBB++23HfkaBxiByW63292dRFFgtdqUnMyWnCj6srOzVblyqIKCymjHjr3y9vZUYGBJpaRkKCsrWw0a1FJycrLi4xPYCh1FXlBQyVzdPf52RL8EI6lb9w4lJp66aVxISKj++9/fCyEjIO9y2zfRewEG4+npqX79ntXp04lq0KCWZs+eqRMnTmj27Jlq0KCWTp9OVL9+AyiiAACFJiQkNF/jACNg+3PAgC5vbf7RR1M0aNDzGjToeUmSxeKhAQP+xdbnAIBCRSGF2xGFFGBQr702RsOGjdCcOdN18uQxlStXUT169GEkCgBQ6JKSEvM1DjACCinAwDw9PfXMM8861kjl5NjcnRIA4DZktVrzNQ4wAtZIAQaWmZmpIUMG6r777tOQIQOVmZnp7pQAALehtLS0fI0DjIARKcCgnnjica1c+bXTsRkzPlF09AOaO/czN2UFALgdnT6duyl7uY0DjIARKcCALhdRnp6eeuGFF/XHH3/ohRdelKenp1au/FpPPPG4u1MEANxGzObc/Zcyt3GAEXAfqT9xvw4YRWZmpipXDpWnp6cOHjwhX19vxxqp8+ezVK1aeWVnZys+/pR8fHzcnS5wQ9xH6vrol2AkDRrU1smTx28aV65cBe3YsacQMgLyjvtIAcXUqFGvStI17xXl6empp5/u7xQHAEBB8/Qska9xgBFQSAEGc/DgAUlS1649rtnetWt3pzgAAAqah0fult3nNg4wAgopwGCqVasuSZo/f46ys7M1deoUPffcc5o6dYqys7M1f/6nTnEAABS0s2fP5mscYASskfoTc9FhFJfXSF1esGuz/e/eUVceY40UjIA1UtdHvwQjCQ8PUVZW1k3jvL29deQIO/ehaGONFFBM+fj4qEqVqrLZbLLZbIqKulcbNmxQVNS9jmNVqlSliAIAFBp27cPtiBGpP/HNH4wiOztblSuHymKxKDs7+6p2T09PWa02xccnXLUZBVDUMCJ1ffRLMJIKFcro4sWLN40rUaKEjh8/UwgZAXnHiBRQTM2a9YmsVqsmTJio+PhT6t37KXXo0EG9ez+l+PhTGj8+VlZrjmbN+sTdqQIAbhN/LaLMZrN8fX2vGoHKTbEFGAVbpwAGc/jwIUlS+/Yd5ePjo9jYyY77SOXk2NShQ7RTHAAABc1ischqtTqe22w2nT9//ppxQHHBiBRgMFWqVJUkrVnzrTIzMzVkyEDdd999GjJkoDIzM7V69UqnOAAAClpISGi+xgFGwBqpPzEXHUbBGikUJ6yRuj76JRjJ3/9+nzZv3nTTuBYtIrV8+apCyAjIO9ZIAcWUp6enKlUKdxRRUVH3auPGjYqKulfSpUKrUqVKFFEAgEJz/PixfI0DjIARqT/xzR+M4sr7SJlMJqc56RaLRXa7nftIwTAYkbo++iUYSfXqlZSWdu6mcf7+pXTgwNFCyAjIO0akgGJq1KhXJUnPPvsvxcef0rhxE/Tss89q3LgJio8/pf79n3eKAwCgoFmtuduNL7dxgBFQSAEGc/DgAUlS16495OnpqWeeeVbvv/++nnnmWXl6eqpr1+5OcQDyx9mzZzVy5Ei1adNGjRs31uOPP65t27Y52jdt2qTOnTurQYMGio6O1tdff+3GbIHCFRZWLl/jACOgkAIMplq16pKk+fPn6Ny5c+rY8V6Fh4erY8d7de7cOc2f/6lTHID8MWjQIP3yyy+aNGmSlixZotq1a6t37946ePCgDhw4oL59+6p169ZaunSpHn74YQ0dOlSbNt188T1QHKSm3nxanytxgBGwRupPzEWHUVxeI3UzrJGCERhljVR8fLw6dOigBQsWqEmTJpIku92uDh06qFOnTjpz5oz27NmjxYsXO17z4osv6uzZs5oxY0aerkm/BCOpUiXsmveN+itfX18dPpxQCBkBeccaKaCY8vHxcSqQKleurIULF6py5crXjQFwawIDAzVt2jTVq1fPccxkMslkMik1NVXbtm1TZGSk02tatmyp7du3i+8rcTvw9vbO1zjACDzcnQAA15w7d06ZmZmO5/Hx8XrsscecYjIzM3Xu3DmVKlWqsNMDiqWAgADdfffdTsdWrVql+Ph4vfLKK/riiy8UFhbm1B4SEqLMzEylpKQoKCgoT9f18OD7ThhDSEiYkpOTcxXH5xrFBYUUYDBduz4s6dL9o2bNmq/Ro1/V0aPxqlSpskaOHKsePR7XunXfq2vXh7VixWo3ZwsUTz///LOGDRumDh06qG3btsrKyrrq3m2Xn1/rxtm5YTabFBhY8pZzBQrD8eO529L8+PGjfK5RbFBIAQZz7Nilzmrw4Jfl4+Oj2NjJCgwsqZSUDOXk2DRo0FCtW/e9Iw5A/lq7dq0GDx6sxo0ba+LEiZIkLy+vqwqmy8/zOs3WZrMrNfXma06AoiAjI3fr+TIyMpSSwto/FG0BAT65WiNFIQUYTMWKlXTixHFNnDhB8+cvVlzcBqWnn5WfX2k1axapSZPecsQByF/z5s3TuHHjFB0drTfffNMx6lSuXDklJiY6xSYmJsrX11f+/v55vl5Oju2W8gUKi82Wu8+qzWbjc41ig0IKMJj58xfrjjsq6fvv16pZs/pOI08VK1ZyPJ8/f/H1TgEgDxYsWKAxY8aoe/fuGj58uEwmk6OtadOm2rJli1N8XFycGjduLLOZ9SAAUBzxrztgMKVKlVJwcIikS9P8mjRpqpUrV6pJk6aOIio4OISNJoB8dOjQIY0fP17t27dX3759lZSUpNOnT+v06dNKS0tT9+7d9dtvv2nixIk6cOCAZs6cqZUrV6pPnz7uTh0oFFd+sZAfcYARMCIFGIzVav1ze3NfZWae1/bt2xQdHe1o9/HxlY+Pr6xWqywWixszBYqPVatW6eLFi1qzZo3WrFnj1BYTE6MJEyboww8/VGxsrObMmaOKFSsqNjb2qi3RgeKqZMmSSk9Pz1UcUFxwQ94/ceNDGMXGjesVE/OAvvlmre64o6a6dXtYJ04cV/nyFTRv3mLt379XDzzQXl988bXuuqu1u9MFbsgoN+R1B/olGEmlSsG6cOHCTeO8vLx09OjpQsgIyLvc9k2MSAEGc+rUpTvC16pVR35+fvr227VOu/bVrl3HKQ4AgIKW223+83o7AKAoKpJfA549e1YjR45UmzZt1LhxYz3++OPatm2bo33Tpk3q3LmzGjRooOjoaH399dduzBYoXKGhl276uXfvbp0+fVoNG14qqBo2rKPTp09rz57dTnEAABS03E5wYiIUipMiObXvySef1OnTp/Xaa6+pTJky+vTTT7VkyRJ98cUXstvtiomJUa9evfTggw9q3bp1mjRpkqZPn35Lc9GZQgGjsFqtatGioU6cOK6cnJyr2j08PFS+fEVt3vwLa6RQ5DG17/rol2AkISEBuY5NTEwtwEyAW5fbvqnIFVLx8fHq0KGDFixYoCZNmki69O1Fhw4d1KlTJ505c0Z79uzR4sX/29r5xRdf1NmzZzVjxow8X5cOC0ZSuXKoMjMz/3xcRbGxb2nIkKGKjz8s6dINQOPjT7kxQyB3KKSuj34JRkIhheIkt31Tkeu9AgMDNW3aNNWrV89xzGQyyWQyKTU1Vdu2bbtq5Klly5bavn07w8W4LZw+fdpRRIWGhik+/rAeeeQRxccfVlhYOUlSZmamTp9mMS8AoHCYzbmbAZHbOMAIitxmEwEBAbr77rudjq1atUrx8fF65ZVX9MUXXygszHntR0hIiDIzM5WSkqKgoKA8X9vDo8jVlcBVOna8R5JUq1ZtrV8fp82bNyk1NVkBAUFq0SJSrVq10L59e9Wx4z369dfdbs4WAHA78PLyUmbm+VzFAcVFkSuk/urnn3/WsGHD1KFDB7Vt21ZZWVny9PR0irn8/FZ2gjGbTQoM5N4GKPrOnDkjSZo4MVZlywbogQfuc2p/443x6ty5s86cOcNnGgBQKNi1D7ejIl1IrV27VoMHD1bjxo01ceJESZe+yfjrX8LLz318fPJ8LZvNrtTUm3+TArhbmTJllJGRocGDh6hFi9ZXjUgNG/aKIy4lhfUVKNoCAnxYIwUUA1br1Zsf3UocYARFtpCaN2+exo0bp+joaL355puOUady5copMTHRKTYxMVG+vr7y9/e/pWvm5Nhu6fVAYfj22//ob3+rrr1796hu3ZpO94sKDQ1zPP/22//wmQYAACggRfJrwAULFmjMmDHq2rWrJk2a5DSVr2nTptqyZYtTfFxcnBo3biyzuUi+HSBfBQcHO0ZfT51KUHh4ZS1YsEDh4ZUdRZSPj4+Cg4PdmSYAAECxVuRGpA4dOqTx48erffv26tu3r5KSkhxt3t7e6t69u2JiYjRx4kTFxMTohx9+0MqVKzV9+nQ3Zg0UHqvVquDgEMd9pI4cidc///lPR7uHh4eCg0NltVq5jxQAAEABKXKF1KpVq3Tx4kWtWbNGa9ascWqLiYnRhAkT9OGHHyo2NlZz5sxRxYoVFRsbe0s34wWMJC7uJx05Eq9vvlmrypWrqmPHe3TmzBmVKVNG3377Hx0+fFAPPNBecXE/6a67Wrs7XQAAgGKpyBVS/fr1U79+/W4Y06ZNG7Vp06aQMgKKlsvT92rVqiM/Pz/9+utuBQaWVEpKhnJybPLx8XaKAwAAQP5jURFgMKGhl+6jtnfvbqWnp6tbt0dVv359dev2qNLT07Vnz26nOAAACprJlLv/UuY2DjACk91ut7s7iaLAarUpOZmtolH0Wa1WtWjRUGfPpig1NfWq9oCAAJUuHaTNm39hjRSKvKCgkmx/fh30SzCSkJCAXMcmJl7ddwFFSW77piI3tQ/AjVksFpnNZkcR1a7dvRozZrRGjBip775bq9TUVAUFlaGIAgDki8SzmcrMuvH9n0wmk3Lz3bzJZFJ8Qtp12328PRRSOu/3BQUKE4UUYDDp6ek6fPiQTCaTypUrr+++W6vvvlsrSSpfvqJOnjyuw4cPKT09XX5+fm7OFgBgZGnnszXs4026WY1k9vST9cL1C6Qr40bN3nr9dpNJk5+7S/6+nteNAYoKpvb9iSkUMIoePR7Xt99+rYcffkzvvTdVW7duUnr6Wfn5lVazZpF69tm+WrJkkTp2fEBz5nzm7nSBG2Jq3/XRL6GoyM2IVEJCgv7eoclNz7V89XaFhV1/DS8jUigKmNoHFFOHDx+SJPXv/7wsFotatWrjtGvfM888qyVLFjniAAC4FbkpbCqH+cvHx0eZmZnXjfHx8VGLhnfkZ2qAW/E1IGAwVapUlSR9+OF7slqt2rDhR3322WfasOFHWa1WTZ06xSkOAIDCEB9/Sj4+1y66fHx8FB9/qpAzAgoWU/v+xBQKGEV6erqqVSsvk8mk8uUr6PjxY462ChUq6sSJ47Lb7Tp48ARrpFDkMbXv+uiXYFQJCQm65567lHz2rIJKl9Z//rPxhtP5gKImt30TvRdgMH5+fqpSparsdruOHz+mqKh2Wr9+vaKi2un48WOy2+2qUqUqRRQAwC3CwsK05scdeuBfi7Xmxx0UUSi2WCMFGIzVapXNZlNAQIBSU1P1/fff6fvvv3O0BwQEyGazy2q1sgU6AABAAWFECjCYuLifdORIvBYuXKqDB0/o/vsfUL169XT//Q/o4MET+uyzJTpy5LDi4n5yd6oAAADFFiNSgMGcOpUgSapVq478/Pw0b97nTrv21a5dxykOAAAA+Y8RKcBgQkMvzTXfu3e30tPT1a3bo6pfv766dXtU6enp2rNnt1McgPz38ccfq3v37k7HXn31VdWsWdPpV1RUlJsyBAAUNEakAINp2fJOhYdX1mOPdVZqaqrj+M6dO1WtWnkFBAQoPLyKWra8041ZAsXX/Pnz9c4776hp06ZOx/ft26d+/fqpW7dujmOsUwSA4osRKcBgLBaLzGazo4hq1+5e/fTTT2rX7l5JUmpqqsxmE/+BA/LZqVOn1K9fP02cOFFVqlRxarPb7frjjz9Ut25dBQcHO34FBQW5J1kAQIGjkAIMJj09XYcPH3LcR+q779bqzjvv1HffrVX58hVlMpl0+PAhpaenuztVoFjZtWuXSpQooWXLlqlBgwZObUeOHNH58+dVrVo1N2UHAChsTO0DDGbAgKckSf/3f4/qvfemauvWTUpPPys/v9Jq1ixSzz7bV0uWLNKAAU9pzpzP3JwtUHxERUVdd83T/v37JUmffvqpfvzxR5nNZrVp00YDBw6Uv79/nq/p4cH3nTAm8583MzVbzHyOUWxRSAEGc/jwIUlS//7Py2KxqFWrNk679j3zzLNasmSRIw5Awdu/f7/MZrNCQkL00Ucf6ciRI3rrrbf0+++/a86cOTKbXf+PpNlsUmBgyQLIFih4ZzIuSpJKlvTic4xii0IKMJgqVapqz57d+vDD9/Tee1MVF7fBaURq6tQpjjgAheOZZ57RP//5TwUGBkqSIiIiFBwcrEceeUQ7d+68aipgbthsdqWmns/vVIFCkZFxwfEzJSXDzdkArgkI8JHFcvMvwCikAIP54INPVK1aef37359r48b1OnHiuKOtfPkKOnnyhCMOQOEwm82OIuqyO+64Q5KUkJCQp0JKknJybLecG+AONqvN8ZPPMYorJq0CBuPn56cqVarKbrfrxInjioq6V+vXr1dU1L06ceK47Ha7qlSpKj8/P3enCtw2hg4dqp49ezod27lzpySpRo0absgIAFDQKKQAg7FarbLZbAoICJAkff/9WrVu3Vrff79WkhQQECCbzS6r1erONIHbyn333adNmzZpypQpOnLkiH744Qe98sor6tSpk6pXr+7u9AAABYBCCjCYuLifdORIvBYuXKqDB0/o/vsfUL169XT//Q/o4MET+uyzJTpy5LDi4n5yd6rAbaNdu3Z655139N133+nvf/+7hg8frg4dOmj8+PHuTg0AUEBYIwUYzKlTCZKkWrXqyM/PT/Pmfe60a1/t2nWc4gDkvwkTJlx1rGPHjurYsaMbsgEAuAMjUoDBhIaGSZL27t2tzMxMDRkyUPfdd5+GDBmozMxM7dmz2ykOAAAA+Y8RKcBgWra8U+HhldWjxz91+nSiU9uMGZ8oODhE4eFV1LLlnW7KEAAAoPhjRAowGIvFoqCgMjp9OlEmk0mPPPK4fv31Vz3yyOMymUw6fTpRQUFBslgs7k4VAACg2GJECjCYzMxM/frrz/Lw8FC5cuW1aNFnWrToM0lSeHhlnThxXL/++rMyMzPl4+Pj5mwBAACKJ0akAIMZNepVSVL//s9py5YdWrbsGy1YsEDLln2jzZt/Vb9+zzrFAQAAIP8xIgUYzMGDByRJXbv2kMViUatWbZx27evatbumTHnHEQcAAID8x4gUYDDVql26uef8+XOuuWvf/PmfOsUBAAAg/5nsdrvd3UkUBVarTcnJGe5OA7ipzMxMVa4cKpPJpGv99b18PD7+FGukUOQFBZWUxcJ3etdCvwQjO3Y6XSNnbNHo3s1VMdjP3ekALslt30TvBRiMj4+PgoNDHEVU06bNtHr1ajVt2kySZLfbFRwcQhEFAABQgFgjBRhMZmamY+tzu92ubdu2qkOHDo72y1ugs2sfAABAwWFECjCYy7vxPffcC4qPP6XevZ9Shw4d1Lv3U4qPP6UBA/7lFAcAAID8x4gUYDBX7trn4+Oj2NjJ7NoHAABQyBiRAgzmyl379u3bp+DgUjKZTAoOLqV9+/axax8AAEAhYNe+P7E7Eozi8q59N8OufTACdu27PvolGBm79sHI2LUPKKb+WhyZzWa98MILMpvNN4wDAABA/qGQAgxm3759Ts9tNpveeecd2Wy2G8YBAAAg/1BIAQbTtm1LSZKXl9c1d+3z8vJyigMAAED+Y9c+wGCsVqskadCgodfcta9//39p8uS3HHEAAADIf4xIAQZjsVgkSZMmvaVz586pY8d7FR4ero4d79W5c+f04YfvOsUBAAAg/zEiBRjMunVxat26mS5cuKA77qjkOH706FGn5+vWxbkjPQAAgNsCI1KAwdSsWfOqYz169MhVHAAAAPIHhRRgMOfOnbvq2Jw5c3IVBwAAgPxBIQUYTNeuD0uSoqLu1fr1Wx1roSwWi9av36q2baOc4gAAAJD/KKQAgzl27KgkafDgl1WzZk2dPn1Odrtdp0+fU82aNTVo0FCnOAAAAOS/Il9Iffzxx+revbvTsT179qhbt25q2LChoqKiNHfuXDdlBxS+ihUvbSgxceIEbdq0SUFBfjKZTAoK8tOmTZs0adJbTnEAAADIf0W6kJo/f77eeecdp2MpKSnq1auXwsPDtWTJEg0YMEATJ07UkiVL3JMkUMjmz18sSfr++7V66KH7nNoeeug+rVv3vVMcAAAA8l+RLKROnTqlfv36aeLEiapSpYpT26JFi1SiRAmNHj1a1atXV5cuXdSzZ09NmzbNPckChaxUqVJXHYuOjs5VHID8wWwJAECRLKR27dqlEiVKaNmyZWrQoIFT27Zt29S8eXN5ePzvFlgtW7bU4cOHlZSUVNipAoVu06ZNVx1buXJlruIA3DpmSwAApCJ6Q96oqChFRUVdsy0hIUERERFOx0JCQiRJJ0+eVNmyZfN8XQ+PIllXAk6unM536NBxPfZYF504cVzly1fQwoVLVLVqBUdccnK6u9IEip1Tp07ptdde0+bNm284W8LDw0PVq1dXfHy8pk2bpi5durgnYQBAgSqShdSNZGVlydPT0+mYl5eXJOnChQt5Pq/ZbFJgYMlbyg0oTD179lSVKuUVF+c88vTYY49p4cKFksRnGshHV86W+OCDD3T8+HFH2/VmS3z88cdKSkq6pS/5AABFk+EKKW9vb2VnZzsdu1xA+fr65vm8Nptdqannbyk3oDDNnj1bXbv2Uvv2dzuOrVnzg6OIkqSUlAx3pAbkWkCAjywWY8wGcMdsCWZKwKjMf/69NlvMfI5RbBmukAoLC1NiYqLTscvPQ0NDb+ncOTm2W3o9UBi++mqVY3rflUXUX59/9dUqPtNAISmI2RLMlICRncm4KEkqWdKLzzGKLcMVUs2aNdPChQtltVplsVgkSXFxcapatarKlCnj5uyAghcZGXnVsapVq+rQoUM3jQNQMApitgQzJVAQEpLPK+tCTsFfJyVTkvR7fLLSUjML9FreXh4KC8r7rCTgr3I7W8JwhVSXLl00ffp0DR8+XH369NFvv/2m2bNna9SoUe5ODSgU27dvv+rYX4uoy3FNmjQpjJSA215BzZZgVBn56VTyeQ2bFleo1/xw6c5Cuc4bT7dUKMUUCpnhCqkyZcpo+vTpGjdunGJiYhQcHKyhQ4cqJibG3akBhaJjx3skSSaTSV9+udJpF7+vvlqlf/wjWna7XR073qPExFR3pQncVpgtASPIyrZKkp76ex2VL1Ow0+0sFpNMJTxkv5gjq9VeYNc5cSZDnyzf7XhvQGEq8oXUhAkTrjpWv359ff75527IBig6evXqo8jISCUnpyswsKRSUjKUk2PT449304IFn7o7PeC2wmwJGEn5MiVVOcy/QK/h4WF26puA4ohtVACDmjVrunbu3KkyZfxlMplUpoy/du7cqc8+m+fu1IDbzuXZEocOHVJMTIymTJnCbAkAKOaK/IgUAGfffvsfdex4j+x2u9q1u8tx/K/Pv/32P+5ID7gtMFsCAMCIFGAw19pAok6dOrmKAwAAQP6gkAIMZufOq3dA2r17d67iAAAAkD8opACDuffeVpIki8Vy1fS9b7/9j2PHsMtxAAAAyH8UUoDB2O2XtpHt3/95NWnSRMnJ6bLb7UpOTleTJk305JNPO8UBAAAg/1FIAQZjMpkkSR9++J4SEhJUq1Y1eXt7q1atakpISNDMmdOc4gAAAJD/KKQAg1m7doMkyWq1qn79CCUmJurChQtKTExU/foRslqtTnEAAADIfxRSgMHUq1fvqmPR0dG5igMAAED+oJACDCYhIeGqYytXrsxVHAAAAPIHhRRgMO3aXdqNLzy8ir77bqNjLZTJZNJ3321UpUrhTnEAAADIfxRSgMGcO3dOkjRy5GjVq1dPZ86kyW6368yZNNWrV0/Dho10igMAAED+o5ACDKZUqVKSpNGjR2rLli0KCvKTyWRSUJCftmzZojfeGO0UBwAAgPxHIQUYzHffXdqN78iRw+rU6V6ntk6d7tXRo0ec4gAAAJD/KKQAgwkLC7vq2N13352rOAAAAOQPCinAYLZs2XLVsR9++CFXcQAAAMgfFFKAwVw5ne+33/YrJCREXl5eCgkJ0W+/7b9mHAAAAPIXhRRgUN2791RYWJj27j2orKws7d17UGFhYXr44cfcnRoAAECxRyEFGNSnn87W3LmznXbtmzt3thYvXuju1AAAAIo9CinAYFasWOt4PHjw805tVz6/Mg4AAAD5i0IKMJjmzZtfdczb2ztXcQAAAMgfHu5OAIBr5s6dfdWxrKysa8Y98UTPgk8IAGAYJq/zSsg8KVPauQK9jofFrBS7j9LSMpVjtRXYdRIyz8vkdb7Azg/ciMlut9vdnURRYLXalJyc4e40gJsKCQlwPF6xYq3T7nx/fZ6YmFqouQGuCgoqKYuFyRHXQr+E/Lbn2Cm9v+9tmUzuziR/2e0mPVdzkGpXDHV3Kigmcts3MSIFGFS1atXUvHlzJSenKzCwpFJSMpSTY1OFCpV0/PhRd6cHAChifD18deG3Nnr6HxEqV9a3QK/lYTHL37/gR6ROJp3XtC/3y/dvBft+gGuhkAIM6uDBg1q9eqW6dXvEcWzevEUUUQCA67Jf8FWYTzmF+/sX6HU8PMyXvuQzXfqSr6DYM9Jkv3CswM4P3AjzKQCDmTjxPcfjK4uovz6/Mg4AAAD5i0IKMJhrbSBhsVhyFQcAAID8QSEFGMzq1SuvOma1WnMVB6DgnDp1SjVr1rzq19KlS92dGgCgAFBIAQZzo+l7N5r2B6Bg7d27V15eXlq/fr02bNjg+HX//fe7OzUAQAGgkAIMql279nriiZ5KTk6X3W5XcnK6nniip+66q427UwNuS/v371eVKlUUEhKi4OBgx69r3TAbAGB8FFKAQX333Rp9880KBQX5yWQyKSjIT998s0IbN/7o7tSA29K+fftUvXp1d6cBACgkbH8OGMy8eYsc0/Z69vynU9uVz+fNW1SoeQG3u/379yswMFBdu3bVoUOHVLlyZT3zzDNq0ybvo8QeHnzfifxjsZgcPwv6s3X5ZqYFfcPtwnxPwF9RSAEG06FD9FXH/P39lZaWdtM4AAUjJydHBw8eVI0aNfTyyy/Lz89PX3/9tZ5++mnNmjVLkZGRLp/TbDYpMLBkAWSL29WZjIuSpMTUbPkHXCzw6x08lS4/nxIFeo1zmTmSJP8AH/6+oNBRSAEG8803K6469tci6nLc/fd3KoyUgNueh4eHNm/eLIvF4lgTVbduXf3++++aMWNGngopm82u1NTz+Z0qbmNnz176PE1Z/Kt7EykAFy9cVEpKhrvTQDEREOCTq9FUk91utxdCPkWe1WpTcjJ/AVH0hYQEOB5fOc3vWs8TE1MLNTfAVUFBJQt86o87vfnmm9qwYYOWL1/u8mvpl1AQDp5IlcVsKvDrnEo5r4++2qV+D/1NoYG+BXotb0+LQoMK9hq4veS2b2JECjCoVq1aq0OHaCUnpyswsKRSUjKUk2NT06YttG3bZnenB9xWfv/9dz366KOaOnWqWrRo4Tj+3//+VzVq1HBjZoCzauUDbh6UDy6vXSpftqQqBvsVyjWBwlZ8vwYEirkNG9Zr9uyZTrv2zZ49kyIKcIPq1aurWrVqGj16tLZt26YDBw7ojTfe0K+//qpnnnnG3ekBAAoAhRRgMLNnL3A8Hjr0Bae2K59fGQegYJnNZn300UeqX7++XnjhBcXExGjHjh2aNWuWIiIi3J0eAKAAMLUPMJhrbSBhMpn01+WObDQBFK6yZcvqjTfecHcaAIBCwogUYDCzZ8+86ti19oy5VhwAAADyB4UUYDA3mr53o2l/AAAAyD9M7QMMqkqVKrr//k5X7dpXrlwFnTx53N3pAQAAFGuMSAEGdfjwYa1c+Y3Trn0rV35DEQUAAFAIKKQAg3nrrXccj5944jGntiufXxkHAACA/EUhBRhMz55P5mscAAAAXEchBRjMypXf5GscAAAAXEchBRjMX6fz3WocAAAAXEchBRhccnK67Ha7kpPT3Z0KAADAbcOwhZTNZtN7772n1q1bq2HDhnrqqad09OhRd6cFFKrExNQbPgcAAEDBMGwh9eGHH2rBggUaM2aMFi5cKJvNpj59+ig7O9vdqQGF5ueff77hcwAAABQMQxZS2dnZmjlzpp5//nm1bdtWtWrV0uTJk5WQkKDVq1e7Oz2g0ERHt1VQkJ/uvvtuBQX5KTq6rbtTAgAAuC0YspDau3evMjIyFBkZ6TgWEBCgOnXqaOvWrW7MDHCPH3/80d0pAAAA3FYMWUglJCRIksqVK+d0PCQkxNEGFFe5XQfFeikAAICC4+HuBPIiMzNTkuTp6el03MvLS+fOncvzeT08DFlXooj6af8BJZx1/fN4+lyWsrIv3jDmtU+/1rsjely3/V9j5uiDVetveA5vzxIKLuXtUm5hpUvpzojqLr0GAGBsiWczlZmV49JrTqWclySdSMqQ1WrP9et8vD0UUtrHpWsB7mLIQsrb+9J//rKzsx2PJenChQvy8cnbXz6z2aTAwJL5kh+w52iCZh+aKpMpjycocfOQ9hP+77ptu7X85iewSzqb64wuvSTFpGrlR6p2pTDXXggAMKS089ka9vEm2XNfCzn56KtdLsWbTSZNfu4u+ft63jwYcDNDFlKXp/QlJiYqPDzccTwxMVE1a9bM0zltNrtSU8/nS35AmJ+/elZ9psBGpK5klkkeJTyUczFHNuW+p8vriFSYn79SUjJceh1wPQEBPrJYmA0AFFX+vp56o2+kyyNSFotJJg+L7DlWl0ekKKJgFIYspGrVqiU/Pz9t3rzZUUilpqZq9+7d6tatW57Pm5Njy68UATWvVrVQruPhYVZgYEmlpGQUymeYvycAcHvJy1S7wu6bAHcwZCHl6empbt26aeLEiQoKClKFChUUGxursLAwdejQwd3pAQAAACjmDFlISdLzzz+vnJwcvfrqq8rKylKzZs00Y8YMlSiRi8UlAAAAAHALTHZ7XpcPFi9Wq03Jyaz7gPEwfQJGFhRUkjVS10G/BCOjb4KR5bZvovcCAAAAABdRSAEAAACAiyikAAAAAMBFrJH6k91ul83GbwWMyWIxy2plDjqMx2w2yZTnO1cXb/RLMDr6JhhVbvsmCikAAAAAcBFT+wAAAADARRRSAAAAAOAiCikAAAAAcBGFFAAAAAC4iEIKAAAAAFxEIQUAAAAALqKQAgAAAAAXUUgBAAAAgIsopAAAAADARRRSAAAAAOAiCikAAAAAcBGFFAAAAAC4iEIKAAAAAFxEIQXcwLJly/TII4+oYcOGatSokbp06aKFCxe6O60bmjp1qmrWrHnVr8u6d+/udPxvf/ubWrVqpcGDB+vYsWNuzBwAUBQ8++yzevjhh686/sgjj6hmzZrasmWL0/Fly5apVq1aeuqpp9S9e/dbunb37t318ssv39I5gMLi4e4EgKLq3//+t8aNG6fhw4erSZMmstvt2rhxo8aOHaukpCQ9++yz7k7xmvbt26eHHnpIQ4YMuW5Mx44dNXz4cEnShQsXdPToUU2ePFmPPfaYFi1apPLlyxdWugCAIiYyMlJvvPGGsrKy5O3tLUk6e/asdu7cqXLlymn9+vVq3ry5I37btm2qVauWJk2aJKvV6q60gULHiBRwHQsWLFCXLl30f//3f6pataqqVaum7t27q2fPnpo7d66707uu/fv3q06dOgoODnb6dSVvb2/H8YoVKyoyMlIzZsyQxWLRpEmT3JQ5AKAoaNmypS5evKidO3c6jv30008qU6aMunTpovXr1zvFb9u2TXfeeaf8/f1VunTpQs4WcB8KKeA6zGazfvnlF507d87p+NNPP63PP/9ckhQVFaUZM2boueeeU6NGjdSiRQuNHTtWOTk5jvhffvlFTzzxhJo0aaIWLVpo2LBhSklJkSQ999xz6tevnyN27969qlmzpmbMmOE49umnn6p9+/a5yjk7O1uHDx9WtWrVXH6//v7+6ty5s9asWaPs7GxJ0okTJzRw4EBFRkbqb3/7m9q0aaPY2FjZbDZdvHhRkZGRmjJlitN5Fi5cqFatWiknJ0eHDx9W79691aRJEzVq1Ei9e/fWvn37XM4NAFB4qlevrtDQUP3888+OY+vXr1erVq3UqlUr7d27V0lJSZKk5ORkHThwQK1atdLLL7/smNq3efNm1alTRz/88IM6deqkunXrKjo6WmvXrnWcMzs7W+PHj1dkZKSaNGni6F8Ao6CQAq6jT58+2r17t9q0aaOnn35a06ZN02+//SZ/f39VrVrVEffuu++qWbNmWrZsmYYOHap58+ZpxYoVkqTffvtN3bt31x133KFFixbp3Xff1Y4dO9S7d29ZrVbdc8892rJli6Pw2rhxo0wmkzZv3uw4/7p169SuXbtc5fzHH3/IarVq1apVuu+++9S2bVsNGTJEiYmJuXp9RESEsrKydPjwYUnSM888o7S0NM2aNUsrV67Uk08+qenTp+v7779XiRIl9OCDD2rZsmVO5/jyyy/14IMPysPDQ4MGDVJoaKiWLFmixYsXy2w2F9kpkQCA/4mMjNQvv/zieL5hwwbdddddql+/vvz9/bVhwwZJ0vbt2+Xt7a0mTZpcdQ6r1arY2FgNHz5cK1asUEREhF566SVlZGRIksaOHatvvvlGEyZM0MKFC5WQkKBt27YVzhsE8gGFFHAd0dHR+uyzz9SuXTvt2LFDb7/9th5++GFFR0dr+/btjrhWrVrpiSeeUKVKldSlSxfVqlXL8S3ezJkzVbNmTY0YMULVq1dXy5YtNWnSJO3atUsbNmxQ27ZtlZmZqV9//VXSpakT7dq107Zt25STk6Pz589ry5YtuS6k9u/fL0ny8fHRu+++q3HjxungwYN64oknlJWVddPXBwQESJLS0tKUlZWlhx56SGPGjFGtWrVUqVIl9ezZU2XLlnWMKnXp0kXx8fGOzvbQoUP65Zdf1LlzZ0nSkSNHFBQUpAoVKqhGjRoaP368xo4dyzeOAFDEXS6k7Ha79u7dq9OnT+uuu+6SxWJRZGSkY3rf1q1b1bRpU3l5eV3zPC+88IIiIyNVpUoV9e/fX+np6dq/f7/S09O1dOlS/etf/9Ldd9+tO+64Q+PHj1fZsmUL820Ct4TNJoAbaNiwoRo2bCibzaa9e/fqhx9+0Lx58/TUU09pzZo1ki5NgbiSv7+/Ll68KOlSYXPXXXc5tdeqVUv+/v7at2+f7r77bjVo0EAbN25U/fr1tW3bNn366adat26d/vvf/+rMmTPy9fVV48aNc5XvP/7xD7Vp00ZBQUGOY3fccYfatGmj77//Xvfff/8NX5+WlibpUkHl7e2tbt26aeXKlfrtt98UHx+vffv2KSkpyVEIRUREqF69evryyy/VqFEjffnll6pfv75q1KghSRo4cKDGjx+vBQsWqHnz5mrdurU6deoks5nvcACgKIuMjNTZs2d18OBBbdiwQXXq1HH0LXfddZdjWve2bdv0wAMPXPc8V0419/PzkyRdvHhRhw4d0sWLF1WvXj1Hu5eXl+rUqVMQbwcoEPxvBriGhIQEjRo1SgkJCZIurZeqU6eOnnnmGc2ePVsZGRnaunWrJMnT0/Oq19vtdqef12ovUaKEpEvrrDZu3Kjt27crICBA9evXV7169bR582b98MMPuueee2SxWHKd+5VFlCSFhISodOnSjvdyI7t27ZKvr6+qVKmi8+fP67HHHtNHH32kgIAAxcTEaMGCBQoLC3N6TZcuXfTtt98qOztby5cvV0xMjKOta9eu+vHHH/Xqq6/K399f7733nh544AHH3HoAQNEUGhqqqlWr6pdfftHGjRvVqlUrR1urVq2UmJioXbt2ae/evVd9YXil6/WRJpPJ8fhKHh58xw/joJACrsHT01OLFy++av2P9L/pb7mZflCzZk2naYDSpQ0l0tPTHSNZUVFR+u9//6s1a9YoMjJSknTnnXcqLi7OpfVRkjR58mTdd999Th3TsWPHlJKS4hglup709HR9+eWXio6OVokSJbRhwwbt2rVLc+fO1fPPP6/7779ffn5+OnPmjNP5O3XqpAsXLmjWrFlKSkpSp06dJElnzpzR6NGjdfHiRXXu3FmxsbFatmyZTp8+fdU9SAAARc+dd96pn3/+Wb/88otTsVShQgVVqVJF8+fPV1BQkNO9CnOratWq8vLyctrQIicnR3v37s2X3IHCQCEFXENQUJD69Omjd999V5MnT9aePXt09OhR/ec//9Gzzz6rFi1aqGnTpjc9T69evbRv3z6NGTNGBw4c0ObNmzV48GDVqVPHUTTVqFFDFSpU0OLFix3HIiMjFRcXp7Nnz97wm76/at++vY4fP67XX39dhw4d0tatW/Xcc8+pcePGat26tSMuKytLp0+f1unTp3XixAlt2LBBTz/9tOx2u1544QVJcow8LVu2TMePH9e2bdvUv39/Xbx40bGrn3RpKmP79u314Ycfql27do5Cs1SpUlq3bp1effVVx+/fwoULVaJECdWtWzfX7wkA4B6RkZH69ttvZTKZrppi3rp1a3377beKjIx0jC65omTJkurWrZvee+89rV69WgcOHNBrr72mU6dO5Vf6QIFj/BS4jhdeeEFVqlTRokWLNH/+fGVlZal8+fLq2LGj+vbtm6tzNGjQQNOnT9c777yjf/zjH/Lz89O9996rF1980TG1T5LuuecezZkzRy1btpR0aW2Wt7e3WrRoIV9f31znXLduXX3yySd699131blzZ3l6eqpdu3Z66aWXnDq6b7/9Vt9++62kS9MogoODde+992rSpEkKDQ2VJNWvX1/Dhg3T7Nmz9c477yg0NFT333+/ypUr53RvEUnq3Lmzli9f7thk4vJ5P/nkE7355pvq2bOnMjMzVbt2bU2bNk3h4eG5fk8AAPdo0aKFsrKydPfddzv1WdKl6X2ffvqpS1/2/dWLL74oLy8vjR49WhkZGerYsaOioqJuNW2g0Jjs11vEAQC5tHTpUr3//vv67rvv2EgCAADcFhiRApBnu3bt0sH/Z+/+42uu+z+OP3fOfs+mDbOJUcNwlV9ZppAm4kK1fKurQn4VcXHFFVciv0rUhPLjQgjhirIKyc9++HFtftSlH34k0hAzY2z2087Z9w/XzuU0sc/s7Oxsj/vt5nZ23p/3+XxeZx29Pc/n/Xl/fvlF77zzjnr06EGIAgAAFQZBCnABZ86cUadOna7b584779TSpUtLqaIr9u3bpzfffFPt2rXTM888U6rHBgAAcCam9gEuwGKx6OTJk9ft4+XlVWhpcgAAADgGQQoAAAAADOKCBgAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABrk7u4CyIj8/X1ZrvrPLAIrFZHLj8wuXZDK5yc3NzdlllEmMS3B1jE1wVUUdmwhS/2W15uv8+QxnlwEY5u5uUmCgn9LSMpWXZ3V2OYAhQUF+MpsJUtfCuARXxtgEV1bUsYmpfQAAAABgUJkPUvPmzVPPnj3t2saMGaOIiAi7P9HR0U6qEAAAAEBFU6an9i1fvlwzZsxQixYt7Np/+uknDRw4UD169LC1mc3m0i4PAAAAQAVVJoPUmTNnNG7cOO3atUt16tSx25afn68jR47oueeeU7Vq1ZxTIAAAAIAKrUxO7du/f788PDy0Zs0aNWnSxG7b8ePHlZmZqdtvv91J1QFlR25urv75z1kaMmSI/vnPWcrNzXV2SQAAABVCmTwjFR0d/YfXPB0+fFiS9P7772vbtm0ymUxq27athg0bJn9//5s6rrt7mcyVwDWNGzdGc+bMlMVisbWNHTtagwYN0YQJrzmxMgAAgPKvTAap6zl8+LBMJpOCg4M1d+5cHT9+XG+++aZ+/vlnLVmyRCZT8cKQyeSmwEC/Eq4WcIyRI0dq5swZql69ul577TV17dpV69at05gxYzRz5gx5e3vozTffdHaZAAAA5ZZbfn5+mb5T2ksvvaTffvtN77//viTJarXq4sWLCgwMtPX57rvv9Pjjj2vVqlWFpgIWlcViVVpaVonUDDhSbm6ubr21moKCqmj//sPy8vJUQICP0tKylJOTqz/9qb5SU8/r5MlkeXp6Ortc4LoCAnxkNjMb4FosFiv3kYLLKriPVGpqBveRgsu5ch+pG49NLndGymQy2YUoSapXr54kKSkpqdhBShJ/0eES3n13niwWi0aNGiPJJIvlyuf2yqNJ//jHaL344t/07rvzNGDAYKfWCgBwfckXspSVnWfoNWazmxLPZig/zyKLpejf2ft4uyv4Fh+jJQJO4XJBauTIkUpOTtbixYttbT/88IMkqW7duk6qCig9v/56TJLUoUPna27v2LGTXT8AAIorPTNXo+bFq7TmL5nc3DR9yL3y92VGBco+lwtSDz74oAYNGqRZs2bpoYce0rFjxzRx4kR17dpV4eHhzi4PcLg6dW6TJG3e/Ll69OhdaPumTRvs+gEAUFz+vp6aPKCV4TNSZ1IzNffT/Rr48J9UPdC3yK/z8XYnRMFluNw1UpL0+eefa/78+frll1/k7++vbt266YUXXpCXl1exj8NcdLiK3Nxc1a5dXUFBVfTdd4fk7e1pm4eenZ2rJk0a6Pz580pMTOIaKZR5RZ2HXhExLsGVnTx7SWMX7tbEfnerZrVKzi4HMKTcXCM1ZcqUQm2dO3dW587XntYElHeenp4aOPCvmj37bTVp0kCjRo3RE09018qVqzV58ms6ezZZgwf/jRAFAADgQGU+SAEobNy4VyVJc+fO0vDhQzV8+FBJktnsrsGD/2bbDgAAAMcgSAEuaty4VzVq1CtasmSBTp8+qdDQmnrmmf6ciQIAACgFBCnAhXl6eur55//KvToAAABKGVf4AgAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAEVw7tw5jRgxQlFRUWrWrJmee+45HT161Lb94MGD6tGjh5o2baro6GgtXbrUidUCAByNIAUAQBEMHjxYiYmJmj9/vj766CN5e3urd+/eysrKUmpqqvr06aOwsDCtXr1agwcP1tSpU7V69Wpnlw0AcBB3ZxcAAEBZd/HiRd16660aMGCA6tevL0kaNGiQHn74Yf3888+Kj4+Xh4eHJk6cKHd3d4WHh9tCV/fu3Z1cPQDAETgjBbgwi8WiHTu26V//+pd27Ngmi8Xi7JKAcqly5cp66623bCHq/PnzWrx4sUJCQlS3bl3t3btXd999t9zd//f9ZFRUlH799VelpKQ4q2wAgANxRgpwUevWrdHYsaN08uQJW1vNmrU0ceJkde36kBMrA8q3V155RatWrZKnp6f++c9/ytfXV0lJSbaQVSA4OFiSdPr0aVWtWrVYx3J35/tOuCaT2WR75HOM8oogBbigdevWqG/fHnJzc7Nr/+23k+rbt4cWLVpGmAIc5JlnntETTzyh5cuXa/DgwVqxYoWys7Pl6elp18/Ly0uSlJOTU6zjmExuCgz0u+l6AWc4l3FZkuTn58XnGOUWQQpwMRaLRX/726D/PnOTlH/V1ivP//a3QercuYvMZnPpFwiUc3Xr1pUkTZo0Sd99952WLVsmb29v5ebm2vUrCFC+vr7FOo7Vmq+0tMybKxZwkoyMHNtjamqGk6sBjAkI8JHZfOMzqQQpwMVs3/610tPTJEn5+Va7bQXP09PTtH3712rXLrrU6wPKo/Pnzys+Pl4PPvig7Took8mkunXrKjk5WSEhIUpOTrZ7TcHz6tWrF/u4eXnWG3cCyiCrxWp75HOM8opJq4CLWblyhe3natWqacaMWTp9+rRmzJilatWqXbMfgJuTkpKi4cOHKz4+3tZ2+fJlHThwQOHh4YqMjNQ333xjt+BLQkKCbrvtNlWpUsUZJQMAHIwgBbiY48d/lST5+fnpu+9+Uq9evRUSEqJevXrru+9+kp+fn10/ADevfv36atu2rV577TXt2bNHhw8f1ksvvaS0tDT17t1b3bt316VLlzR69GgdOXJEcXFxWrx4sQYMGODs0gEADkKQAlxMwXUX/v7+Mpns/wqbTCZVquRv1w9AyZg2bZpatWqlYcOG6bHHHtOFCxe0fPly1ahRQ1WqVNGCBQt07NgxxcTEaNasWRo5cqRiYmKcXTYAwEG4RgpwMaGht+r7779TUlKSevZ8Qn//+0jdc0+kdu/eo7feelNnziTZ+gEoOf7+/ho/frzGjx9/ze2NGzfWypUrS7coAIDTEKQAF3PPPa21ceN6SdLWrZu1efNG27arz1Ddc0/rUq8NAACgoijzU/vmzZunnj172rUdPHhQPXr0UNOmTRUdHa2lS5c6qTqg9PXr95wtMFmt9ishFTw3mUzq1++5Uq8NAACgoijTQWr58uWaMWOGXVtqaqr69OmjsLAwrV69WoMHD9bUqVO1evVq5xQJlDJPT089//wQSSp0Q96C588/P6TQzUEBAABQcsrk1L4zZ85o3Lhx2rVrl+rUqWO3bdWqVfLw8NDEiRPl7u6u8PBwJSYmav78+erevbtzCgZK2bhxr0qS5s6dZbfcsslk1sCBg23bAQAA4Bhl8ozU/v375eHhoTVr1qhJkyZ22/bu3au7777bdkNESYqKitKvv/6qlJSU0i4VcJpx415VYuIZTZo0RX/96181adIUJSYmEaIAAABKQZk8IxUdHa3o6OhrbktKSlL9+vXt2oKDgyVJp0+fVtWqVR1eH1BWXJnm91cFBvopNTWDu8cDAACUkjIZpK4nOzu70LUfXl5ekm7+vjnu7mXyBB1wXWazye4RAAAAjudyQcrb21u5ubl2bQUBytfXt9j7NZncFBjod1O1ASUh6VyGLmVdNvSaX5LSVcnX2OISlXw8FFKFzzwAAEBxuFyQCgkJUXJysl1bwfPq1asXe79Wa77S0jJvqjbgZqVn5uqv07cpP9/xxzK5uWnmsDbyNxjAgJIUEODD2VQAgEtyuSAVGRmpDz74QBaLRWazWZKUkJCg2267TVWqVLmpfXN9CZzNx9Ndkwe0UlZ2XpFfcyY1U3M/3a+BD/9J1QOLflbWx9tdPp7ufO4BAACKweWCVPfu3bVgwQKNHj1a/fv31/fff6/FixdrwoQJzi4NKBHBt/gY6m82X7l3VI2qfqpZrZIjSgIAAMDvuNx8iipVqmjBggU6duyYYmJiNGvWLI0cOVIxMTHOLg0AAABABVHmz0hNmTKlUFvjxo21cuVKJ1QDAAAAAC54RgoAAAAAnI0gBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAg9ydXQAAAABKx5nzmcrOtTj+OKmZkqRTKRmyWPIdeixvT7OqB/k69BjAtRCkAAAAKoAz5zM1an5CqR5z7qf7S+U4k5+LIkyh1BGkAAAAKoCCM1HPdmukGlX8HHoss9lNbh7uyr+c59AzUqfOZejdtQdK5Swb8HsEKQAAiuDChQuaNm2avvrqK126dEkRERH6+9//rhYtWkiS4uPjFRsbq6NHjyo0NFRDhgxRly5dnFw1UFiNKn6qHeLv0GO4u5sUGOin1NQM5eVZHXoswFlYbAIAgCIYPny4/vOf/2jatGlavXq1GjZsqH79+umXX37R0aNHNWDAALVp00ZxcXF67LHHNHLkSMXHxzu7bACAg3BGCgCAG0hMTNTOnTu1YsUK3XXXXZKkV155Rdu3b9fatWt17tw5RUREaNiwYZKk8PBwHThwQAsWLFCrVq2cWToAwEE4IwUAwA0EBgZq/vz5uvPOO21tbm5ucnNzU1pamvbu3VsoMEVFRembb75Rfr5jVywDADgHZ6QAALiBgIAA3XfffXZtGzduVGJiol5++WV9/PHHCgkJsdseHBysrKwspaamKigoqFjHdXfn+06UHLPZzfbo6M+W2Wyye3TccUrvPQG/57JB6syZM2rbtm2h9smTJ+vRRx91QkUAgIri22+/1ahRo9SxY0e1a9dO2dnZ8vT0tOtT8Dw3N7dYxzCZ3BQY6NiV1VCxnMu4LEnyD/Aptc9WQICPQ/fvjPcEFHDZIHXo0CF5eXlpy5YtcnNzs7X7+zt2FRoAQMW2ZcsWvfjii2revLmmTp0qSfLy8ioUmAqe+/gU7x+SVmu+0tIyb65Y4CrpaVm2x9RUD4cey2w2KSDAR2lpWbJYHLdqX2m+J1QcAQE+RTqb6rJB6vDhw6pTp46Cg4OdXQoAoIJYtmyZJk2apE6dOumNN96wnXUKDQ1VcnKyXd/k5GT5+vre1Bd8LBuNklRwPyeLJb/UPlsWi9Whx3LGewIKuOxk0p9++knh4eHOLgMAUEGsWLFCr776qp5++mlNmzbNbipfixYttHv3brv+CQkJat68uUwmlx1qAQDX4dJnpAIDA/X000/r2LFjql27tp5//vlrXjdVVFykCFdk+u+pZ5PZxGcYcJBjx47p9ddfV4cOHTRgwAClpKTYtnl7e6tnz56KiYnR1KlTFRMTo6+//lobNmzQggULnFg1AMCRXDJI5eXl6ZdfflHdunX10ksvqVKlSvrss8/03HPP6b333ivWPTu4qBeuquBCWz8/Lz7DgINs3LhRly9f1ubNm7V582a7bTExMZoyZYrmzJmj2NhYLVmyRDVr1lRsbCz3kAKAcswlg5S7u7t27dols9ksb29vSdIdd9yhn3/+WQsXLizWwMVFvXBVGRk5tsfU1AwnVwMYU9QLep1t4MCBGjhw4HX7tG3b9qZmRQAAXItLBilJ8vMr/M17vXr1tGPHjmLvk4sU4Yqs/10NyergC3oBAADwP2X/a8Br+Pnnn9W8eXPt2rXLrv3HH39U3bp1nVQVAAAAgIrCJYNUeHi4br/9dk2cOFF79+7V0aNHNXnyZO3bt0/PP/+8s8sDAAAAUM655NQ+k8mkuXPn6q233tILL7ygtLQ0NWrUSO+9957q16/v7PIAAAAAlHMuGaQkqWrVqpo8ebKzywAAAABQAbnk1D4AAAAAcCaCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAxy2VX7gLLuzPlMZedaHH+c1ExJ0qmUDFks+Q49lrenWdWDfB16DAAAAFdAkAIc4Mz5TI2an1Cqx5z76f5SOc7k56IIUwAAoMIjSAEOUHAm6tlujVSjip9Dj2U2u8nNw135l/Mcekbq1LkMvbv2QKmcZQMAACjrCFKAA9Wo4qfaIf4OPYa7u0mBgX5KTc1QXp7VoccCAADAFSw2AQAAAAAGEaQAAAAAwCCm9gEAAFQQbl6ZSso6Lbf0iw49jrvZpNR8H6WnZynP4rhp50lZmXLzynTY/oHrIUgBAABUAJl5mfJqvE1Lj22Tjjm7mpLj1dhNmXmRkhx7TTLwewQpAACACsDX3Vc537fVc4/UV2hVx97Gwt1skr+/489InU7J1PxPDsv3T9yWA6WPIAUAAFBB5Of4KsQnVGH+pbSirJtjV5TNz0hXfs5Jh+0fuB4WmwAAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYxA15AQdx88pUUtZpuaVfdOhx3M0mpeY7/u7xSVmZcvPKdNj+AQAAXAlBCnCAzLxMeTXepqXHtknHnF1NyfFq7KbMvEhJ/s4uBQAAwKkIUoAD+Lr7Kuf7tnrukfoKrerr0GO5m03y93f8GanTKZma/8lh+f7Jse8HAADAFRCkAAfJz/FViE+owvwde/bG3d2kwEA/pbplKC/PcUEqPyNd+TknHbZ/AAAAV8JiEwAAAABgEEEKAAAAAAxy2SBltVr1zjvvqE2bNmratKmeffZZnThxwtllAQAAAKgAXDZIzZkzRytWrNCrr76qDz74QFarVf3791dubq6zSwMAAABQzrlkkMrNzdWiRYs0dOhQtWvXTg0aNND06dOVlJSkTZs2Obs8AAAAAOWcSwapQ4cOKSMjQ61atbK1BQQEqFGjRtqzZ48TKwMAVATz5s1Tz5497doOHjyoHj16qGnTpoqOjtbSpUudVB0AoDS45PLnSUlJkqTQ0FC79uDgYNu24nB3d8lciTLIbHazPTr6c2U2m+weHXec0ntPQFm2fPlyzZgxQy1atLC1paamqk+fPoqOjtaECRO0b98+TZgwQX5+furevbsTqwUAOIpLBqmsrCxJkqenp127l5eXLl68WKx9mkxuCgz0u+naAEk6l3FZkuQf4FNqn6uAAB+H7t8Z7wkoS86cOaNx48Zp165dqlOnjt22VatWycPDQxMnTpS7u7vCw8OVmJio+fPnE6QAoJxyySDl7e0t6cq1UgU/S1JOTo58fIr3j0mrNV9paZklUh+QnpZle0xN9XDoscxmkwICfJSWliWLxXE35C3N94SKIyDAx+FnU0vK/v375eHhoTVr1mj27Nn67bffbNv27t2ru+++W+7u/xtWo6KiNG/ePKWkpKhq1arOKBkA4EAuGaQKpvQlJycrLCzM1p6cnKyIiIhi7zcvz3H/CEXFYrHk2x5L63NlsVgdeixnvCegLImOjlZ0dPQ1tyUlJal+/fp2bcHBwZKk06dPFztIMY0WJYlp50DJcskg1aBBA1WqVEm7du2yBam0tDQdOHBAPXr0cHJ1AICKJjs7+5rTzaUrsyWKgynnKGlMOwdKlksGKU9PT/Xo0UNTp05VUFCQbr31VsXGxiokJEQdO3Z0dnkAgArG29u70H0MCwKUr69vsfbJlHOUNKadA0VT1GnnLhmkJGno0KHKy8vTmDFjlJ2drcjISC1cuFAeHvwlAgCUrpCQECUnJ9u1FTyvXr16sffLNFqUJKadAyXLZYOU2WzWiBEjNGLECGeXAgCo4CIjI/XBBx/IYrHIbDZLkhISEnTbbbepSpUqTq4OAOAIXJUHAMBN6t69uy5duqTRo0fryJEjiouL0+LFizVgwABnlwYAcBCXPSMFuILEM+kOP4bZ7KbElEzlX86zTXFwhFPnMhy2b8DVValSRQsWLNCkSZMUExOjatWqaeTIkYqJiXF2aQAAByFIAQ5gsV4JNIs/P+TkSkqet6fZ2SUATjdlypRCbY0bN9bKlSudUA0AwBkIUoAD3F4jQGN6tZDZ5ObwY51JzdTcT/dr4MN/UvXA4q0OVlTenmZVD3LsMQAAAFwBQQpwkNtrBJTKcQpuRlijqp9qVqtUKscEAACo6FhsAgAAAAAMIkgBAAAAgEEEKQAAAAAwiGukAAAAKhBuzQGUDIIUAABABcCtOYCSRZACAACoALg1B1CyCFIAAAAVBLfmAEoOi00AAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQe7OLqA4vvnmGz311FOF2pcuXaqWLVs6oSIAAAAAFYlLBqmffvpJYWFhWrFihV175cqVnVQRAAAAgIrEJYPU4cOHVbduXVWrVs3ZpQAAAACogFzyGqmffvpJ4eHhzi4DAAAAQAXlkmekfv75ZwUGBurRRx/VmTNnVL9+fQ0bNkyNGze+qf26u7tkrkQFZzKbbI98hgEAAEpHmQtSJ0+eVPv27f9w+1dffaX09HRlZmZqzJgxMpvNWrZsmXr06KG4uDjVrVu3WMc1mdwUGOhX3LIBpzmXcVmS5OfnxWcYAACglJS5IFW9enWtX7/+D7cHBwdrz5498vHxkYeHhyTpzjvv1IEDB/T+++9rwoQJxTqu1ZqvtLTMYr0WcKaMjBzbY2pqhpOrAYwJCPCR2cyZVACA6ylzQcrDw+OG1z8FBATYPTeZTAoPD9eZM2du6th5edabej3gDFaL1fbIZxgAAKB0uNzXgNu2bVOzZs104sQJW1teXp4OHTpU7Gl9AAAAAGCEywWp5s2bKzAwUP/4xz/0448/6qefftI//vEPXbhwQb1793Z2eQAAAAAqAJcLUpUqVdLixYtVtWpV9evXT0888YQuXLigZcuWqWrVqs4uDwAAAEAFUOaukSqKsLAwvfPOO84uAwAAG6vVqlmzZunDDz9Uenq6IiMjNXbsWNWqVcvZpQEAHMDlzkgBAFAWzZkzRytWrNCrr76qDz74QFarVf3791dubq6zSwMAOABBCgCAm5Sbm6tFixZp6NChateunRo0aKDp06crKSlJmzZtcnZ5AAAHIEgBAHCTDh06pIyMDLVq1crWFhAQoEaNGmnPnj1OrAwA4CgEKQAAblJSUpIkKTQ01K49ODjYtg0AUL645GITAACUJVlZWZIkT09Pu3YvLy9dvHix2Pt1d+f7Trgmk9lke+RzjPKKIAUAwE3y9vaWdOVaqYKfJSknJ0c+Pj7F2qfJ5KbAQL8SqQ8obecyLkuS/Py8+Byj3CJIAQBwkwqm9CUnJyssLMzWnpycrIiIiGLt02rNV1paZonUB5S2jIwc22NqaoaTqwGMCQjwkdl84zOpBCkAAG5SgwYNVKlSJe3atcsWpNLS0nTgwAH16NGj2PvNy7OWVIlAqbJarLZHPscorwhSAADcJE9PT/Xo0UNTp05VUFCQbr31VsXGxiokJEQdO3Z0dnkAAAcgSAEAUAKGDh2qvLw8jRkzRtnZ2YqMjNTChQvl4eHh7NIAAA5AkAIAoASYzWaNGDFCI0aMcHYpAIBSwHqUAAAAAGAQQQoAAAAADCJIAQAAAIBBBCnAhVksFu3d/W/9dmib9u7+tywWi7NLAgAAqBAIUoCLWrdujVq2bKrn+vyf/rN+mp7r839q2bKp1q1b4+zSAAAAyj1W7QPKmOQLWcrKzrtuny+2rNdLf39Ords+oKEvxWrLAYseaGTWpyvfVb9+PTXlrfmKfuDP192Hj7e7gm/xKcnSAQAAKgyCFFCGpGfmatS8eOXn/3GffKtFXywareDbWiig+fP66ohJ7p7SV0ekgObPK/jEBU2YMEbbjgfJzWT+w/2Y3Nw0fci98vf1dMA7AQAAKN8IUkAZ4u/rqckDWl33jNQ3e/6tz9KSNXv2AtWt30izZryq48d/VVhYHf31hVf0c/Mx6tfzYXW706q7IqP+cD8+3u6EKAAAgGIiSAFlzI2m231zOU2StGLJbG3ZstHWnrDza6361xI98MCDVxoup6l2iL/D6gQAAKjIWGwCcDHVq4dIkl2IulpBe0E/AAAAlDzOSAEupkmTZraf27fvoAcf7KyqVW9RSsoFbdz4ubZu3VyoHwAAAEoWQQpwMRMnvmL7eceObbbgJEleXl52/d58c3qp1gYAAFBRMLUPcDH79n1r+zk3N9du29XPr+4HAACAksUZKcDFBATcYvv5gQceVIcOHW1T+zZv3qTNmzcU6gcAAICSRZACXEzr1m21bduXkqSFC5eqUiVfBQb6KTU1Q3/5Sw+FhQXb+gEAAMAxCFKAi8nMzLD9HB5eU926PaR7722lnTvjtXbtmmv2AwAAQMkiSAEuxmRys/18+XKu4uI+UlzcR9ftBwAAgJLFYhOAi7n33v9N2fPy8rbb5u3tfc1+AAAAKFll/ozU2LFjlZubqylTpti1x8fHKzY2VkePHlVoaKiGDBmiLl26OKlKoPS0bNlKJpNJVqtVbdq0VYcOD1612MRGbdmySSaTSS1btnJ2qQAAAOVWmQ1SVqtVM2bM0MqVKxUTE2O37ejRoxowYID69Omj2NhYffXVVxo5cqSCgoLUqhX/eET5tmfPLlmtVknSzp3btWXLJts2Hx8fSVf+/uzZs0v33tvGKTUCAACUd2Vyat/Ro0f11FNP6cMPP1SNGjUKbV+yZIkiIiI0bNgwhYeHq1+/furUqZMWLFjghGqB0nXmTJIkac6cBapatZrdtmrVgjVnzrt2/QAAAFDyymSQSkhIUHh4uNatW6eaNWsW2r53795CZ56ioqL0zTffKD8/v7TKBJyievUQSVKdOnW0e/d3WrNmvVasWKE1a9Zr1659ql27jl0/AAAAlLwyObXv6aefvu72pKQkhYTY/yMxODhYWVlZSk1NVVBQULGO6+5eJnMlYKd169YKC6utd96ZpmXLPtB997VTQICP0tKydPlynmbOnK7ateuodevWMpv5TAMAADhCqQepkydPqn379n+4PT4+/oZBKDs7W56ennZtBc9zc3OLVZfJ5KbAQL9ivRYobdOnT9P//d//qU+fpzVq1Cjdcccd2r//R02ePFkbN36ujz76SFWrBji7TAAAgHKr1INU9erVtX79+j/cXrly5Rvuw8vLq1BgKnhecLG9UVZrvtLSMov1WqC03X//g1q8eJnGjHlJ99xzj609LCxMixcv0/33P6jUVG7Ii7IvIMCHM6cAAJdU6kHKw8ND4eHhN7WP0NBQJScn27UlJyfL19dX/v7+xd5vXp71puoCStPu3bt16tQpu7bffvtNu3fvVufO3ZxUFQAAQMXgkl8DtmjRQrt377ZrS0hIUPPmzWUyueRbAgyZMOEVzZ79toKCqmjGjFk6ffq0ZsyYpaCgKpo9+21NmPCKs0sEAAAo11wydfTs2VPff/+9pk6dqqNHj2rRokXasGGD+vfv7+zSAIfLzc3V3LmzVK1asL777pB69eqtkJAQ9erVW999d0jVqgVr7tzZxb5eEAAAADfmkkGqXr16mjNnjr7++ms98sgj+vDDDxUbG8vNeFEhvPfeu7JYLBo1aozc3e1n57q7u+sf/xgtiyVP7733rpMqBAAAKP/K5PLnV3v//fev2d62bVu1bdu2lKsBnO/XX49Jkjp06CyLxaKEhB26dOmCKlW6RZGRrdSxYye7fgAAACh5ZT5IAbBXp85tkqS33pqiL77YouPHE23bwsJqq127aLt+AAAAKHlu+fn5+c4uoiywWKw6f57lolH25ebmKiwsWFarVQ888KA6dnxQVaveopSUC9q0aaO2bNkok8mk48eTC91vDShrgoL8WP78DzAuwZWdPHtJYxfu1sR+d6tmtUrOLgcwpKhjE2ekABdjNpvl51dJ6elp+uKLzdqyZaNtW8GqlX5+lWQ2m51VIgAAQLnH14CAi0lI+LfS09MkSVar/b3PCp6np6cpIeHfpV4bAABARcEZKcDFnD79v5vwtm/fQb6+vsrISJefn78yMzO1devmQv0AAABQsghSgIs5e/asJKlmzVo6fPgnnThx3LatVq0w1axZSydPnrD1AwAAQMljah/gYlJTz0mSTp48oYYNG2njxi+Unp6ujRu/UMOGjXTy5Am7fgAAACh5BCnA5bjZPcvPz7f9uV4/AAAAlBym9gEuJjAwUJJUq1YtHTx4QJ06tbdtCwurbZvaV9APQMkaO3ascnNzNWXKFLv2+Ph4xcbG6ujRowoNDdWQIUPUpUsXJ1UJlJzkC1nKys4z9JozqZmSpFMpGbJYin6nHR9vdwXf4mPoWICzEKQAF1OtWrAk6cSJE+rQ4UH99a9/s91HasuWTdq8eaNdPwAlw2q1asaMGVq5cqViYmLsth09elQDBgxQnz59FBsbq6+++kojR45UUFCQWrVq5aSKgZuXnpmrUfPiVdy7js79dL+h/iY3N00fcq/8fbkPIso+ghTgYkJDa9h+3rFjmy04SZKPj881+wG4OUePHtXo0aOVmJioGjUK/91asmSJIiIiNGzYMElSeHi4Dhw4oAULFhCk4NL8fT01eUArw2ekzGY3ubmblZ9nMXxGihAFV0GQAlxMVNQ9CgurraCgIKWkpNgWl5CkqlWrqUqVKjp/PlVRUfc4sUqgfElISFB4eLhmz56tF154odD2vXv36oEHHrBri4qK0qRJk5Sfny83N65ZhOsqzlQ7d3eTAgP9lJqaobw8641fALggghTgYsxms8aPn6R+/XqqQ4cHNWTIC7apfVu3btbmzRu1cOH7MpvNzi4VKDeefvrp625PSkpSSEiIXVtwcLCysrKUmpqqoKCgYh3X3Z01oeCazGaT3SNQHhGkABfUtetDWrjwfY0fP1qbNm2wtYeF1dHChe+ra9eHnFgd4FpOnjyp9u3b/+H2+Pj4Gwah7OxseXraT0cqeJ6bm1usukwmNwUG+hXrtUBZERDAwhEovwhSgIvq2vUhde7cRXv2xOvSpQuqVOkWRUa24kwUYFD16tW1fv36P9xeuXLlG+7Dy8urUGAqeH71tYtGWK35SkvLLNZrAWczm00KCPBRWlqWLBam9sG1BAT4FOlsKkEKcGFms1mtW7dlHjpwEzw8PBQeHn5T+wgNDVVycrJdW3Jysnx9feXv71/s/fJ3Gq7OYrHyOUa5xcRVAABuUosWLbR79267toSEBDVv3lwmE0MtAJRH/N8dAICb1LNnT33//feaOnWqjh49qkWLFmnDhg3q37+/s0sDADgIQQoAgJtUr149zZkzR19//bUeeeQRffjhh4qNjeUeUgBQjrnl5xf3XtXlS35+vqxWfhVwTWaziYt54ZJMJjfusfQHGJfg6hib4KqKOjYRpAAAAADAIKb2AQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQQpnx0ksvKSIi4rp/yovMzEwtX77c2WVIkqKjo+1+x3fccYfatWuncePG6fz58yV+rJkzZxa5/6lTp/TZZ58V+/UAUFYwxjlHwRj33nvvXXP72LFjFRERwdiCYnHLz8/Pd3YRgCSlp6crOzvb9rx169Z6+eWX9ec//9nWVq1aNWeUVuJmzZqluLg4ffHFF84uRdHR0XrwwQfVt29fSVJ2drYOHz6s2NhYmUwmrVy5Uv7+/iVyrPPnz8vLy0t+fn5F6t+zZ0/deuutmjJlSrFeDwBlBWOcc0RHRys5OVl33HGHPvjgA7tteXl5at26tS5cuKDBgwdryJAhTqoSrsrd2QUABfz9/Qv9g93f37/cDCxXK2vfX/j6+tr9nmvVqqWGDRuqS5cuWrBggYYNG1YixwkKCnLq6wHAWRjjnKdVq1bavn27kpKSFBISYmtPSEiQr6+vfHx8nFgdXBlT++AyvvzySz366KNq3LixOnTooBkzZig3N9e2PSIiQitXrtRTTz2lO++8U507d9a3336rlStXql27dmrevLleeOEF2zeCcXFxatu2rVatWqXWrVurWbNmGjx4sM6cOWPbZ25urmJjY9WmTRs1a9ZMjz/+uHbs2GHbHhcXpw4dOui1117TXXfdpUGDBkmStmzZoscee0xNmzbVnXfeqUcffVTbt2+XJM2cOVOzZs3Sb7/9poiICJ08eVIvvfSSevbsafd+r247efKkIiIiNG/ePN17771q3769Ll26pPT0dL3yyiuKiorSXXfdpV69eumHH34okd93jRo11KFDB7upddc73okTJ9SgQQN9/fXXdvsZNWqUnnzySUn2U/OsVqvmzZunBx98UHfccYeaN2+u/v376/jx45KunI3avXu3Pv74Y0VHRxd6vSR99dVXevzxx9WsWTO1bt1akydPtvvGNyIiQh999JF69+6txo0bq3Xr1po1a1aJ/H4AoCQxxjlujGvcuLFq1KihDRs22LWvX79enTt3lpubm137hx9+qG7duqlx48Zq2rSpnnrqKdtxv/vuOzVq1EiLFi2y9Z82bZruuusunThxwnBtcG0EKbiEbdu26YUXXtDjjz+udevWady4cfr88881YsQIu37Tp09X//799emnn8rf318DBw7Uxo0bNX/+fE2ePFlbtmzRhx9+aOt//vx5LVmyRDNmzNCSJUt0+vRp9e/fX3l5eZKuhICdO3dq6tSp+vjjj9W5c2cNHDhQX331lW0fx48fV3Jysj755BMNGzZMP/74o4YMGaIuXbpo7dq1WrVqlYKCgjRy5Ejl5uaqb9++6tu3r0JCQrRjxw6FhoYW+ffw8ccf2+r18/PTs88+qxMnTmjevHlatWqVmjZtqieffFIHDhy4uV/4f9WvX18nTpxQRkaG8vPzr3u8WrVqKTIyUuvWrbO9PicnR5s2bdKjjz5aaN9Lly7VwoUL9dJLL2njxo2aPXu2fv31V9s0vpkzZ6pZs2bq3LmzPvroo0Kv37x5s55//nm1a9dOcXFxmjBhgtavX6/hw4fb9XvjjTcUExOjzz77TD169NDMmTO1Z8+eEvn9AEBJYIy7wpFjXOfOne2CVG5urrZs2aIuXbrY9du8ebMmTpyo/v376/PPP9fixYuVk5OjMWPGSJKaNGmiAQMG6J133tHx48e1d+9evfvuu5owYYJq1apluC64NoIUXMLcuXP1+OOP6y9/+YvCwsLUunVrTZgwQRs2bNDJkydt/bp3767o6Gjdfvvtevjhh3Xx4kWNHTtW9evX14MPPqiGDRvq559/tvW/fPmy3njjDbVo0UKNGzdWbGysDh8+rPj4eCUmJmrdunWaPHmyWrZsqTp16qhPnz7q0qWLFi5caFffoEGDVKtWLdWrV09ms1mvvPKKevfubZsi16tXL50/f17nzp2Tn5+ffH19ZTabVa1aNZnN5iL/Hp566inVrVtXd955pxISErRv3z7NmDFDTZo0UXh4uIYPH66mTZtq6dKlN/9LlxQQECBJunTpUpGO9+ijj2rLli3KysqSJH3xxReyWCzq3LlzoX2HhYXpjTfe0P33369bb71VrVq1UqdOnXT48GFJ0i233CIPDw95e3tfc0rf/Pnz1aFDBw0aNEi33Xab2rdvr3Hjxmnr1q06cuSIrd8jjzyihx9+WLVq1dLAgQMVEBCgb7/9tkR+PwBQEhjjrnDkGNe5c2ft27fPdkZu586dCgoKUqNGjez63XLLLZo0aZIefvhh3XrrrWratKn+7//+zzY2SdLgwYMVHh6uMWPGaOTIkXrkkUfUtWtXwzXB9XGNFFzCgQMH9P3339udmSiYg3306FHVrFlTklS7dm3b9oI5z2FhYbY2b29vu6kSfn5+uuOOO2zPw8PDVblyZR0+fFiXLl2SdOV/7Fe7fPmyLWAUqFOnju3nhg0bqnLlypo/f75++eUXJSYm6tChQ5Iki8Vi/M1f5er3t3//fuXn5+v++++365Obm6ucnJybOk6B9PR0SVKlSpWKdLwHH3xQEydO1NatW9W1a1etWbNGDzzwgCpVqlRo39HR0fruu+/09ttv69ixYzp27JiOHDmi6tWrF6m2w4cPF/om8e6777Ztq1u3rqQr/02v5u/vr8uXLxfpGABQGhjjVOj9lfQYd8cdd6hWrVrauHGjevXqpfXr1xcaQyQpMjJSR48e1ezZs23v76effpLVarX1cXd3V2xsrB566CFVqVJFr7zyiuF6UD4QpOASrFar+vfvr5iYmELbrr5Q19298EfaZPrjE68eHh6F2iwWi8xms20QW758eaFV4n6/T29vb9vPu3fvVr9+/dSuXTvddddd6tatm7KysjR48OA/rONaCqZe/NFxrFarKlWqpLi4uEL9PD09DR3rj+zfv1916tSRn59fkY7n6+urTp06ae3atWrdurW2b9+u+fPnX3Pf8+fP1+zZsxUTE6NWrVqpd+/e2rp1q901WddzrYuZCwa6qz8H1/pdlLULoQFUbIxxhY/jiDGuYHrfE088oa1bt9pNgyywdu1avfTSS+rWrZuaN2+uv/zlLzp8+LAmTpxo1+/w4cOyWq06e/asfvrpJzVr1qxYNcG1MbUPLqFevXo6duyYateubfuTlJSkN998UxkZGcXe74ULF+wuDv3555916dIlNWrUSPXq1ZMknT171u64cXFx1/wfe4FFixapZcuWmjlzpnr37q17771Xp0+flvS/f8D//sJWDw8P27eDBRITE69be/369XXp0iVdvnzZrr53331XW7duLfov4Q8kJSVp69at6tatm6Hjde/eXTt37tQnn3yiqlWrKioq6pr7nzt3rgYPHqzx48friSeeUNOmTfXrr78WOeREREQUmqK3d+9eSYXPQgFAWcYYV5gjxriCBTpWr16tWrVqXXOsmD9/vv7v//5PU6ZM0dNPP63IyEjb77Dg/SUnJ2vcuHEaOHCgunbtqn/84x/KzMwsVk1wbQQpuIRnn31WGzdu1KxZs3Ts2DHFx8dr1KhRSk9Pv+mlY0eMGKEff/xR+/bt08iRI9WsWTNFRkaqXr16uv/++zVu3Dh98cUXOnHihN59913NmzfPbirF74WGhuqnn37S3r17dfLkSa1evVpvv/22JNmmXPj6+urixYs6duyYLl++rKZNm+rQoUNas2aNTpw4odmzZ9vNx76WNm3aqGHDhho2bJgSEhKUmJioyZMnKy4uznCQyMzM1NmzZ3X27FmdOHFCW7ZsUf/+/VWzZk316dPH0PFatGih0NBQvfPOO3r44Yf/8NvS0NBQ7dy5U0eOHNEvv/yi6dOna9OmTYWmpfz2229KSkoq9Pr+/ftr06ZNmjNnjo4dO6Yvv/xSr776qu6//36CFACXwhhXWEmOcQUaNmyo2rVr66233rrmtL6C9/ftt99q//79On78uBYvXqxly5bZvb+XX35ZwcHBGjhwoF5++WVlZGTYFkpCxUKQgkvo1KmTpk+fri1btqhbt24aMWJEiS1l3a1bNz333HPq37+/6tWrp3nz5tm+TZs+fbo6duyosWPH6s9//rM++eQTTZo06ZrTLwoMHTpUTZs21cCBA/XII4/oww8/1Ouvvy5vb2/b8qkdO3ZUtWrV9NBDD+nAgQN66KGH9PTTT+u1117Tww8/rFOnTumZZ565bt1ms1mLFi3SHXfcoRdeeEEPPfSQ9uzZo1mzZqlVq1aGfgeLFi1S69at1bp1a3Xu3FlvvPGG2rdvrxUrVtimfBg5XkxMjDIyMq65Wl+BN998U9nZ2erevbt69Oihw4cPa8KECTp37pxOnTolSbYpFQ899FChufcPPvigpk2bps8//1zdunXTuHHj1KVLF82YMcPQewcAZ2OMK6wkx7irde7cWZcuXbK7EfLVXnnlFVWtWlU9evTQY489pi+//FJvvvmmJOmHH37Q8uXL9e9//1uvv/66PD09dcstt+iVV17RypUr7VY7RMXgls/FAqig4uLiNGrUKP3000/OLgUAgBLFGAc4HmekAAAAAMAgVu0DyqmBAwdq165d1+0TFxen2267rZQqAgCgZDDGoSxgah9QTp05c0bZ2dnX7VOjRo1rLo8LAEBZxhiHsoAgBQAAAAAGcY0UAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACD3J1dQFmRn58vqzXf2WUAxWIyufH5hUsymdzk5ubm7DLKJMYluDrGJriqoo5NBKn/slrzdf58hrPLAAxzdzcpMNBPaWmZysuzOrscwJCgID+ZzQSpa2FcgitjbIIrK+rYxNQ+AAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEHckBcoY5IvZCkrO6/I/c1mNyWezVB+nkUWS9HvIO/j7a7gW3yKUyIAoAIxOi5JjE2oGAhSQBmSnpmrUfPilV/0MafYTG5umj7kXvn7ejr+YAAAl1Sa45LE2ATX4pafX1p/Nco2i8Wq8+cznF0GYPibvzOpmZr76X4NfPhPqh7oW+TX8a0fyoKgID+ZzcwyvxbGJZQVxTkjxdgEV1bUsYkzUkAZY3QAMZvdJEk1qvqpZrVKjigJAFCBFSfYMDahIiiTXwNeuHBBY8eOVdu2bdW8eXM9+eST2rt3r217fHy8Hn30UTVp0kSdOnXSZ5995sRqAQAAAFQ0ZTJIDR8+XP/5z380bdo0rV69Wg0bNlS/fv30yy+/6OjRoxowYIDatGmjuLg4PfbYYxo5cqTi4+OdXTYAAACACqLMTe1LTEzUzp07tWLFCt11112SpFdeeUXbt2/X2rVrde7cOUVERGjYsGGSpPDwcB04cEALFixQq1atnFk6AAAAgAqizJ2RCgwM1Pz583XnnXfa2tzc3OTm5qa0tDTt3bu3UGCKiorSN998I9bNAAAAAFAaytwZqYCAAN133312bRs3blRiYqJefvllffzxxwoJCbHbHhwcrKysLKWmpiooKKjYx3Z3L3O5Ergh039XlTGZTXyGAQAASkmZC1K/9+2332rUqFHq2LGj2rVrp+zsbHl62t9boOB5bm5usY9jMrkpMNDvpmoFnOFcxmVJkp+fF59hwIHOnTunKVOmaPv27crJyVFkZKT+8Y9/KDw8XJJ08OBBTZo0ST/++KOCgoLUu3dv9erVy8lVAwAcpUwHqS1btujFF19U8+bNNXXqVEmSl5dXocBU8NzHp/j3HbBa85WWlln8YgEnycjIsT2mpnLPGbiWgAAfl7mP1ODBg2W1WjV//nz5+fnp7bffVu/evbVp0yZlZ2erT58+io6O1oQJE7Rv3z5NmDBBfn5+6t69u7NLBwA4QJkNUsuWLdOkSZPUqVMnvfHGG7azTqGhoUpOTrbrm5ycLF9fX/n7+9/UMfPyrDf1esAZrBar7ZHPMOAYFy9e1K233qoBAwaofv36kqRBgwbp4Ycf1s8//6z4+Hh5eHho4sSJcnd3V3h4uBITEzV//nyCFACUU2Xya8AVK1bo1Vdf1dNPP61p06bZTeVr0aKFdu/ebdc/ISFBzZs3l8lUJt8OAMDFVa5cWW+99ZYtRJ0/f16LFy9WSEiI6tatq7179+ruu++Wu/v/vp+MiorSr7/+qpSUFGeVDQBwoDJ3RurYsWN6/fXX1aFDBw0YMMBuAPL29lbPnj0VExOjqVOnKiYmRl9//bU2bNigBQsWOLFqAEBF8corr2jVqlXy9PTUP//5T/n6+iopKckWsgoEBwdLkk6fPq2qVasW61gsIANXxUJIqAjKXJDauHGjLl++rM2bN2vz5s1222JiYjRlyhTNmTNHsbGxWrJkiWrWrKnY2FjuIQUAKBXPPPOMnnjiCS1fvlyDBw/WihUrrrkQkpeXlyQpJyenWMdhESS4MhZCQkVQ5oLUwIEDNXDgwOv2adu2rdq2bVtKFQEA8D9169aVJE2aNEnfffedli1bJm9v70ILIRUEKF9f32Idh0WQ4MpYCAmurKgLIZW5IAUAQFlz/vx5xcfH68EHH7RdB2UymVS3bl0lJycrJCTkmgshSVL16tWLfVwWkIGrYiEkVARMWgUA4AZSUlI0fPhwxcfH29ouX76sAwcOKDw8XJGRkfrmm29ksVhs2xMSEnTbbbepSpUqzigZAOBgBCkAAG6gfv36atu2rV577TXt2bNHhw8f1ksvvaS0tDT17t1b3bt316VLlzR69GgdOXJEcXFxWrx4sQYMGODs0gEADkKQAgCgCKZNm6ZWrVpp2LBheuyxx3ThwgUtX75cNWrUUJUqVbRgwQIdO3ZMMTExmjVrlkaOHKmYmBhnlw0AcBCukQIAoAj8/f01fvx4jR8//prbGzdurJUrV5ZuUQAAp+GMFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYJC7swsAyqsz5zOVnWtx/HFSMyVJp1IyZLHkO/RY3p5mVQ/ydegxAAAAXAFBCnCAM+czNWp+Qqkec+6n+0vlOJOfiyJMAQCACo8gBThAwZmoZ7s1Uo0qfg49ltnsJjcPd+VfznPoGalT5zL07toDpXKWDQAAoKwjSAEOVKOKn2qH+Dv0GO7uJgUG+ik1NUN5eVaHHguoyC5cuKBp06bpq6++0qVLlxQREaG///3vatGihSQpPj5esbGxOnr0qEJDQzVkyBB16dLFyVUDAByFxSYAACiC4cOH6z//+Y+mTZum1atXq2HDhurXr59++eUXHT16VAMGDFCbNm0UFxenxx57TCNHjlR8fLyzywYAOAhnpAAAuIHExETt3LlTK1as0F133SVJeuWVV7R9+3atXbtW586dU0REhIYNGyZJCg8P14EDB7RgwQK1atXKmaUDABykzJ+Rmjdvnnr27GnXdvDgQfXo0UNNmzZVdHS0li5d6qTqAAAVQWBgoObPn68777zT1ubm5iY3NzelpaVp7969hQJTVFSUvvnmG+XnO3Y1TQCAc5TpM1LLly/XjBkzbPPPJSk1NVV9+vRRdHS0JkyYoH379mnChAny8/NT9+7dnVgtAKC8CggI0H333WfXtnHjRiUmJurll1/Wxx9/rJCQELvtwcHBysrKUmpqqoKCgop1XHf3Mv99J3BNJrPJ9sjnGOVVmQxSZ86c0bhx47Rr1y7VqVPHbtuqVavk4eGhiRMnyt3dXeHh4UpMTNT8+fMJUgCAUvHtt99q1KhR6tixo9q1a6fs7Gx5enra9Sl4npubW6xjmExuCgx07KqfgKOcy7gsSfLz8+JzjHKrTAap/fv3y8PDQ2vWrNHs2bP122+/2bbt3btXd999t9zd/1d6VFSU5s2bp5SUFFWtWtUZJQMAKogtW7boxRdfVPPmzTV16lRJkpeXV6HAVPDcx8enWMexWvOVlpZ5c8UCTpKRkWN7TE3NcHI1gDEBAT4ym298JrVMBqno6GhFR0dfc1tSUpLq169v1xYcHCxJOn369E0FKU49o6SYzW62R0d/rgr+ohflL/zNHaf03hNQVi1btkyTJk1Sp06d9MYbb9jOOoWGhio5Odmub3Jysnx9feXvX/xbIHBLA7gqq8Vqe+RzjPKqTAap67nW9AkvLy9JUk5OTrH3yxQKlKSCKQ3+AT6l9rkKCCjet95F5Yz3BJQlK1as0KuvvqqePXtq9OjRcnNzs21r0aKFdu/ebdc/ISFBzZs3l8nEFw8AUB65XJDy9vYuNH2iIED5+voWe79MoUBJSk/Lsj2mpno49Fhms0kBAT5KS8uSxeK4b/1K8z2h4ijq9AlnO3bsmF5//XV16NBBAwYMUEpKim2bt7e3evbsqZiYGE2dOlUxMTH6+uuvtWHDBi1YsMCJVQMAHMnlglRISMg1p09IUvXq1W9q35x6RkmxWPJtj6X1ubI4ePqEM94TUFZs3LhRly9f1ubNm7V582a7bTExMZoyZYrmzJmj2NhYLVmyRDVr1lRsbCz3kAKAcszlglRkZKQ++OADWSwWmc1mSVemT9x2222qUqWKk6sDAJRHAwcO1MCBA6/bp23btmrbtm0pVQQAcLayP5/id7p3765Lly5p9OjROnLkiOLi4rR48WINGDDA2aUBAAAAqCBcLkhVqVJFCxYs0LFjxxQTE6NZs2Zp5MiRiomJcXZpAAAAACqIMj+1b8qUKYXaGjdurJUrVzqhGgAAANd15nymsnMtjj9O6pUFvE6lZNiusXUUb0+zqgcVf8ExoLjKfJACAADAzTtzPlOj5ieU6jHnfrq/VI4z+bkowhRKHUEKAACgAig4E/Vst0aqUcWx9wM0m93k5uGu/Mt5Dj0jdepcht5de6BUzrIBv0eQAgAAqEBqVPFT7RB/hx7D3d2kwEA/paZmcMsMlFsut9gEAAAAADgbQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAxyd3YBQHnl5pWppKzTcku/6NDjuJtNSs33UXp6lvIsVocdJykrU25emQ7bPwAAgCshSAEOkJmXKa/G27T02DbpmLOrKTlejd2UmRcpyd/ZpQAAADgVQQpwAF93X+V831bPPVJfoVV9HXosd7NJ/v6OPyN1OiVT8z85LN8/Ofb9AAAAuAKCFOAg+Tm+CvEJVZi/Y8/euLubFBjop1S3DOXlOS5I5WekKz/npMP2DwAA4EpYbAIAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgd2cXAAAAgNLh5pWppKzTcku/6NDjuJtNSs33UXp6lvIsVocdJykrU25emQ7bP3A9BCkAAIAKIDMvU16Nt2npsW3SMWdXU3K8GrspMy9Skr+zS0EFQ5ACAACoAHzdfZXzfVs990h9hVb1deix3M0m+fs7/ozU6ZRMzf/ksHz/5Nj3A1wLQQoAAKCCyM/xVYhPqML8HXv2xt3dpMBAP6W6ZSgvz3FBKj8jXfk5Jx22f+B6WGwCAAAAAAwiSAEAYNC8efPUs2dPu7aDBw+qR48eatq0qaKjo7V06VInVQcAKA0EKQAADFi+fLlmzJhh15aamqo+ffooLCxMq1ev1uDBgzV16lStXr3aOUUCAByOa6QAACiCM2fOaNy4cdq1a5fq1Kljt23VqlXy8PDQxIkT5e7urvDwcCUmJmr+/Pnq3r27cwoGADgUZ6QAACiC/fv3y8PDQ2vWrFGTJk3stu3du1d333233N3/9/1kVFSUfv31V6WkpJR2qQCAUsAZKQAAiiA6OlrR0dHX3JaUlKT69evbtQUHB0uSTp8+rapVqxbrmO7ufN+JkmM2u9keHf3ZMptNdo+OO07pvSfg9whSAADcpOzsbHl6etq1eXl5SZJycnKKtU+TyU2BgX43XRtQ4FzGZUmSf4BPqX22AgJ8HLp/Z7wnoABBCgCAm+Tt7a3c3Fy7toIA5etbvBuFWq35SkvLvOnagALpaVm2x9RUD4cey2w2KSDAR2lpWbI48Ia8pfmeUHEEBPgU6WwqQQoAgJsUEhKi5ORku7aC59WrVy/2fh15I1NUPBZLvu2xtD5bFovVocdyxnsCCjCZFACAmxQZGalvvvlGFovF1paQkKDbbrtNVapUcWJlAABHIUgBAHCTunfvrkuXLmn06NE6cuSI4uLitHjxYg0YMMDZpQEAHIQgBQDATapSpYoWLFigY8eOKSYmRrNmzdLIkSMVExPj7NIAAA7istdIWa1WzZo1Sx9++KHS09MVGRmpsWPHqlatWs4uDQBQzk2ZMqVQW+PGjbVy5UonVAMAcAaXDVJz5szRihUrNGXKFIWEhCg2Nlb9+/fX2rVrCy1BCzhL4pl0hx/DbHZTYkqm8i/n2S66dYRT5zIctm8AAABX45JBKjc3V4sWLdKLL76odu3aSZKmT5+uNm3aaNOmTeratatzC0SFZ7FeCTSLPz/k5EpKnren2dklAAAAOJ1LBqlDhw4pIyNDrVq1srUFBASoUaNG2rNnD0EKTnd7jQCN6dVCZpObw491JjVTcz/dr4EP/0nVA4t3v5qi8vY0q3qQY48BAADgClwySCUlJUmSQkND7dqDg4Nt24rD3Z21N1By6ofdUirH8fjvGaKa1f0VFlypVI4JAABQ0blkkMrKunIX699fC+Xl5aWLFy8Wa58mk5sCA/1uujagtJ3LuCxJ8vPz4jMMAABQSlwySHl7e0u6cq1Uwc+SlJOTIx8fn2Lt02rNV1paZonUB5SmjIwc22NqKgtCwLUEBPjIbGY2AADA9bhkkCqY0pecnKywsDBbe3JysiIiIoq937w8603XBpQ2q8Vqe+QzDAAAUDpc8mvABg0aqFKlStq1a5etLS0tTQcOHFBkZKQTKwMAAABQEbjkGSlPT0/16NFDU6dOVVBQkG699VbFxsYqJCREHTt2dHZ5AAAAAMo5lwxSkjR06FDl5eVpzJgxys7OVmRkpBYuXCgPDw9nlwYAAACgnHPZIGU2mzVixAiNGDHC2aUAAAAAqGBc8hopAAAAAHAmghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAa57A15AQAAYFzimXSHH8NsdlNiSqbyL+fJYsl32HFOnctw2L6BGyFIAQAAVAAW65VAs/jzQ06upOR5e5qdXQIqIIIUAABABXB7jQCN6dVCZpObw491JjVTcz/dr4EP/0nVA30deixvT7OqBzn2GMC1EKQAAAAqiNtrBJTKcczmK2GtRlU/1axWqVSOCZQ2FpsAAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAlwGq16p133lGbNm3UtGlTPfvsszpx4oSzywIAOAhBCgCAEjBnzhytWLFCr776qj744ANZrVb1799fubm5zi4NAOAABCkAAG5Sbm6uFi1apKFDh6pdu3Zq0KCBpk+frqSkJG3atMnZ5QEAHIAgBQDATTp06JAyMjLUqlUrW1tAQIAaNWqkPXv2OLEyAICjuDu7AAAAXF1SUpIkKTQ01K49ODjYtq043N35vhOuyWQ22R75HKO8IkgBAHCTsrKyJEmenp527V5eXrp48WKx9mkyuSkw0O+mawOc4VzGZUmSn58Xn2OUWwQpAABukre3t6Qr10oV/CxJOTk58vHxKdY+rdZ8paVllkh9QGnLyMixPaamZji5GsCYgAAfmc03PpNKkAIA4CYVTOlLTk5WWFiYrT05OVkRERHF3m9envWmawOcwWqx2h75HKO8YtIqAAA3qUGDBqpUqZJ27dpla0tLS9OBAwcUGRnpxMoAAI7CGSkAAG6Sp6enevTooalTpyooKEi33nqrYmNjFRISoo4dOzq7PACAAxCkAAAoAUOHDlVeXp7GjBmj7OxsRUZGauHChfLw8HB2aQAAByBIAQBQAsxms0aMGKERI0Y4uxQAQCngGikAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwq80Fq7Nixeumllwq1x8fH69FHH1WTJk3UqVMnffbZZ06oDgAAAEBFVGaDlNVq1bRp07Ry5cpC244ePaoBAwaoTZs2iouL02OPPaaRI0cqPj7eCZUCAAAAqGjcnV3AtRw9elSjR49WYmKiatSoUWj7kiVLFBERoWHDhkmSwsPDdeDAAS1YsECtWrUq7XIBAAAAVDBl8oxUQkKCwsPDtW7dOtWsWbPQ9r179xYKTFFRUfrmm2+Un59fWmUCAAAAqKDK5Bmpp59++rrbk5KSFBISYtcWHBysrKwspaamKigoqFjHdXcvk7kSuC6T2WR75DMMAABQOko9SJ08eVLt27f/w+3x8fE3DELZ2dny9PS0ayt4npubW6y6TCY3BQb6Feu1gDOdy7gsSfLz8+IzDAAAUEpKPUhVr15d69ev/8PtlStXvuE+vLy8CgWmguc+Pj7FqstqzVdaWmaxXgs4U0ZGju0xNTXDydUAxgQE+Mhs5kwqAMD1lHqQ8vDwUHh4+E3tIzQ0VMnJyXZtycnJ8vX1lb+/f7H3m5dnvam6AGewWqy2Rz7DAAAApcMlvwZs0aKFdu/ebdeWkJCg5s2by2RyybcEAAAAwIW4ZOro2bOnvv/+e02dOlVHjx7VokWLtGHDBvXv39/ZpQEAAACoAFwySNWrV09z5szR119/rUceeUQffvihYmNjuYcUAAAAgFJRJpc/v9r7779/zfa2bduqbdu2pVwNAAAAALjoGSkAAAAAcCaCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAYMHbsWL300kuF2uPj4/Xoo4+qSZMm6tSpkz777DMnVAcAKC0EKQAAisBqtWratGlauXJloW1Hjx7VgAED1KZNG8XFxemxxx7TyJEjFR8f74RKAQClwd3ZBQAAUNYdPXpUo0ePVmJiomrUqFFo+5IlSxQREaFhw4ZJksLDw3XgwAEtWLBArVq1Ku1yAQClgDNSAADcQEJCgsLDw7Vu3TrVrFmz0Pa9e/cWCkxRUVH65ptvlJ+fX1plAgBKEWekAAC4gaeffvq625OSkhQSEmLXFhwcrKysLKWmpiooKMiR5QEAnIAgBQCo0E6ePKn27dv/4fb4+PgbBqHs7Gx5enratRU8z83NLXZt7u5MHIFrMplNtkc+xyivCFIAgAqtevXqWr9+/R9ur1y58g334eXlVSgwFTz38fEpVl0mk5sCA/2K9VrA2c5lXJYk+fl58TlGuUWQAgBUaB4eHgoPD7+pfYSGhio5OdmuLTk5Wb6+vvL39y/WPq3WfKWlZd5UXYCzZGTk2B5TUzOcXA1gTECAj8zmG59JJUgBZUzyhSxlZecVuf+Z1Cv/0DqVkiGLpegXtft4uyv4luJ9Uw7AXosWLbR79267toSEBDVv3lwmU/GnNeXlWW+2NOCmGR2XpP+NTSfPpOtyrqXIr2NsgishSAFlSHpmrkbNi1dxFvma++l+Q/1Nbm6aPuRe+ft63rgzgOvq2bOnYmJiNHXqVMXExOjrr7/Whg0btGDBAmeXBtyUmxmXJMYmlG8EKaAM8ff11OQBrQx982c2u8nN3az8PIvhM1IMVEDJqFevnubMmaPY2FgtWbJENWvWVGxsLPeQgssrzrgkMTahYnDL5wYXkiSLxarz55nDC9fj7m5SYKCfUlMzmAYElxMU5FekeegVEeMSXBljE1xZUccmRi8AAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAziPlL/lZ+fL6uVXwVck9lsksXCfTrgekwmN7m5uTm7jDKJcQmujrEJrqqoYxNBCgAAAAAMYmofAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQplFsvvfSSIiIirvunvMjMzNTy5cudXYYkKTo6WhEREXrvvfeuuX3s2LGKiIjQzJkzJUlxcXHl6r8FgPKNscU5evbsed3f+fnz50uljl27dikiIkInT54sleOhbHPLz8/Pd3YRgCOkp6crOzvb9rx169Z6+eWX9ec//9nWVq1aNWeUVuJmzZqluLg4ffHFF84uRdHR0UpOTtYdd9yhDz74wG5bXl6eWrdurQsXLmjw4MEaMmSIsrOzlZ6eXm7+WwAo3xhbnKNnz56qUqWKRo8efc3tVatWlZubm8PryM3N1cWLFxUUFCSz2ezw46Fsc3d2AYCj+Pv7y9/fv1BbeRngrlbWvg9p1aqVtm/frqSkJIWEhNjaExIS5OvrKx8fH1ubt7e3vL29nVEmABjG2OI83t7eTv89e3p6Or0GlB1M7UOF9eWXX+rRRx9V48aN1aFDB82YMUO5ubm27REREVq5cqWeeuop3XnnnercubO+/fZbrVy5Uu3atVPz5s31wgsv2L6ZjIuLU9u2bbVq1Sq1bt1azZo10+DBg3XmzBnbPnNzcxUbG6s2bdqoWbNmevzxx7Vjxw7b9ri4OHXo0EGvvfaa7rrrLg0aNEiStGXLFj322GNq2rSp7rzzTj366KPavn27JGnmzJmaNWuWfvvtN9t0g5deekk9e/a0e79Xt508eVIRERGaN2+e7r33XrVv316XLl1Senq6XnnlFUVFRemuu+5Sr1699MMPPxj+3TZu3Fg1atTQhg0b7NrXr1+vzp07231r+PupfREREfroo4/Uu3dvNW7cWK1bt9asWbMM1wAAzsDY4rix5UZmzpyp1q1by2q12tqysrLUrFkzffjhh5Kko0eP6tlnn1WzZs3UunVr/f3vf9fZs2dt/Xv27KmpU6fq5ZdfVosWLdS8eXP9/e9/16VLlyQVntoXHR2thQsXasiQIWrWrJlatmyp1157TXl5ebZ97tixQzExMbrzzjvVtWtXrV69mumB5QRBChXStm3b9MILL+jxxx/XunXrNG7cOH3++ecaMWKEXb/p06erf//++vTTT+Xv76+BAwdq48aNmj9/viZPnqwtW7bY/ucsSefPn9eSJUs0Y8YMLVmyRKdPn1b//v1t/0MdNWqUdu7cqalTp+rjjz9W586dNXDgQH311Ve2fRw/flzJycn65JNPNGzYMP34448aMmSIunTporVr12rVqlUKCgrSyJEjlZubq759+6pv374KCQnRjh07FBoaWuTfw8cff2yr18/PT88++6xOnDihefPmadWqVWratKmefPJJHThwwPDvuHPnznZBKjc3V1u2bFGXLl1u+No33nhDMTEx+uyzz9SjRw/NnDlTe/bsMVwDAJQmxpYrHDm2XM8jjzyilJQU7dq1y9a2ZcsW5efnq3Pnzjpz5oyeeuop1a5dWx999JHmzp2rS5cu6YknnlBmZqbtNYsXL1bVqlX10UcfKTY2Vlu3btXixYv/8Lhvv/22IiMjtWbNGo0cOVLLli3TunXrJEkHDx7UgAED1KpVK3366ad6/vnn9cYbb5To+4bzEKRQIc2dO1ePP/64/vKXvygsLEytW7fWhAkTtGHDBrtviLp3767o6Gjdfvvtevjhh3Xx4kWNHTtW9evX14MPPqiGDRvq559/tvW/fPmy3njjDbVo0UKNGzdWbGysDh8+rPj4eCUmJmrdunWaPHmyWrZsqTp16qhPnz7q0qWLFi5caFffoEGDVKtWLdWrV09ms1mvvPKKevfurVq1aqlhw4bq1auXzp8/r3PnzsnPz0++vr4ym82qVq2aoTnbTz31lOrWras777xTCQkJ2rdvn2bMmKEmTZooPDxcw4cPV9OmTbV06VLDv+POnTtr3759tm9Nd+7cqaCgIDVq1OiGr33kkUf08MMPq1atWho4cKACAgL07bffGq4BAEoTY8sVjhpb1q5dq2bNmhX6UxBUa9WqZQs0V7/mgQceUKVKlfSvf/1LISEhGjNmjMLDw3XHHXdoxowZOnfunN0Xf3Xr1tXw4cNVp04dtW/fXvfee6/+85///GFdrVu3Vq9evVSrVi11795dDRo0sI1Zixcv1h133KGRI0fq9ttvV5cuXfTXv/7V0PtG2cU1UqiQDhw4oO+//14fffSRra1gLvjRo0dVs2ZNSVLt2rVt2wuu6wkLC7O1eXt7203Z8PPz0x133GF7Hh4ersqVK+vw4cO2aQFPPfWUXS2XL19WQECAXVudOnVsPzds2FCVK1fW/Pnz9csvvygxMVGHDh2SJFksFuNv/ipXv7/9+/crPz9f999/v12f3Nxc5eTkGN73HXfcoVq1amnjxo3q1auX1q9fX6SzUdKV39vV/P39dfnyZcM1AEBpYmxRofdXkmNLdHS0XnzxxULtvr6+tp+7d++uV199VePHj1dGRoZ27typd999V9KV/z4///yzmjVrZvf6nJwcHT161Pb89ttvt9vu7++vtLS0P6zremPWgQMHdM8999htj4yMvN7bhAshSKFCslqt6t+/v2JiYgptu/oiUnf3wn9FTKY/PpHr4eFRqM1ischsNtsG0+XLl8vPz++6+7x68YXdu3erX79+ateune666y5169ZNWVlZGjx48B/WcS1Xz9e+1nGsVqsqVaqkuLi4Qv08PT0NHatAwfS+J554Qlu3brWbqnI91zpeWbvoGQB+j7Gl8HFKcmzx8/OzC2nX0rFjR02YMEFffvmlUlJSVK1aNUVFRdlqiYqK0rhx4wq97uoFRIzWdb0xy2w2212zhfKFqX2okOrVq6djx46pdu3atj9JSUl68803lZGRUez9XrhwQSdOnLA9//nnn3Xp0iU1atRI9erVkySdPXvW7rhxcXHXHGAKLFq0SC1bttTMmTPVu3dv3XvvvTp9+rSk//2P+vdLvnp4eNi+pSyQmJh43drr16+vS5cu6fLly3b1vfvuu9q6dWvRfwlXKbiIevXq1apVq1ahb+0AoDxhbCnMEWPL9fj6+qpz587atGmTPvvsMz388MO2QFmvXj0dPXpUoaGhtjoqV66s119/XYcPHy7xWiSpQYMG+v777+3arjdNEK6FIIUK6dlnn9XGjRs1a9YsHTt2TPHx8Ro1alSJ3M9oxIgR+vHHH7Vv3z6NHDlSzZo1U2RkpOrVq6f7779f48aN0xdffKETJ07o3Xff1bx58+ymdPxeaGiofvrpJ+3du1cnT57U6tWr9fbbb0uSbeqHr6+vLl68qGPHjuny5ctq2rSpDh06pDVr1ujEiROaPXv2DQeJNm3aqGHDhho2bJgSEhKUmJioyZMnKy4urtgBqGHDhqpdu7beeuutIk/rAwBXxdhSWEmOLdnZ2Tp79uw1/1w9FfLRRx/Vl19+qX379unRRx+1tT/11FNKT0/Xiy++qEOHDunQoUMaNmyYfvjhB9WvX99QLUXVt29f/fDDD5o6daqOHTumzZs365133pFUOKjC9TC1DxVSp06dNH36dM2bN09z587VLbfc8odzr43q1q2bnnvuOeXm5io6OlqjR4+2/c9y+vTpmj59usaOHauLFy8qLCxMkyZNuuY0kAJDhw5VSkqKBg4cKOnKRbCvv/66RowYoR9++EHh4eHq2LGjVq1apYceekjLli3TQw89pIMHD9qWYO3cubOeeeaZ634LZjabtWjRIsXGxuqFF15QVlaWwsPDNWvWLLVq1arYv4/OnTvrn//8p93NKgGgPGJsKawkx5bPP/9cn3/++TW3vf322+rUqZMkqUWLFqpWrZqqVKliNxWwVq1aWrZsmd566y09+eSTMpvNat68uZYuXaqgoCBDtRRV/fr1NWvWLE2bNk2LFy/WbbfdZluN9lpTNuFa3PK58AAoEXFxcRo1apR++uknZ5cCACgnGFtc2/fffy93d3e7FWvXrl2rl19+Wf/5z3+ueb0cXAdT+wAAAAAHOHjwoHr16qWtW7fq1KlTio+P18yZM9WlSxdCVDnAf0EARTJw4EC7mxxeS1xcnG677bZSqggA4OrK+9jy+OOP6+zZs3r99dd15swZValSRV26dNHQoUOdXRpKAFP7ABTJmTNnlJ2dfd0+NWrUYM43AKDIGFvgyghSAAAAAGAQ10gBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADDI3dkFlBX5+fmyWvOdXQZQLCaTG59fuCSTyU1ubm7OLqNMYlyCq2Nsgqsq6thEkPovqzVf589nOLsMwDB3d5MCA/2UlpapvDyrs8sBDAkK8pPZTJC6FsYluDLGJriyoo5NTO0DAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQSw2Abgwi8WihIQdunTpgipVukWRka1kNpudXRYAoAJjbEJFQZACXNS6dWs0fvxoHT+eaGsLC6ut8eMnqWvXh5xYGQCgolq3bo3Gjh2lkydP2Npq1qyliRMnMzah3GFqH+CC1q1bo379eqphw0bauPELpaena+PGL9SwYSP169dT69atcXaJAIAKZt26Nerbt4d+++2kXftvv51U3749GJtQ7rjl5+dzpzRJFouV+3XAJVgsFrVs2VQNGzbSkiX/kqenuwID/ZSamqHc3Dw988yTOnjwoHbt+g9TKVDmXblXB9/pXQvjElyJxWJR/fq1lZ6eJpPJJKv1f/eOKnju7x+gw4cTGZtQ5hV1bGL0AlxMQsK/dfx4ov72t7/LZLL/K2wymTR06HAdP/6rEhL+7aQKAQAVzfbtXys9PU2S1L59B7vZEu3bd5Akpaenafv2r51ZJlCiCFKAizlzJkmS1KBBo2tub9iwkV0/AAAcbeXKFZKkBg0a6v33Vyoy8m5VqlRJkZF36/33V6pBg4Z2/YDygCAFuJjq1UMkSYcOHbjm9oMHD9j1AwDA0U6ePC5J+stfnlZ+fr527Nimf/3rX9qxY5vy8/P12GNP2vUDygNW7QNcTFTUPQoLq623335LixYtU0LCLtsSs3fd1VLvvDNNYWF1FBV1j7NLBQBUEDVrhmnXrgS9++5cLVw4XydO/C8w1aoVJqvVYusHlBcEKcDFmM1mjR8/Sf369VTdujWVlZVl2+bj46Ps7GwtXPg+F/MCAErN448/qdWrV+m3306qatWqmj59pp54ortWrlytSZMmKCUlxdYPKC8IUoCL+qMFN1mIEwBQ2u69t43c3NyUn5+v8+fPa9iwIRo2bIgk2RZGcnNz0733tnFmmUCJ4hopwMVYLBaNHz9aDz7YWUeOnNSaNeu1YsUKrVmzXkeOnNSDD3bW+PFjZLFYnF0qAKCC2LNnl+2LvN9/oXd1+549u0q9NsBRCFKAi7l6+XMPDw+1bt1WTz75pFq3bisPDw+WPwcAlLqClWLnzFmg0NAadttq1LhVs2e/a9cPKA8IUoCLYflzAEBZU7BS7NatmwqNP0lJp7V162a7fkB5QJACXAzLnwMAypqoqHvk7x+g1atXKSgoSDNmzNLp06c1Y8YsBQUFKS5ulfz9A1hRFuUKQQpwMVcvf261Wu22Wa1Wlj8HAJQ6i8WijIxLkqQmTZopJydH69evV05Ojpo0aSZJysi4xPW7KFdYtQ9wMVcvf/7MM09q2LAXdc89kdq9e4+mT5+qTZs2sPw5AKBUvffeu7JarWrXrr2+/HKrtmzZZNtmNrvrvvui9fXXX+i9997VgAGDnVgpUHIIUoAL6tr1IS1c+L7Gjx+tTp3a29rDwupo4cL31bXrQ06sDgBQ0fz66zFJ0ldfbVXHjp30wAMdVbXqLUpJuaAtWzZp06YNdv2A8oAgBbiorl0fUufOXbRnT7wuXbqgSpVuUWRkK85EAQBKXa1atSVJjRrdoaVLP5Cnp7sCA/2UmpqhXr366v7779XBg/tt/YDygCAFuDCz2azWrdvaBqu8POuNXwQAQAlr1OhPkqRTp3675vW7p0+fsusHlAcsNgEAAICbcv78OUnShQupatKkgRYvXqRTp05p8eJFatKkgS5cSLXrB5QHBCnAhVksFu3YsU3/+te/tGPHNlZDAgA4RcEtN7p3f1znz5/T8OFDdeutt2r48KE6f/68Hn30cbt+QHlAkAJc1Lp1a9SyZVM99NCf9dRTT+mhh/6sli2bat26Nc4uDQBQwRTcmuPSpXQdOXJS/fo9q44dO6pfv2d15MgJZWSkc2sOlDtu+fn5+c4uoiywWKw6fz7D2WUARbJu3Rr169dTHTt20vDhI3TPPZH697/3aNq0WNvy56zcB1cQFOQns5nv9K6FcQmuZt26Nerbt4d8fHyUlZVlay94vmjRMsYmuISijk2MXoCLsVgsGj9+tDp27KQlS/6lyMi7ValSJUVG3q0lS/6ljh07afz4MUzzAwCUOjc3N0PtgCsjSAEuJiHh3zp+PFF/+9vfZTLZ/xU2mUwaOnS4jh//VQkJ/3ZShQCAiubqL/mOHDmpNWvWa8WKFVqzZr2OHDnJl3wol1j+HHAxZ84kSZIaNGh0ze0NGzay6wcAgKMVfMk3d+5CeXh4FLo1x9Chw9WlSwclJPxb997bxtnlAiWCM1KAiylY8ejQoQPX3H7w4AG7fgCMmTdvnnr27GnXdvDgQfXo0UNNmzZVdHS0li5darfdarXqnXfeUZs2bdS0aVM9++yzOnHiRGmWDTgVX/KhIiJIAS6mYGWkt99+65o3PXznnWmsjAQU0/LlyzVjxgy7ttTUVPXp00dhYWFavXq1Bg8erKlTp2r16tW2PnPmzNGKFSv06quv6oMPPpDValX//v2Vm5tbyu8AcI6rv+S71q05+JIP5RFT+wAXYzabNX78JPXr11PPPPOkhg17UffcE6ndu/do+vSptlX7zGazs0sFXMaZM2c0btw47dq1S3Xq1LHbtmrVKnl4eGjixIlyd3dXeHi4EhMTNX/+fHXv3l25ublatGiRXnzxRbVr106SNH36dLVp00abNm1S165dS/8NAaWs4Eu+l18eoZSUFJ08+b8zsjVr1lLVqlX5kg/lDmekABfUtetDWrjwfR08eECdOrVXQECAOnVqr4MHD7L0OVAM+/fvl4eHh9asWaMmTZrYbdu7d6/uvvtuubv/77vHqKgo/frrr0pJSdGhQ4eUkZGhVq1a2bYHBASoUaNG2rNnT6m9B8CZzGazunV7RPv2/UenTv1mt+3Uqd+0b99/1K3bw3zJh3KFM1KAi+ra9SF17txFe/bE69KlC6pU6RZFRrZikAKKITo6WtHR0dfclpSUpPr169u1BQcHS5JOnz6tpKQr13yEhoYW6lOwrbjc3fm+E67BYrFo5coVknTNaeeStGrVCo0fP5FxCuVGmQ1Sn3zyiebPn68TJ04oLCxMf/3rX9W5c2dJ0smTJ/Xqq69qz5498vX11f/93/9pyJAh/MVEhWM2mwutjASgZGVnZ8vT09OuzcvLS5KUk5Nju/HotfpcvHix2Mc1mdwUGOhX7NcDpWnr1q1KSTkrSfL29lZ2drZtW8Hzs2fP6rvv9qh9+/bOKhMoUWUySH366acaPXq0Xn75ZbVp00afffaZhg8frpCQEN1xxx3q16+f6tSpow8++EDHjx/X6NGj/3v/nKHOLh0AUM54e3sXWjQiJydHkuTr6ytvb29JUm5uru3ngj4+Pj7FPq7Vmq+0tMxivx4oTevXb7T9fHWI+v3z9es3qnnzqFKrCyiOgAAfmc03nhFQ5oJUfn6+3n77bfXq1UtPP/20JOn555/X3r17tXv3bv322286deqUVq1apcqVK6t+/fo6d+6c3nzzTQ0cOLDQN4IAANyMkJAQJScn27UVPK9evbry8vJsbWFhYXZ9IiIiburYnGWGqzh+/Ffbz1WrVtOYMeP0xBPdtXLlar322gTb2arjx3/lc41yo8xNvj527Jh+++03devWza594cKFGjBggPbu3as//elPqly5sm1bVFSULl26pIMHD5Z2uQCAci4yMlLffPONLBaLrS0hIUG33XabqlSpogYNGqhSpUratWuXbXtaWpoOHDigyMhIZ5QMlLqCcGQ2m7Vv30H16tVbISEh6tWrt/btO2i7/IIQhfKkzJ2ROnbsmCQpMzNT/fr104EDB1SzZk09//zzio6OVlJSkkJC7O9BcPVFv79fbckILuqFKyo49VyUU9AAjOvevbsWLFig0aNHq3///vr++++1ePFiTZgwQdKVa6N69OihqVOnKigoSLfeeqtiY2MVEhKijh07Orl6oHScO3dO0pVFJ5555in5+HgrM/OSfH0rKSsr2/ZFREE/oDwoc0Hq0qVLkqR//OMf+utf/6oXX3xRGzdu1KBBg/Tee+8pOztbAQEBdq+5+qLf4uKiXri6gIDiX4sB4I9VqVJFCxYs0KRJkxQTE6Nq1app5MiRiomJsfUZOnSo8vLyNGbMGGVnZysyMlILFy6Uh4eHEysHSo+fn6/t561bNxWpH+DqylyQKhh0+vXrZxukGjZsqAMHDui999674UW/xcVFvXBFFotFu3bFKy3tvAICgtSyJcufw7UU9YLe0jRlypRCbY0bN9bKlSv/8DVms1kjRozQiBEjHFkaUGa1anWvNmxYX6R+QHlR5oJU9erVJanQPTvq1q2rr776SnfffbcOHz5st+3qi35vBvN24UrWrVujceNe1okTx21ttWqFacKE17khLwCgVD31VC+NGze6SP2A8qJsfQ0o6U9/+pP8/Pz03Xff2bUfPnxYYWFhioyM1IEDB2xTAKUrF/36+fmpQYMGpV0u4BTr1q1R3749bKsgFUhJOau+fXto3bo1TqoMAFARTZ48sUT7Aa6gzAUpb29v9e/fX7Nnz9a6det0/Phx/fOf/9TOnTvVp08fPfDAA6pWrZpeeOEFHTp0SFu2bNG0adPUt29flj5HhWCxWDRy5DBJUps292njxi+Unp6ujRu/UJs290mSRo4cZrfCGAAAjnT06JES7Qe4gjI3tU+SBg0aJB8fH02fPl1nzpxReHi4Zs6cqZYtW0qSFixYoAkTJujxxx9X5cqV9dRTT2nQoEFOrhooHTt3bldKylm1bNlK7723XN98s0tr165VpUq36L33lismpot2707Qzp3b1bZtO2eXCwCoALy8vG/cyUA/wBWUySAlSX369FGfPn2uua127dpatGhRKVcElA07d26XJLVt206tWjXX8eOJtm1hYbX1+ONPEqQAAKWqYAVl6crsouzs7Gs+v7of4OrK3NQ+ANfn5nblcerUKWrYsJHd1L6GDRvprbfesOsHAICj7dv3re3nnJwctWt3v15//XW1a3e/3e1pru4HuLoye0YKwLVFRd0rKVaVK1+Zyuft7alKlfwUGXm33ntvuRo1CteFC6n/7QcAgOPl5V22/Zyfn6+vvvpSX3315XX7Aa6OM1KAiym4T9SFC6nq3fsp7d69S+np6dq9e5d6935KFy6k2vUDAMDRqlatVqL9AFfAGSnAxZw9m2z7efv2r7Vp0wbbcx8fn2v2AwDAkdq2bacffvi+SP2A8oIzUoCLqV49RJI0evT4Qt/sVasWrJdfHmfXDwAARwsMDCrRfoAr4IwU4GKiou5RWFht7d27Szt37tX77y/S6dMnFRpaUz179tWzzz6jsLA6ioq6x9mlAgAqiG3bvipyv6FDhzu2GKCUEKQAF2M2mzV+/CT17dtDERG1lZWVZdv22msTlJWVpUWLlnGNFACg1Fy8eMH2s5eXt3Jysq/5/Op+gKtjah/gotz+YH3zP2oHAMBRQkJqSJJuuSVQwcHBdtuqV6+uW24JtOsHlAdu+fn5+c4uoiywWKw6fz7D2WUAN2SxWNSyZVM1bNhIixYt0zff7NKlSxdUqdItuuuulurbt4cOHjyoXbv+w1kplHlBQX4ym/lO71oYl+BKPvhguYYOfV6SFB3dQXXr1pVkkWTWkSNH9MUXmyVJ77zzT/3lL087r1CgCIo6NjG1D3AxCQn/1vHjiZo7d6E8PDzUunVbBQb6KTU1Q3l5Vg0dOlxdunRQQsK/de+9bZxdLgCgAqhVK8z28xdfbLYFp+v1A1wdXwMCLubMmSRJUoMGja65vWHDRnb9AABwtKioe254j6iqVauxEBLKFYIU4GIKljU/dOjANbcfPHjArh8AAABKHkEKcDEFy5+//fZbslqtdtusVqveeWcay58DAEpVQsK/lZJy9rp9UlLOKiHh36VUEeB4XCMFuJiC5c/79eupXr3+ovbtO6hq1VuUknJBW7du1ubNG7Vw4fssNAEAKDW//XayRPsBroAgBbigrl0f0qBBQzV37ixt2rTB1m42u2vQoKHq2vUhJ1YHAKho9uzZZfvZ09NT3bo9rHvvbaWdO+O1du2nys3NtfV7/PEnnVUmUKIIUoALWrdujebMeUcdOjyoBx7oaDsjtWXLJs2Z847uuiuSMAUAKDU//vi97ecqVapq9eoPtXr1h5Kk0NAaOn36VKF+gKvjPlL/xf064Cquvo/UkiX/kqenu23589zcPD3zzJPcRwoug/tI/THGJbiSP/2prs6eTZYkmUwmu2t4r35erVqw9u8/4pQagaIq6tjE6AW4mIL7SP3tb3+XyWT/V9hkMmno0OE6fvxXLugFAJSaSpX8bT9fayGka/UDXB1T+wAXw32kAABlTb169XTs2FFJV77Ua926jcLCaun48RPasWO7LUzVq1fPmWUCJYogBbiYq+8j1aLF3YW2cx8pAEBpq1cvwrb4kdVq1bZtX/9hP6C8YGof4GK4jxQAoKxJTi7aLIii9gNcAUEKcDEF95HatGmDnnnmSe3evUvp6enavXuXnnnmSW3atEHjx7/GQhNACcvLy9Pbb7+t+++/X82aNdPTTz+tffv22bYfPHhQPXr0UNOmTRUdHa2lS5c6r1iglIWG3lqi/QBXQJACXFDXrg9p4cL3dfDgAXXq1F4BAQHq1Km9Dh48qIUL32fpc8AB/vnPf+rDDz/Uq6++qk8++US33Xab+vfvr+TkZKWmpqpPnz4KCwvT6tWrNXjwYE2dOlWrV692dtlAqSjqIhIsNoHyhOXP/4tlZuGKLBaL9uyJ16VLF1Sp0i2KjGzFmSi4FFda/vzhhx9Wq1at9NJLL0mSLl26pLvuukszZ87UsWPHtGzZMn355Zdyd79y+fG0adO0ceNGbdy4sVjHY1yCK+nevZu2b7/2dVFXa9PmPq1evbYUKgKKj+XPgQrAbDardeu2evLJJ9W6dVtCFOBAVapU0ZdffqmTJ0/KYrFo5cqV8vT0VIMGDbR3717dfffdthAlSVFRUfr111+VkpLixKqB0vHbbydLtB/gCli1DwCAIhg9erT+9re/qX379jKbzTKZTJo5c6bCwsKUlJSk+vXr2/UPDg6WJJ0+fVpVq1Yt1jHd3fm+E67Bza3o/fhco7wgSAEAUARHjhyRv7+/Zs+ererVq+vDDz/Uiy++qGXLlik7O1uenp52/b28vCRJOTk5xTqeyeSmwEC/m64bKA0NGzbU0aNHbc8jIyP15z//WevXr9eePXvs+vG5RnlBkAIA4AZOnz6tv//971q8eLFatGghSbrzzjt15MgRzZw5U97e3srNzbV7TUGA8vX1LdYxrdZ8paVl3lzhQCkJCLjF7vmePXvsAtTV/VJTufYPZVtAgE+RrpEiSAEAcAPfffedLl++rDvvvNOuvUmTJtq2bZtq1Kih5ORku20Fz6tXr17s4+blWW/cCSgDfvjhhyL343ON8oJJqgAA3EBISIgk6aeffrJrP3z4sOrUqaPIyEh98803slgstm0JCQm67bbbVKVKlVKtFXCGtLQLJdoPcAUEKcCFWSwW7dixTf/617+0Y8c2u3/EASg5jRs31l133aV//OMfSkhI0K+//qoZM2YoPj5ezz33nLp3765Lly5p9OjROnLkiOLi4rR48WINGDDA2aUDpaJBg0Yl2g9wBdxH6r+4Xwdczbp1azRu3Ms6ceK4ra1WrTBNmPA6N+SFy3Cl+0hdvHhRM2bM0FdffaWLFy+qfv36Gj58uO6++25J0vfff69JkybpwIEDqlatmvr27asePXoU+3iMS3Al69evUe/eVz7vrVu3VV5entLSLigg4Ba5u7trx45tkqTFi5fpz39mjELZVtSxiSD1XwxYcCXr1q1R37495O3trezsbFt7wfNFi5YRpuASXClIlTbGJbiSxx57WF9//eUN+9133/368MNPS6EioPi4IS9QTlksFo0cOey/z35/444rz0eOHMY0PwBAqblw4UKJ9gNcAav2AS5m587tSkk5K0lq0+Y+dejQUVWr3qKUlAvavHmTNm/eoJSUs9q5c7vatm3n3GIBABVC48aN9d13/ylSP6C8IEgBLmb79q8lSeHhdXXw4H5t3rzBtq1mzVoKD6+ro0ePaPv2rwlSAIBSUadOeIn2A1wBQQpwMadOnZQkHT16RD4+Pnbbzp1LUVZWll0/AAAcLTHxWIn2A1wB10gBLiY09Fbbz61b36eNG79Qenq6Nm78Qq1b33fNfgAAONIPP3xfov0AV8AZKcDFBAYG2X7Oz7dq377/6OTJY0pJuaD8fOs1+wEA4EiHDx8q0X6AKyBIAS7m4sULtp+3bNmkLVs23bAfAACOlJmZWaL9AFfA1D7AxZhM/1vy3M3Nfvnzq59f3Q8AAAAliyAFuJioqHslSV5eXjKZ7P8Km0wmeXp62vUDAMDR8vPzS7Qf4AqY2ge4mILwlJOToypVqqh16/sUFFRZ589f1I4dX+vcuXN2/QAAcDSTySyr9cY3gjeZzKVQDVA6CFKAi0lOPmP7+fz58/r00zjb86un9l3dDwAAR3Ir4mzyovYDXAFfWQMu5ty5FNvPXl7edtu8vb2v2Q8AAEfy8PAo0X6AKyBIAS6mYFlzf39/ValSxW5bUFAV+fv72/UDAMDRmjW7q0T7Aa6AIAW4mNTU85Kk9PR05ebmaNCgoZo9e7YGDRqq3Nwcpaen2/UDAMDRWraMKtF+gCvgGinAxRScafL29lFKSormzHnHts3NzU3e3j7Kzs7ijBQAoNQsXryoyP1efnmcg6sBSgdnpAAXU3CmKTs765r3kcrOzrLrBwCAo124kFqi/QBXQJACXMzVZ5p+f9FuwT2kft8PAAAAJavMB6ljx46pWbNmiov73xLPBw8eVI8ePdS0aVNFR0dr6dKlTqwQKF0F94mSrtxL6mrZ2dnX7AcAgCP9fobEzfYDXEGZDlKXL1/Wiy++qMzMTFtbamqq+vTpo7CwMK1evVqDBw/W1KlTtXr1aidWCpSe1NSiBaSi9gMA4GZ5eXmVaD/AFZTpxSZmzpypSpUq2bWtWrVKHh4emjhxotzd3RUeHq7ExETNnz9f3bt3d1KlQOmxWvNtPwcFVVHbtvcpMLCyUlMvatu2r3X+/LlC/QAAcKSrZ0SURD/AFZTZILVnzx6tXLlSn3zyidq1a2dr37t3r+6++265u/+v9KioKM2bN08pKSmqWrWqE6oFSs/FixckSWazuy5evKBPPvnftFez2Syz2SyLxWLrBwAAgJJXJoNUWlqaRo4cqTFjxig0NNRuW1JSkurXr2/XFhwcLEk6ffr0TQUpd/cyPdMRkCSdPXtGkmSx5KlKlSpq0OBPcnd3U15evg4d2m+7Nurs2TN8pgEAABykTAap8ePHq1mzZurWrVuhbdnZ2XYrk0n/m2/7+wvvjTCZ3BQY6Ffs1wOlJTDwFtvP586d086d2/6wH59pAEBpCAmpoaSkU0XqB5QXZS5IffLJJ9q7d6/Wrl17ze3e3t7/396dx0dV3f8ff08mmSQTkpBEkrAURIQAVpawK0S+kQKlLAZFqQitDTXRAi1KUQqI4IYmjyBSacVEwVIqWHaQstRvqQtbgB+lUIggBgEhJQRD9mXm+we/jAxBMhNmMpnk9Xw8eCRz7+fOOZPHhJP3nHvvUVlZmd22qgBlNptr3a7FYlV+flHNhYCHdejQyeG6vLxCN/cGuDUhIYEyGpk5Bbydj4O/xo7WAd6g3gWp1atXKzc31+66KEmaM2eOPvroI0VHRysnJ8duX9XjqKioW2q7osJyS8cDdSEsLMLucffuPTRy5HBt2LBJBw/ut6vjPQ0AqAsXL150aR3gDepdkEpNTa12R5fBgwdrypQpGjlypNavX68PPvhAlZWVMhqNkqTdu3erbdu2ioiIuNFTAg3Kvn177B4fPLjfLkBdWzd27Li66hYAoBG7/myhW60DvEG9m2CNiopSmzZt7P5JUkREhKKiovTggw+qoKBAM2fO1IkTJ7RmzRotXbpUSUlJHu45UDeqglRERIRatGhpt69Fi5a2DxSuD1wAbt26des0bNgw3X333frJT36iLVu22PadOXNGSUlJio2NVf/+/fXGG2+osrLSg70F6g4L8qIxqnczUjWJiIhQenq6Xn75ZSUkJKhZs2aaPn26EhISPN01oE6Ul5dLku3ufNc6d+5stToArrF+/XrNnDlTv/vd7zRgwABt3rxZTz/9tKKjo/XDH/5QiYmJuv322/XBBx/o9OnTmjlzpnx8fDRlyhRPdx1wO4PBIKu15vULCVJoSLwiSB0/ftzucZcuXbRy5UoP9Qbw9/BhHgAAH+1JREFUrP7943Ty5AmH6gC4htVq1cKFCzVhwgSNG3f1lNknn3xSmZmZ2rt3r86ePatz585p1apVCg0NVYcOHZSbm6vXX39dycnJ1e42CzQ0Fotj1+Q6Wgd4g3p3ah+Am5sx43mX1gGo2alTp3T27Nlqy3JkZGQoKSlJmZmZuuuuuxQaGmrb17dvXxUUFOg///lPXXcXAFAHvGJGCsB3Xn31RYfrUlIWuLk3QONw6tQpSVJRUZESExN19OhRtWrVSk8++aTi4+N1/vx5RUdH2x1z7WLxXbt2rVW7LKoNbxEQEFDtZmHfV8f7Gg0FQQrwMlV36AsMDFRxcXG1/QEBgSopKb7hnfwA1E5BQYEk6dlnn9WkSZM0bdo0bd26VU899ZTee+89lZSUKCQkxO6YW10snoXiUV+czy1UQfHNr7tt0fIH+vLkFzU+V4uWP1Bu4fc/V5NAP0VH8L6HdyBIAV6m6jrd4uJiDRo0WIGBgSosvKKgoGAVFxdrx45tdnUAbp2fn58kKTEx0XZzo06dOuno0aN677333LJYPAvFoz64UlSmSQv+qZruI1EeeLukmoNUeeDtmrpg5/fu9zEYtGjqAAWbua4QnuPoYvEEKcDL9O8fp0OH/p8kg955Z5kOHz6ogoLLatKkqe6+u7vatm0hycrNJgAXqlrwvUOHDnbb77zzTv3jH/9Q7969lZWVZbfPFYvFs6g2PC3Q5KtXk/qpuKTipnUrjPdqwb+31/h8D/34Xj06vtf3txfgq0CTL+99eAWCFOBlIiOrrsOwqm3b5g7UAbhVd911l4KCgnTo0CH17NnTtj0rK0utW7dWr169tG7dOhUUFKhJkyaSri4WHxQUpI4dO3qq24BLRDYNrLHmmV9P0ptpL8pgMKiionro8vX1ldV6tY67WKKh4Go/wMs0a9bMpXUAahYQEKCJEyfqrbfe0qZNm3T69Gn94Q9/0GeffabHH39cgwYNUrNmzfSb3/xGx44d044dO5SWlqZf/OIX/NGIRsFkMik5eZIqKioUHh6hDjGdFBTWUh1iOik8PEIVFRVKTv4Vvw9oUJiRArxMVJRjM02O1gFwzFNPPaXAwEAtWLBAFy5cULt27bRo0SL16dNHkpSenq65c+fq4YcfVmhoqB599FE99dRTHu41UHfmzLl6V9k//vH3unTp6qLxWXlnZTT66le/+rVtP9BQGKyOLEPdCFRWWnTpUqGnuwHU6H//9+965JGEGutWrlyr//mf++ugR0DthYcHOXRBb2PEuARvVVZWpgWLfq+/bt2rh4b01tTJnM4H7+Lo2MToBXiZTz/9p+17w3W35rv28bV1AADUFZPJpHETntDd8U9o3IQnCFFosAhSgJc5dOig7fvrJ5SvfXxtHQAAAFyLa6QAL1NS8t0ivPffP1h33nmnrNYKGQy+OnHihP7+923V6gAAAOBaBCnAy/j7B9i+/+STf9iCkyS70yeurQMAAIBrcWof4GUiI7+7rXlZWZndvmsfX1sHAAAA1yJIAV6mZcvWLq0DAACA8whSgJcJDKx5hXln6gAAAOA8ghTgZT788AOX1gEAAMB5BCnAy3z77bcurQMAAIDzCFKAl7ntNsduIuFoHQAAAJxHkAK8TGLiEy6tAwAAgPMIUoCXOXLksEvrAAAA4DyCFOBljh494tI6AAAAOI8gBXiZgoJ8l9YBAADAeQQpwMvExHR2aR0AAACcR5ACvExAgP1Cu+3bd9Do0aPVvn2Hm9YBAADAdXw93QEAztm/f6/d4y++yNIXX2TVWAcAAADXYUYK8DLnz593aR0AAACcR5ACvExQUJBL6wAAAOA8ghTgZTp16uTSOgAAADiPIAV4mQsXclxaBwAAAOcRpAAvc/bs1y6tAwAAgPMIUoCXsVisLq0DAACA87j9OeDFgoNDZDabVVpaIn//ABUVFenKlXxPdwsAAKDBI0gBXsZiqbR9f+VK/vcGp2vrAAAA4Fqc2gd4GbPZ7NI6AAAAOI8gBXiZPn3ucWkdAOecOnVK3bt315o1a2zb/vOf/+ixxx5Tt27dFB8fr/fff9+DPQQA1AWCFOBlCgsLXFoHwHHl5eWaNm2aioqKbNvy8vL0+OOPq3Xr1lq9erV+9atfKTU1VatXr/ZgTwEA7sY1UoCX2bNnj0vrADhu0aJFatKkid22VatWyc/PT/PmzZOvr6/atWun7OxsLVmyRA8++KCHegoAcDdmpAAvU1Tk2EyTo3UAHLNv3z6tXLlS8+fPt9uemZmp3r17y9f3u88m+/btq6+++koXL16s624CAOoIM1IAANQgPz9f06dP16xZs9S8eXO7fefPn1eHDh3stkVGRkqSvvnmG9122221btfXl8874Z18jD62r7yP0VARpAAAqMELL7yg7t27a8SIEdX2lZSUyGQy2W3z9/eXJJWWlta6TR8fg8LCgmp9POBJuYXlkqSgIH/ex2iwCFKAl/Hx8ZHFYnGoDsCtW7dunTIzM7Vx48Yb7g8ICFBZWZndtqoAdSvLEFgsVuXnF9VcCNRDhYWltq95eYUe7g3gnJCQQBmNNf8dRZACvIwjIcqZOgA3t3r1auXm5mrgwIF22+fMmaOPPvpI0dHRysnJsdtX9TgqKuqW2q6o4PcY3slSabF95X2MhoogBQDATaSmpqqkpMRu2+DBgzVlyhSNHDlS69ev1wcffKDKykoZjUZJ0u7du9W2bVtFRER4ossAgDrAuT8AANxEVFSU2rRpY/dPkiIiIhQVFaUHH3xQBQUFmjlzpk6cOKE1a9Zo6dKlSkpK8nDPAQDuRJACvIzBYHBpHYBbExERofT0dJ06dUoJCQn6/e9/r+nTpyshIcHTXQMAuBGn9gFepmXLljpz5oxDdQDc4/jx43aPu3TpopUrV3qoNwAAT2BGCvAyJlOAS+sAAADgPIIU4GXOnat5NsqZOgAAADiPIAV4GUcX+LyVhUABAABwc/UySF2+fFnPP/+84uLiFBsbq5/+9KfKzMy07d+1a5dGjx6trl27aujQodq8ebMHewvULavV6tI6AAAAOK9eBqmnn35aBw8eVFpamlavXq1OnTopMTFRX375pU6ePKmkpCQNGDBAa9as0ZgxYzR9+nTt2rXL090G6gR37QMAAPC8enfXvuzsbH322WdasWKFevToIUmaPXu2PvnkE23cuFG5ubmKiYnR1KlTJUnt2rXT0aNHlZ6ern79+nmy60CdMBqNqqiocKgOAAAA7lHvZqTCwsK0ZMkS3X333bZtBoNBBoNB+fn5yszMrBaY+vbtq/3793MqExoFHx/Hfm0drQMAAIDz6t2MVEhIiO677z67bVu3blV2drZ+97vfae3atYqOjrbbHxkZqeLiYuXl5Sk8PLzWbfv68ocn6r8mTYJ16VKuQ3W8pwEAANyj3gWp6x04cEAzZszQ4MGDNXDgQJWUlMhkMtnVVD0uKyurdTs+PgaFhQXdUl+BuvDtt5cdruM9DQAA4B71Okjt2LFD06ZNU2xsrFJTUyVJ/v7+1QJT1ePAwMBat2WxWJWfX1T7zgJ1pLKy0uG6vLxCN/cGuDUhIYEyGpk5BQB4n3obpJYvX66XX35ZQ4cO1WuvvWabdWrevLlycnLsanNycmQ2mxUcHHxLbVZUWG7peKC+4T0NAADgHvXyY8AVK1boxRdf1Lhx45SWlmZ3Kl/Pnj21d+9eu/rdu3crNjaWi+sBAAAA1Il6NyN16tQpvfLKK/rRj36kpKQkXbx40bYvICBA48ePV0JCglJTU5WQkKCdO3fqb3/7m9LT0z3YawAAAACNSb0LUlu3blV5ebm2b9+u7du32+1LSEjQ/PnztXjxYqWkpGjZsmVq1aqVUlJSWEMKAAAAQJ2pd0EqOTlZycnJN62Ji4tTXFxcHfUIAAAAAOxxUREAAAAAOIkgBQAAAABOIkgBAAAAgJMIUgAAAADgJIIUAAAAADiJIAUAAAAATqp3tz8HAACAe1y4VKSSskr3t5NXJEk6d7FQlZVWt7YVYDIqKtzs1jaAGyFIAQAANAIXLhVpxpLdddrmH9cfqZN2Xn2iL2EKdY4gBQAA0AhUzUT9ckRntYgIcmtbRqNBBj9fWcsr3DojdS63UO9sPFons2zA9QhSAAAAjUiLiCC1iQ52axu+vj4KCwtSXl6hKiosbm0L8BRuNgEAAAAATiJIAQDggMuXL+v5559XXFycYmNj9dOf/lSZmZm2/bt27dLo0aPVtWtXDR06VJs3b/ZgbwEA7kaQAgDAAU8//bQOHjyotLQ0rV69Wp06dVJiYqK+/PJLnTx5UklJSRowYIDWrFmjMWPGaPr06dq1a5enuw0AcBOukQIAoAbZ2dn67LPPtGLFCvXo0UOSNHv2bH3yySfauHGjcnNzFRMTo6lTp0qS2rVrp6NHjyo9PV39+vXzZNcBAG7CjBQAADUICwvTkiVLdPfdd9u2GQwGGQwG5efnKzMzs1pg6tu3r/bv3y+r1b1r6AAAPIMgBQBADUJCQnTffffJZDLZtm3dulXZ2dkaMGCAzp8/r+joaLtjIiMjVVxcrLy8vLruLgCgDnBqHwAATjpw4IBmzJihwYMHa+DAgSopKbELWZJsj8vKymrdjq8vn3fCdYxGg+2ru99bRqOP3Vf3tVN3rwm4HkEKAAAn7NixQ9OmTVNsbKxSU1MlSf7+/tUCU9XjwMDAWrXj42NQWJh7F01F45JbWC5JCg4JrLP3VkhI7d7/jvLEawKqEKQAAHDQ8uXL9fLLL2vo0KF67bXXbLNOzZs3V05Ojl1tTk6OzGazgoNrt/CpxWJVfn7RLfcZqHIlv9j2NS/Pz61tGY0+CgkJVH5+sSor3bcgb12+JjQeISGBDs2mEqQAAHDAihUr9OKLL2r8+PGaOXOmDAaDbV/Pnj21d+9eu/rdu3crNjZWPj61P92oosJ9f4Ci8amstNq+1tV7q7LS4ta2PPGagCoEKQAAanDq1Cm98sor+tGPfqSkpCRdvHjRti8gIEDjx49XQkKCUlNTlZCQoJ07d+pvf/ub0tPTPdhrAIA7EaQAAKjB1q1bVV5eru3bt2v79u12+xISEjR//nwtXrxYKSkpWrZsmVq1aqWUlBTWkAKABowgBQBADZKTk5WcnHzTmri4OMXFxdVRjwAAnsZ9IgEAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEkEKQAAAABwEkEKAAAAAJzEOlJAPZNzuVjFJRUuea7s81e+d19ggK8imwa6pB0AAIDGhiAF1CNXiso04+1dslpd83xzl+773n0+BoMWTL5XwWaTaxoDAABoRAhSQD0SbDbp1aR+N52ReqDLWk38eUKNz5W+dK26xvb63v2BAb6EKAAAgFoiSAH1TE2n27UZdr9DzzPSwToAAAA4jyAFeKGcnHxFRobcdD8AANcz+BfpfPE3Mlz51q3t+Bp9lGcN1JUrxaqotLitnfPFRTL4F7nt+YGbIUgBXionJ1979+7V8OGDbNs2bdqh3r17e7BXAID6qqiiSP5d/qn3T/1TOuXp3riOfxeDiip6SQr2dFfQyBCkAC/Wu3dvHThyTs9n7NW8xN5q1ayJp7sEAKinzL5mlf4rTk880EHNbzO7tS1fo4+Cg90/I/XNxSItWZcl813ufT3AjRCkAAAAGglrqVnRgc3VOti9sze+vj4KCwtSnqFQFRXuC1LWwiuylp5x2/MDN8OCvAAAAADgJIIUAAAAADiJIAUAAAAATiJIAQAAAICTCFIAAAAA4CSCFAAAAAA4idufA25y4VKRSsoq3d9O3tUV3c9dLFRlpdWtbQWYjIoKZ60OAAAAghTgBhcuFWnGkt112uYf1x+pk3ZefaIvYQoAADR6BCnADapmon45orNaRAS5tS2j0SCDn6+s5RVunZE6l1uodzYerZNZNgAAgPqOIAW4UYuIILWJrqPV4/Pcu3o8AAAAvsPNJgAAAADASQQpAAAAAHCS1wYpi8WiN998UwMGDFC3bt30y1/+Ul9//bWnuwUAaKQYlwCgcfHaa6QWL16sFStWaP78+YqOjlZKSoomTpyojRs3ymQyebp7AIBGhnEJ3iL7whW3t2E0GpR9sahOboQEeIpXBqmysjK9++67mjZtmgYOHChJWrBggQYMGKBt27Zp+PDhnu0gAKBRYVyCN6i0XA00S7cc83BPXC/AZPR0F9AIeWWQOnbsmAoLC9WvXz/btpCQEHXu3Fn79u1jwAIA1CnGJXiDO1qEaNaEnjL6GNze1oW8Iv1x/RElj7pLUWHuXXuQxeLhKV4ZpM6fPy9Jat68ud32yMhI277a8PX12kvGUM8YjQYZ/It06NxJ/bfMuXWkvi0oVZkTtzE3+PjI3+Sr0rIKWS2OH2fy9VFoE3+H6/97uVgG/yIZjQZ+V4DrMC7BW3Ro3dTpY3LyilRUUuHUMT5GH9tXo9Hx4GYO8FWkm4MX4CpeGaSKi4slqdo55/7+/vr2229r9Zw+PgaFhbl34VQ0Hl9dypN/l39q62VJlz3cGRfy72JQUGg8vyvAdRiX0FB9W1Cq6Ys/l6WWlzktXnPYqXofH4PenzPEqQ/6AE/xyiAVEBAg6eo56VXfS1JpaakCAwNr9ZwWi1X5+UUu6R9we3iYkjpMUrm11Olj6+uMlCSFBAapmbmJ8vK4uBeuERISKKPR+2ddGJfQkL3+1D21mpGyGgwyWK2yVDo+NpkDfGUpr1BennPtAa7k6NjklUGq6tSJnJwctW7d2rY9JydHMTExtX7eCif+eAVq0vUHrWsucgFfXx+FhQUpL6+wTt7D/J4A1TEuoSELDw5QeLBzx9zK2MT7Ht7CKz8G7Nixo5o0aaI9e/bYtuXn5+vo0aPq1auXB3sGAGiMGJcAoPHxyhkpk8mkxx57TKmpqQoPD1fLli2VkpKi6OhoDR482NPdAwA0MoxLAND4eGWQkqQpU6aooqJCs2bNUklJiXr16qWMjAz5+fl5umsAgEaIcQkAGheD1Wp133LTXqSy0qJLl7iAHt6nrq+RAlwpPDyoQdxswh0Yl+DNGJvgzRwdmxi9AAAAAMBJBCkAAAAAcBJBCgAAAACcxDVS/5/VapWltst2Ax5mNPqo0okFD4H6wsfHIIPB4Olu1EuMS/B2jE3wVo6OTQQpAAAAAHASp/YBAAAAgJMIUgAAAADgJIIUAAAAADiJIAUAAAAATiJIAQAAAICTCFIAAAAA4CSCFAAAAAA4iSAFAAAAAE4iSAEAAACAkwhSAAAAAOAkghQAAAAAOIkgBQAAAABO8vV0BwBvER8fr7Nnz9oeGwwGmc1mde7cWb/+9a/Vq1cvt7T73HPP6ezZs/rTn/7kUP348ePVsmVLzZ8/36H6vLw87dixQ2PGjKnV8QCA6hgz3KeyslLdu3dXaWmp3fZJkyZp8uTJ2rNnjyZMmGDbbjAYFBgYqLZt2+qRRx7Rww8/LIPBUGf9RcNlsFqtVk93AvAG8fHxGjJkiH7xi19IkqxWqy5fvqy0tDTt2rVLW7ZsUYsWLVze7pUrV1RZWammTZs6VH/58mUZjUYFBwc7VD9jxgydOXPGNug6ezwAoDrGDPc5efKkhg0bpvXr1ysiIsK23Ww2KygoyBakPvzwQzVv3lwWi0X5+fn6+OOPtWjRIiUmJmrq1Kl11l80XMxIAU4wm81q1qyZ7XFkZKTmzp2ruLg4bd++XT/72c9c3qazg5Ojg2eV6z9LcfZ4AMCNMWa4x/Hjx9WkSRN17NjxpnXh4eG2n39UVJTat28vk8mklJQUjRo1SnfccUdddBcNGNdIAbfI1/fq5xEmk0nx8fF67bXXNGzYMPXp00d79+6V1WrVO++8o/vvv19du3bVqFGjtGHDBrvnyM7O1pNPPqkePXqoT58+evrpp5Wbmyvp6mka48ePlyTt2bNHMTEx2rZtmwYNGqRu3brp5z//uU6ePGl7rvHjx+u5556zPf7www81YsQIdenSRd26ddOjjz6qw4cP25577dq12rt3r2JiYm54/MGDBzVhwgRb32bMmKG8vDzb/vj4eGVkZGjy5Mnq3r27+vTpo5deekkVFRWu/DEDQIPAmHHrY8bx48fVrl07h+uv9fDDD8vPz09btmxx6DUvW7ZM3bt3V3Fxsa3eYrEoLi5Of/7znyVJGRkZGjRokH74wx8qPj5eb731VrXAiYaJIAXcggsXLmjevHkym8267777JEnLly/XrFmzlJ6erm7dumnBggX6y1/+otmzZ2vjxo2aMGGCXnjhBdt/wPn5+Ro3bpzKysq0bNkyvffeezp9+rR+85vffG+78+fP1+zZs7Vy5Ur5+vpqwoQJunLlSrW67du3a968eZo4caK2bNmipUuXqrS0VLNmzZIkzZw5Uz/+8Y/VvXt3ffrpp9WO/9e//qXx48erffv2WrVqlRYuXKhDhw4pMTFRlZWVtrqFCxeqV69e2rBhg6ZPn67ly5dr06ZNt/KjBYAGhzHjqlsdM7KyslRRUaHExETde++9Gj16tNavX+/QsUFBQWrVqpWOHz/u0GseMWKEysvLtW3bNttzfP7558rLy9Pw4cP18ccf6+2339bcuXO1bds2TZs2TX/4wx+qhV80TJzaBzjh7bff1rvvvitJqqioUFlZmdq1a6c33njDdq77fffdp3vuuUeSVFRUpKVLlyotLU0DBw6UJLVu3Vpnz55VRkaGxo0bp48++kiFhYVKS0tTaGioJOmll17S5s2bVVZWdsN+PPvss7ZBODU1VQMHDtTmzZs1duxYu7qmTZvq5Zdf1siRIyVJLVu21EMPPaR58+ZJunoKSEBAgPz8/OxOP6ny7rvvKiYmRrNnz5YktWvXTmlpaRo1apQ+/fRTWx/69+9vu7D3Bz/4gf70pz/pwIEDeuCBB5z/IQNAA8GY4Z4x44svvpDFYtGUKVMUHR2tnTt3asaMGSovL9dDDz1U4/HBwcG2IFnTaw4PD1d8fLw2bNigUaNGSZLWrl2r+Ph4hYaG6vTp0zKZTGrZsqVatGihFi1aKDIy0i3Xv6H+IUgBThg7dqztlAkfHx81bdq02vnobdq0sX1/4sQJlZaW6plnnpGPz3cTwFUDaklJibKysnT77bfbBkRJ6tix403P/e7Tp4/t+6ZNm6pt27bKysqqVterVy+dPHlSb731lr788ktlZ2fr+PHjslgsDr3erKws3XvvvXbbOnbsqODgYB0/ftw2KF5/ikVwcLDKy8sdagMAGirGDPeMGZs2bVJlZaWCgoJsbZw7d04ZGRkOBamCggJFRkZKcuw1P/jgg3ryySeVk5Mjs9msHTt26M0335QkjRw5UqtXr9aQIUN055136p577tGQIUMIUo0EQQpwQmhoqN2gdyMBAQG276vOkX7jjTdueFGryWSynS/vjOuPqaystBt0q2zcuFHPPfecRowYodjYWI0dO1ZZWVm2T9pq8n3neFutVvn5+dkem0wmh48FgMaCMeO77a4cM679mVXp0KGDQ6fTFRYW6tSpUxo+fLgkx15z//79ddttt2nTpk1q2rSpQkJC1L9/f0lXZ6zWr1+vgwcP6rPPPtOnn36q999/X5MnT9akSZMcfk3wTlwjBbjRHXfcIV9fX507d05t2rSx/du5c6cyMjLk4+OjO++8U1999ZXd+epHjhxRv379dP78+Rs+b9VFsJJ06dIlZWdn66677qpWt2TJEj300EOaP3++xo0bp169eunrr7+W9N2gdbO1NGJiYrR//367bceOHVNBQUGtL/QFANwYY0bN8vPz1bt3b61Zs8Zu++HDh9W+ffsaj1+1apWsVquGDRsmybHXbDQa9cADD2j79u3aunWrRo0aJaPRKEnasGGD/vKXv6hHjx6aMmWKVq1apTFjxuijjz5yyetF/UaQAtwoODhYY8eO1cKFC7V+/Xp9/fXX+utf/6qUlBTbaQUjRoxQaGiofvvb3+rYsWP697//rTlz5qhDhw6Kjo6+4fPOnTtX+/bt07Fjx/TMM8+oWbNmGjp0aLW65s2b68CBAzpy5IhOnz6tpUuXavny5ZJkO5febDYrJyfHNnBc6/HHH9fx48f14osv6uTJk9qzZ4+mTZumzp07q1+/fq76MQEAxJjhiJCQEPXt21cLFizQzp079dVXX2nJkiXasGGDJk+ebFd76dIl/fe//1VOTo6++OILvfPOO0pLS1NycrJat27t8GuWpNGjR+vQoUP6/PPPlZCQYNteWlqq1157TevWrdOZM2eUmZmpffv2qXv37i55vajfOLUPcLMZM2YoLCxMCxcuVE5Ojpo3b64pU6Zo4sSJkqTAwEBlZGTo1Vdf1dixYxUQEKCBAwfq2Wef/d7nfOSRRzR9+nRdvnxZffv21fvvv6/AwMBqdbNnz9bzzz+vxx57TCaTSR07dtTrr7+uqVOn6vDhw+rZs6ftU7bhw4fb3ZVIkrp27ar09HS98cYbeuCBB9SkSRMNGjRIzzzzjN1pGgAA12DMqNkrr7yiRYsWac6cOcrNzVW7du305ptvasCAAXZ1Y8aMsX1vNpvVuXNn2+3mnXnNknT77bera9euslgsdrNrY8aM0eXLl7V48WJ98803Cg0N1ZAhQzRt2jSXvV7UXwYrFzIAXqNqtfa///3vatWqlae7AwCoxxgzXMdqtWrQoEFKTk62C2ho3JiRAgAAAG6gvLxcH3/8sXbv3q2ioiL95Cc/8XSXUI8QpAAAAOBx8+bN09q1a29a89Zbb9nW3aoLfn5+eumllyRJKSkpMpvNddY26j9O7QMAAIDHXbp0ye5uhDcSGRl5w+u7AE8gSAEAAACAk7j9OQAAAAA4iSAFAAAAAE4iSAEAAACAkwhSAAAAAOAkghQAAAAAOIkgBQAAAABOIkgBAAAAgJMIUgAAAADgpP8DqQqYm3yeI/YAAAAASUVORK5CYII=",
+ "text/plain": [
+ "<Figure size 1000x1800 with 10 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
+ "\n",
"numerical_cols = ['Passengers', 'Temperature_Midday', 'Snow_5Days', 'Wind', 'Temperature_Deviation',\n",
" 'Temperature_Max', 'Temperature_Min', 'Temperature_Evening', 'Precipiation', 'Precipiation_5Days']\n",
"_ = df.loc[:, numerical_cols].plot(kind='box', subplots=True, layout=(5, 2), figsize=(10, 18), sharex=False)"
@@ -640,6 +1806,17 @@
"Check if this is the case and fix the error."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df[df['Revision'] == 1]['Passengers'] # Is not Zero at loc 2915 2917\n",
+ "\n",
+ "df.loc[[2915, 2917], 'Passengers'] = 0"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -652,7 +1829,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 27,
"metadata": {
"jupyter": {
"source_hidden": true
@@ -660,8 +1837,67 @@
"solution2": "hidden",
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Passengers</th>\n",
+ " <th>Revision</th>\n",
+ " <th>Temperature_Midday</th>\n",
+ " <th>Sunshine_Percentage</th>\n",
+ " <th>Snow_5Days</th>\n",
+ " <th>Temperature_Deviation</th>\n",
+ " <th>Temperature_Max</th>\n",
+ " <th>Temperature_Min</th>\n",
+ " <th>Temperature_Evening</th>\n",
+ " <th>Precipiation_5Days</th>\n",
+ " <th>Precipiation</th>\n",
+ " <th>Wind</th>\n",
+ " <th>Holiday</th>\n",
+ " <th>Special_Event</th>\n",
+ " <th>Year</th>\n",
+ " <th>Day_in_Month</th>\n",
+ " <th>Day</th>\n",
+ " <th>Month</th>\n",
+ " <th>Date</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "Empty DataFrame\n",
+ "Columns: [Passengers, Revision, Temperature_Midday, Sunshine_Percentage, Snow_5Days, Temperature_Deviation, Temperature_Max, Temperature_Min, Temperature_Evening, Precipiation_5Days, Precipiation, Wind, Holiday, Special_Event, Year, Day_in_Month, Day, Month, Date]\n",
+ "Index: []"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
+ "\n",
"df[(df.Revision == 1) & (df.Passengers > 0)].head()"
]
},
@@ -688,6 +1924,7 @@
},
"outputs": [],
"source": [
+ "\n",
"df.Passengers.values[df.Revision==1] = 0"
]
},
@@ -706,6 +1943,26 @@
"Check if the minimum temperature is smaller than the maximum temperature."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 48,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "(df.Temperature_Max > df.Temperature_Min).all()"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -729,6 +1986,7 @@
},
"outputs": [],
"source": [
+ "\n",
"(df[\"Temperature_Min\"] < df[\"Temperature_Max\"]).all()"
]
},
@@ -748,11 +2006,280 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 49,
"metadata": {
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead tr th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead tr:last-of-type th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th colspan=\"10\" halign=\"left\">Snow_5Days</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>Year</th>\n",
+ " <th>2006</th>\n",
+ " <th>2007</th>\n",
+ " <th>2008</th>\n",
+ " <th>2009</th>\n",
+ " <th>2010</th>\n",
+ " <th>2011</th>\n",
+ " <th>2012</th>\n",
+ " <th>2013</th>\n",
+ " <th>2014</th>\n",
+ " <th>2015</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Date</th>\n",
+ " <th>Month</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <th>January</th>\n",
+ " <td>1.451613</td>\n",
+ " <td>2.258065</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>1.960918</td>\n",
+ " <td>6.354839</td>\n",
+ " <td>1.774194</td>\n",
+ " <td>0.451613</td>\n",
+ " <td>1.290323</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>3.354839</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <th>February</th>\n",
+ " <td>1.285714</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>6.250000</td>\n",
+ " <td>4.928571</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>1.241379</td>\n",
+ " <td>5.714286</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <th>March</th>\n",
+ " <td>6.741935</td>\n",
+ " <td>1.960918</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.806452</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>1.290323</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <th>April</th>\n",
+ " <td>0.333333</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.333333</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <th>May</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <th>June</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <th>July</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <th>August</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <th>September</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <th>October</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>1.237594</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <th>November</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>1.633333</td>\n",
+ " <td>0.266667</td>\n",
+ " <td>0.433333</td>\n",
+ " <td>0.026282</td>\n",
+ " <td>0.152565</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <th>December</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.788468</td>\n",
+ " <td>5.161290</td>\n",
+ " <td>3.129032</td>\n",
+ " <td>6.516129</td>\n",
+ " <td>1.230770</td>\n",
+ " <td>7.714641</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>3.580645</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Snow_5Days \\\n",
+ "Year 2006 2007 2008 2009 2010 2011 \n",
+ "Date Month \n",
+ "1 January 1.451613 2.258065 0.788468 1.960918 6.354839 1.774194 \n",
+ "2 February 1.285714 0.000000 0.788468 6.250000 4.928571 0.000000 \n",
+ "3 March 6.741935 1.960918 0.788468 0.000000 0.806452 0.000000 \n",
+ "4 April 0.333333 0.788468 0.788468 0.000000 0.000000 0.000000 \n",
+ "5 May 0.000000 0.788468 0.788468 0.000000 0.000000 0.000000 \n",
+ "6 June 0.000000 0.788468 0.788468 0.000000 0.000000 0.000000 \n",
+ "7 July 0.000000 0.788468 0.788468 0.000000 0.000000 0.000000 \n",
+ "8 August 0.000000 0.788468 0.788468 0.000000 0.000000 0.000000 \n",
+ "9 September 0.000000 0.788468 0.788468 0.000000 0.000000 0.000000 \n",
+ "10 October 0.000000 0.788468 1.237594 0.000000 0.000000 0.000000 \n",
+ "11 November 0.000000 0.788468 1.633333 0.266667 0.433333 0.026282 \n",
+ "12 December 0.000000 0.788468 5.161290 3.129032 6.516129 1.230770 \n",
+ "\n",
+ " \n",
+ "Year 2012 2013 2014 2015 \n",
+ "Date Month \n",
+ "1 January 0.451613 1.290323 0.000000 3.354839 \n",
+ "2 February 1.241379 5.714286 0.000000 0.000000 \n",
+ "3 March 0.000000 1.290323 0.000000 0.000000 \n",
+ "4 April 0.000000 0.333333 0.000000 0.000000 \n",
+ "5 May 0.000000 0.000000 0.000000 0.000000 \n",
+ "6 June 0.000000 0.000000 0.000000 0.000000 \n",
+ "7 July 0.000000 0.000000 0.000000 0.000000 \n",
+ "8 August 0.000000 0.000000 0.000000 0.000000 \n",
+ "9 September 0.000000 0.000000 0.000000 0.000000 \n",
+ "10 October 0.000000 0.000000 0.000000 0.000000 \n",
+ "11 November 0.152565 0.000000 0.000000 0.000000 \n",
+ "12 December 7.714641 0.000000 3.580645 0.000000 "
+ ]
+ },
+ "execution_count": 49,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"pd.pivot_table(df, index=[df.Date.dt.month, \"Month\"], columns=[\"Year\"], values=[\"Snow_5Days\"])"
]
@@ -792,6 +2319,15 @@
"Set the amount of snow for months june, july, august, september and october to zero."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df.Snow_5Days.values[df.Month.isin(['June', 'July', 'August', 'September', 'October'])] = 0"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
@@ -804,13 +2340,14 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 51,
"metadata": {
"solution2": "hidden",
"tags": []
},
"outputs": [],
"source": [
+ "\n",
"df.Snow_5Days.values[df.Month.isin([\"June\", \"July\", \"August\", \"September\", \"October\"])] = 0"
]
},
@@ -831,9 +2368,105159 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 52,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\Pollux\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\numba\\core\\decorators.py:262: NumbaDeprecationWarning: \u001b[1mnumba.generated_jit is deprecated. Please see the documentation at: https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-generated-jit for more information and advice on a suitable replacement.\u001b[0m\n",
+ " warnings.warn(msg, NumbaDeprecationWarning)\n",
+ "C:\\Users\\Pollux\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.9_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python39\\site-packages\\visions\\backends\\shared\\nan_handling.py:51: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n",
+ " def hasna(x: np.ndarray) -> bool:\n",
+ "C:\\Users\\Pollux\\AppData\\Local\\Temp\\ipykernel_816\\2459889624.py:1: DeprecationWarning: `import pandas_profiling` is going to be deprecated by April 1st. Please use `import ydata_profiling` instead.\n",
+ " import pandas_profiling\n"
+ ]
+ },
+ {
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+ "/*# sourceMappingURL=bootstrap-theme.min.css.map */ </style><style>body {\n",
+ " padding-top: 80px;\n",
+ "}\n",
+ ".content .container-fluid{\n",
+ " margin-left: 20px !important;\n",
+ " margin-right: 20px !important;\n",
+ " margin-bottom: 20px;\n",
+ "}\n",
+ "\n",
+ ".page-header{\n",
+ " border:0 !important;\n",
+ "}\n",
+ "\n",
+ ".row.variable, .section-items > .row {\n",
+ " border: 1px solid #e1e1e8;\n",
+ " border-top: hidden;\n",
+ "}\n",
+ "\n",
+ ".row.spacing {\n",
+ " padding: 2em 1em;\n",
+ "}\n",
+ "\n",
+ ".row.header {\n",
+ " border-bottom: 1px solid #e1e1e8;\n",
+ " /*background-color: #f5f5f5;*/\n",
+ " padding-left: 2em;\n",
+ "}\n",
+ "\n",
+ "\n",
+ ".dl-horizontal dt {\n",
+ " text-align: left;\n",
+ " padding-right: 1em;\n",
+ " white-space: normal;\n",
+ "}\n",
+ "\n",
+ ".dl-horizontal dd {\n",
+ " margin-left: 0;\n",
+ "}\n",
+ "\n",
+ ".col-md-12 {\n",
+ " padding-left: 2em;\n",
+ "}\n",
+ "\n",
+ ".indent {\n",
+ " margin-left: 1em;\n",
+ "}\n",
+ "\n",
+ ".center-img {\n",
+ " margin-left: auto !important;\n",
+ " margin-right: auto !important;\n",
+ " display: block;\n",
+ "}\n",
+ "\n",
+ "/* Table example_values */\n",
+ "table.example_values {\n",
+ " border: 0;\n",
+ "}\n",
+ "\n",
+ ".example_values th {\n",
+ " border: 0;\n",
+ " padding: 0;\n",
+ " color: #555;\n",
+ " font-weight: 600;\n",
+ "}\n",
+ "\n",
+ ".example_values tr, .example_values td {\n",
+ " border: 0;\n",
+ " padding: 0;\n",
+ " color: #555;\n",
+ "}\n",
+ "\n",
+ "table.correlation-table {\n",
+ " width: 98% /* To avoid an unnecessary overflow. */\n",
+ "}\n",
+ "\n",
+ "/* STATS */\n",
+ "table.stats, table.sample, table.duplicate, table.correlation-table{\n",
+ " border: 0;\n",
+ "}\n",
+ "\n",
+ ".stats tr, .sample tr, .duplicate tr, .correlation-table tr {\n",
+ " border: 0;\n",
+ "}\n",
+ "\n",
+ ".stats th, .stats td{\n",
+ " color: #555;\n",
+ " border: 0;\n",
+ "}\n",
+ "\n",
+ ".stats th {\n",
+ " padding: 0 2em 0 0;\n",
+ " font-weight: 600;\n",
+ "}\n",
+ "\n",
+ ".stats td {\n",
+ " padding: 1px;\n",
+ "}\n",
+ "\n",
+ "\n",
+ "/* Sample table */\n",
+ "table.sample, table.duplicate, table.correlation-table {\n",
+ " margin-bottom: 2em;\n",
+ " margin-left: 1em;\n",
+ "}\n",
+ "\n",
+ ".sample td, .sample th, .duplicate td, .duplicate th, .correlation-table td, .correlation-table th {\n",
+ " padding: 0.5em;\n",
+ " white-space: nowrap;\n",
+ " border: 0;\n",
+ "\n",
+ "}\n",
+ "\n",
+ ".sample thead, .duplicate thead, .correlation-table thead {\n",
+ " border-top: 0;\n",
+ " border-bottom: 2px solid #ddd;\n",
+ "}\n",
+ "\n",
+ ".sample td, .duplicate td {\n",
+ " width: 100%;\n",
+ "} \n",
+ "\n",
+ "/* There is no good solution available to make the divs equal height and then center ... */\n",
+ ".histogram {\n",
+ " margin-top: 3em;\n",
+ "}\n",
+ "\n",
+ "/* Freq table */\n",
+ "table.freq {\n",
+ " margin-bottom: 2em;\n",
+ " border: 0;\n",
+ "}\n",
+ "\n",
+ "table.freq th, table.freq tr, table.freq td {\n",
+ " border: 0;\n",
+ " padding: 0;\n",
+ "}\n",
+ "\n",
+ ".freq thead {\n",
+ " font-weight: 600;\n",
+ " white-space: nowrap;\n",
+ " overflow: hidden;\n",
+ " text-overflow: ellipsis;\n",
+ "\n",
+ "}\n",
+ "\n",
+ "/* Freq mini */\n",
+ ".freq.mini td {\n",
+ " width: 50%;\n",
+ " padding: 1px;\n",
+ " font-size: 12px;\n",
+ "\n",
+ "}\n",
+ "\n",
+ "table.freq.mini {\n",
+ " width: 100%;\n",
+ "}\n",
+ "\n",
+ ".freq.mini th {\n",
+ " overflow: hidden;\n",
+ " text-overflow: ellipsis;\n",
+ " white-space: nowrap;\n",
+ " max-width: 5em;\n",
+ " font-weight: 400;\n",
+ " text-align: right;\n",
+ " padding-right: 0.5em;\n",
+ "}\n",
+ "\n",
+ "/* Message classes */\n",
+ ".missing {\n",
+ " color: #a94442;\n",
+ "}\n",
+ "\n",
+ ".alert, .alert > th, .alert > td {\n",
+ " color: #a94442;\n",
+ "}\n",
+ "\n",
+ ".ignore {\n",
+ " opacity: 0.4;\n",
+ "}\n",
+ "\n",
+ "/* Bars in tables */\n",
+ ".freq.table{\n",
+ " table-layout: fixed;\n",
+ "}\n",
+ "\n",
+ ".freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){\n",
+ " width: auto;\n",
+ " max-width: none;\n",
+ "\n",
+ " white-space: nowrap;\n",
+ " overflow: hidden;\n",
+ " text-overflow: ellipsis;\n",
+ "}\n",
+ "\n",
+ ".freq:not(.mini) tr td:nth-child(2), .freq:not(.mini) tr td:nth-child(3), .freq:not(.mini) tr th:nth-child(2), .freq:not(.mini) tr th:nth-child(3){\n",
+ " width: 100px;\n",
+ " text-align: right;\n",
+ "}\n",
+ ".freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){\n",
+ " width:200px;\n",
+ "}\n",
+ "\n",
+ ".freq .bar {\n",
+ " float: left;\n",
+ " width: 0;\n",
+ " height: 100%;\n",
+ " line-height: 20px;\n",
+ " color: #fff;\n",
+ " text-align: center;\n",
+ " border-radius: 3px;\n",
+ " margin-right: 4px;\n",
+ "}\n",
+ "\n",
+ ".other .bar {\n",
+ " background-color: #999;\n",
+ "}\n",
+ "\n",
+ ".missing .bar {\n",
+ " background-color: #a94442;\n",
+ "}\n",
+ "\n",
+ ".tooltip-inner {\n",
+ " width: 100%;\n",
+ " white-space: nowrap;\n",
+ " text-align: left;\n",
+ "}\n",
+ "\n",
+ ".extrapadding {\n",
+ " padding: 2em;\n",
+ "}\n",
+ "\n",
+ ".variable .h4 {\n",
+ " text-overflow: ellipsis;\n",
+ " display:inline-block;\n",
+ " width: calc(90%); /* The trick is here! */\n",
+ " overflow:hidden;\n",
+ "}\n",
+ "\n",
+ ".variable.ignore .h4{\n",
+ " text-decoration: line-through;\n",
+ "}\n",
+ "\n",
+ ".table-responsive{\n",
+ " overflow: scroll;\n",
+ " width: 100%;\n",
+ " overflow-y: hidden;\n",
+ "}\n",
+ ".img-responsive{\n",
+ " max-width: 99%;\n",
+ " min-width: 99%;\n",
+ "}\n",
+ ".footer-text{\n",
+ " padding:20px;\n",
+ "}\n",
+ "\n",
+ "table.list-warnings td{\n",
+ " padding-right:10px;\n",
+ "}\n",
+ "\n",
+ "a.anchor-pos {\n",
+ " display: block;\n",
+ " position: relative;\n",
+ " top: -70px;\n",
+ " visibility: hidden;\n",
+ "}\n",
+ "\n",
+ "a.anchor-pos-variable{\n",
+ " /*top: -70px;*/\n",
+ "}\n",
+ "\n",
+ "#sample-container, #duplicate-container {\n",
+ " overflow: auto;\n",
+ " width: 100%;\n",
+ " overflow-y: hidden;\n",
+ "}\n",
+ "\n",
+ "#correlation-table-container {\n",
+ " max-height: 400px;\n",
+ " overflow: auto;\n",
+ "}\n",
+ "\n",
+ "#overview-content td, #overview-content th{\n",
+ " border-top: 0;\n",
+ " line-height: 1;\n",
+ "}\n",
+ "\n",
+ ".variable-description{\n",
+ " color: #777;\n",
+ " font-size: 10pt;\n",
+ " margin-top: 10px;\n",
+ " font-style: italic;\n",
+ "}\n",
+ "\n",
+ "select.multiple{\n",
+ " width: 180px;\n",
+ " height: 500px;\n",
+ " margin: 10px 0;\n",
+ "}\n",
+ "\n",
+ ".named-list-item{\n",
+ " padding: 1em;\n",
+ "}\n",
+ "\n",
+ "/* not printing tabs */\n",
+ "@media print {\n",
+ " .tab-content > .tab-pane, .collapse {\n",
+ " display: block !important;\n",
+ " opacity: 1 !important;\n",
+ " visibility: visible !important;\n",
+ " /*page-break-after: always;*/\n",
+ " page-break-after: right;\n",
+ " page-break-before: avoid;\n",
+ " }\n",
+ "\n",
+ " .nav-pills, .nav-tabs, button[data-toggle="collapse"], .mini, .col-sm-3 img {\n",
+ " display:none !important;\n",
+ " }\n",
+ "\n",
+ " a[download="config.yml"]:after {\n",
+ " content: none !important;\n",
+ " }\n",
+ "\n",
+ " .row {\n",
+ " border: 0 !important;\n",
+ " }\n",
+ "}\n",
+ "\n",
+ ".text-placeholder {\n",
+ " display: inline-block;\n",
+ " background-color: #444;\n",
+ " height: 12px;\n",
+ " border-radius: 100px;\n",
+ " margin: 5px 0;\n",
+ " min-width: 200px;\n",
+ " opacity: .1;\n",
+ "}\n",
+ "\n",
+ " .freq.table-0 .bar {\n",
+ " background-color: #377eb8;\n",
+ " }\n",
+ " .freq.table-1 .bar {\n",
+ " background-color: #e41a1c;\n",
+ " }\n",
+ "</style></head><body><a class=anchor-pos id=top></a><nav class="navbar navbar-default navbar-fixed-top"><div class=container-fluid><div class=navbar-header><button type=button class="navbar-toggle collapsed" data-toggle=collapse data-target=#navbar aria-expanded=false aria-controls=navbar><span class=sr-only>Toggle navigation</span><span class=icon-bar></span><span class=icon-bar></span><span class=icon-bar></span></button><a class="navbar-brand anchor" href=#top>Pandas Profiling Report</a></div><div id=navbar class="navbar-collapse collapse"><ul class="nav navbar-nav navbar-right"><li><a href=#overview>Overview</a></li><li><a href=#variables-dropdown>Variables</a></li><li><a href=#interactions>Interactions</a></li><li><a href=#correlations_tab>Correlations</a></li><li><a href=#missing>Missing values</a></li><li><a href=#sample>Sample</a></li></ul></div></div></nav><div class=content><div class=container><div class="row header"><a class=anchor-pos id=overview></a><h1 class=page-header>Overview</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-pills" role=tablist><li role=presentation class=active><a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#overview-alerts aria-controls=overview-alerts role=tab data-toggle=tab>Alerts <span class=badge>21</span></a></li><li role=presentation><a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab>Reproduction</a></li></ul><div class=tab-content style="padding-top: 10px;"><div role=tabpanel class="tab-pane col-sm-12 active" id=overview-dataset_overview><div class=col-sm-6><p class=h4>Dataset statistics</p><table class="table table-condensed stats"><tbody><tr><th>Number of variables</th><td>18</td></tr><tr><th>Number of observations</th><td>3652</td></tr><tr><th>Missing cells</th><td>597</td></tr><tr><th>Missing cells (%)</th><td>0.9%</td></tr><tr><th>Duplicate rows</th><td>0</td></tr><tr><th>Duplicate rows (%)</th><td>0.0%</td></tr><tr><th>Total size in memory</th><td>513.7 KiB</td></tr><tr><th>Average record size in memory</th><td>144.0 B</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Variable types</p><table class="table table-condensed stats"><tbody><tr><th>Numeric</th><td>13</td></tr><tr><th>Categorical</th><td>5</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-alerts><div class=col-sm-12><table class="table table-condensed list-warnings"><p class=h4>Alerts</p><tr style=border-top:0><td><a href=#pp_var_1522883964415114756><code>Passengers</code></a> is highly overall correlated with <code>Temperature_Midday</code> and <abbr title="Temperature_Midday, Temperature_Max, Temperature_Min, Temperature_Evening">3 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_3813556144049564861><code>Temperature_Midday</code></a> is highly overall correlated with <code>Passengers</code> and <abbr title="Passengers, Sunshine_Percentage, Temperature_Deviation, Temperature_Max, Temperature_Min, Temperature_Evening">5 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_6314122880125243917><code>Sunshine_Percentage</code></a> is highly overall correlated with <code>Temperature_Midday</code> and <abbr title="Temperature_Midday, Temperature_Max">1 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_8998312464788652695><code>Temperature_Deviation</code></a> is highly overall correlated with <code>Temperature_Midday</code> and <abbr title="Temperature_Midday, Temperature_Max">1 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_-2965408805292100011><code>Temperature_Max</code></a> is highly overall correlated with <code>Passengers</code> and <abbr title="Passengers, Temperature_Midday, Sunshine_Percentage, Temperature_Deviation, Temperature_Min, Temperature_Evening">5 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_3565101324697230224><code>Temperature_Min</code></a> is highly overall correlated with <code>Passengers</code> and <abbr title="Passengers, Temperature_Midday, Temperature_Max, Temperature_Evening">3 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_2272116340582886902><code>Temperature_Evening</code></a> is highly overall correlated with <code>Passengers</code> and <abbr title="Passengers, Temperature_Midday, Temperature_Max, Temperature_Min">3 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_3484738859131022956><code>Precipiation_5Days</code></a> is highly overall correlated with <code>Precipiation</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_4397056576075338674><code>Precipiation</code></a> is highly overall correlated with <code>Precipiation_5Days</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_6570671994383926719><code>Holiday</code></a> is highly overall correlated with <code>Special_Event</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_-2550652239582785048><code>Special_Event</code></a> is highly overall correlated with <code>Holiday</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_-3360780806411483824><code>Revision</code></a> is highly imbalanced (92.2%)</td><td><span class="label label-primary">Imbalance</span></td></tr><tr><td><a href=#pp_var_6570671994383926719><code>Holiday</code></a> is highly imbalanced (84.3%)</td><td><span class="label label-primary">Imbalance</span></td></tr><tr><td><a href=#pp_var_-2550652239582785048><code>Special_Event</code></a> is highly imbalanced (75.3%)</td><td><span class="label label-primary">Imbalance</span></td></tr><tr><td><a href=#pp_var_-8783087734936201956><code>Snow_5Days</code></a> has 565 (15.5%) missing values</td><td><span class="label label-info">Missing</span></td></tr><tr><td><a href=#pp_var_-316640376984829321><code>Day</code></a> is uniformly distributed</td><td><span class="label label-primary">Uniform</span></td></tr><tr><td><a href=#pp_var_6314122880125243917><code>Sunshine_Percentage</code></a> has 807 (22.1%) zeros</td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a href=#pp_var_-8783087734936201956><code>Snow_5Days</code></a> has 2793 (76.5%) zeros</td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a href=#pp_var_8998312464788652695><code>Temperature_Deviation</code></a> has 43 (1.2%) zeros</td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a href=#pp_var_3484738859131022956><code>Precipiation_5Days</code></a> has 511 (14.0%) zeros</td><td><span class="label label-info">Zeros</span></td></tr><tr><td><a href=#pp_var_4397056576075338674><code>Precipiation</code></a> has 1876 (51.4%) zeros</td><td><span class="label label-info">Zeros</span></td></tr></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-reproduction><div class=col-sm-12><p class=h4>Reproduction</p><table class="table table-condensed stats"><tbody><tr><th>Analysis started</th><td>2023-09-06 11:27:11.855009</td></tr><tr><th>Analysis finished</th><td>2023-09-06 11:28:46.477772</td></tr><tr><th>Duration</th><td>1 minute and 34.62 seconds</td></tr><tr><th>Software version</th><td><a href=https://github.com/pandas-profiling/pandas-profiling>pandas-profiling v3.6.6</a></td></tr><tr><th>Download configuration</th><td><a download=config.json 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</div> 0.1% </td></tr><tr class><td title=1127> 1127 </td><td>4</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr><tr class><td title=1547> 1547 </td><td>4</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr><tr class><td title=893> 893 </td><td>4</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr><tr class><td title=927> 927 </td><td>4</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr><tr class><td title=1418> 1418 </td><td>4</td><td><div class=bar style=width:0.1%> &nbsp; </div> 0.1% </td></tr><tr class=other><td title="Other values (3035)"> Other values (3035) </td><td>3579</td><td><div class=bar style=width:100.0%> 98.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=1522883964415114756bottom-1522883964415114756extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#1522883964415114756extreme_values-1522883964415114756firstn aria-controls=1522883964415114756extreme_values-1522883964415114756firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#1522883964415114756extreme_values-1522883964415114756lastn aria-controls=1522883964415114756extreme_values-1522883964415114756lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=1522883964415114756extreme_values-1522883964415114756firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0> 0 </td><td>33</td><td><div class=bar style=width:100.0%> 0.9% </div></td></tr><tr class><td title=24> 24 </td><td>1</td><td><div class=bar style=width:3.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=54> 54 </td><td>1</td><td><div class=bar style=width:3.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=523> 523 </td><td>1</td><td><div class=bar style=width:3.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=544> 544 </td><td>1</td><td><div class=bar style=width:3.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=553> 553 </td><td>1</td><td><div class=bar style=width:3.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=566> 566 </td><td>1</td><td><div class=bar style=width:3.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=580> 580 </td><td>1</td><td><div class=bar style=width:3.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=584> 584 </td><td>1</td><td><div class=bar style=width:3.0%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=585> 585 </td><td>1</td><td><div class=bar style=width:3.0%> &nbsp; </div>< 0.1% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=1522883964415114756extreme_values-1522883964415114756lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=34878> 34878 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=31326> 31326 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=30549> 30549 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=30415> 30415 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=30174> 30174 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=28831> 28831 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=28799> 28799 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=28551> 28551 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=28288> 28288 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=28263> 28263 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-3360780806411483824></a><div class=variable><div class=col-sm-12><p class=h4 title=Revision><a href=#pp_var_-3360780806411483824>Revision</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>2</td></tr><tr><th>Distinct (%)</th><td>0.1%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>28.7 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> 0 </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 3617&nbsp; 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title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>1 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; 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</div> 0.6% </td></tr><tr class><td title=14.3> 14.3 </td><td>21</td><td><div class=bar style=width:0.6%> &nbsp; </div> 0.6% </td></tr><tr class><td title=10.2> 10.2 </td><td>21</td><td><div class=bar style=width:0.6%> &nbsp; </div> 0.6% </td></tr><tr class><td title=15.4> 15.4 </td><td>21</td><td><div class=bar style=width:0.6%> &nbsp; </div> 0.6% </td></tr><tr class><td title=19.2> 19.2 </td><td>21</td><td><div class=bar style=width:0.6%> &nbsp; </div> 0.6% </td></tr><tr class><td title=16.9> 16.9 </td><td>21</td><td><div class=bar style=width:0.6%> &nbsp; </div> 0.6% </td></tr><tr class=other><td title="Other values (373)"> Other values (373) </td><td>3436</td><td><div class=bar style=width:100.0%> 94.1% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=3813556144049564861bottom-3813556144049564861extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#3813556144049564861extreme_values-3813556144049564861firstn aria-controls=3813556144049564861extreme_values-3813556144049564861firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#3813556144049564861extreme_values-3813556144049564861lastn aria-controls=3813556144049564861extreme_values-3813556144049564861lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=3813556144049564861extreme_values-3813556144049564861firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=-11.2> -11.2 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-11> -11 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-10.8> -10.8 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-10> -10 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-9.6> -9.6 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-9.4> -9.4 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-7.9> -7.9 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-7.8> -7.8 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-7.7> -7.7 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-6.7> -6.7 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=3813556144049564861extreme_values-3813556144049564861lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=32.7> 32.7 </td><td>1</td><td><div class=bar style=width:33.3%> &nbsp; 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role=presentation class=active><a href=#-2965408805292100011extreme_values--2965408805292100011firstn aria-controls=-2965408805292100011extreme_values--2965408805292100011firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#-2965408805292100011extreme_values--2965408805292100011lastn aria-controls=-2965408805292100011extreme_values--2965408805292100011lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-2965408805292100011extreme_values--2965408805292100011firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=-9.3> -9.3 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-9.1> -9.1 </td><td>1</td><td><div class=bar style=width:100.0%>< 0.1% </div></td></tr><tr class><td title=-9> -9 </td><td>1</td><td><div 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</td><td>27</td><td><div class=bar style=width:0.8%> &nbsp; </div> 0.7% </td></tr><tr class><td title=-0.2> -0.2 </td><td>26</td><td><div class=bar style=width:0.8%> &nbsp; </div> 0.7% </td></tr><tr class><td title=-0.3> -0.3 </td><td>26</td><td><div class=bar style=width:0.8%> &nbsp; </div> 0.7% </td></tr><tr class><td title=0.6> 0.6 </td><td>25</td><td><div class=bar style=width:0.7%> &nbsp; </div> 0.7% </td></tr><tr class><td title=7.1> 7.1 </td><td>23</td><td><div class=bar style=width:0.7%> &nbsp; </div> 0.6% </td></tr><tr class><td title=12.6> 12.6 </td><td>23</td><td><div class=bar style=width:0.7%> &nbsp; </div> 0.6% </td></tr><tr class=other><td title="Other values (294)"> Other values (294) </td><td>3385</td><td><div class=bar style=width:100.0%> 92.7% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=3565101324697230224bottom-3565101324697230224extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#3565101324697230224extreme_values-3565101324697230224firstn aria-controls=3565101324697230224extreme_values-3565101324697230224firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#3565101324697230224extreme_values-3565101324697230224lastn aria-controls=3565101324697230224extreme_values-3565101324697230224lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=3565101324697230224extreme_values-3565101324697230224firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=-16.1> -16.1 </td><td>1</td><td><div class=bar style=width:50.0%>< 0.1% </div></td></tr><tr class><td title=-13.8> -13.8 </td><td>1</td><td><div class=bar style=width:50.0%>< 0.1% </div></td></tr><tr class><td title=-13.4> -13.4 </td><td>1</td><td><div 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</div> 2.0% </td></tr><tr class><td title=4.6> 4.6 </td><td>67</td><td><div class=bar style=width:2.3%> &nbsp; </div> 1.8% </td></tr><tr class><td title=6.3> 6.3 </td><td>67</td><td><div class=bar style=width:2.3%> &nbsp; </div> 1.8% </td></tr><tr class><td title=3.8> 3.8 </td><td>64</td><td><div class=bar style=width:2.2%> &nbsp; </div> 1.8% </td></tr><tr class><td title=5.2> 5.2 </td><td>63</td><td><div class=bar style=width:2.2%> &nbsp; </div> 1.7% </td></tr><tr class><td title=4.5> 4.5 </td><td>62</td><td><div class=bar style=width:2.1%> &nbsp; </div> 1.7% </td></tr><tr class=other><td title="Other values (235)"> Other values (235) </td><td>2912</td><td><div class=bar style=width:100.0%> 79.7% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-3714212945038623186bottom--3714212945038623186extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-3714212945038623186extreme_values--3714212945038623186firstn aria-controls=-3714212945038623186extreme_values--3714212945038623186firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#-3714212945038623186extreme_values--3714212945038623186lastn aria-controls=-3714212945038623186extreme_values--3714212945038623186lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-3714212945038623186extreme_values--3714212945038623186firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=2.2> 2.2 </td><td>2</td><td><div class=bar style=width:11.1%> &nbsp; </div> 0.1% </td></tr><tr class><td title=2.3> 2.3 </td><td>2</td><td><div class=bar style=width:11.1%> &nbsp; </div> 0.1% </td></tr><tr class><td title=2.4> 2.4 </td><td>1</td><td><div class=bar style=width:5.6%> &nbsp; </div>< 0.1% </td></tr><tr class><td title=2.5> 2.5 </td><td>7</td><td><div class=bar style=width:38.9%> &nbsp; </div> 0.2% </td></tr><tr class><td title=2.6> 2.6 </td><td>8</td><td><div class=bar style=width:44.4%> 0.2% </div></td></tr><tr class><td title=2.7> 2.7 </td><td>10</td><td><div class=bar style=width:55.6%> 0.3% </div></td></tr><tr class><td title=2.8> 2.8 </td><td>3</td><td><div class=bar style=width:16.7%> &nbsp; </div> 0.1% </td></tr><tr class><td title=2.9> 2.9 </td><td>14</td><td><div class=bar style=width:77.8%> 0.4% </div></td></tr><tr class><td title=3> 3 </td><td>12</td><td><div class=bar style=width:66.7%> 0.3% </div></td></tr><tr class><td title=3.1> 3.1 </td><td>18</td><td><div class=bar style=width:100.0%> 0.5% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-3714212945038623186extreme_values--3714212945038623186lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=31.1> 31.1 </td><td>1</td><td><div class=bar style=width:50.0%>< 0.1% </div></td></tr><tr class><td title=30.5> 30.5 </td><td>1</td><td><div class=bar style=width:50.0%>< 0.1% </div></td></tr><tr class><td title=30.3> 30.3 </td><td>1</td><td><div class=bar style=width:50.0%>< 0.1% </div></td></tr><tr class><td title=30> 30 </td><td>1</td><td><div class=bar style=width:50.0%>< 0.1% </div></td></tr><tr class><td title=29.1> 29.1 </td><td>2</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=28.9> 28.9 </td><td>1</td><td><div class=bar style=width:50.0%>< 0.1% </div></td></tr><tr class><td title=28.8> 28.8 </td><td>2</td><td><div class=bar style=width:100.0%> 0.1% </div></td></tr><tr class><td title=28.2> 28.2 </td><td>1</td><td><div class=bar style=width:50.0%>< 0.1% </div></td></tr><tr class><td title=28> 28 </td><td>1</td><td><div class=bar style=width:50.0%>< 0.1% </div></td></tr><tr class><td title=27.9> 27.9 </td><td>1</td><td><div class=bar style=width:50.0%>< 0.1% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_6570671994383926719></a><div class=variable><div class=col-sm-12><p class=h4 title=Holiday><a href=#pp_var_6570671994383926719>Holiday</a><br><small>Categorical</small></p><p><code><abbr title="This variable has a high overall correlation with 1 fields: Special_Event">HIGH CORRELATION</abbr></code>&nbsp <code>IMBALANCE</code>&nbsp </p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>3</td></tr><tr><th>Distinct (%)</th><td>0.1%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>28.7 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> 0 </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 3502&nbsp; </div></td></tr><tr class><th width=10%> 1 </th><td width=10%><div class=bar style=width:4.3% data-toggle=tooltip data-placement=center data-html=true data-delay=500> &nbsp; </div> 149 </td></tr><tr class><th width=10%> 6 </th><td width=10%><div class=bar style=width:0.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> &nbsp; </div> 1 </td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-6570671994383926719, #minifreqtable6570671994383926719" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-6570671994383926719 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#6570671994383926719bottom-6570671994383926719overview aria-controls=6570671994383926719bottom-6570671994383926719overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#6570671994383926719bottom-6570671994383926719string aria-controls=6570671994383926719bottom-6570671994383926719string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#6570671994383926719bottom-6570671994383926719word aria-controls=6570671994383926719bottom-6570671994383926719word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#6570671994383926719bottom-6570671994383926719characters aria-controls=6570671994383926719bottom-6570671994383926719characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=6570671994383926719bottom-6570671994383926719overview><div class=row><div class=col-sm-3><p class=h4>Length</p><table class="table table-condensed stats"><tbody><tr><th>Max length</th><td>1</td></tr><tr><th>Median length</th><td>1</td></tr><tr><th>Mean length</th><td>1</td></tr><tr><th>Min length</th><td>1</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Characters and Unicode</p><table class="table table-condensed stats"><tbody><tr><th>Total characters</th><td>3652</td></tr><tr><th>Distinct characters</th><td>3</td></tr><tr><th>Distinct categories</th><td>1 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>1 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>1 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>< 0.1%</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>1</td></tr><tr><th>2nd row</th><td>1</td></tr><tr><th>3rd row</th><td>0</td></tr><tr><th>4th row</th><td>0</td></tr><tr><th>5th row</th><td>0</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=6570671994383926719bottom-6570671994383926719string><div class=row><div class=col-sm-12><h4 class=indent>Common Values</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0> 0 </td><td>3502</td><td><div class=bar style=width:100.0%> 95.9% </div></td></tr><tr class><td title=1> 1 </td><td>149</td><td><div class=bar style=width:4.3%> &nbsp; </div> 4.1% </td></tr><tr class><td title=6> 6 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; 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</div> 4.1% </td></tr><tr class><td title=6> 6 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=6570671994383926719unicode-6570671994383926719categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="Decimal Number"> Decimal Number </td><td>3652</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>Decimal Number</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0> 0 </td><td>3502</td><td><div class=bar style=width:100.0%> 95.9% </div></td></tr><tr class><td title=1> 1 </td><td>149</td><td><div class=bar style=width:4.3%> &nbsp; </div> 4.1% </td></tr><tr class><td title=6> 6 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=6570671994383926719unicode-6570671994383926719scripts><div class="row named-list-item"><h4>Most occurring scripts</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Common> Common </td><td>3652</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4><div class=row><div class=col-sm-12><h5><em>Common</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0> 0 </td><td>3502</td><td><div class=bar style=width:100.0%> 95.9% </div></td></tr><tr class><td title=1> 1 </td><td>149</td><td><div class=bar style=width:4.3%> &nbsp; </div> 4.1% </td></tr><tr class><td title=6> 6 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=6570671994383926719unicode-6570671994383926719blocks><div class="row named-list-item"><h4>Most occurring blocks</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=ASCII> ASCII </td><td>3652</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4><div class=row><div class=col-sm-12><h5><em>ASCII</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0> 0 </td><td>3502</td><td><div class=bar style=width:100.0%> 95.9% </div></td></tr><tr class><td title=1> 1 </td><td>149</td><td><div class=bar style=width:4.3%> &nbsp; </div> 4.1% </td></tr><tr class><td title=6> 6 </td><td>1</td><td><div class=bar style=width:0.0%> &nbsp; </div>< 0.1% </td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-2550652239582785048></a><div class=variable><div class=col-sm-12><p class=h4 title=Special_Event><a href=#pp_var_-2550652239582785048>Special_Event</a><br><small>Categorical</small></p><p><code><abbr title="This variable has a high overall correlation with 1 fields: Holiday">HIGH CORRELATION</abbr></code>&nbsp <code>IMBALANCE</code>&nbsp </p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>2</td></tr><tr><th>Distinct (%)</th><td>0.1%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>28.7 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> 0 </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 3502&nbsp; 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title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>1 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; 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class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2010> 2010 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2011> 2011 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2013> 2013 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2014> 2014 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2015> 2015 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-1439237529314316622bottom--1439237529314316622extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-1439237529314316622extreme_values--1439237529314316622firstn aria-controls=-1439237529314316622extreme_values--1439237529314316622firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#-1439237529314316622extreme_values--1439237529314316622lastn aria-controls=-1439237529314316622extreme_values--1439237529314316622lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-1439237529314316622extreme_values--1439237529314316622firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=2006> 2006 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2007> 2007 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2008> 2008 </td><td>366</td><td><div class=bar style=width:100.0%> 10.0% </div></td></tr><tr class><td title=2009> 2009 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2010> 2010 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2011> 2011 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2012> 2012 </td><td>366</td><td><div class=bar style=width:100.0%> 10.0% </div></td></tr><tr class><td title=2013> 2013 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2014> 2014 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr><tr class><td title=2015> 2015 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-1439237529314316622extreme_values--1439237529314316622lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=2015> 2015 </td><td>365</td><td><div class=bar style=width:99.7%> 10.0% 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</div> 3.3% </td></tr><tr class><td title=25> 25 </td><td>120</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.3% </td></tr><tr class><td title=24> 24 </td><td>120</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.3% </td></tr><tr class><td title=23> 23 </td><td>120</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.3% </td></tr><tr class><td title=22> 22 </td><td>120</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.3% </td></tr><tr class><td title=21> 21 </td><td>120</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.3% </td></tr><tr class=other><td title="Other values (21)"> Other values (21) </td><td>2452</td><td><div class=bar style=width:100.0%> 67.1% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=7361754876206581855bottom-7361754876206581855extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#7361754876206581855extreme_values-7361754876206581855firstn aria-controls=7361754876206581855extreme_values-7361754876206581855firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#7361754876206581855extreme_values-7361754876206581855lastn aria-controls=7361754876206581855extreme_values-7361754876206581855lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=7361754876206581855extreme_values-7361754876206581855firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1> 1 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=2> 2 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=3> 3 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=4> 4 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=5> 5 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=6> 6 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=7> 7 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=8> 8 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=9> 9 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=10> 10 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=7361754876206581855extreme_values-7361754876206581855lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=31> 31 </td><td>70</td><td><div class=bar style=width:58.3%> 1.9% </div></td></tr><tr class><td title=30> 30 </td><td>110</td><td><div class=bar style=width:91.7%> 3.0% </div></td></tr><tr class><td title=29> 29 </td><td>112</td><td><div class=bar style=width:93.3%> 3.1% </div></td></tr><tr class><td title=28> 28 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=27> 27 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=26> 26 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=25> 25 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=24> 24 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=23> 23 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr><tr class><td title=22> 22 </td><td>120</td><td><div class=bar style=width:100.0%> 3.3% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-316640376984829321></a><div class=variable><div class=col-sm-12><p class=h4 title=Day><a href=#pp_var_-316640376984829321>Day</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>7</td></tr><tr><th>Distinct (%)</th><td>0.2%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>28.7 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> Sunday </th><td width=10%><div class=bar style=width:50.1% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 522&nbsp; 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title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>1 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; 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+ ""/></defs><use xlink:href=#ArialMT-53 /><use xlink:href=#ArialMT-61 x=66.699219 /><use xlink:href=#ArialMT-74 x=122.314453 /><use xlink:href=#ArialMT-75 x=150.097656 /><use xlink:href=#ArialMT-72 x=205.712891 /><use xlink:href=#ArialMT-64 x=239.013672 /><use xlink:href=#ArialMT-61 x=294.628906 /><use xlink:href=#ArialMT-79 x=350.244141 /></g></g></g></g></g><defs><clippath id=pf453811329><rect x=7.2 y=7.2 width=390.6 height=110.88 /></clippath></defs></svg></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-316640376984829321bottom--316640376984829321word><div class=col-sm-12><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=sunday> sunday </td><td>522</td><td><div class=bar style=width:100.0%> 14.3% </div></td></tr><tr class><td title=monday> monday </td><td>522</td><td><div class=bar style=width:100.0%> 14.3% </div></td></tr><tr class><td title=tuesday> tuesday </td><td>522</td><td><div class=bar style=width:100.0%> 14.3% </div></td></tr><tr class><td title=wednesday> wednesday </td><td>522</td><td><div class=bar style=width:100.0%> 14.3% </div></td></tr><tr class><td title=thursday> thursday </td><td>522</td><td><div class=bar style=width:100.0%> 14.3% </div></td></tr><tr class><td title=friday> friday </td><td>521</td><td><div class=bar style=width:99.8%> 14.3% </div></td></tr><tr class><td title=saturday> saturday </td><td>521</td><td><div class=bar style=width:99.8%> 14.3% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-316640376984829321bottom--316640376984829321characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-316640376984829321unicode--316640376984829321characters aria-controls=-316640376984829321unicode--316640376984829321characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#-316640376984829321unicode--316640376984829321categories aria-controls=-316640376984829321unicode--316640376984829321categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-316640376984829321unicode--316640376984829321scripts aria-controls=-316640376984829321unicode--316640376984829321scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#-316640376984829321unicode--316640376984829321blocks aria-controls=-316640376984829321unicode--316640376984829321blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-316640376984829321unicode--316640376984829321characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=d> d </td><td>4174</td><td><div class=bar style=width:100.0%> 16.0% </div></td></tr><tr class><td title=a> a </td><td>4173</td><td><div class=bar style=width:100.0%> 16.0% </div></td></tr><tr class><td title=y> y </td><td>3652</td><td><div class=bar style=width:87.5%> 14.0% </div></td></tr><tr class><td title=u> u </td><td>2087</td><td><div class=bar style=width:50.0%> 8.0% </div></td></tr><tr class><td title=e> e </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=n> n </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=s> s </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=r> r </td><td>1564</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=T> T </td><td>1044</td><td><div class=bar style=width:25.0%> &nbsp; </div> 4.0% </td></tr><tr class><td title=S> S </td><td>1043</td><td><div class=bar style=width:25.0%> &nbsp; </div> 4.0% </td></tr><tr class=other><td title="Other values (7)"> Other values (7) </td><td>3651</td><td><div class=bar style=width:87.5%> 14.0% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-316640376984829321unicode--316640376984829321categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="Lowercase Letter"> Lowercase Letter </td><td>22434</td><td><div class=bar style=width:100.0%> 86.0% </div></td></tr><tr class><td title="Uppercase Letter"> Uppercase Letter </td><td>3652</td><td><div class=bar style=width:16.3%> &nbsp; </div> 14.0% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>Lowercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=d> d </td><td>4174</td><td><div class=bar style=width:100.0%> 18.6% </div></td></tr><tr class><td title=a> a </td><td>4173</td><td><div class=bar style=width:100.0%> 18.6% </div></td></tr><tr class><td title=y> y </td><td>3652</td><td><div class=bar style=width:87.5%> 16.3% </div></td></tr><tr class><td title=u> u </td><td>2087</td><td><div class=bar style=width:50.0%> 9.3% </div></td></tr><tr class><td title=e> e </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 7.0% </td></tr><tr class><td title=n> n </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 7.0% </td></tr><tr class><td title=s> s </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 7.0% </td></tr><tr class><td title=r> r </td><td>1564</td><td><div class=bar style=width:37.5%> &nbsp; </div> 7.0% </td></tr><tr class><td title=o> o </td><td>522</td><td><div class=bar style=width:12.5%> &nbsp; </div> 2.3% </td></tr><tr class><td title=h> h </td><td>522</td><td><div class=bar style=width:12.5%> &nbsp; </div> 2.3% </td></tr><tr class=other><td title="Other values (2)"> Other values (2) </td><td>1042</td><td><div class=bar style=width:25.0%> &nbsp; </div> 4.6% </td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Uppercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=T> T </td><td>1044</td><td><div class=bar style=width:100.0%> 28.6% </div></td></tr><tr class><td title=S> S </td><td>1043</td><td><div class=bar style=width:99.9%> 28.6% </div></td></tr><tr class><td title=W> W </td><td>522</td><td><div class=bar style=width:50.0%> 14.3% </div></td></tr><tr class><td title=M> M </td><td>522</td><td><div class=bar style=width:50.0%> 14.3% </div></td></tr><tr class><td title=F> F </td><td>521</td><td><div class=bar style=width:49.9%> 14.3% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-316640376984829321unicode--316640376984829321scripts><div class="row named-list-item"><h4>Most occurring scripts</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Latin> Latin </td><td>26086</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4><div class=row><div class=col-sm-12><h5><em>Latin</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=d> d </td><td>4174</td><td><div class=bar style=width:100.0%> 16.0% </div></td></tr><tr class><td title=a> a </td><td>4173</td><td><div class=bar style=width:100.0%> 16.0% </div></td></tr><tr class><td title=y> y </td><td>3652</td><td><div class=bar style=width:87.5%> 14.0% </div></td></tr><tr class><td title=u> u </td><td>2087</td><td><div class=bar style=width:50.0%> 8.0% </div></td></tr><tr class><td title=e> e </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=n> n </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=s> s </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=r> r </td><td>1564</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=T> T </td><td>1044</td><td><div class=bar style=width:25.0%> &nbsp; </div> 4.0% </td></tr><tr class><td title=S> S </td><td>1043</td><td><div class=bar style=width:25.0%> &nbsp; </div> 4.0% </td></tr><tr class=other><td title="Other values (7)"> Other values (7) </td><td>3651</td><td><div class=bar style=width:87.5%> 14.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-316640376984829321unicode--316640376984829321blocks><div class="row named-list-item"><h4>Most occurring blocks</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=ASCII> ASCII </td><td>26086</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4><div class=row><div class=col-sm-12><h5><em>ASCII</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=d> d </td><td>4174</td><td><div class=bar style=width:100.0%> 16.0% </div></td></tr><tr class><td title=a> a </td><td>4173</td><td><div class=bar style=width:100.0%> 16.0% </div></td></tr><tr class><td title=y> y </td><td>3652</td><td><div class=bar style=width:87.5%> 14.0% </div></td></tr><tr class><td title=u> u </td><td>2087</td><td><div class=bar style=width:50.0%> 8.0% </div></td></tr><tr class><td title=e> e </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=n> n </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=s> s </td><td>1566</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=r> r </td><td>1564</td><td><div class=bar style=width:37.5%> &nbsp; </div> 6.0% </td></tr><tr class><td title=T> T </td><td>1044</td><td><div class=bar style=width:25.0%> &nbsp; </div> 4.0% </td></tr><tr class><td title=S> S </td><td>1043</td><td><div class=bar style=width:25.0%> &nbsp; </div> 4.0% </td></tr><tr class=other><td title="Other values (7)"> Other values (7) </td><td>3651</td><td><div class=bar style=width:87.5%> 14.0% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-8835640653131191974></a><div class=variable><div class=col-sm-12><p class=h4 title=Month><a href=#pp_var_-8835640653131191974>Month</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>12</td></tr><tr><th>Distinct (%)</th><td>0.3%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>28.7 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> January </th><td width=10%><div class=bar style=width:14.7% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 310&nbsp; </div></td></tr><tr class><th width=10%> March </th><td width=10%><div class=bar style=width:14.7% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 310&nbsp; </div></td></tr><tr class><th width=10%> May </th><td width=10%><div class=bar style=width:14.7% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 310&nbsp; </div></td></tr><tr class><th width=10%> July </th><td width=10%><div class=bar style=width:14.7% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 310&nbsp; </div></td></tr><tr class><th width=10%> August </th><td width=10%><div class=bar style=width:14.7% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 310&nbsp; </div></td></tr><tr class=other><th width=10%> Other values (7) </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 2102&nbsp; </div></td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom--8835640653131191974, #minifreqtable-8835640653131191974" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom--8835640653131191974 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-8835640653131191974bottom--8835640653131191974overview aria-controls=-8835640653131191974bottom--8835640653131191974overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#-8835640653131191974bottom--8835640653131191974string aria-controls=-8835640653131191974bottom--8835640653131191974string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-8835640653131191974bottom--8835640653131191974word aria-controls=-8835640653131191974bottom--8835640653131191974word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#-8835640653131191974bottom--8835640653131191974characters aria-controls=-8835640653131191974bottom--8835640653131191974characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-8835640653131191974bottom--8835640653131191974overview><div class=row><div class=col-sm-3><p class=h4>Length</p><table class="table table-condensed stats"><tbody><tr><th>Max length</th><td>9</td></tr><tr><th>Median length</th><td>7</td></tr><tr><th>Mean length</th><td>6.1489595</td></tr><tr><th>Min length</th><td>3</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Characters and Unicode</p><table class="table table-condensed stats"><tbody><tr><th>Total characters</th><td>22456</td></tr><tr><th>Distinct characters</th><td>26</td></tr><tr><th>Distinct categories</th><td>2 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>1 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>January</td></tr><tr><th>2nd row</th><td>January</td></tr><tr><th>3rd row</th><td>January</td></tr><tr><th>4th row</th><td>January</td></tr><tr><th>5th row</th><td>January</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-8835640653131191974bottom--8835640653131191974string><div class=row><div class=col-sm-12><h4 class=indent>Common Values</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=January> January </td><td>310</td><td><div class=bar style=width:53.3%> 8.5% </div></td></tr><tr class><td title=March> March </td><td>310</td><td><div class=bar style=width:53.3%> 8.5% </div></td></tr><tr class><td title=May> May </td><td>310</td><td><div class=bar style=width:53.3%> 8.5% </div></td></tr><tr class><td title=July> July </td><td>310</td><td><div class=bar style=width:53.3%> 8.5% </div></td></tr><tr class><td title=August> August </td><td>310</td><td><div class=bar style=width:53.3%> 8.5% </div></td></tr><tr class><td title=October> October </td><td>310</td><td><div class=bar style=width:53.3%> 8.5% </div></td></tr><tr class><td title=December> December </td><td>310</td><td><div class=bar style=width:53.3%> 8.5% </div></td></tr><tr class><td title=April> April </td><td>300</td><td><div class=bar style=width:51.5%> 8.2% </div></td></tr><tr class><td title=June> June </td><td>300</td><td><div class=bar style=width:51.5%> 8.2% </div></td></tr><tr class><td title=September> September </td><td>300</td><td><div class=bar style=width:51.5%> 8.2% </div></td></tr><tr class=other><td title="Other values (2)"> Other values (2) </td><td>582</td><td><div class=bar style=width:100.0%> 15.9% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h4 class=indent>Length</h4><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n",
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</td><td>310</td><td><div class=bar style=width:53.3%> 8.5% </div></td></tr><tr class><td title=october> october </td><td>310</td><td><div class=bar style=width:53.3%> 8.5% </div></td></tr><tr class><td title=december> december </td><td>310</td><td><div class=bar style=width:53.3%> 8.5% </div></td></tr><tr class><td title=april> april </td><td>300</td><td><div class=bar style=width:51.5%> 8.2% </div></td></tr><tr class><td title=june> june </td><td>300</td><td><div class=bar style=width:51.5%> 8.2% </div></td></tr><tr class><td title=september> september </td><td>300</td><td><div class=bar style=width:51.5%> 8.2% </div></td></tr><tr class=other><td title="Other values (2)"> Other values (2) </td><td>582</td><td><div class=bar style=width:100.0%> 15.9% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-8835640653131191974bottom--8835640653131191974characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-8835640653131191974unicode--8835640653131191974characters aria-controls=-8835640653131191974unicode--8835640653131191974characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#-8835640653131191974unicode--8835640653131191974categories aria-controls=-8835640653131191974unicode--8835640653131191974categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-8835640653131191974unicode--8835640653131191974scripts aria-controls=-8835640653131191974unicode--8835640653131191974scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#-8835640653131191974unicode--8835640653131191974blocks aria-controls=-8835640653131191974unicode--8835640653131191974blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-8835640653131191974unicode--8835640653131191974characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=e> e </td><td>3322</td><td><div class=bar style=width:49.6%> 14.8% </div></td></tr><tr class><td title=r> r </td><td>2704</td><td><div class=bar style=width:40.4%> 12.0% </div></td></tr><tr class><td title=u> u </td><td>1822</td><td><div class=bar style=width:27.2%> &nbsp; </div> 8.1% </td></tr><tr class><td title=a> a </td><td>1522</td><td><div class=bar style=width:22.7%> &nbsp; </div> 6.8% </td></tr><tr class><td title=b> b </td><td>1502</td><td><div class=bar style=width:22.4%> &nbsp; </div> 6.7% </td></tr><tr class><td title=y> y </td><td>1212</td><td><div class=bar style=width:18.1%> &nbsp; </div> 5.4% </td></tr><tr class><td title=c> c </td><td>930</td><td><div class=bar style=width:13.9%> &nbsp; </div> 4.1% </td></tr><tr class><td title=J> J </td><td>920</td><td><div class=bar style=width:13.7%> &nbsp; </div> 4.1% </td></tr><tr class><td title=t> t </td><td>920</td><td><div class=bar style=width:13.7%> &nbsp; </div> 4.1% </td></tr><tr class><td title=m> m </td><td>910</td><td><div class=bar style=width:13.6%> &nbsp; </div> 4.1% </td></tr><tr class=other><td title="Other values (16)"> Other values (16) </td><td>6692</td><td><div class=bar style=width:100.0%> 29.8% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-8835640653131191974unicode--8835640653131191974categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="Lowercase Letter"> Lowercase Letter </td><td>18804</td><td><div class=bar style=width:100.0%> 83.7% </div></td></tr><tr class><td title="Uppercase Letter"> Uppercase Letter </td><td>3652</td><td><div class=bar style=width:19.4%> &nbsp; </div> 16.3% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>Lowercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=e> e </td><td>3322</td><td><div class=bar style=width:99.2%> 17.7% </div></td></tr><tr class><td title=r> r </td><td>2704</td><td><div class=bar style=width:80.7%> 14.4% </div></td></tr><tr class><td title=u> u </td><td>1822</td><td><div class=bar style=width:54.4%> 9.7% </div></td></tr><tr class><td title=a> a </td><td>1522</td><td><div class=bar style=width:45.4%> 8.1% </div></td></tr><tr class><td title=b> b </td><td>1502</td><td><div class=bar style=width:44.8%> 8.0% </div></td></tr><tr class><td title=y> y </td><td>1212</td><td><div class=bar style=width:36.2%> &nbsp; </div> 6.4% </td></tr><tr class><td title=c> c </td><td>930</td><td><div 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title=ASCII> ASCII </td><td>22456</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4><div class=row><div class=col-sm-12><h5><em>ASCII</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=e> e </td><td>3322</td><td><div class=bar style=width:49.6%> 14.8% </div></td></tr><tr class><td title=r> r </td><td>2704</td><td><div class=bar style=width:40.4%> 12.0% </div></td></tr><tr class><td title=u> u </td><td>1822</td><td><div class=bar style=width:27.2%> &nbsp; </div> 8.1% </td></tr><tr class><td title=a> a </td><td>1522</td><td><div class=bar style=width:22.7%> &nbsp; </div> 6.8% </td></tr><tr class><td title=b> b </td><td>1502</td><td><div class=bar style=width:22.4%> &nbsp; </div> 6.7% </td></tr><tr class><td title=y> y </td><td>1212</td><td><div class=bar style=width:18.1%> &nbsp; </div> 5.4% </td></tr><tr class><td title=c> c </td><td>930</td><td><div class=bar style=width:13.9%> &nbsp; </div> 4.1% </td></tr><tr class><td title=J> J </td><td>920</td><td><div class=bar style=width:13.7%> &nbsp; </div> 4.1% </td></tr><tr class><td title=t> t </td><td>920</td><td><div class=bar style=width:13.7%> &nbsp; </div> 4.1% </td></tr><tr class><td title=m> m </td><td>910</td><td><div class=bar style=width:13.6%> &nbsp; </div> 4.1% </td></tr><tr class=other><td title="Other values (16)"> Other values (16) </td><td>6692</td><td><div class=bar style=width:100.0%> 29.8% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="row header"><a class=anchor-pos id=interactions></a><h1 class=page-header>Interactions</h1></div><div class=section-items><div class="row variable"><div class=col-sm-2><select class="form-control multiple" role=tablist id=select- multiple><option 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data-target=#interactions-interactions_temperature_max aria-controls=interactions-interactions_temperature_max role=tab data-toggle=tab> Temperature_Max </option><option role=presentation data-target=#interactions-interactions_temperature_min aria-controls=interactions-interactions_temperature_min role=tab data-toggle=tab> Temperature_Min </option><option role=presentation data-target=#interactions-interactions_temperature_evening aria-controls=interactions-interactions_temperature_evening role=tab data-toggle=tab> Temperature_Evening </option><option role=presentation data-target=#interactions-interactions_precipiation_5days aria-controls=interactions-interactions_precipiation_5days role=tab data-toggle=tab> Precipiation_5Days </option><option role=presentation data-target=#interactions-interactions_precipiation aria-controls=interactions-interactions_precipiation role=tab data-toggle=tab> Precipiation </option><option role=presentation data-target=#interactions-interactions_wind aria-controls=interactions-interactions_wind role=tab data-toggle=tab> Wind </option><option role=presentation data-target=#interactions-interactions_year aria-controls=interactions-interactions_year role=tab data-toggle=tab> Year </option><option role=presentation data-target=#interactions-interactions_day_in_month aria-controls=interactions-interactions_day_in_month role=tab data-toggle=tab> Day_in_Month </option></select></div><div class="tab-content col-sm-10"><div role=tabpanel class="tab-pane col-sm-12 active" id=interactions-interactions_passengers><div class="row variable" style="border: 0px;"><div class=col-sm-3><select class="form-control multiple" role=tablist id=select- multiple><option role=presentation class=active data-target=#interactions_passengers-interactions_passengers_day_in_month aria-controls=interactions_passengers-interactions_passengers_day_in_month role=tab data-toggle=tab> Day_in_Month </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_passengers aria-controls=interactions_passengers-interactions_passengers_passengers role=tab data-toggle=tab> Passengers </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_temperature_midday aria-controls=interactions_passengers-interactions_passengers_temperature_midday role=tab data-toggle=tab> Temperature_Midday </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_sunshine_percentage aria-controls=interactions_passengers-interactions_passengers_sunshine_percentage role=tab data-toggle=tab> Sunshine_Percentage </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_snow_5days aria-controls=interactions_passengers-interactions_passengers_snow_5days role=tab data-toggle=tab> Snow_5Days </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_temperature_deviation aria-controls=interactions_passengers-interactions_passengers_temperature_deviation role=tab data-toggle=tab> Temperature_Deviation </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_temperature_max aria-controls=interactions_passengers-interactions_passengers_temperature_max role=tab data-toggle=tab> Temperature_Max </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_temperature_min aria-controls=interactions_passengers-interactions_passengers_temperature_min role=tab data-toggle=tab> Temperature_Min </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_temperature_evening aria-controls=interactions_passengers-interactions_passengers_temperature_evening role=tab data-toggle=tab> Temperature_Evening </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_precipiation_5days aria-controls=interactions_passengers-interactions_passengers_precipiation_5days role=tab data-toggle=tab> Precipiation_5Days </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_precipiation aria-controls=interactions_passengers-interactions_passengers_precipiation role=tab data-toggle=tab> Precipiation </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_wind aria-controls=interactions_passengers-interactions_passengers_wind role=tab data-toggle=tab> Wind </option><option role=presentation data-target=#interactions_passengers-interactions_passengers_year aria-controls=interactions_passengers-interactions_passengers_year role=tab data-toggle=tab> Year </option></select></div><div class="tab-content col-sm-9"><div role=tabpanel class="tab-pane col-sm-12 active" 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