{
"cells": [
{
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"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Ii-pea69A-WM"
},
"source": [
"# TIPS Dataset"
]
},
{
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"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 224
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"colab_type": "code",
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"status": "ok",
"timestamp": 1591692869809,
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"id": "Oman4Dnt34lq",
"outputId": "f9fa8ccb-c905-4153-ead5-97a5f3fe8137"
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"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
" import pandas.util.testing as tm\n"
]
},
{
"data": {
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"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" total_bill \n",
" tip \n",
" sex \n",
" smoker \n",
" day \n",
" time \n",
" size \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 16.99 \n",
" 1.01 \n",
" Female \n",
" No \n",
" Sun \n",
" Dinner \n",
" 2 \n",
" \n",
" \n",
" 1 \n",
" 10.34 \n",
" 1.66 \n",
" Male \n",
" No \n",
" Sun \n",
" Dinner \n",
" 3 \n",
" \n",
" \n",
" 2 \n",
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" \n",
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" Male \n",
" No \n",
" Sun \n",
" Dinner \n",
" 2 \n",
" \n",
" \n",
" 4 \n",
" 24.59 \n",
" 3.61 \n",
" Female \n",
" No \n",
" Sun \n",
" Dinner \n",
" 4 \n",
" \n",
" \n",
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\n",
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"
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"text/plain": [
" total_bill tip sex smoker day time size\n",
"0 16.99 1.01 Female No Sun Dinner 2\n",
"1 10.34 1.66 Male No Sun Dinner 3\n",
"2 21.01 3.50 Male No Sun Dinner 3\n",
"3 23.68 3.31 Male No Sun Dinner 2\n",
"4 24.59 3.61 Female No Sun Dinner 4"
]
},
"execution_count": 1,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"tips = pd.read_csv('https://frenzy86.s3.eu-west-2.amazonaws.com/fav/tips.csv')\n",
"tips.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "LCUFejwJH6RG"
},
"source": [
"A data frame with 244 observations on the following 8 variables.\n",
"\n",
"\n",
"**total_bill:** a numeric vector, the bill amount (dollars)\n",
"\n",
"**tip:**a numeric vector, the tip amount (dollars)\n",
"\n",
"**sex:** factor with levels Female Male, gender of the payer of the bill\n",
"\n",
"**smoker:** factor with levels No Yes, whether the party included smokers\n",
"\n",
"**day:** factor with levels Friday Saturday Sunday Thursday, day of the week\n",
"\n",
"**time:** factor with levels Day Night, rough time of day\n",
"\n",
"**size:** numeric vector, number of people in party"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 392
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1486,
"status": "ok",
"timestamp": 1591692875338,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "2jsIoFjTI6Fm",
"outputId": "53d33f68-cf87-4c06-d027-9ed3230a807f"
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"outputs": [
{
"data": {
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"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" total_bill \n",
" tip \n",
" sex \n",
" smoker \n",
" day \n",
" time \n",
" size \n",
" \n",
" \n",
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" 0 \n",
" 16.99 \n",
" 1.01 \n",
" Female \n",
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" Dinner \n",
" 2 \n",
" \n",
" \n",
" 1 \n",
" 10.34 \n",
" 1.66 \n",
" Male \n",
" No \n",
" Sun \n",
" Dinner \n",
" 3 \n",
" \n",
" \n",
" 2 \n",
" 21.01 \n",
" 3.50 \n",
" Male \n",
" No \n",
" Sun \n",
" Dinner \n",
" 3 \n",
" \n",
" \n",
" 3 \n",
" 23.68 \n",
" 3.31 \n",
" Male \n",
" No \n",
" Sun \n",
" Dinner \n",
" 2 \n",
" \n",
" \n",
" 4 \n",
" 24.59 \n",
" 3.61 \n",
" Female \n",
" No \n",
" Sun \n",
" Dinner \n",
" 4 \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 239 \n",
" 29.03 \n",
" 5.92 \n",
" Male \n",
" No \n",
" Sat \n",
" Dinner \n",
" 3 \n",
" \n",
" \n",
" 240 \n",
" 27.18 \n",
" 2.00 \n",
" Female \n",
" Yes \n",
" Sat \n",
" Dinner \n",
" 2 \n",
" \n",
" \n",
" 241 \n",
" 22.67 \n",
" 2.00 \n",
" Male \n",
" Yes \n",
" Sat \n",
" Dinner \n",
" 2 \n",
" \n",
" \n",
" 242 \n",
" 17.82 \n",
" 1.75 \n",
" Male \n",
" No \n",
" Sat \n",
" Dinner \n",
" 2 \n",
" \n",
" \n",
" 243 \n",
" 18.78 \n",
" 3.00 \n",
" Female \n",
" No \n",
" Thur \n",
" Dinner \n",
" 2 \n",
" \n",
" \n",
"
\n",
"
244 rows × 7 columns
\n",
"
"
],
"text/plain": [
" total_bill tip sex smoker day time size\n",
"0 16.99 1.01 Female No Sun Dinner 2\n",
"1 10.34 1.66 Male No Sun Dinner 3\n",
"2 21.01 3.50 Male No Sun Dinner 3\n",
"3 23.68 3.31 Male No Sun Dinner 2\n",
"4 24.59 3.61 Female No Sun Dinner 4\n",
".. ... ... ... ... ... ... ...\n",
"239 29.03 5.92 Male No Sat Dinner 3\n",
"240 27.18 2.00 Female Yes Sat Dinner 2\n",
"241 22.67 2.00 Male Yes Sat Dinner 2\n",
"242 17.82 1.75 Male No Sat Dinner 2\n",
"243 18.78 3.00 Female No Thur Dinner 2\n",
"\n",
"[244 rows x 7 columns]"
]
},
"execution_count": 2,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"tips"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "xN0pnj_4ZL9Q"
},
"outputs": [],
"source": [
"# sns.set()\n",
"# tips = sns.load_dataset(\"tips\")\n",
"# tips.head()"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 277
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1061,
"status": "ok",
"timestamp": 1591692875808,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "7pdfOvzeat0C",
"outputId": "9b79b671-163e-4962-d695-360b40c95d19"
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"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" total_bill \n",
" tip \n",
" size \n",
" \n",
" \n",
" \n",
" \n",
" count \n",
" 244.000000 \n",
" 244.000000 \n",
" 244.000000 \n",
" \n",
" \n",
" mean \n",
" 19.785943 \n",
" 2.998279 \n",
" 2.569672 \n",
" \n",
" \n",
" std \n",
" 8.902412 \n",
" 1.383638 \n",
" 0.951100 \n",
" \n",
" \n",
" min \n",
" 3.070000 \n",
" 1.000000 \n",
" 1.000000 \n",
" \n",
" \n",
" 25% \n",
" 13.347500 \n",
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" 17.795000 \n",
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" 75% \n",
" 24.127500 \n",
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" 50.810000 \n",
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"text/plain": [
" total_bill tip size\n",
"count 244.000000 244.000000 244.000000\n",
"mean 19.785943 2.998279 2.569672\n",
"std 8.902412 1.383638 0.951100\n",
"min 3.070000 1.000000 1.000000\n",
"25% 13.347500 2.000000 2.000000\n",
"50% 17.795000 2.900000 2.000000\n",
"75% 24.127500 3.562500 3.000000\n",
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"execution_count": 4,
"metadata": {
"tags": []
},
"output_type": "execute_result"
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],
"source": [
"tips.describe()"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 252
},
"colab_type": "code",
"executionInfo": {
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"status": "ok",
"timestamp": 1591692876806,
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 244 entries, 0 to 243\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 total_bill 244 non-null float64\n",
" 1 tip 244 non-null float64\n",
" 2 sex 244 non-null object \n",
" 3 smoker 244 non-null object \n",
" 4 day 244 non-null object \n",
" 5 time 244 non-null object \n",
" 6 size 244 non-null int64 \n",
"dtypes: float64(2), int64(1), object(4)\n",
"memory usage: 13.5+ KB\n"
]
}
],
"source": [
"tips.info()"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
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{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(x='smoker',data=tips);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 278
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1522,
"status": "ok",
"timestamp": 1591692878268,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "dgWiKeeZ4jmX",
"outputId": "4f62b46d-db27-43ec-f36a-8cbfdb167b1a"
},
"outputs": [
{
"data": {
"image/png": 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r+y5BX8vfzT3Oy/44yrcutGG5hcJeVdVGYGPfdRyIksxU1XTfdUhz+bs5Psvt8tEO4Jih9VVdmyRpDJZbKPwbsCbJcUkeApwJbOm5JkmaGMvq8lFV7U7yc8D7gYOATVW1teeyJomX5bRc+bs5JqmqvmuQJC0Ty+3ykSSpR4aCJKkxFA4QSe5LcsPQZ/UIz/UfSVaO6viaDEkqyd8Mra9IMpvkvXvZ75S99dHSLasbzdonX6qq7+67COl++B/ghCSHVNWXgB/ER9B750jhAJbkiUk+nOS6JO9PclTXfmWSNySZSXJrku9J8q4kn0jye0P7v6fbd2v3Jvl853hRkmu70clfdvNXSYv1PuDZ3fJZwCV7NiRZm+QjSa5P8q9JHjt35yQPT7Kp+x28PonT4uwjQ+HAccjQpaN3J3kw8CbgjKp6IrAJOH+o/5e7N0T/ArgMOAc4AXhJkkd2fV7W7TsN/PxQOwBJvhN4AfDkbpRyH/DCEf4bdeB5O3BmkoOBxwPXDG37OPD9VXUi8Grg9+fZ/zeAD1bVWuApwOuSPHzENR/QvHx04Piay0dJTmDwR/7yJDB472PnUP89LwXeBGytqp3dfrczeKv8cwyC4Lldv2OANV37HqcCTwT+rTvHIcCu/fvP0oGsqm7s7n+dxWDUMOxQYHOSNUABD57nEE8HnpPkV7r1g4FjgVtHUvAEMBQOXGHwx/5JC2y/t/v5laHlPesrkpwCPA14UlXdk+RKBv/h5p5jc1Wdu9+q1iTaArweOAUYHo3+LvChqnpuFxxXzrNvgOdVlRNj7idePjpw3QZMJXkSQJIHJ3nc/dj/UODuLhC+Azh5nj5XAGckeVR3jiOSLDj7orSATcBvV9VNc9oP5as3nl+ywL7vB16ebqia5MSRVDhBDIUDVPd9FGcAr03yMeAG4PvuxyH+icGI4VbgNcDV85zjFuA3gQ8kuRG4HDhqX2vXZKmq7VX1xnk2/SHwB0muZ+GrGr/L4LLSjUm2duvaB05zIUlqHClIkhpDQZLUGAqSpMZQkCQ1hoIkqTEUJEmNoSBJagwFaYm6GTr/IcnHktyc5AXzzUyb5NAkt+2Z5TPJJUl+su/6pfk495G0dKcB/1lVzwZIcijwj8C6qppN8gLg/Kp6WZKfAy5KcgFweFX9VX9lSwvzjWZpiZI8BvgA8A7gvcDdwL8Ct3ddDgJ2VtXTu/4bgecBT6iq7eOvWNo7RwrSElXVvyc5CXgW8HvAB1lgZtokDwK+E7gHOBwwFLQseU9BWqIkjwbuqaq/AV4HfC8Lz0z7iwzm+P8x4K3dlyBJy44jBWnpvovBN319Bfg/4GeA3cAbu/sLK4A/SbIb+AlgbVV9MclVDGaXPa+nuqUFeU9BktR4+UiS1BgKkqTGUJAkNYaCJKkxFCRJjaEgSWoMBUlS8/8WVoYsOMkzmQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(x='sex',data=tips);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 278
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1267,
"status": "ok",
"timestamp": 1591692878886,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "GbYS4O7h4jjn",
"outputId": "dee27d03-ffae-46fe-8a67-11eb830a8b2c"
},
"outputs": [
{
"data": {
"image/png": 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VwLlV9Qbg03RXuqyqO4EFSd4ObFtV945tQmk9DL+0Yd8ETk2yY5JdgPd263cBnujO358xbZurgb/Bo33NUl6kTdqIJJ9k8NkLTwGPAnczuB77+cBK4C5gl6o6q3v8a4GHgL2ratU4ZpY2xPBLM6z7fOBTqurMcc8irYvX45dmUJJLgXczeAWQNCt5xC9JjfHJXUlqjOGXpMYYfklqjOGXpMYYfklqzP8DnY9jd1DzmlAAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(x='day',data=tips);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 496
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1332,
"status": "ok",
"timestamp": 1591692880141,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "db4Wqbh64jhI",
"outputId": "f898b20d-d59d-4f4f-ce98-d2588fa71179"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(19,8))\n",
"sns.countplot(x='time',data=tips);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 278
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2589,
"status": "ok",
"timestamp": 1591692882037,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "8PQsPTEW4jZi",
"outputId": "e0e4f3c3-854f-4e0f-e963-b28cd2a8e5b4"
},
"outputs": [
{
"data": {
"image/png": 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sy21V9WANXmhwNYN/cCRNDMtEmhxb6L4nk+zA4L+Bztg8tL0VVxU0YSwTabS+BLwpyV4w+J/twH8zeMVqgFOBr3bb64Fju+0TgZ0Wsf8nGPxrZ6lX/nYjjVBV3ZXk74AvJ9kKfB14F/AvSc4Bvgf8aXf3y4DPJlkDXA/8cBFf4lLg+iTfqarXbv9HIC2OlwZLkpq5zCVJamaZSJKaWSaSpGaWiSSpmWUiSWpmmUiSmlkmkqRm/w/XrVLiIX5uLgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(y='time',data=tips);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "qJ3sOC6A48k5"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 907
},
"colab_type": "code",
"executionInfo": {
"elapsed": 3513,
"status": "ok",
"timestamp": 1591692884993,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "Ms_89mHH5ewt",
"outputId": "2dedef84-ab01-4f8f-d06a-52c9bfba397d"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {
"tags": []
},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(tips,height=4,corner=True)"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "NAgX3d2y5-LL"
},
"outputs": [],
"source": [
"## Categorical = 'sex', 'smoker' , 'day', 'time' , 'size'"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 890
},
"colab_type": "code",
"executionInfo": {
"elapsed": 6561,
"status": "ok",
"timestamp": 1591692892221,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "1JFoFQEdZ-hL",
"outputId": "0dfd913c-5f83-4c5c-ec51-d57a9b6dbd0b"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(tips,height=4,hue='sex');"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 890
},
"colab_type": "code",
"executionInfo": {
"elapsed": 6619,
"status": "ok",
"timestamp": 1591692897793,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "WnYlmQbE58F0",
"outputId": "65b68f1b-9310-47ee-bec8-d74cba8a31d7"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(tips,height=4,hue='smoker');"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 890
},
"colab_type": "code",
"executionInfo": {
"elapsed": 9943,
"status": "ok",
"timestamp": 1591692902306,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "UtX0lQxv5765",
"outputId": "d8a962c4-96ea-4004-eb40-22e9f4d4ea5d"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(tips,height=4,hue='day');"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 890
},
"colab_type": "code",
"executionInfo": {
"elapsed": 13957,
"status": "ok",
"timestamp": 1591692907131,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "Zimg_zOd57VC",
"outputId": "9b2d530a-22cf-41fa-d662-85a5e75785e0"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(tips,height=4,hue='time');"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 602
},
"colab_type": "code",
"executionInfo": {
"elapsed": 3931,
"status": "ok",
"timestamp": 1591692963526,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "R0ZI7N6Q57Qq",
"outputId": "ce4b396c-dd1e-4d39-f06f-fe6bc4a23ea7"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(tips,height=4,hue='size');"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 728
},
"colab_type": "code",
"executionInfo": {
"elapsed": 4715,
"status": "ok",
"timestamp": 1591692965328,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "v117GX-W57F-",
"outputId": "5247e33a-433d-4368-e04e-f432cfa1ff05"
},
"outputs": [
{
"data": {
"image/png": 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KUx0iIiIiIo6Xl1Bgrf0QmJqPa4uIiIiISEfa0VhERERExOEUCkREREREHE6hQERERETE4RQKREREREQcTqFARERERMThFApERERERBxOoUBERERExOG6tU+BMWYPYH/AAm9aa+dmtSoREREREcmZrfYUGGN+CtwDVAJVwF3GmKuzXZiIiIiIiORGd3oKTgd2tdZGAYwx1wMfAtdlszAREREREcmN7swpWAkE2j32AyuyU46IiIiIiORad3oKmoBPjTHPk5lTcCjwnjHmdwDW2v/KYn0iIiIiIpJl3QkFj7X9We+V7JQiIiIiIiL5sNVQYK29JxeFiIiIiIhIfmw2FBhjHrHWnmSM+ZjMsKEOrLVTslqZiIiIiIjkxJZ6Ci5t++984Ift2g1wQ9YqEhERERGRnNpsKLDWrmr762hr7dftv2aMGZ/VqkSkx8USKYwBn8ed71JERESkl9nS8KELge8Bo4wx89p9qRh4M9uFiUjPiMSTLGuM8MdXvsJt4ILpoxlaHiTgVTgQEdlWsWSMWCpGsa8YY0y+yxHpMVsaPvRX4N/Ar4Aft2tvsdY2ZLUqkX4qHEsSS6YoDXhxu7uzTciOW9UU5ahbXieZzkwNeuKjVTz/39MYXlmYk+uLiPQXa8JruPOTO1nYuJCZo2YyY9gMygPl+S5LpEdsafhQE5k9Ck7NXTki/ZO1luWNEf732c9ZVBfmuN2HctzuQ6go9GX92ve/8/WGQAAQT6V55P1l/PAIjQIUEemu+kg9Zz17FstalgEwe81saltrOXvy2fjc2b+Xi2Rbd/YpEJEdVBuKcfwf36K2JQbAJys+IxRNcOH00fg82e0xKAl6u9UmIiKb1xRv2hAI1nt4wcOcOO5EqoJVeapKpOfkZvyCiMOtbY5tCATrPfz+MtZF4lm/9sl77UR5wcYQUFno41u7Dcn6dUVE+hO/y9+prdRfikHzCqR/UE+BSA4UBTr/r1Zd7Mfjyn4urykO8Mz3p/HqwloMMG1sNdVFnV/cRERk8wq9hRw18iieXvw0AC7j4oq9r6AiUJHnykR6hkKBOFdoLdR/CTYNVWOgqCZrlyoNejl+jyH8Y+4KAHxuF9d+a1JO5hS4XIaakgAnTd2JZCpNfTjOqwtrGVDiZ1BpgIpCBQQRyY2GaAOrwqtoiDQwrmIclYFK3K6+sRJaWaCMK/a+gtN3OZ3FTYvZs2ZPKgIVfXYFonA8TFO8iQUNCxhVOoryQDkl/pJ8lyV5pFAgzhRaA3cdCfVfZR6XDYOzn4figVm5XHmBj6tnTuDcA0axvLGVSUNKcxIINrW4Lsy3bnuT1ngKgBm7DOCGE6ZQqWAgIlnWEG3giteu4J1V7wBQ5C3ioaMfYnjJ8DxX1n0VgQoqAhVMqZ6S71J2SDKV5K1Vb/GDV36AJbMQxff3+D6njD+FQq9WpnMqzSkQZ5r/r42BAGDdUpj3cFYvWVHoY5dBJRw6YSCDSoP4c7yJWHM0wS+fnr8hEAC8OH8ta5tjW3iWiEjPWNGyYkMgAAglQtwy9xbCiXAeq3Kmxlgj171z3YZAAHDrh7cSiofyWJXkm0KBONO6rzu3NSwGazu39xOJZLrLAFAfyv5kZxGRukhdp7a1rWtJpBJ5qMbZLJZ1sXUd2pLpJEmbzFNF0hsoFIgz7XoabDoOdOp/dm7rR8oKfJy697AObcV+D2NqivJUkYg4yYTKCQQ9wQ5tJ409iVJ/aZ4qcq6gJ8ghww7p0DahovO/jziL5hSIM5UOhe8+DS//EtIpOPAKKB+R76qyyu0yHD1lEC4DD76/lMGlQa44cjxVeZjbICLOUxGo4MGZD3LznJupi9Rx8riTmbbTtD47UbcvK/YVc9U+V7FT8U68vuJ1dq3alQt2u0ArKTmcsX1guMTUqVPt7Nmz812G9EeRRrBAgXO2qU+nLesicXxuF0UBbWLWR23XuyjdS6U3CMVDJNIJyvxlCgR5Fk/FCcVDBL1Bp/YS6BewHfUUiLMFnRMG1nO5jJYhFZG8KfJpyGJv4XP7qAiqd0AyNKdARERERMThFApERERERBxOw4dEnC60NrMUqzcIAe1mKSIi4kTqKRBxqkQMlr2X2dn55gnwxCWZnZ5FRETEcdRTIOJUkQa491hIRDKPP/tnpqfgiF+DryC/tYmIiEhOqadAxKlaVm4MBOstfBZizfmpR0RERPJGoUDEqQoHdN7BuWYieAL5qUdERETyRqFAxKkCpXD49eBqG0VYOhRm3gjBsvzWJSIiIjmnOQUiThUogd2/DROOhUQU/IWZ3gMRERFxHIUCESfzF2X+iIiIiKNp+JCIiIiIiMMpFIiIiIiIOJxCgYiIiIiIwykUiIiIiIg4nCYay2alo1FSTU0klq/AM2gg7uIS3MWalCoiIiLS3ygUSJdsOk3kgw9Ydt752EQCjKHm/11N2axZuAoK8l2eiIiIiPQgDR+SLqUaGlh51U8ygQDAWtZe/2tSLS35LUxEREREepx6CqRLNp0muXp1x7Z4HBuL56kiERHZVDgeJpKKUOwrxu/257ucnAgnwoTiIRLpBAWeAiqCFfkuSaRfUCiQLrkCAYoOOojQSy9taPONGIGrIJjHqkREZL2VoZXcOPtG5jfM58ChB3LO5HOoDFbmu6ysao418/CCh/nDR38gmU4yvmI8t824jQEF2o1dZEdp+JB0yV1SwqBrf0bZSSfiGTSIokMOYaf/uwNPVVW+SxMRcbz6SD3nPHcOz339HMtalnH//Pu54f0bCMVD+S4tqxqiDfzug9+RTCcB+Lzhc/700Z+IJqN5rkyk71NPgWyWp7qamiuvpPqSECYYxF2klYdERHqDcCLMspZlHdqeW/IcP9zrhxTRf+/Vi5sWd2qbVzuP1mQrAU8gDxWJ9B8KBbJFrmAQVzCHQ4ZCa6FhEaQSUD0Wimpyd20RkT7C7/bjNm5SNrWhraaw/98vx1aMxWCw2A1tBww9gGJvcR6rEukfNHxIeo/QWrjnaLjz8Mx//3IwNK/Kd1UiIr1Oka+Ii3e/eMNjj8vDtftdS2Wgf88pKPOVceP0G6kMVOI2bo4YcQTf3uXbeN3efJcm0ueppyBPrLU0hDMr+VQU+jDG5ObCrQ2QTkKwEtzu3Fyzu758HmoXbHzctBw+uB+mXQ5Z/vnEkimaIwl8HjelQb24iEjvVugt5KRxJ3HEiCNYGVrJ8JLhlPpLc/dakieFvkIO2ukgdh+wO9Zagp4gRb7+O1xKJJfyFgqMMW5gNrDCWnt0vurIh+ZogncX1XPz818AcNmhY9hnVCUlgSy+GY1HYM0n8NxVEFkHe58Pk46Hgl60lFvj153bGhaBTYHJ3q9qfSjGX15fxNMfr2ZkdSE/O2YCwysKcbn694uriPRtJb4SSnwlDC0emu9Scsrj8lAV1KIXIj0tn8OHLgXm5/H6efN1XSvn3juHz1Y189mqZs69dw5f17dm96KttXDXEbDsPahbCE//AL56aevPy6XJJ4DZ5Fdy73PAlb1AEEmkuPXlL/nTq4tY2tDKqwtqOeGPb1MXjmXtmiIiIiK9TV5CgTFmKDATuCMf18+3v81Z1rltdue2HrXkjcywofY+uA8iTdm97rYoGQJn/RtG7A877QOn/x0qR2f1ki2RBE9+tLJDW304Tn1Im7SJiIiIc+Rr+NBvgR8Bm10uwBhzHnAewLBhw3JUVm6MGdB5/OPYmiyvnFA2vHNbxSjw9KIdMH2FMGxfOPl+sDYnQ5vcLsPgsiB1m4SAkoCm20j/0J/vpSIi0nNy3lNgjDkaWGutnbOl46y1t1trp1prp1ZXV+eoutw4YtIgxtZsDAZja4o4fOLA7F60eiyMOnjj4+KBcMAPwNsL13UOludsrkNlkZ9fHjeZoHfjpOvzpo2iKJvzO0RyqD/fS0VEpOcYa+3Wj+rJCxrzK+AMIAkEgBLgH9bab2/uOVOnTrWzZ8/OUYW5UReKsbopswPjwNIAVUU5+MQ+XAfhWoiFoGwYFA3I+qo+fUE8maKxNcHS+laqi/2UFXgpK/DluyyRLdmu/3H7471URGQH6E1QOzkfI2GtvRK4EsAYMx24fEuBoL+qKvLnJgi0V1iV+SMd+Dxuakrc1JT0wl4TERERkRzQwGlxpLqWGBZL0OvWUCERERFxvLyGAmvtK8Ar+axBnCWWSPHxiiZ+9Og8ljW2csTEgfz0mIlUF/eiCdciIiIiOaaeAnGUdZEEp9/xLrFkGoAn562iOOjl/82cQNDXy3Z4FhEREcmRfG5eJpJzK9dFNgSC9V6av5aWaCJPFYmIiIjkn0KBOMqA4kCnBZfGDyom4FUvgYiIiDiXQoE4QiiaYMHqFj5f3cwVh4/D48okg8GlAa49diIlQU02FhEREefSnAJxhLlL1/GdO9/DGDh7/5E89r39KPR7KA54qSrSngQiIiLibOopkH6vIRzjxucWAGAt3PH6Yo659U3CsSTVxX6MNnATERERh1NPgWyT2pYYqXQaayFtwes2lBV48XncNEcStMaTGGMo9nso8G/7r1f7cxT5PRRuxzk2ZS0k05137k7ldjNvEZEuNceaiSQjmfuet4gCb0G+SxIRB1IokG5bUh/m8r99xNVH7cI1T3zKR8ubKAl6+PV/TGHq8Ap+9sSnPP3JKnxuFxdO35kz9xtBeUH3h+bUh2L87MlP+de8VXhdLs6bNoqz9x9JeeEm5wjXQd1CqF0Aow6EwgHgL9rseSuL/Fw6Ywzn3TdnQ9uIygKGlgW3+WcgIs6RTiRI1dcTfucd3GVlBCdNwlPVs7vCN0Qb+NW7v+LZJc/icXk4a9JZnLHLGZQFynr0OiIiW6NQIN3SEI5x2UMfsv+YKv746iI+Wt4EQHMkyaOzl7GmKcpTH68CIJZM89sXvuCgcQO6HQqstTz76Wqe/Chzjngqza0vf8nB4wd0DAWtDfCvy2D+E5nHxsDpj8LOM+i0rFA7+4yq5LHv7cdf31vK6OoijttjCFXasExEtiCxfAWLjz8eG4kA4B8zhmF33dljwcBay/NfP88zS57JXC+d4PZ5tzNt6DSFAhHJOc0pkG5JpiwfLFvH2Jpi5i5t7PC10QOKeXVhXafnvLe4odvnjybSvLygtlP7O4vqOzbEmjcGAsiMDXr2qkzvwRaUBr3sPqycXx8/hfMP3JkBxYFu1yYizpOORKi77bYNgQAg9sUXROfP77FrRFNR3lzxZqf22atn99g1RES6S6FAusXjNuy+UxkL17Swx7DyDl/7cm0LB47t/MnZ3iMrun3+gNfFQeOqO7Xvu3Nlx4ZEtPOTo01g053bu+ByaVKxiGydTaVIrVvXqT3V1NRj1wi4A3xzyDc7tU8dOLXHriEi0l0KBdItFYV+bj5lN95ZVM8FB45it50yXdulQS8nTt2JmVMGccyUQRgDfo+L7x8yhuGV3Z8sZ4zh8IkDOXbXQbjaznHJwaMZWVnY8cCCCqgY1bFt7/Mg2DGoiIjsCHdREZVn/2eHNldhIQV77dVj1zDGcOjwQzly5JG4jAufy8f5U85nePHwHruGiEh3GWt7/xIsU6dOtbNnqzu1N6gLxUim2lYfAryujqsPhdtWDirpgdWHNruCUfMqeOc2WPMpTDkZxhyWCQsizrFdXV66l26bVHMz0fnzabjrbtzl5VRdeAHewYMxnp6djtcSb6E10arVh0RyT8MH2lEokL4pGYdkFAIl+a5EJB8UCnIoFQ5jPB5cfi1OINLPKBS0o9WHpG/y+EjHk6TWrCEdieAuLMRdXt7jn+CJiLgLC7d+UA+rj9QTToTxuX0Uegsp9hXnvAYRcRa9g5I+Kd3aSvOzz7H6pz/FJhK4KyoYds/dBMaMyXdpIiKdtMRbWN6ynMe/epzRZaOZvtN0qoJdL226JryGc587l8XNizEYzpx4JmdPOlvLlIpIVmmisfRJqZYWVrUFAoBUQwOrrryKZEP3l0EVEckFay3vr36fk/51Eg/Mf4Br376W858/n/pIfadjo8kof/zojyxuXpx5Lpa7P72buuiWl10WEdlRCgXSJ6VbW6EtEKwXW7gQm0xl54LRJohHtn6ciMgmGqON3PbhbR3aFjYupDbSeW+WSDLC/IbOeyEsaVqSrfJERKxH9WAAACAASURBVACFAumjXIVFuMs6dqUXTpuGK9jDm5JFGmH+k/DwGZmdlBuXQDpLwUNE+iVL1wt6dLXQR7GvmBnDZnRocxkXEyonZKU2EZH1FAqkT/JUlDPs7rvwjxsHHg9FBx3EwJ/+P9zFPTgZz1r48kV4+Nuw+FWY9yDcPh3CnT/d2yaRJmhaAeuWQmvn4QMi0r9UBCq4YMoFHdpGl41mQMGATsd6XB5OGHsCJ409iYA7wJCiIdx28G2U+TWfQESyS0uSSveF62DZe7DqAxh/DJQNg2B+X6iSDQ2QSmECgZ4NBJB5w/7Xk2D5Jr97pz8KYw7dvnOG6+GlX8DcuzOhY8QBcMKdUNT5zYHIFmhJ0j6mOd7M181f888v/smY8jEcMvyQzU40BogkIoQTYTCZUOEy+gxPJAu0JGk7Wn3IwepDMVJpS9Dnpjjg3fLBrfXwzwvhi+fAVwhz7oZDfg6TTwK3Oyf1dsVTkcVNy1xeCHZx/h3ZPbn2c5hz18bHS16Hjx6Cb1wErvz9HEUku0p8JUyumszkqsndOj7oDRL0BrNclYjIRgoFDpRMpVm4NsS9b3zFhXuXUmCbSQQGkFi+AndFJe6KCjybjNcnFoIlb8Cxt0L5cEglqK3Yg5UrmvB63NSUBKgs2rixT9qmqY/Uszy0nBJfCRWBCsoD5ZlwEarNTNwtHw6FA8DVSz8BC5TAIdfC4tcyG6UB7LRPpu7ttWJO57alb8Fe54BPu5iK9CfpRIJUYyPxpUvxVlfjKivDU1qa77JERLqkUOBADeE4lz38AfcfV031098htv+NLDpxFumWFgBKjj2GmiuvxFPe7hNxm4KZv4EFz8DCZ1j73bc54Y4PWdrQCsCUoaXceeZeVBVngsGK0ApOe+o01sXWATBj2Ayu2fsqyp+4FBY8nTlnQSWc+/KOvcnOtsqd4ZK58PWbUDwIBoyHwurtP9+o6Z3bxh+rQCDSD8W//JIlp38b25q5T5Z/5wyqL7oIt4KBiPRCvfQjWsmmlmiSWRNKqXjzOlKjj2HN7/9vQyAAaH7iSVL1m0yA9ZdC6U4w/wnSY47koU9CGwIBwLzlTbyzOPOccCLMLXNu2RAIAF5c+iKrw6th2bsbz9laDy9dB/GN5+l1PH4oHQJTToKRB+xYIIDMPIyjboRAWebc+1wAYw/vmVpFpNdINjay+tqfbwgEAI333keq3b22L0nbNI3RRkLxUL5LEZEsUU+BAxX6PQwtduFetIzksMNIrnqz0zHJ2lr8o0e3e1IlJDJDaFJFNXy5rvME9UW1YQDiqTjLQ8s7fX11aCW7FFR0XHGncXFmaI5TPikPlsEe34FdjgEs+Euc872LOIhNJkmsXNGpPdXcnIdqdsy62DpeWvoSD3/+MJXBSv57z/9meMlwvO6tzEUTkT5FPQUOVBzwUF45gNAuJ+Fe8QolR3ZcE9sUFODbeefOTxw4GbwFeJe8wmmTOk6AMwaOmjwIyEyomzV6Voev+91+JgyYklmKs73dz8h8at4d4Xr46mV44VpY8mbfXc7T44PiGigeqEAg0k+5i0soOfqYjm1lZXird7C3Mcestby+/HWueesaPmv4jNdXvM5pT59GQ1S7x4v0N+opcKBCv4c9hlfhGXgK6Y+hbPIUsBfS9OS/8dTUUPOTq3CXd7HCTkElnP08PPNjdol/wu9O2IM/vLEcn8fFj44Yz8CSzMZhbpebw0ccTjwV59GFj1IZrORHe/2Icm8pnPVvePYqCK+FPf8z84l5dyYaR5vh5f+B2XdkHr9xE0z7Eez//cxqSCIivYgr4KfynLMxfj/NTz2Fb/hwaq66CneWVkyz1tIQbcBaS9AbpNDbM/fFpngTjyx4pENbJBnhk7pPqCms6ZFriEjvoH0KnC6VhEgD1uUn1ZrAeL1bnwQXaYRUAhusoCGSwmCoKPJ1OiyZTtIUa8Lj8lDqb3fO1kZIJzLLfbq7mUubV8LNE8GmN7Z5AnDph5kJwCLOon0K+oh0IkG6qQnj8+EuKcnKNaLJKPNq5/Gzt3/GmvAajhx5JJfteRmVwcodPndropVr3ryGZ75+pkP7A0c9wJTqKTt8fpE80z4F7ainwOncHigagAE83R3J0rZOvwEqizb/K+Rxebp+USrYjnX+rQU2CbA21alJRKQ3cXm9uKo2v0lZT2iKNXH+8+eTtEkAHv/qcSoDlXxvt+/h9/i38uwtK/AWcMkel/DmyjdpSWQmSe87aF+GFg/d4bpFpHdRKJD8Cq2F1fOgtQFG7J9Z3aeryWu+Qph4PHzy941te5wJ/h7exVhEBGiINPBV01esDK1kr4F7URGoIOAJ5LusLi1uWrwhEKz38rKXOWPiGTscCgCGFA3hn7P+yZeNX1IeKKemoIaKQBY3jhSRvFAokPwJrYX7ZsGaTzOPfUVw/muZvQE2FSyDI2+A0YfAVy/CuJkw8kDwF+W2ZhHp9xqiDfzwtR/y3ur3gEyv531H3sekqkl5rqxrg4sGd2obVzGOoKdndkR2u9wMKBjAgIIBPXI+EemdtPqQ5M/qjzcGAoB4CF65fvP7FhRWwW6nwaw/w6TjM8ukioj0sNrW2g2BADLzo26cfSNNsaY8VrV5Zf4yvrfr93CZzEv60OKhXLbnZT022VhEnEE9BZI/rV0saReph3Syc3t73Z2cLCKyHcKJcKe25ngzqXQqD9VsXYm/hDMmnMFxY44jnopT4C2gKpjdeQwi0v/o3VUvEk+miSVTFAd2fEOY2pYYqXQar9tFZdGOjynNihHfzAwZar9D5jcuhkB2VugQEemOYSXDqAxUUh/duBfKaeNPo6y7e6rkQZGviCKfhlOKyPZTKOglVq2L8MdXv2JJXZhT9h7GfjtXUlbQeZnPrUmlLQvXtHDxX+fyVW2YiYNL+MPpezC8shd2IxdWZ+YQvHJ9pofgG5fA4N3zXZWIOFxloJIHZz7I7fNuZ3loOSeMPYF9B+27YXiOiEh/pH0KeoHalijH/P5NVjdHN7RdN2sSp+61E273tr0IrW2Jcuwm55o4uIR7/3Pv3ttjEI9khgwFtJKQSDdpn4IciKVixFNxin26N4n0U9qnoB197NELrFgX7fAmHuCuNxfTGEls87miiczmXjMnD2KvEZn9AD5d2Uwild7S0/LLF1QgEJG8aoo1sTK0khWhFTRGGwHwu/0KBCLiGBo+1AsU+Nyd2koCXlwG0q2tJNasoemxx/DUDKTksEPxVFdv9lxVnihPnVRC0cK/ERm1C7WH7c+Pn12Nx7WD+S+dhh09h0i2RZugcQnM+xvUTITRM6BIyyjKljVEG/jF27/ghaUvAJnNuX59wK+pCPbMWvzJxkZaP55H+I03cO+3N/4Ju+AqK1XgEJFeRaGgF6gq8rH/6Cre+LIOAI/L8JOZu1BR6Cfy8ccsOfmUzJtyoOHOOxnx8EN4utoh01qCy9+g4JEzAPADJYP34N6TH6SweDuHDoVrYf5TsOxtmHQCDNkTCrK0aU2kEZIxcLkz8w1EtoW1sOhVaPv9B2DwHnD6I/p9ki36aO1HGwIBwDur3uHFpS9y4rgTd/jcqVCI2ltvY90DD2Qa7r2fwjNOI37WcRQNmogxGr0gIr2DPvrtBSoK/dxyym48eO6+/Or4ybx8+XQmDinJvJj87vcbAgFAYsUKovPnd32icC3m5es6NLlWzqUg2bh9hYXr4dH/hH9dCh89BA+cAHPuyrxx72nNK+FvZ8FN4+Huo2HVPEhtZWlSkfbCtbDJ7z8r50K4Lj/1SJ/xYe2Hndrmrp1LcmvLI3dDOhxm3UMPdWgLP/Q3fNEUDdEulmUWEckThYJeorLIzzd2ruTUvYexU0UBQa8n88lnF+ti2y3ND7Cdv2a6aOuWeAgWv9ax7c1bILpu+863OZF18PjFsOjlzPdc+znc9y1o1Zs52UZd/a5v7++/OMaMYTM6tR0x4gg8rh7qTN90QQ9rMfT+RT5ExFkUCnoxd3ExVRddBO26lz0DBhCcOKHrJxRUwbQfdmyrmbj9Y6q76tZ2uenx17JkDBa/0rGttQFioS4PF+lST//+i2MMLxnOlXtfSYmvhEJvIRftdhG7Vu/aI+d2FRRQctysDm2Fxx1LxGcoD5T3yDVERHqCliTt5VLhMInlK2h88EG8AwdSevxxeAds4U1OZB3ULoAP7oOayTBpFhTVbN/FWxvg8YtgwdMb2478X9jzu+DZ9j0UNitcB/cfD6s+2tjmCcB/fQglg3ruOtL/9eTvf++mJUl7WCKdoCnaBAaKvcX4PT23hHOyoYHQu+/Q+upruPbfl+Bee2LKSinxa6NGkTzTpJ52FAr6CGvttk1I66nVgsJ1sPRtWPYe7HIsVI6Ggix8urX2M7j3WxBaC94gfOsPMO4I8Bb0/LWk/+v/q2UpFPQx0WSUVCpJayqCy7go9BYS8ATyXZaI0ykUtKPVh/qIbV6hoqfeEBVWwS7HZP5kU9U4OP+NzDwGbwEEyzLhQGR79O9AIH1MPBXnrZVvcfmrl5NIJ/C5fPzu4N+xz6B9em7egojIDtIrZ38RqoWmFZlP2nek9ycZg5bV0Lwqs+Z7rrjcUFwDlTtnhgwpEIhIP9EUa+LqN64mkc5sSBlPx/nJGz/ZsEmaiEhvoI8o+oP6r+Dhb2eG4JSPhJPuhQETwL2Ff95wHSQimWMC5eANZELAp4/Dcz+BeAuMOxqOuVlrvIuI7IBEOkFLoqVDW320npTtvLqciEi+qKegrwvXwSPfyQQCgMbF8NcTIVK/+ec0r4S/ngS/nQS/nwqfPgbRlsw6709eArHmTG/D50/C+3dAKpGb70VEpB/yu/2MKRvToW1y1WT87p6bzCwisqMUCvq6VBzWfNKxrWV1phegK/EwvPAzWDGn7XEIHr8ws/dA+9V/1vvyBYi1dG4XEZFuqQxWcuuMW9l/8P6U+EqYPnQ6N02/SUuSikivouFDfZ3LA1VjoO6LjW0FlZklPbsSC2VWEmrPWmhcAoO6WJd72DfBV9hj5YqIONHgosH8etqviaViBDwBin3F+S5JRKQD9RT0dUUD4MR7oXRo5nFhNZzy10ww6Iq/GEbs37HNuKBiZGbzp0OuhfXrcw/fH/a7aONjERHZbiX+EqoLqhUIRKRXUk9Bf1A9Hs59CRLRzBv4gqrNTzL2FcDBV2d6Bpa8DsFyOPq3ECgDfxHsfS5MORlsKrMC0ObChYiIiIj0GwoFvVG8FRJh8Jd2b+dgl2vbdm0tHphZoSgRySwFGqzYeB1fYYfhQg3hOB6XoSTo3cZvoh9KpyDSCG4fBLQTqUhvlAqFSMdiRAo9uF0eCjcZ/hiKh4in45T6SnG73AAk00maY80EPAEiyQiJVAKXcZG2aSqDlXjdHe9/kUSESCpCoaeQcCJMwBOgQBstikgfl/NQYIzZCbgXqAEscLu19pZc19FrNS2Hl34Bqz+B8cfA3udkNhDraQUVWy4jkuCtL+v482uLKPS7ueKI8YwZUETQ59Ac2doAn/0T5twNJUPg0J9nln/d0rKvIpIzNpkkvnw5a3/zGxIrVuL/1pGEDtydYOUAhhQNAWBZyzJumnMTq8OrOX7M8Rw+4nAA/vHFP5izZg6X7H4J93x6DyeNO4l7Pr2HleGVHDPqGI4ceSTVBZmlmVeFV/H7ub9nQeMCpg2dxoFDD+TvC//OhbtdyOCiwXn7/kVEdlQ+3tEkgR9Ya+caY4qBOcaY5621n+Whlt4ltBbuOQYaFmUer/kEQqvh8P/JDPvJoY+XN3HhA3M3PP6PP77FSz+Yzk4VDnwTnE7Bp/+Ap36QebzqI1jyBlz8fqbXRUTyLtnYyJKTTibd3AxAbP58CuMXc8f4lVwy9fsAnPrUqYQSIQB++e4vGVY8jHdXv8udn9zJj/b6ETe8fwOX7H4Jl7x0Cc3xzHk+b/iceDrOdyZ8h+Z4M2c/ezbLWpYBsLBxIXWROkr8JZz5zJk8OPNBqoJZ+BBHRCQHcj7R2Fq7ylo7t+3vLcB8YEiu6+iVYi0bA8F68x7KbCSWQ5F4knvfXtKhLZGyvPT52pzW0WtEGmHOPR3bYs0b94YQkbyLL/l6QyBYL/HPpzmgeHeWh5aztGXphkCwXpo0j3/5OAAjS0ayOryaukjdhkCw3hNfPkF9pJ5wIrwhEKz3zOJn+OaQb7I6vJrmWMfniYj0JXldfcgYMwLYHXi3i6+dZ4yZbYyZXVtbm+vS8sPjB2M6thUPAkyXh2etDJeLIeXBTu1Dyjq3OYLb13WPgHZ6lj7AKfdST3lZ57YBA6hPrqPUX0qJr/M8oHgqvmFY0MLGhYwpH0Opv7TTcdUF1XhdXvxuP2aT+3F1QTXrYusACHoceo8UkX4hb6HAGFME/B34vrW208cr1trbrbVTrbVTq6sd8ubLXwz7XbrxscsNM2/K+ZtPr8fFuQeMorpo41Kkk4aUsNuwzi+6jhAogcN+Ab6ijW1jj4BijR+W3s8p91J3ZSXFhx264bEJBvFedj5fp+up8FdQFaxi+k7TN3w96AkypnwMP9nnJ3hdXv76+V85e/LZhOIhDh52cIfjLp96OVUFVRR6Czlr0lkbr2ncXLrHpTy68FFOG38ahV7t6SIifZex1ub+osZ4gX8Bz1prb9ra8VOnTrWzZ8/OfmG9QWsjhGszw4gGTsqsDJTj+QQA1lrqQjEWrglR4HOzU0UBVUUO3q8glYDWOljzKRQOyEw2LtRyrZI329V92N/vpZG6NaTW1pKqrcM9ZhTrgpaiYCllgcwHGo3RRta0rqG2tZZxFeOo8FeQsikaY40sbFzIsJJhFLgLSJOmIdrAmvAaxleMp8xfRtCb6QVoijVRH61nafNSxpSPoSHSQIG3gMpA5YbriEifkduhGL1czkOBMcYA9wAN1trvd+c5/f2FTERkGykUbKI+Us85z51DbaSWMn8ZBe4Cbp5+M0NKtj5lrTXRSmOskVeXvcqQ4iFMqpxEZVChX8QBFAraycdSMt8EzgA+NsZ82NZ2lbX26TzUIiIi/cCn9Z/y5bovgcyn+QB/+vhPXL3P1fi3siv7J3WfcO7z55K2aQD2rNmTm6bfREVgy0s3i4j0JzkPBdbaN1AyExGRHtQYbezU1hBtIGmT+Nl8KGiMNnLTnJs2BAKAOWvmUB+pVygQEUfJ6+pDIiIiPWGfQft0Wv3nzAlnbnXyb9qmiSQjndrjqfiGv4cTYWKpWM8UKiLSSykU9BLNkQRL6sI8NW8li2pDNEUS+S5JRKTPqAxU8sjRjzBz5Ey+Ofib/OXQv7BL5S5bfV6Zv4wzJ57ZoW1I0RBqCmtoibfw3qr3uOK1K7junetY1rKMZDqZrW9BRCSv8rL60Lbqz5PjAGKJFP/4YAVX/uNjjIHddyrj3GmjmD5uAEGvO9/liUjvo4nGmxFJRkilUxS1X0J4M8e1xFtIpBJ4XB6WtSzjvvn3Map0FKeOP5UBBQN4d9W7nPPcORueU+gt5IlZTzCgYEC2vw0RyQ0NZ28nHxONZRPrIgl++dR8RlUVcteJwyle+Qaeurn4hnwLimsym5qJiMhWdWcDsVA8xL+X/Jsb3ruBaCrK2PKx3DbjNq4/4Hq8Li8el4dQPMRdn9zV4XnhRJjZq2dz1KijslW+iEjeaPhQL5C2llAsyf+dMIzh/5xFxbMXU/LK1bhv2wvWfZ3v8kRE+pXmeDO/ePsXRFNRILOb8Y2zbyRt03hcmc/K3C43Zf7O+w50teOxiEh/oFDQCwS9bs7cbzgltXOhccnGLySj8NpvINF5EpyIiGyflaGVWDoOnf247uMOE46DniAX7HpBh56H0WWjGV8xPmd1iojkkoYP9QJlBT4umzEW32cfdv5iPATtlsqTHIm3Qtta5/hL87KrtIhk1EfqSaaTeF1eKoLdXya0KdZELBXDYAh4AkSSEQyGocVDcRs3KZvacOw3Bn2j00pFQ4qG8MSsJ3hn1TuU+cuYXDVZm5qJSL+lnoJeoqzQR3DcwRDYpGt6/8vAt+Ul9aSHtdbD67+BW3aDW3aFV6/PtIlITllr+XLdl5z17Fkc8ughnP3c2SxuWtyt565tXcvlr17OjL/NYEHjAm6ZcwuH//1wZj42k8/qPuO3B/2WykAlBsP+g/fnot0u6jQfwev2MrBwILNGz2L6TtMVCESkX9PqQ71JKgUtK+CtWzNvQve7GCpGQ6A435U5y1cvw32zOrad9giMPTw/9Yh05ojVh+oidZzx9BksDy3f0DayZCR3HXHXFt+gtyZaue6d63hy0ZPsWbMnhw4/lOvfu77DMY8d+xhl/jLSpAm4A5T4S7L2fYhIr6XVh9rR8KHexO2GsmFw+C8hnQavVh3Ki8+f7tw2/0mFApEci6fiHQIBwOLmxR02FutKOBHmvdXvATCufBxz1szpdMwLS1/ggl0v6LliRUT6OA0f6o3cXgWCfBp1YOe2nQ/OfR0iDud1eakOVndoG1w4GK/bu8XnBT1BJldNBmBJ8xImVk7sdMyeA/bsuUKzzFpLKp3a+oEiIjtAoUBkU8P2hV1PA2MyfyafCCOn5bsqEcepCFRsGPsPUBWs4qaDbqIisOXJxkW+In60148YUzaGt1e+zZTqKUwfOh0Al3FxyrhTGF0+Otvl7zBrLWvCa7j1w1v5+Ts/Z0HDAsLxcL7LEpF+SnMKRLoSWQfrX3x9hRDsvF65SB45Yk4BQDKdpDHaSCwVI+AOUB4ox+3q3k7v9ZF6oqkoPpcPt3ETT8cxGAq9hVvd8bg3qG2t5cQnT6Q+mlnowGC476j72LV61zxXJtJvaE5BO5pTINKVYJmCgEgv4HF5qC6o3vqBXejrqwXNq523IRAAWCx//ujP3DDthj4RakSkb1EoEBGRXi2RSrAuto5oMkrQE6QsULZh5+H+rKvv0ePyYIw+3BSRnqc5BSIi0msl00nm1c1j1uOzOOqxo/iPJ/+Dzxs+J+2ATR0nVk1kSNGQDY89xsP3dvtep03WRER6Qv//qEVERPqsxmgj//3Kf9McbwagIdrAD175AQ/MfICqYFWeq8uuqmAV9x15H68se4W6SB0zR83c7qFUIiJbo1AgIiK9VjwdpyHa0KFtZXglyXQyTxXlVnVBNSeOOzHfZYiIA2j4kIiI9Fp+t7/DEBqAMWVj8Lq2vFeBiIhsG4WC/qK1AVZ/DB8+CPVfQrQ53xWJiOywykAlf5jxB8aUjQFgQsWEzN4FfXxlIRGR3kbDh/qDaDO88Vt465aNbcf/BSYel9kdWUSkjzLGMKpsFHccdgdJm8Tr8lIeKM93WSIi/Y56CvqDeAje/n3HtmevzPQeiIj0AxXBCgYUDFAgEBHJkv7ZU5CIQbQBWtZAYTUESsBfvE2nSDauIx1qId3aiqeiAk91Fys+xMMQbYLQWiiqyWx25Q320DexDVIJ2HR5vmhTj1+mOZJgSV2YR+YsY1xNMUdOGkRVsb/HryMiIiIiudX/QoG1sOoDuG8WJCJgXDDzZphyIvi6t7ZzsrGRNf/zK5qffBIAz8CBjPjrA3gHD954UCIKC/4Nj50H6RR4/HDqQzDiQHC7s/GdbZ6vEAbvASvnbmybcmq3v9/usNby1ld1XHD/xmvc/85SHjh3H6qKFAxERERE+rL+N3woXAv/vDATCCDzCfq/f7hNE28TK1duCAQAydWrqb3tNtLR6MaDoo3w5KWZQACQjMFjF0BrbU98F9umsCoTSPa7FIZ9Aw67Dg65BvxFPXaJ+nCc377wRYe2BWtaWNsc3cwzRERERKSv6Ic9BWloXNyxLRWHZPffvCa+XtqpLb5oEeloFFcgkGlIxjNj+dsLrek8jCdXimvg4KshEQZfSe56K4zJzXVEREREJGv6X0+BJ8j/Z+++w9sqz/+Pvx9tS94rg2yyBwnB7D1aVhmlrELLLHz7/RW6J1100cW3tKWlFGiBthRoGWU1lL3LCCODBJJAEsi2nHhK1nx+f0hJLK94y7I+r+vy5ejW0Tm3FPv43OdZTD8xM1Y6ATz+Hu+iYMF8cGXWSyWnnIKzuHh3wF0AVTMzXzjxUHD5epvxwHF5oKBsUAqCioCHLx03PSM2a0wR1RpTICIiIpLzRl5LQUEJfOy61MDi956EUfNSjwPVPd6Fs6yMibfdypafXENi+3ZKzz6LohNPxDja1FCF1XD+P+GRr8Km12Hi4XDCNeAvH4Q3lX3GGA6eWsFDVxzGPa9vYOaYIo6bNUrjCURERERGAGOtzXYOe1RTU2MXL17cuxdFmlPde1y+1KxAfRCv245NJnGWluBwdzHff2tDavyCOwC+3s1wJCLSR33qt9enc6mIyMg17PtAG2OuBpqttdcO9rFGXkvBTt7Cfg+0dVX04K6/ryT1JSIiIiKSo0bemAIRERERkRxljPm2MWaVMeYFYEY6dpkx5jVjzBJjzL3GGL8xpsgYs9YY405vU9z2cW+pKBARERERGQaMMfsB5wILgJOA/dNP3Wet3d9aOx9YCVxqrW0CngFOTm9zbnq7WF+OraJARERERGR4OBy431obstY2Ag+m43ONMc8bY5YB5wNz0vFbgIvT/74YuLWvB1ZRICIiIiIyvN0GXGGtnQf8APABWGtfBCYZY44CnNba5X09gIoCEREREZHh4TngdGNMgTGmCDglHS8CNqfHC5zf7jV/Af5OP1oJQEWBiIiIiMiwYK19A7gbWAIsAl5LP/Vd4BXgReCddi+7AygD7uzPsUfulKQiIiIiIjnGWvsT4CedPPWHLl5yGHCPtba+P8dVUSAiIiIikoOMMdcDJ5KaqahfVBSIiIiIiOQga+2VA7UvY60dqH0NGmNMLbA+23kMskogmO0kskDvO7/ofQ+MoLX2hN6+KE/OpaCfs3ySj+8Z9L4HSp/OpSNVThQF+cAYs9haW5PtPIaa3nd+0fuWoZCvn3c+vu98fM+g953tPEYqzT4kIiIiPvzrSwAAIABJREFUIpLnVBSIiIiIiOQ5FQXDx03ZTiBL9L7zi963DIV8/bzz8X3n43sGve8RzxjzbWPM28aYpcaYt4wxBw76MTWmQERERERkeDDGHAz8CjjKWhsxxlQCHmvtpsE8rqYkFRERERHpg0nffOQ84BpgAvABcNW6n538937udgypmZEiANbaIIAxZh1QY60NGmNqgGuttUcZY65OH39K+vuvrbW/7e1B1X1IRERERKSX0gXBzcBEwKS/35yO98djwHhjzCpjzA3GmCN78JqZwPHAAcD3jTHu3h5URYGIiIiISO9dA/jbxfzpeJ9Za5uB/YDLgVrgbmPMRXt42SPW2ki6VWEbMKq3x1X3IRERERGR3pvQy3iPWWsTwDPAM8aYZcCFQJzdN/R97V4SafPvBH24xldLgYiIiIhI733Qy3iPGGNmGGOmtQktILUa/TpSLQgAn+jPMTqjokBEREREpPeuAkLtYqF0vD8KgduNMSuMMUuB2cDVwA+A3xhjFpNqDRhQmpJURERERKQPBmn2oaxQUSAiIiIikufUfUhEREREJM+pKBARERERyXMqCmTYMsYcZYyxxpjPtIktSMe+uofXXr2nbdptP8kY80wXz13V7vFLPd3vYDHGPGOMedcYs9QY844x5nfGmNI2z2c9RxEZXnRO7Vr6nFozSPs+yhjz8GDsW2QgqSiQ4W45cHabx58ElgxxDhl/wKy1hwzx8btyvrV2H2AfUvMTP7DzicHO0RijNU5EcpPOqSLSKRUF0iVjTMAY84gxZokxZrkx5px0fD9jzLPGmNeNMf8xxowxxpSk71zPSG9zpzHmsgFIYz3gM8aMMsYY4ARgUZscLzPGvJbO8V5jTPuVBTHG7G2MeTSd7/PGmJk9Pbgx5mdAgTHmLWPMHelYc/r7UenP4QFjzPvGmJ8ZY843xrxqjFlmjNk7vV1VOrfX0l+H9u8jyWStjQJfByYYY+Z3kuMzxph70i0Kd6Q/R4wx64wxPzDGvJHOd2Y6HjDG/Dn9Pt40xpyWjl9kjHnQGPMU8ORAvgeRfKBzam6cU9vkmtE6kv4/m5T+WmmMudkY87Yx5jFjTEF6m6nGmCfSn98bO3MGCjs7D4sMJyoKpDsnAJustfOttXOBR40xbuB64Exr7X7An4GfWGsbgCuA24wx5wJl1tqb2+/QGHNd+o9B+69vdpPHPcBZwCHAG2Su2neftXZ/a+18YCVwaSevvwm4Mp3vV4EbevoBWGu/CYSttQusted3ssl84LPALODTwHRr7QHALcCV6W1+A1xnrd2f1GIjt7TfiUktVNLZ5/KWadMtqJs8E6Tu9nX2x3lf4Iuk5jmeArT9Axq01i4E/kDqswH4NvBU+n0cDfzSGBNIP7eQ1P/9kXvKSUQ60Dk1R86pPTAN+L21dg5Qz+6FpO5Ix+eT+nw3p+PdnYdFOjDGfDtddC5N/9we2M22Fxljxvb3mOoCIN1ZBvyfMebnwMPW2ueNMXOBucDj6RsdTtInPWvt48aYs4Dfkzqxd2Ct/VIf8vgHcDepC947SZ1od5prjPkxUEpqsY//tH2hMaYwvf0/29yY8fYhh668Zq3dnD7We8Bj6fgyUhfUAMcBs9scv9gYU2itbd4ZsNa+S2rFwv7o6s7Tq9baDekc3wImAS+kn7sv/f114Iz0vz8KnNrmDpmP3Uu2P26t3d7PPEXylc6pezaczqndWWutfSv979eBScaYImAva+396Rxa0+8Duj8Pi2QwxhwMfAxYaK2NGGMqAU83L7mIVNfATf05rooC6ZK1dpUxZiFwEvBjY8yTwP3A29bag9tvb4xxkLq7EwLKgA2dbHMdu0/sbd1lrf1ZF3lsMcbEgI8AXyDzD9htwOnW2iXGmIuAo9q93AHUW2sH649D2ztsyTaPk+z+/XIAB+38A9EZk+oicHcXTx9lra3vLgljjBOYR+rOXnc5Jsj8vY90EjfAJ9J/VNse40Cgpbs8RKRrOqf2yLA4p6bFyexR4esizwRQsId9dXcellx2dUmHxcu4uqG/i5eNIdWSHwGw1gYBjDHfA04h9fP2EvA/pFqpaoA7jDFh4GBrbbgvB1X3IelSuikqZK39G/BLUl1H3gWq0lUsxhi3MWZO+iVfInVReh5wa7pZPIO19kvpZuP2X53+8Wrje8A30t1k2ioCNqeP1aEp2lrbCKxN323DpHR6x60bsc7eSy88xu5mb4wxHf6YWmvf7eJzWdCDgsAN/BT40Fq7tB957vQf4MqdfV6NMfsOwD5F8p7OqbsM63NqG+tI/R+RLuYmd7extbYJ2GCMOT39Gq/pZEyGjCCpguBmYCKpG2oTgZvT8f54DBhvjFlljLnBGLOzy+7v0t375pIqDD5mrb0HWExq8pEFfS0IQEWBdG8e8Gq6qfP7wI/Tg1rPBH5ujFkCvAUckr4r8xngK9ba54HngO8MVCLW2pestf/q5KnvAq8ALwLvdPHy84FL0/m+DZzWy8PfBCw16UFxffB5oCbdL3AFqf6yA+EOY8xSUk2GAXr/vrryI8BN6j2/nX4sIv2nc2rKcD2nPmKM2ZD++idwL1CePg9eAazqwT4+DXw+fW5+CRg9QLnJ8HQN0L7w86fjfZbuCrcfcDlQC9ydbrk72hjzijFmGXAMMKfrvfSesdYO5P5EcpIxZhJwm7X2qOxmIiKS+3ROlbxwdUmSzsfzWa5uGLAb78aYM0l1FdoHqLHWfmiMuRrAWnu1Sa0J8lVr7eL+HEctBSIiIiIivfdBL+M9YlKzZ01rE1pAqqshQDA94P/MNs83ker61y8a6CKSUk9qgJ2IiPSfzqmSD64iNaagbReiEO0W6OuDQuD69PS5cWANqa5E9aS6DG8BXmuz/W3Ajf0daKzuQyIiIiIifTE4sw9lhYoCEREREZE8lxPdh0444QT76KOPZjsNEZHhoquF6rqlc6mISIY+nUtHqpwYaBwMBrOdgohIztO5VEREupITRYGIiIiIiAweFQUiIiIiInlORYGIiIiISJ7LiYHGIiIiIiIjnTGmAngy/XA0kABqgUnAJmvt7ME6tloKRERERESGAWttnbV2gbV2AXAjcF363wuAZF/3a4zZY0OAWgpERERERPpg3u3zOixetuzCZYO1eJnTGHMzcAiwETjNWhs2xjwDfNVau9gYUwksttZOMsZcBJxBaoVkJ3BkdztXS4GIiIiISC+lC4KbgYmk1jyYCNycjg+GacDvrbVzgHrgEz14zULgTGtttwUBqCgQEREREemLawB/u5g/HR8Ma621b6X//TqpcQZ78ri1dntPdq6iQERERESk9yb0Mt5fkTb/TrB7GECc3df0vnavaenpzgetKDDG/NkYs80Ys7xNrNwY87gxZnX6e9lgHV9EZNiJR2HHOnjsu/D41bBjPSRi2c5KRET65oNexgfLOmC/9L/P7OtOBrOl4DbghHaxbwJPWmunkZpu6ZuDeHwRkeGlaTPccBC89Ft48Tr4w8HQtCXbWYmISN9cBYTaxULp+FC6FvhfY8ybQGVfd2KstQOXUvudGzMJeNhaOzf9+F3gKGvtZmPMGOAZa+2MPe2npqbGLl68eNDyFBEZEo9/H178dWbsyG/C0d/q7Z5MXw6vc6mISIY+nUvbGuLZhwbVUE9JOspauzn97y3AqK42NMZcDlwOMGHCYHXNEhEZQqaTxlmHc3APqXOpiMigSRcAOVkEtJe1gcY21UTRZTOFtfYma22NtbamqqpqCDMTERkkNZeAJ7D7sbcIFgzWzHUpOpeKiEhPDHVLwVZjzJg23Ye2DfHxRUSyp2g0/L9X4K2/p1oNFnwSCkdnOysREZEhLwoeBC4Efpb+/sAQH19EJHucbigdD0d9I9uZiIiIZBjMKUnvBP4LzDDGbDDGXEqqGPiIMWY1cFz6sYiIiIiIZNGgtRRYaz/ZxVPHDtYxRURERESk97SisYiIiIjIMGGMSRhj3mrzNamTbf5tjCkdyOMO9ZgCERERERHpWthau6CzJ4wxhtQ6YycN9EFVFIiIiIiI9MHKmbM6LF42652VA7puQbql4D/AK8B+wEnGmGeBGmttcKCOo+5DIiIiIiK9lC4IbgYmklodeSJwczreHwVtug7dn45NA26w1s6x1q7v5/47pZYCEREREZHeuwbwt4v50/H+tBZkdB9KtxSst9a+3I997pFaCkREREREem9CL+P90TII+8ygokBEREREpPc+6GV8WFNRICIiIiLSe1cBoXaxUDqec1QUiIiIiIj0UnqWocuA9YBNf7+sv7MPWWsL2z1eZ62d2y42aSBnHgINNBYRERER6ZN0ATCgU5Bmi1oKRERERETynIoCEREREZE8p6JARERERCTPqSgQEREREclzKgpERERERPKcigIRERERkTynokBEREREJM+pKBARERERyXMqCkRERERE8pyKAhERERGRPKeiQEREREQkz6koEBERERHJc65sJyAiknNaaiEeAYcL/JXg1KlURERym/6SiYj0Rv0HcNf5sGUpBKrgjFtg4kHg8mU7MxERkT5T9yERkZ4K7YAHrkgVBJBqMbjrk6m4iIhIDlNRICLSU4kIbHg1MxYLQaQxO/mIiIgMEBUFIiI95fLCuP0zY+4C8BVnJx8REZEBoqJARKSnCsrg1N9B9ezUY38FnPM38JVlNy8REZF+0kBjEZHeKJsIFz4IsVZwulOFgdOd7axERET6RUWBiEhvBaqynYGIiMiAUvchEREREZE8p6JARERERCTPqSgQEREREclzKgpERERERPKcigIRERERkTynokBEREREJM+pKBARERERyXMqCkRERERE8pyKAhERERGRPKeiQEREREQkz6koEBERERHJcyoKRERERETynIoCEREREZE8p6JARERERCTPqSgQEREREclzKgpERERERPKcigIRERERkTynokBEREREJM+pKBARERERyXMqCkRERERE8pyKAhERERGRPKeiQEREREQkz6koEBERERHJcyoKRERERETyXFaKAmPMl4wxbxtjlhtj7jTG+LKRh4iIiIiIZKEoMMbsBXweqLHWzgWcwLlDnYeIiIiIiKRkq/uQCygwxrgAP7ApS3mIiIiIiOS9IS8KrLUbgWuBD4DNQIO19rH22xljLjfGLDbGLK6trR3qNEVERgSdS0VEpCey0X2oDDgNmAyMBQLGmE+1385ae5O1tsZaW1NVVTXUaYqIjAg6l4qISE9ko/vQccBaa22ttTYG3AcckoU8RERERESE7BQFHwAHGWP8xhgDHAuszEIeIiIiIiJCdsYUvALcA7wBLEvncNNQ5yEiIiIiIimubBzUWvt94PvZOLaIiIiIiGTSisYiIiIiInlORYGIiIiISJ5TUSAiIiIikudUFIiIiIiI5LmsDDQWkREu2gLhHVD/IZROAF8JeAuznZWIiIh0QUWBiAyseBRWPw73XgLJBBgHfPwmmH0quLzZzk5EREQ6oe5DIjKwwtvh4S+mCgIAm4RHvpxqORAREZFhSUWBiAysZKJjARBphGQsO/mIiIjIHqkoEJGB5fbBhIMzY3vtB66C7OQjIiIie6SiQEQGlr8CzrwV9jkHSsbD3DPhnL9BoDLbmYmIiEgXNNBYRAZe8Rj42HUQaQZPQDMPiYiIDHMqCkRkcHgCqS8REREZ9tR9SEREREQkz6koEBERERHJcyoKRERERETynIoCEREREZE8p6JARERERCTPqSgQEREREclzKgpERERERPKcigIRERERkTynokBEREREJM+pKBARERERyXMqCkRERERE8pyKAhERERGRPKeiQEREREQkz6koEBERERHJcyoKRERERETynIoCEREREZE8p6JARERERCTPqSgQEREREclzKgpERERERPKcK9sJiIjklOZa+PBlqF0Fs06B4rHgLcx2ViIiIv2iokBEpKdaauGu82DDq6nHT/8IPnU/7H10dvMSkUGRSCYIhoM8+N6DRBNRTp96OlX+KjxOT7ZTExlwKgpERHqqedvuggDAWnjiahg9DwKVWUtLRAZHMBzkjAfPoDHaCMCtb9/K/afez/ji8VnOTGTgaUyBiEhPJWIdY/Ew2OTQ5yIig+7x9Y/vKggAIokIf1v5NxLJRBazEhkcKgpERHqqeCyUT8mMHfpF8KuVQGQkStiOF/+dxURGAhUFIiI9VVgNFy+CI78Fcz4OFzwAM04Eh06lIiPR8ZOOp9C9eyIBt8PNp2d9GqfDmcWsRAaHxhSIiPRG0Wg48muQiIPbm+1sRGQQVRZUct9p93HPu/fQmmjl3BnnUu2vznZaIoNCRYGMCMHmCPWhGA4DpX435QFdrMkgcjhTXyIyorkcLsYExnDlwiuznYrIoFNRIDmvtqmVi259jbc3pQaDHTi5jN+fvx+VhSoMRERERHpCHWEl5z28dPOuggDglbU7+O97dVnMSERERCS3qCiQnJZIJlm2saFDfEWbIkFEREREuqeiQHKa0+HgzP3GdYh/bJ8xWchGREREJDepKJCcN3tMMdd8fB7jygqYWOHnt+fuy7hyf7bTEhEREckZGmgsOa/U7+GcmnF8ZPYoACoCHhwOk+WsRERERHKHigIZEZxOB1VFmm1IREREpC/UfUhEREREJM+pKBARERERyXMqCkRERERE8pyKAhERERGRPKeiQEREREQkz6koEBERERHJcyoKRERERETynIoCEREREZE8l5XFy4wxpcAtwFzAApdYa/+bjVxEcsW2xlaeWx0kFI1z3KxRVBV5cTtV14uIiEj/ZWtF498Aj1przzTGeAB/lvIQyQnbGls59XcvsqWxFYCfL3qHRV88ggnl+tURERGR/hvy24zGmBLgCOBPANbaqLW2fqjzEBlUySQ0b4OmrRBp7vfunllVu6sgAGiJJrj5ufeJJZL93reIiIhINvoeTAZqgVuNMW8aY24xxgTab2SMudwYs9gYs7i2tnbosxTpq2gLvPcU3HwM/HoO/Pur0Ny/n+FQJN4h1hKNY22/dit5QOdSERHpiWwUBS5gIfAHa+2+QAvwzfYbWWtvstbWWGtrqqqqhjpHkb4L74A7z4aGDyERgyV3wit/gHi0z7v86JzR+D3OXY8dBi47fAoel8YUSPd0LpXBkEgmqG+tJxwLZzsVERkg2RhTsAHYYK19Jf34HjopCkRy1tYVkExkxt5dBAf+LxT27aKsqsjDo188gj8++x6haJzLj9hb4wlEJCvqW+t5dN2jPPTeQ0wonsAV+17B2MBYjDHZTk1E+mHIiwJr7RZjzIfGmBnW2neBY4EVQ52HyKApn9wxNmY+eDr0kusxt9PJhHI/V58yB4vF43Lu+UUiIgMsnoxzz+p7+M0bvwFgaXApL29+mX987B9U+dUSJZLLstX34ErgDmPMUmABcE2W8hAZeIEqOPJb4EhfuFdOg2O+A57+39l3uxwqCEQka+pb67l31b0ZsWA4yLbQtixlJCIDJStTklpr3wJqsnFskUFXUAoH/z/Y7wKIR1ItBIXV2c5KRKTfnA4n5b5yNjRvyIgXuguzlJGIDBSNUhQZDL5iKB6b6kqkgkBERogyXxnfPOCbuB3uXbHjJx5Pibcki1mJyEDI1uJlIiIikoOml03n32f8m+XB5YwtHMuYwBhKfaXZTktE+klFgYwIiaQl2BzhxTVBPE4HB0wpp7rIl+20RERGHK/Ly2jXaEYHRmc7FREZQCoKZETY2tjKib95noZwDIAxJT4e+NyhVBcP38IgHEvQFI7hdjooC3iynY6IiIjkMY0pkJyXTFr+8t/1uwoCgM0NrTy2YmsWs+peXXOEny96h5Ovf4HP/GUx725pJJ5IZjstERERyVMqCiTnJbHUhzquFtxZbDgIxxL87qk13PbSOmqbIry+fgdn3fhf6lqGZ74iIiIy8vWoKDDGLDTGfN4Yc6UxZuFgJyXSGy6Hg4sPnYSjzWKaHqeD0xbslb2kutEUjvHIss0ZscbWOFsbW7OUkYiIiOS7PRYFxpjvAbcDFUAlcKsx5juDnZhIb4wr8/PgFYdx0rzRnL5gLP/+wmFUF3uznVanPC4Hkyo7rm5crnEFIiIikiU9GWh8PjDfWtsKYIz5GfAW8OPBTEykNwJeF3P3KuH/zpqPMQafe/iu+lvq9/Dj0+dy5o0v0RiOA3DFMVMp9rn38EoRERGRwdGTomAT4AN29m3wAhsHLSORfijw5MaEWntXBnjiS0eyrSlCqd9Nsc9NcYGKAhEREcmOnlxBNQBvG2MeByzwEeBVY8xvAay1nx/E/ERGJKfTQXWxb1hPmSoiIiL5oydFwf3pr52eGZxUREREREQkG/ZYFFhrbx+KREREREREJDu6LAqMMf+w1p5tjFlGqttQBmvtPoOamYiIiIiIDInuWgq+kP6+Evham7gBfjFoGYmIiIiIyJDqsiiw1u5cXWmqtXZ92+eMMTMHNSsRERERERky3XUf+l/g/wFTjDFL2zxVBLw42ImJiIiIiMjQ6K770N+BRcBPgW+2iTdZa7cPalY5JJ5I0hpLUOBx4XSYbKcj/dHaANEQGAP+CnBq3QARERHJD911H2ogtUbBJ4cundwSbIpw9+IPefn9Oo6ZWc2p88dSUejNdlrSF8218O+vwsoHwV8OJ10LU48Db1G2MxMREREZdLmx/OswtKMlypf/8RbPrQ4C8PzqIMs2NPDD0+ZS6NPHmlPiUXj5Bljxr9TjliDcczF8fomKAhEREckLjmwnkKvCscSugmCnB5ZsoiUaz1JG0meRRljzeGbMWti6fMAPFWyK8EFdC5sbwjS1xgZ8/yIiIiJ9oVvafeQwBpfDEE/uXsKhwO3MYkbSZ54AjNsftizLjFdOH9DDbG4Ic8GfXmX1tmacDsPnjt6bSw6dTKnfM6DHEREREekttRT0UaHPyeVHTMmIfeWj0ykt0ODUvmoIRaltihBsjnS5TSKRpLapldqmVsID1SrjLoAjvg5jFqQeO91w7PchUDUw+wfC0QTXPb6K1duaAUgkLb99cg11zdHMDRMxaN4KTVshFh6w48vAaQzH2NbU2u3PqYgMf9FElGA4SDAcJBIfGb/PTdEmguEgdeG6bKciOUgtBX1U6HVz2eFTOHHuaN78sJ4DJpczptiHV60FfbKloZVv3LuE51YHmV5dxHXnLGD6qEJczt11a3NrjGdX1XL1QytoDMc4d/8JfOG4qZQHBmBwd/EY+NS9EG1JFQXeYvAW9n+/aaFonOUbGzvE3w82s3d1+jjhelj5EDzx/VRBcOBn4ZArUjMhybCwtbGVq+5bxtPvbmNKVSHXnb2AmWMKcTv1ey+SSxoiDTz03kP8YckfSNgEl8y9hLNnnE2ptzTbqfVZMBTkx6/8mKc/fJrxReO55rBrmFk+E49TrdHSM2op6IeygId540q54OBJzBxdTIm6gfRJYzjGN+5byrOrglgL725t4vxbXmZ7S+Zd9NrmKJ/7+5vUNkWIxJPc/t91PPjWZhJtunD1S6ASyiZC8dgBLQgAinxujptdnRFzGJg9pnh3oOFDePAKCNVBLAQv/Aree2ZA85C+a2qNcfWDb/PkO9tIWlizrZnzbn6ZHS0aGyKSa95veJ+fv/ZzGqONtMRauP7N61keHPhxZEOlJdbC/73+fzz5wZMkbZL1jev5zGOfoSHSkO3UJIeoKJCsi8QTvNBu0PaOUIzmSGb3oNfWdVwe49G3N3fYbjjyuBxcePAkztpvHG6nYXSxj5svqMkcT7D6iY4vfPteiKob0XAQjiZ4blVtRqwpEqchrKJAJNc8sb7j+XbR2kUkbTIL2fRfKBbihY0vZMTC8TDBcLCLV4h0pKJAss5hDDNHZ0796XU5CHgye7fNGt1xetD540rx50iXrYpCL98/dTYvfuMYHrryUI6aUU3A2+Y97rWw44vGHwQutUANB26ngxmjizNiLoehyKdxRCK5Zt/qfTvE9hu1Hw6Tm5dFHqeH6WWZk2M4jIMyX1mWMpJclJs//TKiVBR6+dXZ86ksTF38el0OfnnmfIoKMouCcWV+Ljx4Iia9cPScscVcethk3K7c+TEu9LqpLvZRVeTruAL2qDmwz7m7H48/EOafC47cKHpGurKAh1+cOY/qotQYFq/LwTVnzKNI65KI5JyF1Qs5ZsIxux4fNOYgjhp3VPYS6qcSbwnfO/h7jPKPAsDlcHHVgVdR5NFaO9JzxtoB6o89iGpqauzixYuznYYMongiyfaWKC3ROAVuFyV+FwXujhdbjeFUt6J4Ionf66JypK0gHa6HaDMk4+ApTI1zkGEjmbQEWyKEIgl8biclBW4KPFkp2syeN+lI51KR3epb6wnFQ1gsAVeAUl/uDjIGsNZS11pHKBbC5/JR6C7E7/ZnO63hrk/n0pFKt7hkWHA5HVQX+/a4XXGBm+KRPO1rQWnqS4Ylh8NQXeQD3XwTyXmlvlJKGTnnW2MMlQWVUJDtTCRX5U6/CxERERERGRRqKZC8tqMlStJaygMejFEr4mCKB4OEly4lsX07gUMPxVlZicM9glt9REREcoiKAslLLZE4b29q4GeL3iEcS/DZI/fmyOlVmVOEyoCJB4N8cPElRFavBsD4fEy+7168U6bs4ZUiIiIyFNR9SPJSbVOEc296mTc+qGfl5ia+cNdbLN+oRV4GS+s77+wqCABsayu11/+ORCiUxaxERERkJxUFkpf+8/YW2i+EfMcrH9AaS2QnoREu0dTUIZZsaoSEPm8REZHhQEWB5KVJlYEOscmVAVxOjSsYDP6FC3EUFmbEKi65BGeRpvEREREZDlQUSF7ab2IZC8aX7Hq8V2kBFxw8CZdDvxKDwVVZyeT776P0zDMpPPpoJvzldnxz52Y7LREREUnTQGPJS5WFXv504f5saWwlEksyvryAqqI9r5MgfWOcTjzjxzPqu9/BJhI4/VpQR0TrKungAAAgAElEQVREZDhRUSB5q6LQS8UwXhE52BShORLH43JQ6HWNiEXbHN7h+3mLiIjkMxUFIsPQ5vow593yCmuDLRgDFx8yiSuPnUaZpkwVERGRQaAO1CLDTDia4NdPrmZtsAUAa+HPL65jW2NrljMTERGRkUpFgcgwE47FWbGpsUN8bVBz+ouIiMjgUFEgMswU+9ycOHd0RsxhYO5exVnKSEREREY6jSmQvBdsjhCKJPC4HBT5XAS82f21cDkdnLP/eLY0tnLP6xuoLPTy49PnUh7QeAIREREZHCoKZPiLRyG8A4wDApVgBm6BsR0tUX708AoeeGsTbqfha8fP5Nz9x2d9pp+KQi/fOnEmVxwzFYOhstCDGcD3LSIiItKWug/J8Baqg5d+CzcdAbedBO89CZHmAdjvdpJrnqTkia9w9aS3eeTSmRS4nVzz75XUh6L93/8AKPC4qC7yUVXkVUEgIiIig0pFgQxf1sKqx+CpH0HTFgiugjvOgpZt/dtvrBVevRnH387A8eZfKHv0c8x49dv86Pi9APhghwb0ioiISH5RUSDDV6QJlt6dGbNJWPtc//bb2gAv/SYj5Fq9iAP38uJyGPauKuzf/kVERERyjIoCGb5cPhg1p2O8csYA7LxjdxyHw/CnC2soGQErB4uIiIj0hooCGb5cHjj4Ciifsjs2+zSonNa//fpK4LAvZYTszFMpLi7lsGlV+D0afy8iIiL5RVc/MrwVj4FL/pOafcjlBW8x+Mv7t0+3D2ougfEHwIoHYdKhmEmH4wtUDkjKIiIiIrlGRYEMjJY6SMbA6en/RXt7hdWpr4HkL4fJR6S+RERERPKcigLpv7r34P7LYePrMP5A+PgfoWxSz18frofQdqhfD5XToaAcPAWDlq6IiIiIZNKYAumf5m3w97Nhw+LUFKIfvAx3fwpagj17fWsTvHIjXL8v/PV0+O182PBaal8iIiIiMiSy1lJgjHECi4GN1tqPZSsP6ZmWSIxgc5SX3qtjanUhUyoDVBR6Id4KdWsyN96yLBXviWgjPPvz3Y8TMXj4C6lxBD3sMtQQirKlMcLi9dtZML6UvUoLKPV7evjOei6+YwexDz+kdeU7+PevwVVdjbMwP6cvDTZFWLaxgbqWKIdOraCy0IPb6cx2WiLD2o7WHWxo3sA7de9QM7qGyoJKijxFHbZLJBPUtdbx2pbXmFQ8Ca/Ly5tb32RWxSz2KtyLMl9Zp/uPJWJsb93OK5tfocxXxqyKWVQWDL+xUsFwkOXB5TRFmzhg9AFUFFTgcqjjgki2ZfO38AvASqA4izlID1hrWbx+Bxfd+tquG/gnzxvDj0+fS9nOMQSh7btfUDwWHD2c1jMeSa090FbDhh63FLTGEtz35kZ+8NCKXbEvHDuNy4+YQsA7cD/eicZGan/7W+rvvGtXbOy1v6T4hBMwrvz6YxZsjvDpP7/Cys1NABS4nTx85WHsXZ2fBZJITzRGG7lxyY38/Z2/74r95LCfcNKkk3A5M88hW0NbOeuhszhozEHsN2o/fvrqT3c9d97M87hi3ys6LSY2Nm/k7IfPJhwPAzCtdBo3ffSmYVUYBMNBLvnPJaxtWAuA3+XnnlPuYXzx+CxnJiJZ6T5kjBkHnAzcko3jS+/UtUT54UMrM67TH1m2maZIHPwVcOZt4ElfEHqL4RN/hp7O5OMphLLJmbF5Z4InAEAyaQk2RdjW1Eoknujw8oZwjGv/825G7IZn1tDUGu/p2+uRZEsL9XdlLqS29Wc/J1FfP6DHyQXvbmnaVRAAhGMJfvXEKkLRgf3MRUaSUCzEne/cmRG79rVrqY9mnkPiyTh/XfFXGqONnDb1NP6w5A8Zz9/17l20xFo67D8cD3PDWzfsKggAVtevZtX2VQP4LvpvWe2yXQUBQCge4qZlNxFJRLKYlYhA9loKfg18Heh4qyPNGHM5cDnAhAkThigt6UzSWhpbYx3i0VgCnH4YfxBc+TpEm1MX+QXl4OhhV5LCarjwQXj8e7B1Ocw4ObU2gbeQ5tY4L79fx48eWUFTa5xPHzSRiw6ZRFlgd9cga1MXpW3FEpbkAI9JsPF4h9aLZFNTXo59qA9FO43Fk/n3WeQCnUuHh0QygSXzd6Ql1tIhlrRJdrTuAMDr9HYoAJI2SSLZ8QZJPBnvUGBAqoViOKmPdMyxPlKfek/qgSiSVUPeUmCM+RiwzVr7enfbWWtvstbWWGtrqqqqhig76UxpgYcLDp6YEZtcGaBkZ799txeKRkPF1NR3Vy/785dOgFOvh4v+DUdfBYWp/+/a5giX/XUx6+tCbG+J8psnV/Pkyq3YNhfifq+Tj+0zJmN3R0yvxO8Z2L8uDr8f39zM1ZVLzzkHRx6OKdhvUjlF7bpmXX74FIp9Wgl6ONK5dHgocBcwr3JeRuyMaWcQcAUyYh6nhwvmXADACxtf4JS9T8l4fp/KfShwd5ydrchTxEWzL8qIBdwB9q3edwCyHzgHjz2YAldm/hfNuQi/25+ljERkJ2OH+E6nMeanwKeBOOAjNabgPmvtp7p6TU1NjV28ePEQZSid2d4S5el3tnH/mxuZNaaIzxw+hVHFvkE95h0vr+fb/1qeETt8WiU3nL+QojYXoHXNEe57YyNPv7uNQ/au4NwDJlBZ6B3wfOK1tWz/2x2Ely6l+PiPUvTRj+IqH+A1GXJAIpFkQ32Y3z21htrmCJ85bDLzxpVSUqCiYAiZvrxI59LsCoaD3PXOXSypXcKxE47l+EnHdzpouCXWwpr6Ndz+9u1cPOdilgWX8fSHTzO/aj7nzjiXSn/n3TMbI42sqFvBX1b8hXJfOZfvczljC8cOq0G8sUSMTc2buHHpjTRGG7l4zsXMKJ/R6RgJkSHQp3PpSDXkRUHGwY05CvjqnmYf0h+y4cFaS3Mkjs/lxO0a/Eam19Zt56wb/5sR+58jp/CVj8zA0+74iUSSlmgCv9eJyzF4uSXjcWw4jCMQwAzicXJBayxBPJmk0KtiIAtUFOSoeDJOOB4m4A7gMN2fQ1piLTiMY1c3ogJXQY8u8FtiLbiMC69r4G+ODJTWeCsJmyDgDux5Y5HBo6KgjeFz+0CGPWNMxh36ToW2Q7QFXL5d3YD6au+qAKfMH8tDSzYBMLW6kEsOndyhIABwOh0UFwz+RbrD5YIi3dEC8LmdqBOwSO+4HK4e3xVve8HcmzvpuXCh7XMNbkuziPReVosCa+0zwDPZzEEG0I71sOjrsOkNmHAIfOSH6TEGfbtbVR7w8qPT5vCNE2YQjScp9rmpLBq+d75EREREcpVaCqRLjeEYja0xNje0Mr7MT6nfnb473InmbXDnObBtZerxin9BqA4+/kco2avPOZT6PYOyEJmIiIiI7KaiQDrVEolz9+IP+ckjqYt8r8vBXy45gAMml2NMJ13woi27C4Kd1j3f85WNZdDUNkVYF0xNazipMkCVWltERESkHRUF0qmm1jg/X/TOrseReJKv37uUez97SOddeFye1BoF0ebdscJRPV+vQAbFtsZWzvrjf1lfFwJgUoWff372YKqK1J9XREREdsvv6VOkS6mZZTJnptqwI0ySLmarKqiAk/9vdxHg9MBJ14KvdJAz3YNoCzRtTX3PQ48s27yrIABYVxfikaVbspiRiIiIDEdqKZBOBbwuxpUVsGFHeFfspLmj8bu7+JFx+2DmyTDxLWjcDMVjwV0ABVksCho3wRNXw4evwuTD4ehvpwY+55F1wVCH2Pq6/CyQREREpGsqCqRTVUVe7rzsIH7w0Nus3NzEMTOr+cKx0yj0dfMj4y1KfZVOGLpEu9IShLvOg01vph7vWJuaHems28CfPwuOnXvAeG7/77qM2Dn7j89KLiIiIjJ8qSiQLo0v93PdOQsIxxIUed0UePo3PiCeSLIjFMVa8HucFHax5oG1llA0gc/lwOl00BKJ43U7OixKlgiFMG43Dncn+4mFdxcEO619NhXPI+UBNzecv5A/vbAWA1x2xBTKA/k7m1MsniSWTOL36NQnIiLSlv4ySreKfO49L1jWA82ROM+vquW7DyxnRyjGqfPH8O2TZ1NZmDloeXtLlCdXbuXRt7fwpeOm8+6WJh5eupkF40s478AJVBX5SDQ0EF6yhB133oVn4gTKL7oI9+h23YKcLvAEdo0liE89ge0Hfo1EsgRvS4TywMifgScWT/Kn59fxyto6Tt5nLAC/f3oN3zl5FtXF+TXQOJm0bGls5Y/Pvs+mhjAXHjyJeeNKKCnQaswiIiKgokCGyI6WKP/v729g0+OU739zExMrAnzu6Km4nakWgHA0wQ1Pr+GWF9Zy3gETeOCtTdz8/PsAPP3uNh5bsZXbLzkA97PPsunr39i178Z/L2LyvffiqqrcfUBfKZz4C3jwCsJzz+fVqV/gK3evJ9j8LAsnlHHD+QsZXTKyL4wj8QTvbGlkyYYGlmxo2BVfva2ZAyZXZDGzoRdsjnDK9S9Q1xIF4PEVW/njp/fj+Dn5NcZERESkK5p9SIbE8k0NuwqCnZ5YuZWm1tiux02RGH99eT0AH5k9irtf+yBj+7c3NdISjlH351sz4vFt24h+mLkt7gKYdRp8YSmNR1/D5f98j2Bz6oLwjQ928P0Hl2ccu0uhutTCbMlED9/p8FHoc3PGwnEZMYeBQ6dWdvGKkeudLU27CoKd/vjs++wIRbt4hYiISH5RUZArYqHUrD7B1dC0BeK5dTEzrbqwQ2zf8WUd+nYHvKnHrfFEp/2+nU6DIxDoEHf4Cjoe1Jca9FwbTq2z0Nara7cTjnZzoR8NwQcvw9/PhttOhjduh9D2rrcfpo6cXsU3TpjB6GIf06oLufXiA6gqzL8xBQFvx/EwAa8Tp6OThfhEBkkkEWFT8yZuWXoLd71zF7WhWmz7uyUiIlmi7kO5INYKq5+A+z4D8Qh4i+FT98K4/aGz1YWHocpCL188bhq/e2oN8aRlzthirjhmKj737ou1StPE05+dxQPLt/P421v5/LFTuer+5bueP33BWAp9bjxf+yrrz/8UJFIX9QX7LsA1elS3x3Y7DbHE7j++C8aXZhy7g5ZauO2k3S0ED38J/BUw+7Q+fgLZURbwcOlhU/jEfuNwGNNhDEe+mFgRYM7YYt7e1AiA22n4xgkzKR6A8TIiPbW5eTOfePATRJOpmzo3Lb2Juz92N1X+qixnJiICJhfuUtTU1NjFixdnO43sadoM19dkrhZcNgkufSy1anCOaI7EaG5NEEsk8XucVOy8QE0kILgS7v9fqF2J3fs4Wj7yS7bYUpIWXlgdZM7YYqaNKqQ84CUZDhMPBml+7jk848fjmzMHV0VmH/lILEHCWvweF6FInGdX1/KNe5bS2Bpn5ugi/nTh/uxV1knrwk6Lb4WHv5gZm3osnHV7atpVyTnB5ghLPqxnY32YY2ZUU1nk7b4wHN76dDcg78+lWRRNRPnRyz/iX2v+lRG/5rBrOGXvU7KUlUjey407q0NELQW5IB7JLAgAdqyDZLLTzYerQq+bQm8nd2ZDtXD7Kbu655hViyg0hqkfvxF8JUwflXkR7igowDN+POXnn99hV7FEkk31YX7/1BrqwzEuP2IKM0YXcezMUTz+5SOJJZL43M493zEvn9IxVjEttVKz5KTKQi/HzsqdIlpGFmst0UTHbp+dxUREskFjCnKBu6DjgmATDwXXMOgKEmmCuvfgjb/CxjdSA3P7so/2/fXXPJHqNtVLweYIJ/3mef7x+gYeW7GVM2/8L+9uacLjcjCq2Me4Mn/PutCMmg2Tj9z9uHgsHPL54fGZi0jO8bq8XDL3Ehxm95/dIncRh+11WBazEhHZTS0FuSBQDZ+6Hx74X9i8JHWx+rFf92tl3vpQlFA0QTLdxaZPC1olErDmSfjnhbtj+38GjvkuFJT2fD8F5TDr1NTiYq3pqTOrZ4Gj9107XlgdpKXdAOI/Pvc+s8cW927BqkAVnPnn1NiCaAhKxkGR7jKLSN+NLxrPvafeyx0r7qDIU8QnZ36SioL8mh5YRIYvFQW5wBionAqfvAsSMXD5enfR3U5dc4QfPLSCB5dsAuCwqRX8+tx9ez8INRyER7+ZGVv8JzjsSz3Lz1po3grvPAxVM+DgK1KvX/MEnP4HCPR+6szOFqMqKXDh7MuA7EBln3IQEemM3+1naulUvn3Qt3EYR0argYhItqkoyCX+gbmjtHRDw66CAOCFNXU8unwLnzpoYirQEkzNuuPyQEFZ1zuyQGt9u5iFRLz7BJq2wvJ7YNpHYMnd0LgB3nkEXrgOLnsKPnpN98ftxr4TyphcGWBtMLWSsd/j5Iqjp+HNwQGl9aEoq7Y2ce8bG5m3VwknzB2dt7MHiYwkLof+9IrI8KPbFHno9fU7OsReXbudeDwOte/C3z4Bv5oJ/7gQGjZ0vSNvESy8KDM2eh54Oq4jsEvzNrj1hFTx0FIL9etS+7ngARi7Lzz3S/AUgLNvF/FVRV7+8T8H88dP78fPPzGPJ79yZPezDPVQKBqnNTZ0C5jFE0kWLd/C2X98mbtf+5Dv/Gs5n7n9NeqaI0OWg4iIiOQP3a7IQ8fNHsXvnl6TETt5nzG4wnXw19OhMd2KsPZZuO9yOOdvnY9f8PjhiK9Cxd7w/jMw+SiYcyoUdjPn9o51qYHTFXvDrSftji+/Fz55Nzz/KzosfdxLVUVejp8zul/72Km5Nc7qbU3c8Mx7BDxOrjxmGuPLC/C4BrflYUcoyu+eyvw/euvDBhrCMSoKvQSbI6yva2FHS4x540qoDHhwOlXji4iISN+oKMgDyaRlRyiKy2koKfAwqcLP90+ZzXVPrCIWt1x62CT2n1QOkY27C4Kd1r8IiW7uTgcqYe4nYPyBsPF1aKkDp7frMQXGATNPhtduzoyHtsPW5XDsd8HbcfXjbHk/2MwZf3hpV52yaPkWnvrKUQPS+rAnnQ2DcBhDsDnC//z19V0tPkVeFw9deRiTKrtpoRERERHphoqCEa4+FOXxFVu59cV1lPjdfPukWUytLuT8Aydy8j5jMECRz51axCnhS3X9ibbs3kHF3mC6uSseaYHXboGnf7I7dvw1UHNJqkWgvdIJ4CkCVyfPFY1NLco2TETjCW55YW1Gw0UknuSxFVu4+NDJg3rs8oCXL39kOl/+x5Jdsf0nlVHqd7Fqa0tGF7CmSJxfPf4uPztjH/xe/UqLiIhI7+kKYoR7cU0dd776AV89tJyKgItFb67l/MNmMLa0gOoiX+bGbj989kWIhSC4Gl75I5xwDRRWd32ASGNqHEBbT/+E2KyPE/K6Os4GVFgNCz4Jkw6F1Y9BIgpTjoKaS2H0XHC4SDQ3kwyFMR43rtK+z7LUX8YYyvwdZzMqbR+LhlKfg3Hu6jqVjERINDZijMFZUYHp5exHTofh2FnVPPC5Q3ngrdRA48OnV1Hq9xJs2t5h+62NEWKJIVydPBZOTR/b5j3TXAs2Ad7iVNeybjSEo0RiSbwuByV+LQgn0htJm2R763astZR6S3E7O1kUMi0cD9McbcZpnJQXdD2NdUushVAshMvhoszXt4keRCS3qSgYwRpbY2yo3c6fjo5T9vSl0LSFmbPPIhz/MtDuTn3zNnjialj5UGo134/+CE75NZRO7P4gNpm6sG8rFiaRSPLmBzuYUhlgrzI/Tkebi+JAVaq14IrFEFwF8TA8/n1obcDWfIZ41XGsu/hzeKdPZ8yPf4xn0kSMY+j7y7udDi47fAr3v7GRxtbUjErjyws4dGqbaUpbgvDctbD0LigaDSf/ikTpDOpuu4P6u+7CWVLCqKu+RUFNDU5/9xfK7ZUUeJg/3sP88ZmF0cKJpRS4nYTbDHy+8JBJlHRSwAyKlmBq7MeSv0PhKDjjllQh+ciXoGEj7HM2HPn11P9zJzbuCHHV/ctYvG4H+00q45qPz2NcWe8+G5F81Rxt5pXNr3Dt69cSjoU5b9Z5nD39bEp9HW+gbA9v54YlN7Bo7SJGB0bzvYO+x8zymXjbLcIYDAW59vVrefbDZ5lcMpkfHvJDJpdMxtmHtWJEJHcZ289BnUOhpqbGLl68ONtp5JzWWILI9g8puakmtb5BWuLIb+E84iuw8+5SNAT/uQpev3X3i71F8Kn7Ut19iroZtBvagb3vMsyax3eF4jNPZ+nCH3DHm/VccMgkxpT6OrZK7LT9fbh+Ycbg4vhRP2Xj7a8R+u/LuEaNYvI99+Cqys56AYlEkmBLlJfWBPF7XSycUErVzveSiKWmUW3bdcrpJnnZy7x73Mchnp6a1eFg7/88imf8+AHJKZZIsL4uxC8efZe6ligXHTKJw6dVUjoUd9wTcXjxN/DUD1OPjQMufQxuOxnibcaeHPE1OOLrqWlt26hrjnDBn1/l7U2Nu2KzxxTz10sPoELTrfZGHxbe0Ll0JFjbsJZT/3VqRuwXR/yCEyefmBGLJqLc8NYN/Gn5n3bFPA4Piz6xiGr/7tbflmgLP3j5Byxau2hXrNRbyn2n3keVv5tJI0RGhj6dS0cqTVcygvncTgobVmUUBADOlQ9AuM36ApHG1AJibUWaUmsQhOq6P4i/jPBJ19N82Ldg8hE0H/E93j/gan7y5EbmTyhlTW0z4Wg3U3mufb7DbEOuD/5D4QELAIhv3Uoy1NLZK4eE0+lgVLGPjy8cx/FzRu8uCADCO2DFvzJfkIhhN7yFe8yY3bFkktAAXoi5nU6mVhfxq7Pnc8sFNZwyf+zQFAQArTtgxf27HxePTRV28XaD0Vc80HENC1JjMtoWBAArNjfSGksORrYiI86LG1/sEHv4/YdpiWWeJxujjTzxwRMZsWgyyrqGdRmxUDzEMx8+kxGrj9TTFGsakHxFJHeoKBjhHGWddP+pmpU5CNjphcrpmdsYAwXl4CvZ4zE2xYu4auux3DL2R3xt4xGcdMtKRhcXsLm+lb1KC/C5uvkxq5rZIZQsnU50w9ZUGh4PxtdFK0O2uf1QOaNjvGIKie2Z/f69e+894Icv9LkpCwxxf3y3P/Xzs1NoOxTv1XG7qpmdDiZ3OQzl7XIu87txO3WzRqQnppdN7xCbXT4brzOzpc3n9DGlZEqHbUcFRmU8djqcTC7JnDjBaZwEXJrNTCTf/P/27jtO6ure//jrTK/bF5AuiBDEAoIFFY0lGmMsNxpLEku8Go0l+FBjyb16k/ySmMTEXPUmaow9sSfEaNQgUbGCKCIIIiLSYdneps/5/fFdWJals7uzO/N+Ph48mDn7nfmeswxnvp/vOedzFBTkORPuB4dd0V5QPBhO+J+OaT9DpXDKHU56UXCmhBx1LSSanUWjO1AR8VFRFOL/zVjNix9X0S/q5+Ij98YCfreLSGA7c93LR8K4Mzd7s1FkvvQtGv75Eng8DPjx/+CORnepzT3GH4ETfuz8Tjc67PtQvBeefu3D7kWnnYq3i6YO5ZwvDMfdAsVt7Um1QioOk69uP6ZooLMmJdD536007OOOsw/E3xYo+j0u7jj7IErDPbQeQqSP26d0H44fenz785J9+Obob3baJTnii3D9pOs3TRUyGC4edzEl/o5rD8oCZfx08k8p8jl9vdu4uWHSDUR8vSc1tIj0DK0pKASxekg2O2sHAsUQ7d/5mGzG2WG4tda58HN5nHUFgR0HBQANsRTNiTQtiTRBrxuP24CFaNBLZEdpMltrnfqlk1h/lHTKS6amBndREa5odJcX6Pa4pvVOJh5f0FlAHSwhXV1NpqkJ4/PhCodzmkWpWzSvh9hmbcZAsslJZxsocbJMbSPjUjyVoSGWoqE1RXHIS3GwLSWu7AqtKShg9fF6WlItpLIpor4o5cHyrR5nraUmXkNjopGQN0TIG9p08b+5dDZNXbyOxmQjEW+EiC9C2KuRAikIGqbejIICEZG+R0GBiMieU1CwGU0fkt2SSmdpiKXIZHt/UCkiIiIi26d9CvJRS42T+9/lcaYLbW1n4T1Q1RjnT28t46OVDZy4X39OPWggZWGlkxQR2VXWWuoT9fhcPsI+TdkRkdxRUJBvmtbBU+fDylnO2oATb4P9Tt/ptQE7Ut2c4KKH3tuUVvKdz2v4vLqFm746hqBPHycRkZ1VH69n5qqZPLH4CSqCFVxz8DUMiQ7ptGhYRKQnaPpQPkm2wmu3OQEBOIs+/3EVxGq3/7pd0JpId8oz/+R7K2lOpLvsHCIi+c5ay+urXudHb/2I+dXzeXXlq5zz/DnUxruuvxYR2RUKCvJJshlWvN25vPqzLjuF1+3qlFSmKOiFeJOTRUhERHaoPlHPk4uf7FDWmm5lUc2iHNVIRAqdgoJ84o/C8KM6lhkDlZ03u9ldYb+H8w/ruCHarScMomz6D+DdeyAV67JziYjkK5/LR2WoslP5ttKLioh0N01czCfeIBz9Q6heAstedxYZf/XXECjtslMUBb1MPX5fzpwwkEXLVjJpSISKz57G/ekLsOzfMOm7Xb6weU80xFL43C6CPuXBF5HeI+wLM3XCVGatnUVLqgWAQwccysDIwBzXLPcaEg3E03FcxkWxvxifu4d3bhcpUAoK8k2kP5z1kHPH3uWGYBl4urZDLQ37KE7H2X/xVHhrCSSauvT9u0J9a5K3l9bw6LvLGVgc4AfHjWJQaQi3SymJRaR3GBIdwnOnP8eimkWUB8sZGBlIWaAs19XKqepYNbe+fSszV80k6o1y4yE3cuzQY7XDskgPUFDQxzXHUzTF0yQzWdwuQzTgoTjU8UvFWkt1c4LWZIaAx01RyEPQu/v/9NmsZV3MUBkdhnf1B+3nOewKjNsHDashm3ayH4Urdvs8u8tay2uLNzD1yQ83lb2yqIp/XTOF/kWBHq+PiOSXxkQjrelWsjZLyBOiJLB7O5Z7XB76hfrRL9Svi2vYNyXSCR7++GFmrpoJQFOqiR+99SNe7P+iggKRHqCgoA+rb01S1ZTgx//4mLc+q8EYOHPCYG46+UuUhdtHB76oaSoE+B8AACAASURBVOXb989idX2MgNfFbf9xAF/Zrz+h3UwhWtOS5ILHP+U3J/83Q0acRPHat6gb9lXCe08k8OYd8M7dYLMweCKc8xdn9KIH1bWmePCtZR3KGmIpPlnbqKBARPZIXbyO2+fcznNLnwPgyIFH8rOjflbwd/i7QkuqhXfWvNOp/NO6TxkcHZyDGokUFi007sNa4mle/ngdb31WA4C18PT7q1i4pmHTMfWtSW549iNW1zsLgOOpLNc/M4/G2O6nELXWsrY+zqkPfsJ33xvCtfGL+dZrEdYn/PD2nU5AALBqDsy+DzKp3W/kbvC6DaXhzlOmikOalyoie2ZhzcJNAQHAm2veZPry6TmsUf4IeUNM6D+hU/k+JfvkoDYihUdBQR9W3ZJk4RZ7BgDMWV636XEyne10TCpjaYzv/oV6NOjl3ElDAJi7sp6/zV1NOmsJZzvXhRWzINW62+farfoFvNz41TH4Pe0f70nDSxlS2nsWQItI3zS3am6nsvfWvUeqh29+5KOAJ8Al+1/C+H7jnefuADdOupHSLkyWISLbpulDfdiA4gCHjyznxQXrOpQfO6Z9fmrQ5+aIfcp5+eP1m8rCPjclQe9unzfodXP5l0cyuDTI8/PXMm5gMd87eiQVmbWdDx5zCuRgLuiIijCvXXcMs7+oZUBRgJH9IpRH/D1eDxHJL1MGT+Hej+7tUHbi8BPxune/T5V2laFKfvfl35FIJ3C73ER9UYIe3dAR6QkKCvqwsM/D5JHlXDh5OI/PXoHf42Lq8aMYWhbadEw04OXHp42jNZnhjSXVDC0L8buzD6IktGdfYGVhP98+fDinjR9E0Mbxp6rB44fT/wD/+pGTkeigb8H+ZzpZkHqYz+Nmr5Igpx00qMfPLSL5a1jRMK6feD1/mPcH0tk0533pPCb2n5jrauUVrc8QyQ1jrc11HXZo4sSJds6cObmuRq+UzmSpb02SzFhcxrlY93k6zwqrb02SSGdxG0N5xIfZclvi3dW0Hp76NqycDZ4AnPkg7HWgEwhkM856Al8IIsquIdKFdus/sPpSR3OymeZUM5lshqA3uMsXoYl0gsakM10y6osS8CiBgUgfpTzlm9FIQR/ncbuoiO74C6mkOxbZpuLwxu1OQACQjsMT58IPPoL5z8C/f+KkJq0YBd+ZBsXKHiEiuVUfr+eP8//IY4seI2uzjC0fy/8d939UBHc+fbLf46fS03k3YhGRvkwLjWXrkq3OKEDzeueO/1aPaYYV73Ys8wSchcWv3OIEBODssDz9Vkg0b/eUqUyWDU1xNjTFSaS3cU4RkT2wtmUtjyx8hGxblrSFNQt59ONHSWaSOa6ZiEhuKSiQzlqqYcaP4c4D4b5j4JMXIL6VXYv9URh5bMeycAU0ru587NoPt5uFqCGW4qn3VnLi797g2Ntf597Xl1LXoi9pEelai2sXd3jeP9SfQb5K0q0tOaqRiEjvoKBAOspmYP6zMOseSMWgcQ08fT60buh8rMcPh18Jo08GYyBYCsfeAhWjwbXFzLRRJ4K/aJunXV7Two+mLaC2JUlTIs1vpy/h/c1Sq4qIdIWN6S4BTh50PI+O/QWTH/mQ2ptvITZ/PpmWwgwOWlItVLVWUdVaRXNy+6O6IpKftKZAOko0wqK/dyyz1pkmVDai8/GRSifjUKoVjAuCZc60ofOegn9cDU1r4UunwZFTwbvttQ/TF67vVPb3D1dz9OhKvG7FriLSNcqCZfzyqF9y19y7mDr8Qhr+43xs0hmVbHplBnv/7a+4x4zJcS17Vl28jvs+uo8nFj8BFr6x7ze44qArtD+ASIHR1ZZ05A3BwM47StJv7LZfEyyBooEQHQAen5NtaMQxcMm/4ZqFcOqdO8w+dNCQkk5lE4eXKSAQkS4V9UX5yvCv8MQpT+B9dfamgAAAa6l95BGy6d3f8b0vWlizkMcWPUY6myZt0zy5+EneX/9+rqslIj1MV1yFLBmDxrVQtQia1jnZgzx+mHwl9B/nHGMMTLoESobs2nu73BDp7wQK/ugODz9oSAlfHTdg0/ND9i7lawfstWvnFBHZCR6Xh2J/MZ6SznfC3cUlXZeyuY94Y/UbncpeW/kafSFluYh0HU0fKlTpBCx7DZ6+wHnsDcK5T8KwI50L+e9Mc7ILub3OjsTBznfyu1J5xM8v/mN//utrY8laS9jvoSzcDWlUu1E2a6lpSWAthHxuIgHtcCrSm0WOORrPwIGk16wBwFVcTNl3vo1x9/yGi7l0xMAj+POiP3comzJ4SsEFRyKFTkFBoUo0wbTvOwEBOIuK/3oJfG+mExREKoEeysMdbwS3j5JQgJLQjg/fJZk0xOtg/UIIV0K0P4TKu/gkEEummbuinh8++xHrGuKcvP9e3HLKWCqi/i4/l4h0DU9lJXs/+SSt77+PTcQJHX44nvI97x/q4nUkM0mMMXiNl6rWKoKeIEX+IkoC3XuDZXeMqxjHOaPP4elPnwbg9H1OZ+IA7dIsUmh6PCgwxgwBHgH6Axa4z1r7vz1dj56SyVqqmxN8tKqB4qCHEZURKiI7eaFoLcTqwO0Df2TbxzVvgOpPyRgP1cXjmLe6kdKgm5ElbjJuP5+uaySVzrLfkFKMy8PymhY2NCY46LzplL92M96lL7e9zxZ7EsQbaI3FqU15mbemhRH9ogwoDlG6xR382pYEq+virKxr5aAhJZSFfQS8W7/TZq1lQ1OCBWsaCXgM+5YYKt74L2d/g6OuhaJB4NqJWW3ZDLRsgDUfQKAEyke1BTKbadkAGxZD7edQOQZevomMr4jEibeTCpRRHOy6O/n1sRQXPDibVMYZbn9u3hoqo36uP3F0x99Fohlaq2H1B2QqRlPrKmdBrYv9BhZRGfXrzpwUtLp4HWta1rCmaQ37V+5Pqb8Uv2fXAutUJkVtvJYF1QuoCFUwJDpkuzsWeyorKDrpxA5lDYkGqmPVfFb/GfuX709LuoWl9UsZVzGOkkAJEe+2++M1zWu47vXrmF89n8GRwdw25TZak6243W4yZHAZF0XbycSWC6WBUqZOmMolB1yCtZawN0zEt53vHBHJS7kYKUgD11prPzDGRIH3jTHTrbULc1CXbre6PsYpd71BY8xZuDZuUBEPXXTIjgOD1lr49GV4/wGIDoTjboGS4c4c/5Yq+OJNZ97+kEPhpZtgxTusPOtlvn7HmzQl0hgDz11xBFc/MYdl1U6KvQcumMi9M5cya5mT6jPkc/PcRbexT/VCaFgJgw521hQApOJkl7/D7NgIvvvkErJtU0svnDyMa04YvemCuq4lyS1//5jnP1oLgNdtePLSw5kwbOtZK9Y1xvn6XW9S3ews7htZGeGJb1xJ5UNHwCf/gMvedu7m70jDKrh3CsTrned7HQjfeqZ9QXPzBnj8HFg9x3nuL4JvPY37qfNprlnNjJoEZ0wYSMDbNf8FllW3bAoINpqxaD2XHT2yPSjIZODzV+Gp74C1uIHIoVezxPMNrn9mHv+46kj2Kg52SX1E+pr6eD0/e/dnvLzcuUnhcXl4+KSHOaDygF16nxVNKzj3hXOJpWMATBowidun3E5ZcNuBweZaUi088ckT3P3h3Vx6wKXM2zCPRxc+CoDBcPvRt3Ps0GPxbJl2ua0NN795M/Or5wOwqnkVV8y4gt8c/RsufvlixleO51dH/6rXBQUAYV+YsC+c62qISA71+EJja+1aa+0HbY+bgEXAoJ6uR0+IpzLcPWPJpoAAYMHqRhatbdz+C7NZWPwCTLsMVs6GhdPgj1929gpoXgt/mAzPXgxPXwj3HweTryK2/7e5460amhLOuSYOK+XdZbWbAoJ+UT8ZazcFBACtyQy/eqOa5vGXkBl5PPEzHiTmaRvajtdRk/Jzy79WbwoIAB5+Zzktifb21MdSmwICgFTG8uN/fEztVjYeS2ezPPTWF5sCAoClG5p5Z611ApKWaqhe3Ol1naTiMPP29oAAYO08WPdR+/Pqxe0BATipVmfdC/ufhWmp4v43l9EQ67oMI4NLOl/M7zewmKB3s/9irdXwz+ucEaA2wdl3c8roKNXNSR566wsy2WyX1UmkL6lP1G8KCADS2TS3zb6NurjTZ9l0mtSGatI1Ndt8j+ZkM797/3ebAgKA99a9x+rmrWyouJ33uOejewCYMmgKf1n0l00/s1h+Puvn1G/e92wmlU11ytrTkGjAbZwbA3M3zGV1087XRUSkJ+U0+5AxZjgwHpi1lZ9daoyZY4yZs2HDVjbO6gPSmSzrmxKdyqsaO5d1EKuF9/7UsSze4Nz9fv9haN3sS7FxDXz+Ksl++1PV0n6RWxT0UtPcfp5owENtS6rTqaqbU1Ttex6PD7mFE/70OQ0bL/itxfojHd6jrZhkuv3CdfMAYaOaluRWL26zWcuahlin8nXNGWcKEGx3g7P2N0o7wdGWmta1P26u6vzz1moIV5Ao3ZfPq5vJdmFmjeKQjxtOGo3b5Uz/GVYe4qaTx3RebNy6xQWNzeK2zr/L2sY4GcUE0sX6Sl/akuq8aVhdvI5MNkO6vp66p55i+XnnseKi79L85ptb3WQslU1RE+8cNNQntn4RvzUZmyGdTW96nLGZDj9vSDZg2Xrf4Xa5GVvWMX1zyBPqMC1wa/UTEekNchYUGGMiwLPAVGttp1vn1tr7rLUTrbUTKyt7aMFrF4sEvFx0xPAOZQGvi8NH7mAhm9vnLIrdUiDq3E3fUryB4up5XDS+eFPRe8tqOf5L/TddpC6rbmHf/hEi/o5D3qePH8R/vbCU/3ppFSvrWmlobQscvCGi9Z/wzfEd9xcYWRkmvNl79C/y02+LxbTnHjKUklDnzEE+j5uLJu/doczrNpy0bzGsnAVDDoPinRg08kfg0Ms6lnkCzt4IGw09zNlzYTP2wPOoH/F1/nv6Oo4aVUFwG+sedkdx0Mt3Dh/OWzccy+vXH8Mzl01mcOkWq6Z9YTjg3I5l/cfxeYPz8KLJw/F5lCVYulZf6Uv7h/tTEazoUHbmvmdSEigh9sEHrP/JT0mtXEni009ZecmlpKs6B/4l/hLOHdPx/1jEG2F02eidrkfAE+CACmfK0rrWdYwp67iR2Sl7n0LIu/WMCGWBMn4x5RcMDA8EIOqNcuvht/L4oscBJ0DY1elQIiI9xeQiD7Exxgs8D7xsrf3tjo6fOHGinTNnzo4O65UaYilmLavh/jeWURL0ct2JoxleHsLn2cEFadUnzpShVKvzfO9j4KwHnNGCPxwOtu2WstsLl78Nr/2S+jHn8E56NA+8u4qykJcfnbQP9fEsv3llKclMlptPGkXY7+P26UuoaozzjYMH4zKGG551pt2EfG5eve4Y+he17TzcXEVtc4xnPm7in580MHavIq4+bhQDitt3JrbWsro+xh3Tl7Csupkzxg/mawfstc10oo2xFPNW1fP7V5fi97q4/oRRjEgsJGhS0G+/zouFtyVWDyvehrfvckYZjrvF2XF545qITMpZYDzjJ9Bagz30MuoqJnLTy+sYURnm4iNH5CYzUMsG+OAR+OQFsgMPpm7ClfzktVrOnDiYAweXUNSFi58lr+3WivTe3Jdaa1nTsobff/h7ljcu59SRp/KVYV+hyPpZfd31NM+Y0eH4fjfcQPlFF3Z6n4ZEA2+ufpMnPnmCfqF+XD3hagZHBuN27fxNgA2tG3hwwYOsal7F1AlTeWLxEyyoXsAxQ47hzH3P3O7C5azNUhuvJZ6O4zZuljUs456P7qE8UM5V469iaHQoHrcS/4n0EsrusZkeDwqMM476MFBrrZ26M6/pzV9kO6u+NYnHbYj4d/KiL5NyLiBXf+CkCC0dDuEKSLZAzWfOnHqXG6b8EMr2dqbUZNMQLHXORYaISYA/SlNrnKy1FEedbBItiTTJTBabtVz+5w+YtayWQSVB7jj7QA4cXIJ/8zvo6STpZIymrI+A37fNu+uxZJp4Kktx0IvLteP/Yw2tKVwuiO5pLv9YHbg8294gLdHs/C5DpaTSWZoTacJ+T27vyGfSznQwX5imjJtsFopDCgZkl+RdULBRLB0jkU5Q5C/CZVzYdJoNd/8fNffc0+G4IffdS2TKlK2+h7WWhmQDXpeXsHf3Fs8m0gli6RgRX4SMzRBLOY+3tsB4e1KZFHWJOoKeIFHfjjdyFJEepaBgM7kICo4E3gDmAxtnUN9srf3ntl7TF77IulWsvu3CtswJBMAJDjDg27PE/nWtSRKpLG4XlIf9O3VBLyI5l7dBwdakqqpY/p3zSS1fDkDo8MMYdPvtXbKngIgUNF30bKbHxzCttW+if4Sdk4pB1SJ4+WYn084h34OxpznBQReljivdytz/Xatj3Nnf4ONpEKmAkcfvXEpREZGd5O3Xj+F/fox0dTXG58NdUoKnrOMUnoZEA8lMkogvQtCj1L4iIrtKExt7ibrWJE3xNIlUhpKQj8qo35k+9MBXnFECgOenQqAIxn0jt5XdXN0yZ7+ATFua0dLhcPG/IKLAQES6jqeiAk9FRafyTDbD8sbl/PTdn7KsYRnHDzueyw+8nPKgRhFERHaFgoJeoKY5wa3PtW8ANqw8xLOXT6bii7faA4KN3n8Y9jkeAsVbeacelmyF125rDwgA6r6AVe/DmJNzVi0RKRy18VoueOmCTWlHn1z8JOlsmhsm3UDQqxEDEZGdpfyHvcDymtYOG4Atr2nlz+8ux5YM7Xxw2d7g7oasOS3V0LAamtZDNrPj48HJgJSOdy5Pd96LQESkO9Qn6jvtQzB9+XSaU805qpGISN+koKAX+GxD5y+vd5fVkirdx0lFulGkHxx1LXgDnY7fI/Ur4S9nwR1j4b6jYcW7kNrBBmvg7Bdw1LWw2cY8BEth2BFdWz8RkW2I+qKYLZapDS0austZgkRECp16zV5gyqgKjh1TyTtLa4mlnLv0x43pR4MppvLMP0HzOie1ZuneTmDQlWL18NxVTupTgKa18JdvwlXvg3fAjl/f70tw6evw7h+cDdcO/d7WN14TEekGYW+YK8dfyd1z78ZiiXgj3Hr4rZQGSrvk/dO1tWRjMYzbjSscxh1VWlERyU8KCnKsqjHOK4uqGD+0lKnH78tj7yynIupncGmIdNZCUYWzP0F3ScdhxTsdy5LNZOONuKI7ERT4o7DXgXDqXWBc7SlTRUR6QNQX5dwx53LKiFOoT9RTGayk1N9FAUF1NauuvIrYhx+Cy0XZhRdSfukleEpKuuT9RUR6EwUFOVTVGOfUu99iXaMzL//uf3/GtCuO4On3VvL2ZxuYPHKL7BnWQjYFbh82nQbAeDxkUymMx4Mxu5Hp1e2DQRNg+dvO8/7jSA0/BgJluza3zK3Nt0QkN6K+KFFflIGRgV32ntlUitpHH3MCAoBsltoHHqDoa1/LaVCQzqZx4cLl0uxfEelaCgpy6J2lNZsCAoBEOssf3/icK748kv5hNxF3Emi72G5eDx8+Dus+wh5wLvGmEJk4kLU0TPsb/jFfouSM07easm+7QmU0n3QnkWfOpf7wG/jIsz/PLIoxek4d35wYoTLaxesXRER2Q128jlQ2hdu4eyTdqI3FiM39oFN5fNEigvuN7fbzb6kl1cKqplU8tvAxSgIlnDfmPPqF+uHW6KyIdBEFBV0pnXR2GvZHdnznPNZAPJXqVNwv4mOErxHz+l3OHgCTLoYBB8CjZ0DVQgDMgmfxH/cLWpL7suqKq5wXvvBPGp97jqEPPbjLu3zOrI4w4uvTmL0mxS3POOdgHvxj3loe+89DqYh0Q7YjEZGtyGQzNKeaCbgD+D1O37OycSXXz7yej2s+ZlTJKH599K/Zu3hvXKb77pa7wmEixx5H6+z3OpSHJozvtnNuzxcNX3DuC+disQD8dclf+dtpf6NfqIvXmYlIwdL4Y1dproKZv4LHz4Y3bneeb0vjGnj8bI7eK0NRoD0ucxm4ZnIp5v5jYdYf4NOX4M9nwdJXYYv5/a7378Ht65g6NLFkCena2l2u+qThZaxq9XLvzGUdyj9Z10R9a3IbrxIR6Vq18VoeXfgoV864kjvn3smG1g3Ux+u55rVr+LjmYwCW1C/h+698n9r4rvd1u8K43RSf+nVKzjoLvF7cJSXsddsv8FT2fCKFWCrG/fPv3xQQADQmG5m1dlaP10VE8pdGCrpCay1Muxw+e8V5vnIWrJkHZ9wDwS3mnsYb4cUbYMU7VEy/mhcvvpuH5tbTkHTxvSkj8NbPh6Z1HV/z7u9hwvmw9N/tZR4fZLOdqmLcuz6UXBn1M3ZgET5P5xjRvTvrFEREdlFrqpW7597N058+DcCHGz5k9rrZ3PnlO1lct7jDsWta1pBI70Ta5D3kKSuj3403UHn1VVjAXVqKy9PzX5vGGHxuX6dyf3fsWSMiBUsjBV0hFWsPCDZa8pIzlajTsa2wwlnU61nxJoMeO4qbkr/n58eWMrJfFJcv1Pk1/gj4izoUZQ67jqw70qEsOGki7t1cADegKMD1J47uUHb4iDKKQlpALCLdryXdwrTPpnUo+6T2E1LZFIMigzqUl/hLtnqR3B3c4TCeykq8lZU5CQgAAp4A3zvge/hc7W0eEB7AhP4TclIfEclPGinoCsYF3qATHGzkDcHWskN4gzBoElQvpu7Q60lV7od3w8eUetvu+BQPgsGHwKrZznOXB074KZSPgLMfw65bAGNOIbm2BdyWvadNo2n6dPyj9yV08MF4ysp2qwkul+HIfSp4aepRvDh/HWMHFnHwsFLKw7oTJSLdz2Ao9hdTHaveVOYyLnxuH785+jd8f4YzZajIV8Rvj/ltl6Ud7SsGRQbx3BnP8dKylygJlHD04KOpCHZjumoRKTjGWrvjo3Js4sSJds6cObmuxrYlW2HOA/CvH7WXffVXzpQfb7Dz8Y1rWdGQ5prnVzJ3RR0HDyvlN2cdyNDysPPz5g2wdp6z0HjUCc6GZd6tjCCISKHarXl9vbkvTWfTzFgxg+tfv37T3PkLxl7AZQdeRsAToC5eRzwdJ+AJUOIvwas0yCKy5zRHejMaKegKvhCM/7ZzAb/mQxg4vu1CfisBAVBtyrj46XdZUtUMQDyVZe6ny6nYfyChYNTZAGz4UTDq+J5shYhIznhcHo4cdCQvnPEC8zbMY1TpKPqH+xPxOdMkK0PaKV1EpDspKOgqwRLnT+XoHR6aSGc2BQS3njCI0yvXUTr3l9hlYZhyHSz+J8Qb4KhroajrNuMREenNwt4wYW+YIUVDcl0VEZGCo6AgB7xuF+VhHyUhH6ft1UDpU2cDbWNYS2fAhS/AI6fCspnO44jyUIuIiIhI91H2oRwoDfu469zxfH1sCWUL/tTxh5kkfP4aDJ4E1Z9CsjkndZRezFpoWg8bPoWGVc6okoiIiMge0EhBDnjdLg4eVsp+A0JkZw7oHJmFK5wLPWOgh9LuSR9StwwePBma1jqfkaOug8Ov7LwnhoiIiMhO0khBjvi9boojIVyTr4LQZmlEK8dAxSgn+9DE/wRfZNtvIoUn3gAv3eQEBOCMGsz8NcTqclsvERER6dM0UpBrRYPg8ndg9QdOFqPyfWDtfLjsTWeRse7+yuZScdiwuHN501oo27vn6yMiIiJ5QUFBrrlcEB0AY05uLysenLv6SO8WKIYxp8A7d7WXeQJQqoBAREREdp+CgnyQbIFEM3gDzkWj5C9vAI78gbMAfcGzUDIETvlfCO7eTtYiIiIioKCg72taB6/c6mQsGjgBvvpLKBma61pJdwpXwok/h2NudDa6C2tTJxEREdkzCgr6slg9TPu+s7cBOJue1XymvQ0KgS/k/BERERHpAso+1JelYu0BwUbVn0KqNTf1EREREZE+SUFBX2ZcToaizXmD4Pbnpj4iIiIi0icpKOjLwhVw2u/bNzgzLjj5dghqsbGIiIiI7DytKejLXG4Ychj8YB40rnFSmwaKwau55iIiIiKy8xQU9HW+oPNny2lEIiIiIiI7SdOHREREREQKnIICEREREZECp6BARERERKTAKSgQERERESlwCgpERERERAqcggIRERERkQKnoEBEREREpMApKBARERERKXAKCkRERERECpyCAhERERGRAmestbmuww4ZYzYAy3Ndj25WAVTnuhI5oHYXFrW7a1Rba0/a1RcVSF8K+pwVkkJsM6jdXWW3+tJ81SeCgkJgjJljrZ2Y63r0NLW7sKjd0hMK9fddiO0uxDaD2p3reuQrTR8SERERESlwCgpERERERAqcgoLe475cVyBH1O7ConZLTyjU33chtrsQ2wxqt3QDrSkQERERESlwGikQERERESlwCgpERERERAqcgoIcMMY8YIypMsYs2KyszBgz3RizpO3v0lzWsTsYY4YYY141xiw0xnxsjPlBW3let90YEzDGzDbGzGtr94/byvc2xswyxnxmjHnSGOPLdV27mjHGbYyZa4x5vu15IbT5C2PMfGPMh8aYOW1lef0Zz6VC7E/VlxZeXwrqT9Wfdj8FBbnxELDlZhk3AjOstaOAGW3P800auNZaOxY4DLjCGDOW/G97AjjWWnsgcBBwkjHmMOCXwB3W2n2AOuDiHNaxu/wAWLTZ80JoM8CXrbUHbZZPO98/47n0EIXXn6ovLby+FNSfqj/tZgoKcsBaOxOo3aL4NODhtscPA6f3aKV6gLV2rbX2g7bHTTid2yDyvO3W0dz21Nv2xwLHAs+0leddu40xg4GvAfe3PTfkeZu3I68/47lUiP2p+lKggPpSUH+6hbz+nOeSgoLeo7+1dm3b43VA/1xWprsZY4YD44FZFEDb24Z9PwSqgOnAUqDeWptuO2QVzpd6Pvkd8EMg2/a8nPxvMzgXKf8yxrxvjLm0rSzvP+O9TMH8vtWXFkRfCupP1Z/2AE+uKyCdWWutMSZvc8UaYyLAs8BUa22jc8PDka9tt9ZmgIOMMSXA34AxOa5StzLGnAJUWWvfN8Yck+v69LAjDBzOqwAAA85JREFUrbWrjTH9gOnGmE82/2G+fsZ7q3z+fasvzf++FNSfqj/tORop6D3WG2P2Amj7uyrH9ekWxhgvzpfYn621f20rLoi2A1hr64FXgcOBEmPMxsB8MLA6ZxXrekcApxpjvgCewBnm/l/yu80AWGtXt/1dhXPRcggF9BnvJfL+962+tGD6UlB/qv60hygo6D2eAy5oe3wB8Pcc1qVbtM2B/BOwyFr7281+lNdtN8ZUtt3VwhgTBE7AmQP8KnBm22F51W5r7U3W2sHW2uHAOcC/rbXfIo/bDGCMCRtjohsfA18BFpDnn/FeKK9/3+pLC6cvBfWnGx+j/rTbaUfjHDDGPA4cA1QA64FbgWnAU8BQYDnwTWvtlovn+jRjzJHAG8B82udF3owzFzZv226MOQBnMZQbJxB/ylr7E2PMCJy7PmXAXODb1tpE7mraPdqGu6+z1p6S721ua9/f2p56gL9Ya39mjCknjz/juVSI/an60sLsS0H9qfrT7qWgQERERESkwGn6kIiIiIhIgVNQICIiIiJS4BQUiIiIiIgUOAUFIiIiIiIFTkGBiIiIiEiBU1AgIiIiIlLgFBRIXjLGlBhjvr+DY4YbY87bifcaboxZsJ2fX2iMuXsbP3t7y/cwxhxjjHl+R+cVEck19aUihUNBgeSrEmC7X2TAcGCHX2R7wlo7uTvfX0Skm6kvFSkQCgokX90GjDTGfGiM+XXbnwXGmPnGmLM3O+aotmOuabsD9YYx5oO2P7vyJTTEGPOaMWaJMebWjYXGmOaubJSISA9TXypSIDy5roBIN7kRGGetPcgY8w3gMuBAoAJ4zxgzs+2Y66y1pwAYY0LACdbauDFmFPA4MHEnz3cIMA5obXv/F6y1c7q2SSIiPU59qUiBUFAgheBI4HFrbQZYb4x5HZgENG5xnBe42xhzEJAB9t2Fc0y31tYAGGP+2nZOfZGJSD5RXyqSxxQUiLS7BliPcxfMBcR34bV2B89FRAqF+lKRPkhrCiRfNQHRtsdvAGcbY9zGmEpgCjB7i2MAioG11tos8B3AvQvnO8EYU2aMCQKnA2/taQNERHoB9aUiBUIjBZKXrLU1xpi32lLXvQh8BMzDuev0Q2vtOmNMDZAxxswDHgJ+DzxrjDkfeAlo2YVTzgaeBQYDj2kOrIjkA/WlIoXDWKuRORERERGRQqbpQyIiIiIiBU7Th0R2kjHmROCXWxQvs9aekYv6iIj0RepLRXonTR8SERERESlwmj4kIiIiIlLgFBSIiIiIiBQ4BQUiIiIiIgVOQYGIiIiISIH7/+VKoeOXtiYnAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"\n",
"sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"day\",\n",
" col=\"time\", row=\"sex\", data=tips);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 368
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1900,
"status": "ok",
"timestamp": 1591693706122,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "ZDy-ROIUZ-eQ",
"outputId": "6196bdd0-4e52-4be0-e577-37e5b8580e5c"
},
"outputs": [
{
"data": {
"image/png": 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Jro+fz5tBoWZvEhlUTpgxvMt9U8ry8OnmgQigwdYyWDRXQ7gVLAOyiyGzj7/YRcLg0Z/TYJbjy+S46cN5eXwxCz6tpijHy8zRhQzN1QwuIoPNlLJ8po8s4IP19e3KzeAnn5nO0Dz93YuAEgkZ6JyD6k/h4Utg9RuQVQgHXw77fRVyilN//eYqWPsWvHc/jJwNM0+DvLLUX1fSIs+fSZ4/k9H75aQ7FBFJoaF5fm7/2hz+b/4n/PutNTQHI8wYVcDVp0xnr5EF6Q5PBjEzc8B1zrnvxre/B+Q5536S1sC6oERCBrbGzfD3E6FxU2y7tQ6e/wlkF8G+X4WMFDY/B5rg1T/Cq9fHtt+7Dxb+Hc59AvKGpe66IiKScqX5WVxxwp5cfMREolHwZRrFaoGUNsZd+fiXgF8CY4DVwFUrf33yv3p52gDweTP7lXOu41SB/Yw6+cnAVv3J9iSirddvhOYU//0F6mHB/7Uv27I81kIiIiIDXpbXw7D8LIYXZimJkHbiScStwFhii9uNBW6Nl/dGGLgFuHzHHWY2zsxeMLPFZva8mY3p5bV6TYmEDGyh5i7KW0j9nJwOIp3M7BFsTPF1RUREJM1+CezYzzUnXt5bfwLONrPCHcpvBP7hnJsF3AX8MQnX6hUlEjKwlc2AzKyO5bPOguwhqb22NwemnNS+LKsoFpOIiIgMZl21BvS6lcA5Vw/8E7hsh11zga1dp+4ADunttXpLiYQMbFlF8KX72icNk46DAy9J/cxN2UVw6vVw0GVQMgmmngznPw+5pam9roiIiKTb6gTLE3U9cB6Qm6TzpYQGW8vA5s2CsXPhkgXQWhtrJfDl9s2MTRAbVH3U/8JBl8ZaRrI0m4eIiMhu4CpiYyTadm9qjpf3mnOu2szuJZZM/C1e/BpwFrHWiLOBl5Nxrd5Qi4QMfB4v5JdB6VQo2qPvkoitMv2xhEJJhIiIyG4hPjvTBcAqwMWfL0jCrE1tXQsMbbN9KfA1M1sMfBn4dhKv1SNqkRARERERSVA8aUhm4oBzLq/N6020afFwzq0Cjkrm9XpLLRIiIiIiIpIwJRIiIiIiIpIwJRIiIiIiIpIwJRIiIiIiIpIwJRIiIiIiIpIwzdokMgAEwxFqm0NUNwfJ8WaSl+WhONef7rBERERkN5aWRMLMioDbgBnE5t79unPu9XTEItLfBUIRFq6u4eI7FlLfGgbggPHF3PSl2ZTmZ6U5OhEREUkGMzNii8xd45x7Ml52OnCec+6EtAbXhXS1SNwAPOWcO83MfLRfFVBE2qhtCfH129+iNRTdVrZgRTU3vfAxPzxpGlleTxqjExER2U39pPBLwC+BMcBq4Cp+UtfjdSWcc87MLgbuM7P/Evue/kugXyYRkIYxEmZWCBwG/BXAORd0ztX2dRwiqRKKRNlQ18K/Fqzi3oo1bKpvJRJ1PT7fp5WN7ZKIrR55dz31LaHehCoiIiI9EUsibgXGAhZ/vjVe3mPOufeBR4EfAFcDdwI/MrM3zewdM5sHYGbT42WLzGyxmU3uzXV7Kh0tEuOBSuDvZrY3sBD4tnOuqe1BZnYhcCHAmDFj+jxIkZ5aW9PCyX98meZgBIDCbC9PXHYoo4Zk9+h8Ob7O/0xz/ZnEWkFFuqa6VEQkJX5Jxx41OfHy3q52/VPgbSAIPAa84Jz7enxowJtm9hxwMXCDc+6ueO+etHRPSMesTZnAvsD/OedmA03AlTse5Jy7xTlX7pwrLy0t7esYRXqkKRDm2meWbksiAOpaQtzy0qeEwh1bFbpjZFEWoztJQi48dALFub4exyq7B9WlkmyhSJTKhgCVDQFCkZ7VayKDQFd3Znp9xyZ+c/0e4A7gWOBKM1sEzAey4td4HbjKzH4AjHXOtfT2uj2RjkRiLbDWObcgvn0/scRCZMALhqOsr23tUL6mpplgDz9wS/Oz+PcFB3LYlKGYQVGOlx+euCen7j0ST4ZaJESk7zS2hnnyvQ2ccP1LnHD9Szz1/kYaA+F0hyWSDqsTLE9UNP4w4AvOuX3ijzHOuSXOuX8BnwFagCfM7KgkXTchfd61yTm30czWmNlU59xS4Gjgw76OQyQVCrO9nF4+mrdX17QrP2vOHuT6e/7nNro4hxvPmk1rOBpLJrJ9+DK1DIyI9K361hDfvmcRLj7s69v/fodXfnAUeb2o30QGqKuIjZFo272pOV6eTE8Dl5rZpfHB2LOdc++Y2QTgU+fcH81sDDALeCHJ196ldH0TuRS4y8wWA/sQ608mMuBlZBjHTx/OpUdNIt+fua31YM744l6fuzDHR1lBFsPys5REiEha1DYHtyURAFEX674pstuJzc50AbCK2FIGq4ALejNrUxd+DniBxWb2QXwb4Azg/XiXpxnAP5N83W4x53o+m0xfKS8vdxUVFekOQ6TbAqEIda2xD1e1HkiS9bg/m+pS6a3NDa2ceuMrbKoPADC8IItHLz2E0nwtkCkDjvoGJ4HaIkVSwO/1MEzrO4jIIDMsP4uHv3kI9y9cA8Bp++2hJEJkN6ZEQgaPlloINYNlQM5Q8Oi/t4hIsg0vzOJbR6VlynoR6Wf0TUsGh6ZKePx7sOThWBJx5p0weg5k9M9WgarGAKurm1m2qZFZowsZXpDFEE3lKiIiIgOIEgkZHFa+Ch8+FHvdVAn3nQsXvgj5ZWkNqzNbGgNceEcFb6/avqD7qbNG8NN5M7QuhIiIiAwYGgEqg0PNyvbbTZXEJlHoX5xzPPPBxnZJBMCjizfw8ebGNEUlIiIikrhuJRJmtq+ZXWZml5qZFo+T/mfG58HbZvXn2V8BX2764ulCYyDMU+9v7HTf012Ui4iIiPRHu+zaZGZXA6cDD8aL/m5m9znnfpHSyEQSkTccvvkWLH0Shk6G4TPBn5/uqDrwZ3oYW5IDyzvumzis/yU+IiIikl5mdhtwnXOu3y3g3J0xEmcDezvnWgHM7NfAIkCJhPQfmT4o2gMOuDDdkeyULzODCw6byL0VawmEo9vKS3J9HDOt/43nEBERkfRyzp2f7hi60p2uTeuBrDbbfmBdasIRGfyGF/h54rJDOWH6cCYMzeWM8tE88q2DNRe7iIjIbs7Mcs3scTN718zeN7MzzWy+mZWb2WfMbFH8sdTMVsTfs5+ZvWhmC83saTMb0VfxdqdFog74wMyeJTZ69VjgTTP7I4Bz7rIUxicy6PgyPUwclsfvT59FSyhKnt9Dtk8TqImIiAgnAOudcycDmFkh8A0A59wjwCPx8nuBF83MC9wIzHPOVZrZmcA1wNf7ItjufHv5T/yx1fzUhCKye8nL8pKXtevjREREZLfxHnCtmf0GeMw597KZtTvAzK4AWpxzfzKzGcAM4Nn4cR5gQ18Fu8tEwjn3j74IRERERERkd+acWxafIfUk4Bdm9nzb/WZ2DLFJkA7bWgR84Jyb27eRxnSZSJjZvc65M8zsPTqZkN85NyulkYmIiIiI7EbMbCRQ7Zy708xqgfPb7BsL/Ak43jnXEi9eCpSa2Vzn3Ovxrk5TnHMf9EW8O2uR+Hb8eQnw/TblBvw2ZRGJSEqEo1EyM7QGpYiISD82E/idmUWBELHxEb+P7zsXKAEeindjWu+cO8nMTgP+GB9PkQlcD6Q3kXDObe1fNck5t6rtPjPbM6VRiUjSVDUGWLiqhife28jksjy+sO9oSvP9eDJs128WEZFtguEoLcEwOb5MvJm6MSPJ55x7Gnh6h+Ij4s8VwE87ec8itnd16lM769r0DeASYIKZLW6zKx94NdWBifSp5iqo3wDr34bSaVA8HnKHJu30zjm2NAZpDoZxDnL9mZTk+shI8Zf5qqYAl9+ziJeWb9lW9peXPuHxSw9lj+KclF5bRGSwcM6xqT7AP15bwcLVtewzuoivHTKOsvyslNfjIv3Zzro2/Qt4EvgVcGWb8gbnXHVKoxoogs3QWgONmyF/BOSUgseT7qgkUU1V8MT34IMHt5ftcQCceRfklfb69JGo45PNjVx050JWbGkCYPSQbP589r5MG5GPN4X/Z9ZWt7RLIgDqW8Lc8PxyfvaZ6eT4Ne2siMiuVDYE+MxNr7C5IQDAmyuquf/ttTxx2aEML9T0e7L76rJdzjlX55xb6Zz7onNuVZuHkggA52DNArh+JtxyBPzpAKhbne6opCcqP2qfREDs33bpE7F/516qagxw+l9e35ZEAKytaeGsW96gqinU6/PvzOK1tZ2Wv7umluZQJKXXFhEZLJ54b8O2JGKr6qYg9y9cQzTa+88JkYFKHfx6qmkLPH0VRONfxlpr4ZU/QCSY3rgkcUse6aL8YQg2db4vAYvX1lHX0jFhaA5GeGlZZa/PvzMzRhV2Wj5zVCE5XrWeiYjsSjTqWLyurtN976+vJxSN9nFEIv2H+jX0hmV03HbqK9kTwXCU2uYgoajD6zFKcvtwMPDQKZ2XF08Ej6/Xp99Q19LlvjXVzb0+/86MKc7hoIklvPZJ1bayfH8m3z5mMj6v7iMkIhiOUNsc4qONDdS1hJg5qpCiHC9FOb3/PyKyO6hsCLCutoXVVU1MHJbH8IIsSvL86Q5rlzIyjKOnlfHg2+s67Dtqz2H4M/vHTZmqxgCBcBRPhpHnzyR3V11Xo1EINkKmP/YQ6QElEj2VVwon/Bru/BxEQpBTDIdcDpnedEc24NQ0Bbm3Yg1/nv8JdS0hygr8XHnCnhy1ZxmFOe1/n845qpuCmEFxbi8rvkgEWqpg6onw32tiA6638mbD3G9CZu+/JO4/vrjLfQeMLyYadWRkGJFIlKqmIGtrWijI9lKc66M4t3fXL8nzc+MXZ/PGimqeWLyBScNyOWXWSP752koKc3ycNWcPhhWof++utIYivLO6hgv+uZDGQHhb+SmzRvDTz0wfEF+GRNJpVVUT5/x1AWuqt99YmVqWz+1fm8OIouz0BNVSG+tFkF0Mnp1/HTpgfDGzxxTxzurt3UWnjyzgqKnDUh3lLgXDEZZtauQHDyzmg/X1eD3GqbNG8sOT9qQ0v4v6vXEzfPAQLH0ciifAQd+GghFKKCRh5pLQBzzVysvLXUVFRbrD6CjYEhts3VINOUMhdxhonv6EhCJR/v7qSn75xJIO+277SjnH7FW2bbspEObt1TX86omP8HqMn86bwbTh+fh70kWnpRaWPAqv3QDjDoeDvgUv/x5WvwHD9oKjr4aiMUmpVKubAlz5wHs88+GmduVzJ5Zw2VGTmD1mCFleD8s3NXDaza9v6wZ1+JRSrj1jb4Ym6UtqVWOAXz/5EY+8u55AONYUP6oom/988yCGdfVhIwBsqG3h8N/NJxjp2IXhf46ZzCVHTMLXd1NB9riprt/WpTKoVTYEOP3m11hZ1bEFdr+xQ7j1K/v1/sZQoqpXwGOXQ90aOPAbMP0LkDNkp2+pagzw4fp63lxZzewxRcwaVcTQ/PR/8V5b08zR1764rV7f6sAJxfz57P063pBqqoS7Tof172wvy8yCi1+BoZP7IOJ+o992ITGzE4AbAA9wm3Pu12kOqUtqkegNX3bsUTAy3ZEMWDVNQf5v/sed7rvu2WXMHlO07W5vbUuIr/7tTbaOa/viLW8w//tHUNaTRKJ6BTzyrdjrLcthXQWcfV9s25sN/vzEz9mF4lw/PzxxTw6ZPJRH311PJAonzRzO1OH5VDYGyPJ6qGkOcuWD77UbS/HiskoWr63lqD3LdnL27olEo/zz9VXct3Btu/J1tS3896NKzpyzR6+vMZg9unh9p0kEwN9fXcmX9h+jlh2RLmxuaO00iQBYuKqGpkCE4tw+DKhxM9x9JlQujW0//l0omwFjDtzp20ry/Bw6pZRDp/R+Nr9kCUej3LVgdYckAuCNT6upbwl1TCS2fNw+iQAIt8IL18C8G5P6+bc7KC8vzwSGAlsqKirCuzp+V8zMQ2z16mOBtcBbZvaIc+7D3p47FXT7XNIqHHXUNHc+c9HKqiYibWbDWF/TQtvJMVpCkXbdTBKy9s322xsWxZq484alpBItyPayYksTR04dxnHTy3j+o81c9+wyDpoYW6siFI6ydGNDh/ctXFWTlOsHQlHeX9/5YMF3VifnGoOVc45lmxq73F/XEiIyAFp2RdJlfW3rTvfXNPfxJCXRyPYkYqtVrz3mntEAACAASURBVPVtDEkSDEdZtqnjZ8dWlTvMNAXA5o49AGIHL4FQ12P6pKPy8vKDgEpgBVAZ3+6t/YGPnXOfOueCwL+BeUk4b0ookZC08nqM0UM67x87Y1Rhu+4iY0pyyPFtb30ozfOT39N1ECYe1X6w/Kh9Y027KVKS5+dbR07igAnFZGYY/3P0ZG77Svm2bktZPg8HTug4luLIJPW/zfJ6OGxy53fRjtwz/X18+zMzY864rse5jCjMIlMLUol0afzQrhe/NCNp3Te7LdMHY9t83zODqSf0bQxJ4s/0cEAX4/DMYGRRJ59ro8s7P9nYg8CXl8ToBrd4S8TjQBGQFX9+vLy8vLej70cBa9psr42X9UtKJCStSnL9XHXStA7lGQY/OnlauxlxinO9PHbpIXx29ijOLN+DBy85qOcfQPkj4LxnYdqpcNBlcNbdSV3JujMleX72G1vM+YdO4IAJJe0G6BZkefnZvBlMGxFrDcnMMC46fAITS5NTqWdkGCfPHMGkYe3PN3tMEfuN3Xm/YIEjppZSlNP5RAr/c8xkSvq6f7fIADIkx9dlPXPSjBG7nl0o2XJK4LTb4eDLYc9T4GtPQsHA7N7pyTDm7TOKoXkdJ+b4wr6jycvqpN4qHAXTP9++LK8MDv0u+LpO+qSDocQSiLaygP7T960PaLC1pF19S4h319byu6eXsrKqib1GFPCjk6YxsTSv05WXW0MRMgx8yZhyL9QMGV7w9I/ZtrY0BmgJRvB6MsjL8pDnT25clQ0BKlZV8/aqGg6aOJSZowv7/m7gABSJOlZsaeKSuxZu6+aU4/Nw6VGT+OL+Y/p6ClgNtpYBZ3N9K1c8sJj5S2Nr52RYbNazq0+dnr46KBKOdWkd4F+enXOsr23huueW8/ySTRRkefnaweOYt8/IrgexN1VB1XL46AkonQKTjoklE7Zbta726oeNt0hUEmuJ2KoWGFpRUdHjFV/NbC7wE+fc8fHtHwI4537Vi3BTRomE9BvVTQFCEYc/M0Nz8w9GzkFrXWxtjgH6wb2lMUBzIExrOEpRtpeCbC9Zfb+wnxIJGZDqWkI0BcI0tIYpyM4kz59Jfmd3zKVHmoNhGlvDmBnFub6+W4tp4Or1Lyg+JuJxYi0RrcDJFRUVvRpwY2aZwDLgaGAd8BbwJefcB70MNyU0a5P0G309/d/Wu/+ZGUauP5OCbH2gpUzTFlj6BCy+B3JK4bDvwZDx4O/LqVp6b2ieH9SCI9IjhdleClXPpkyOL5Mcn77W9aWKiorXysvLhxLrzlTZm5aIrZxzYTP7FvA0self/9ZfkwhQIiG7Iedi3VQuumMhyzc3YgbH7VXGNZ+bqW4+qdBUBQ9fAsue3l625GE49/H2Ax5FREQGmHjysDGZ53TOPQE8kcxzpooGW8tuZ0tjkLNvW8DyzbG+7s7B0x9s4rpnl9ES7PXNhAEjEIqwprqZG55bxk0vLGddTQuhSAp+/paq9kkEgIvC01fFWipERERkQFIiIbudmuYgG+o6zmv+wMK1NAY6X9NiMFpd08wx173IH55bzu+fWcYx173Iupqdz/feI3XrOi/fshyivV67R0RERNJEiYTsdroaXbU7TVbRFAjzh2eWtVsNtSUU4c///ZhAKMmtEiUTO//l7nFAStfuEBERkdRSIiG7naIcX6eL4J2x3x5Jn261vwpHHNWdrCZb2RgkFI128o5eyCqEw67oWHbibyC7qPP3iIiISL+nwday2xma5+PO8w7gm/96mw/W1+PJME6ZNYLLjplMtq/Pp/LsUk1TkFAkSqbHkj6jVWGOl3MOHMsbn1a3K//KQWOTn0xlFcKB34C9PgNLHoP8kTD5WMjVitoiIiIDmRIJ2e2YGeOG5vLPr+9PSyiCJ8P61XzmgVCETyqb+H8Pv8/76+rYc3g+P5s3gylleWQncWq/gycN5WfzpnPLS5/iyTC+eeREZu+RohaC7CGxR9mM1JxfRERE+pwWpBPpZ9bWNHP0tS+2G7/g9RjPfudwxpUkd92FSCQa7+KkBYwGEC1IJyLSe/3yA8/M9gD+CZQBDrjFOXdDeqPqmlokRPqZe95a0y6JAAhFHLe/upL/PWUamRnJG9rk8WRQmq8BzyIiIokqLy8vBS4FDgReB26qqKio7OVpw8B3nXNvm1k+sNDMnnXOfdjL86aEBluL9CPRqGNTfedTsG5uaCUS7f8tiCIiIoNdPIl4D7gCODb+vDhe3mPOuQ3OubfjrxuAJcCoXoabMkokZLfWEoywqa6VTysb2VjXSlMgvesaZGQYp+23R6f7zijfA39m/xkMLiIishu7FCgCts6GkgUMiZcnhZmNA2YDC5J1zmRT1ybZbdU1B3ng7bX85qmlBMJRfJ4MLj1qEl+eO5aiHF/a4po8LI9zDxrH7a+t3FZ2RvloZo0uTFtMIiIi0s6BbE8itvIDByTj5GaWBzwA/I9zrj4Z50wFJRLStUgYmrdAqAV8ObHpOtOwatuWhgDNwQh+bwZF2V783uTclQ811zE1r4Wz9yvjroWbCISjXPvsMg6YUML+44uTco2eGJLr4/Jjp3D+oeNZU93MqCE5FGRlpjW5ERERkXZeBw4l1hKxVSvwRm9PbGZeYknEXc65B3t7vlRSIiFd27IUbj8ZWmqgcDR87UkoGtOnIWyub+Xs2xawfHMj2V4Pfzu3nAPGl5DRy9mFXP06ip/5LgdvXMx+0z7Pqeecy+f/sRTn4M4Fq9hnj0J8aexGVJjtpTDby+ghOWmLQUSkP2oOhGkNR8n2echO0o0lkR64CbiQWHcmP7EkojZe3mNmZsBfgSXOuet6G2SqaYyEdK65Bp74fiyJAKhbCy/+DkKdDwROlQfeXsfyzY0AtIQiXPHAYqqaOq7InJCWWuzhS8lY9iTUryNrwY2Mr3qJAyeUAJDj9WD9c1Y4EZHdVkNriCUb6rnywcWc+/c3+ckjH/BpZSPNwfSObZPdU3x2plnAb4Fn4s+zkjBr08HAl4GjzGxR/HFSL8+ZMmqRkM65MAQb25e11oKLdn58itQ2t08amgKR3p803Aob3mlXVLTxNSYP3Zc3PoWvHTwOb6ZybBHp50It0FoHGV7ILUl3NCnVEgrzzAeb+O59724rW7y2jvsXruUfX5vD3AkleDyqt6VvxZOGq5N5TufcK/TTNS46o7866VzOUDjqf7ePifD44PAfxMZK9KEvHziWfP/2fPfyYyZTmN3LFaj9+TBtXrui6ilnsKI6wF/O2Y9RQ7J7d34RkVRrqoIXfwP/NxfuPgOqPkl3RCnV0BLmqv+816E8EnVcfu+7VDX3sqVaRHpELRLSOTMYMxcufQcql8LwGbHkoo8NL8ziue8ezpIN9YwekkNpvh9fb1sLfLmxJGnoZFj9OtHZXyWrbF+uG5dLca5fqzuLSP+39k145Q+x183VcM858JVHIK9XU9j3Wx9tbOiwUOdWlQ0BaptDDNPimiJ9TomEdM2fH3sUj9/loZGoIxSJkpWEgW+BUARPhpHpySDTk0FZQRZlBUn+gMgdCgd8A8rPI8ObRQ6gYc0iMmCsebP9duVH4JLQ9bOfCkd23q1Wi3WKpIe6NkmvbWkMcMtLn/I/9yzi1Y+3UNcSSuwE4QA0bCRat47a6s1c/fD7/ObJj9hYl+KB3RkZ4NUdLBEZgGae1n467mnzwDt4u2VOG1lAZhetxQXZmZTkanpskXRQIiG90tAa4mePfshvnvqIp97fyNm3LeDjzY27fuNW4QCseAn+tD8Z108n99krOHN6Dre+soIv/3UBWxoC3TtPsDnWZzjSsztygVCEmqYgwS6azqU95xw1zcG0rwQusltoqYHWHdajKhoLF74Is8+BE38LJ/8enIvNsFe9Aho3x7b7meZAmE11razc0sTm+lZC3ayz8/1eLj92cqf7fj5vhtbZEUmTtHVtMjMPUAGsc86dkq440qapEho2xgYx5w6FnD6YcaNpCzTFP1zyymLX7a5wAJqroHYNFO0B2UPAm01LKMIzH25sd+j9C9ew39gh3TtvSw08cH5s5hHAu+Q/jJl6BhNLc1m+uZGW0C4+ZKJRqF8L838FW5bBXp+Dvc9K6GfbVN/KzfM/4Z01tRw8qYRzDxpPaf6Oi1USmxK3eQsEm6BgJOQN6/Y1BpOapiD/XbqZfy1YTUmej+8eN5WxxTlJWyhQZNBq3AR162L1Z/YQyC7q9LD6lhB1LSFyog0MqXqHjNdvhMwsOPIqGDoV/Hmxx4i94dQ/QoYnljg8dAkseyJWxw8ZD2fdBaV7xvb3AzVNQW59+VNue3kFwUiUohwvv/3CLA6ZNJQc/86/juRlZXLOAWOZMaqIG55bzpqaZqaU5fG946YyaVhe78fOiUiPpHOMxLeBJUBBGmNIj8bN8K8zYf3bse29vwjH/wpyuvnluyeaq+DhS2DZ07Ht8YfDaX/r/hfuquVw69GxqVM93tjidKPn4PVkMHNUIW+trNl26CGTExjs56IQqGtX5GlcT1HOXpTkhvDv6sOhaTPcckTs5wNYWwGbl8CJv46N79iFyoYAX7r1DT6pbAJg0Zpa3lpZzc3n7EdxbptkorUeXr4WXr8xtl06Fb762G6XTIQjUR58Zy0/f2zJtrL5Syt57juHs0exRpmIdKlhI9x2DNStiW0f+3OYc36HmfACoQj/eWcdjy1ez637byLjkXO37/zkBbj4FSibvr0swxObBval38HSx7eX16yAf86Di1+F/LLU/VwJeHNlNX+ev312qdrmEBffuZAXv3/kLhMJgMIcH4dPKWXW6EJCkSh+TwaFaomQNCovLy8EzgKmAMuAf1dUVNTt/F3dM1BuuKclhTez0cDJwG3puH7a1azankQAvHt3xzUbkq21bnsSAbDixVirSHcEGuH5n8eSCIBICJ79MbTUMCTHxw1nzeaIqaWMHpLNt4+ezNwJCbSueHNg5pnbt7OKiEw4Go/BXecfQGG2l8qGViobAkQ7G0y3YfH2JGKrxf+OxdwNNc3BbUnEVm+uqKE5uENLSLAR3vjT9u3KpbC+/VoUu4Oa5iC3vbyiXVkgHOXhRevSFJHIALH0qe1JBMD8X0KgvsNhda0hfvvUR5w5I4+it3dYINdF4fU/QWSHqU5b62HRvzpes6kSGjYkIfjeq2sJcftrKzuURx0888HGjm/YiSE5PoblZymJkLQqLy8/AlgLXAt8J/68Nl6eDFtvuPdr6WqRuB64AujylrGZXUhs6XHGjBnTR2H1kYxOfu2W4ilHrZOcMZHmbo+3k+1YzCOLsvnjWbNpDUcoyvYl1sScXQTHXwP7fBHq1uImHkVmxhBu/vJIfJ4MHnl3Pb99ail+bwa//NxM5owbQravze+v099l96/f1Uyvna5sbRntF+Tb8XeyW7BOp8f1aiGofmtQ16UDSeYOX3o7q7u2HurJiM1C1NkxHh+drlXV1fn6SbemDKPLwdKZqj9kgIm3RDwK5LUpzo0/P1peXj6qoqKi452Cbmpzw/0aYklKv9Xnf71mdgqw2Tm3cGfHOeducc6VO+fKS0sH2bzYRaNhwlHbt+d+C3x5XR+fDP4C2PtL27f3+mz3x2X48+DoH0NWvD+vLw+Ou6Zd/96CbC/D8rN61k81dyhMOAJmn4MVjKQoL5viXD/VTUG+f/9iKhsDrK1p4YJ/VlDXssPg3uHTY+MV2ppzPmR1r8fckBwf00e2P/bIqaXk+Hf48PUXwJE/2r49eg6UzejezzeIFOd4+dZRk9qV5fo8nLr3yC7eIek2qOvSgWTS0bHxChC7KXH8r7bXqW0UZfv42bzp3P1eIzVzdvj+4PHC3G92vImRXQT7ndvxmoWjIbd/dL/Mz/JywaETOpR7PcYx0/pH1yuRBJxF16tPZwBf7OX5t95w7/czwKSjReJg4DNmdhKQBRSY2Z3OuXPSEEt65JbCF26LNWtneGJ9+bsYdJc0OcWxO/9HXAm42DUTGeA9ZDx8c0Gsi1RWYZ8MDl+/w/SvgXC04+DrvDI4/wVYcDNs/gBmnA6Tj4ktOtcNJXl+bv/a/txbsYa3VlRzxNRhnLr3CIbs2GTuz4M558GsM2IDz7MKYv+OuxmPJ4MTpw9nRGE2d7y+krKCLC46fGLng9NFZLu8sti4qta62DSt/oJOp5/2ZWZwzLQy9h9fjEWbiH79GTJevylWpx1yeSw52FGmHw66FFprYdFdse6nI2fDF/7ar8ZxzRpdyNWn7MX1zy2jvjXM6CHZ/P70vSnJUxclGXCmsL0FYkc5QOdTjHVD2xvuZnZET8/TV8ylcXq4+C/oe7saRFJeXu4qKir6JijpOedig5/Dwdgds+zijs35Cdhc38oxf3iR+ngrxNiSHO6/+KDOv7RGQrEv+P7utezUtQSJRmFIfO7xSCRKSzhKjtdDhla27pbmYJjMDMOX2T+6TuxGevwfVHXpABVqBrqx7k2gMXaDKhqJJSuJzMzXR4LhKDXNwdhg6cwMSnL9qnMlXXpTl15EbExEZ8lEE/DdioqKv/QoKLNfAV8GwsRvuAMP9tcb7lrZWpIj1EJz1VrqI15aQ4680CaGtr4Ck47pcWtLSZ6fJy87jDveWEmuL5Mz5uzR9Z1vj7dbYxZqm4O8vbqGW176lGDYcfYBYzhyz2EU5/rIUz/dhOT4VH2I9AlvN2dE2zotbD/my8ygrEALgcqA92/g913sc8DdPT2xc+6HwA+h3Q33fplEQJoTCefcfGB+OmOQrjW0hmhsDdMajpLn9zA0z491MSg83NLIq+ujXPLAh4QijnElOdx71j4M2/g+jD+kR9f3ZBijhmRz5YnTevNjbBMMR3nonXX85NEPt5W9vbqGLx84litOmEp+1iAdPB2NQrABPH6t5C0iItJLFRUVdeXl5acSG3CdQaw7UxOxJOLU3gy0Hmh0C1Y6VdMc5KYXPubg37zAkb+fz7ybXmVlVXPXxze1cNWTawhFYl3lVlY189BHTbDyRWht6Kuwd6q2Ocgfnlveofxfb66mcbCu0NxYCRV/hXu/Ak9dGVvxNtzN1cJFRESkUxUVFfOBUWyf+vW7wKh4eVI45+b35zUkQF2bpAtrq5v5y0ufbtteX9fKd+9dxG1fnUNxbufjHoLh9pMLtIaBzAz6y6QD4aijriXUoTwSdbTsuG7EYNBUCXefCeu2TpA2P7ZmyUUvQ+mUdEYmIiIy4MVbHno0FmKwUIuEdGrBiuoOZW+vriUc7TwpKMzx84MjR23bLs71cfrMgtjMIVmFKYtzZ5xzbGkIsLm+lc31rdQ2B5lY2rH/cEF2JnndWFV1wKle0SaJiAu3wvM/g0D/aCUSERGRgWsQfnuSZNh37JAOZdNHFuDpYoyELyuXUyZUcfA39mJzQytjC4yh65+HGZ9Pdaidag6GeXt1LVc/9D7r61o4bq/hfOOIiVx9yjQuunMhraFYQpRh8PvT9qYoZxCOj9jcxYKYWz6CUEtsCmARERGRHlIiIZ0aV5LLmeV7cE/FGgCG5Hi57oy9KcnrYtYkfx4FwydR0FLN2HyLTftadlbaZhCpagzy1b+9GVsdFnjk3fWEo1GOnVbG3RccSMWqGjIMjp8+nCE5vsE5hemo/TovH3Nw6hdAFBERkUFPiYR0qjjXxw9P2pNLj55EYyBMcY6PklwfVY0BIlGHL9MoytkhqQi3xJ592ZAzNLbY3g5qmoI4HMW5XSQkLXWEg804ZzRmFrGxIcinlY3sOaKAklwfRTsuFNeFF5dVbksitvpgfT0XHTaRL9z8GrNGFTJ3QgkluX6yfYMwiQAoGAEzvgDvP7C9LG8YHP598HVzOsnBpLU+1hJjQHYJeFT9iYiI9IY+SaVLRTnbv7iHI1GWbmrg8nve5YQZwykfN4QFn1Zx6ORS9hyeT2GkGh77Dix7EvKHw0nXwvjDtrVIBEIRPtrYwE8f/ZCoc/zopGnMGFVAdpu1CFz9Rnj8cjKXPQX5I/Ad8xseWzmCP722CYDT9xvND0+aht9juKZKGlpDNHsKKCnI7ZBgjCjcPs3puJIcrvncTGqagqytaeHeC+fy+2eWUpznw585iIcJ+Qpg/wth+udg5ctQuAdMOAL8KV5FvT9q3ARPXglLHo6tyn7cL2HKcWkbvyMDSGMluGhsNXtvdtJPX9UY4M2V1Szb1Mi8vUcyvDCLLO8gvbkhMgiVl5ePB0YC6ysqKlakO56+ltaVrbtLq7Gm39ZVpseX5HLeIeO57N+Ltu17+ht7M+X1K7CPHt/+BjO49G0ongDApvpWDvvtfwnEZ3byeoyXrjiSEYXxD+aWOtx/LsKWPdnuHJvPfZ0j/7qKpvisSvddfCD7eFbi/c/50FpH44HfYePYeYwfPQpPmwXlKhsCfOnWN1ixpYl7L5rLd+5dtG362nx/Jrd/fQ5ji3MYmj+I11UINMIDX4fKpTBib2jaAs3V8NVHYi0Tu4tgEzzxfVh0V/vyS96AYclZo6SPaWXrvuAcbP4QHrwQ6tZA+Xkw91uQW5K0SzS2hvnpYx9wX8VaAHyeDJ79zmGMLelssVwRSbJeLaleXl5eTmzGpmlAEPABS4CLKnpZ0ZpZEXAbMIPY2hRfd8693ptzpsogvh0rybS5IUB9S5hDp5Ty4Nvr2u3LsRC29Mn2b3AOPn5u22Ztc2hbEgEQijg21bduPz7cgi1/usM5fKteYq+RBduKHnt3A963b4fqT6G5irwXfkRxtIraHaZ1Lc33c/cFB3L3BQfw2qdb2q2B0RAI8+f/foJ/Z3f9olFo2Air34AN78amUh1o/Hlw4DehZiV8+DCsejXWQpGdvC9CA0KgAZY80rH8w4f7PhYZOJo2w7+/BJveh9Y6eOU62Lg4qZdoDobb1afBSJSHF61P6jVEJPniScR8YF8gGyiMP+8LzI/v740bgKecc3sCexNLUPoldW0aIBoDYepbQlQ1BSnL91Oa3/Uq06lQmB2b1WhTfSuji9v3rw+EHRSMhLq17d80ZPz2lzleCrO929ZxyPF5trdGQKwFI3841Lf/EA0XjqGqMbhte1xJNqxon8hk1q7AM3J6h5iH5vspzPFy54LVHfat2NJEayjS9WrWtavgr8fE7uJD7I7+2fcPvDv5I2fDRS/BR4/D+MNjd+A9u1m3CfNAwSio/Kh9ecmk9MQjA0M0GqsH2tqwCCYe2eNTVjUGeP6jzSzdWM8X9x9DfpaXEYVZrK1p2XbMlDJNhCAyAPwF6KrpMBe4GehRMmFmhcBhwLkAzrkgsRaPfkktEgNAJBLl5WWVHPybFzj1xlc46Y8vs6GudddvTKL8rExO3280jy/ewOdnj2LuxNhd7ZmjCikqHREbE9E2sRmxN4zYZ9tmSa6Ph755MJ/dZySnzBrBI986uN3CdjUUEjj+d+3PMXI2G7Mn8+mWJgAKsjI5ccZwaKnafowvl9zx+5Pr7zwh8Hoy+OzsUR3Kj59eRmF2FwO3W+vhmf/dnkRArFViyaNd/Xr6r6yC2L/FkVfBuIMhpzjdEfW9vFI4+VrIaHPfpHRqbAyPSFe82TDlxO3bGR6Y9pken66+JcSPH/mAK+5fzF9fWcnx179MKBzh5nP2Y/SQbDwZxunlo5kzbjf8GxUZQOJjInbVL3av+HE9MR6oBP5uZu+Y2W1m1m/7O2qMxABQ2RDgMze90i55+MYRE/nBCXv2aRzVTUFWVzexfFMjc8YX48/MwOfJiE0JG2iMdf/55AUYMg6Gz+z07v3WFaTbzpS0ub6VU296hdNnDuErs3LwrXqRnOGTiJTO4Ion1/PWyhpmjyniByfuyeiibDKbK4m+ezfWWInb/3wyCkeDZ3siEYpEqW0OYUBJno/a5hB/e3UFt778KcFwlBNnjOBn86Z3PZVt4yb42wmx7lNtzToDPntzp7NRST8XbI7//3w+1joxcvbAa13aTmMk+kpTZawL3OaPYM75MGQMeHs249mm+lbm/up52k4m951jp3DpUZPY0hjEOUeOL5O8LHUUEOkjPapLy8vLDwYeJ9adqSt1wMkVFRWvJhyUWTnwBnCwc26Bmd0A1Dvn/l9P4k011VgDgiNjh25MGX3Xq2mb4lwfxbk+9tmj/WJ14UiUpoifvKJxeOact9NzdDbV6nNLNrGpPsBNr27k72952GvkLHI/yeS604dwzedKaA1F+P/s3Xd4HNX18PHv3d606t1y791gYxsbbJrphN5DJxACAV4SShqEJL8UQhISQgtgCL0EsOnFFBuMOy649yqrS9v7vH+MLGktWZZsyWrn8zw8aGZnd+/Iq7tz5t57jsNixLVvGlJKLoapdwCNewFPMMona/by14834LAY+dMFoxjTK41bpg/kykl90DRwWI24DzSlCcDqhgEnNQ4khp8rQURXZXGApQ+Mv66jWyK6Eme2HkC0AaNSFGU42N5gvdbwAjdKKbJTDnBTQwjRGe1BX1jdHEvtcYdiF7BL07SFtdtvAvce4mu1OwkkuoAMp5XfnjOCm15cSjyhkeu2cuWkPh3dLECf8/vKoh3M3VjOGSPzOGdsYdKUpZYo9YbrfvZH4izeVkWG00IsoZHhMuO2N33RH4jE8ARjxBMJHBYT6U4LFf4IP3ujfkHk1c8u5sufTyfXbWt5vQizXa+1ULYets3Vg4ejr4OiSa06LyGE2CfTpvHJDUMo9YZ4b72XqqiFcb2bTsXsD8fwhmLEExoOq5H0FtbPEUK0vyVLlmwdP378WvSF1Qey5lBTwWqatlcptVMpNUTTtPXAScCaQ3mtI0ECiS7AaFAcOzCTb+45gZpgjAynmawDTctpgURCz5j01ne7cFrMnDk6j+xDSIMajsV5+uutPP7lZgAWba1EKcWVk/pgbOmQSSzCzUenMK1wIE8uruajNfq6hAuP7nXAAAL0IOL9lcX88u3vicQTnDQ0h79cOJqdlYGk44LROKFovNXnhisXLn6utoCZ5pya6wAAIABJREFUQa8EbXMf9GlCCNFIoBK1dCbWr/9OUSzEzaMvQzvpNxiaKMwZiMSYtXwP98/+nmhc49QRufzfeaMOPBVTCNERbkLP2tTU2gU/cPNhvv5twEtKKQuwBbj2MF+v3Ugg0UU4LCYcFhN5bVA/q9wX5ox/zqMqoGdQennRdl6+cVKrgxNvKMactSVJ+z76fi/njStsNggIRuJ4QlFSDGEMFRswL5vJuG1f8dfpv2dYVl+CysaNx/VvtiiTNxTjV+/oQQRQmwnFy7B8N06Lsa7uRL8sJ07rIX7MHR2cJjWR0OdoJ6JgsoEzq2PbI4Q4NLuXwpwH6zbVd/9FpRXB1DuT1ncBeIIxHpi9mmhcX0zx8eoSrp/aXwIJITqRJUuWLBk/fvx09OxMw6mvI7EGuPlw60homracQ8z6dKRJINEDbSr11QURABtKfPjDMT2Q8FfA3lV6qswhp4MrD8xNf4G5rCamDMhiQ4mvbt/0Idk4mplC5AtFmb1iD+lOC0pLMGuFgZFZP+KiC/8fObMv59Yr3ibmysNqan4aUkLT6oKIfaqDUdIdZj6843ie/XorbruZKyb2PqzRm1g8QSjgxRT1EzfZwJpywAxRba58A7x0gZ5Wt/BouPQVSMk9Mu8thGgbsQiseKXx/tVvwdHX6lnFGmiqb6vZr06OEKLj1QYL43t6ZWsJJHqgvNTkaUwWowGbyahXAJ73MCz4t/7AZ7+BWxZCRtMZzGxmIz85cSAGg2L+5nJOGZ7LReN7YTIeOKuwNxxjS5mfWImP5+ZvA+BD4NWVdt668CmyYwGMBwkiQB+huejoXrxeWxE2z21jfJ90TEYDvTMc/Oas4SjFYdXaCEXjJHxlWL98EPOmj4kXTsR70p+pcuWS3sp1IHViEQhWgrcELE6wp+oLOvcXqIDZt9bX5ti9FBb/B6bfp6/ZiPj1Qmugj5wYj1BwI4RoHYMJsoY03p/WF0yNb3I4LEbOHVvAO7WF6QrT7IwpaoOhaCFEu6gNHnpcALGPBBI9UKbLwv1nD+fhTzZgMxv40/mjcTtMevXWxf+pPzAWhuUvwYm/AvT0rzXBKL5QjFy3lUyXlSyXlXtO6Y/huDSMiRgKL3DgEYBILMHJw3O5+tlFSft3VgbZ5LeTndv04sP9pdrN3HP6UC6f2Icqf4QRhW5yGqzzMLRBWqtgOIx18TOYV7wEgHHD+zjNDtaPf5C0vvmtD1JiYdi1GF65DMIefV/+WLj8Nb0YX0OJGPhKk/dVbdf3h2pgweMw/xGwpsAPHtdrIphbv85FCNHODAY46ipY9jx4aotpWlxwyoNNrrtKc1j49dnDufrYvtQEo4wocB/SGjYhhDgSJJDo5kLROHtrQsxasYfBuS6O6ZtBpsvK5cf05qzR+RiUItVu1kcRwkqvUF21rf4FMgYAenam+95axSdr9DUR6Q4zb9w8mYHZLiwlK+DliyFUDYVHwWWvEXdkYTQ0HplwWU3YzUaiDYbu89w2jhucRUp6DjjTGz3nQDKdVjKbWKzYVsoqqhhcsjRpn7lkBV5vDZX+zPo5y74y0OL6omxndnJRvYaCVfDKpfUjCaBXyv3sfjjzb/oIxT72TJjyU3j/Ln3bYNS3TVY9m9Tcv+j7Y2F442q4bRmY89vozFsoEU9Oh5uo/Tdt4t9diB7NnQ83fqGPLEb8enHIpkYia7V33yaEEG1FAolubm9NiB8+u5CzRhWwocTHumIPNx7Xn1hCozoQJRJPEIklyHSasBitcNVsiAb0i93dy2DQyQCsKfawaFslfzx/FENyU0homp6e0LMH49av6i8ody8jvuI1vsq4GLPJwMAcFxkOC9bahdOZLivxhMaZo/J5d2Ux95w2hGH5bj5YtZfXluzCajaRn2LGRQCsqWDsuLoNZVErOUMuJm3znLp9gaEXsKREY8gApY8M7FykV8EuWwcZ/eGkB6D/NH2kIFSjBwf7pi9U70gOIvZZMwtO/m1yIGE0wYgL9LURe76D/tP19SpQP91pn2hAX5B9pHhL9DbvWgj9T4IBJ+htWvYcWNww4Xr9wsnSTCHOiB/iUbC3bARKiK6oyh/BF46R0DRc1jQyh57RNi8ci0DE16I+0heOktBovnYO4A3pRTxdBzlOCCEakkCim/t2Szl/v3gs/5m3FV84yrVT+uEPx3l50Q4K0+14glHGZWvkZgHr3oV170HRMfpCa2dmXRXXJduqePyKo3n0i43ct6mC+04s4LL8YoxzHtUvGi9/Dd6+GSo2obzF9B3sZP7mCv7+6UbGFKVyy/SBpDlMbC0L8Micjdw8rT+nj8xnZ1WAa2Yurmvviwt38Pglwzml5BmMqb30atKOjA753Q3IdrGgagzHnPNfMja/Q3Wv6Wx0H0vfqEOvlbFpLrx0Yf0TKrfAG1fBBc+AyQ7z/wFFk+HYW/UqyhZX029kddNkgU1Huv5fwbjk/QXjwJ6uj3AAFE085Gq7rebdC0+fDDU79W1XHlRu0tfW7LPoCbjybT2g2n90RtP0gOqzByBQDtPugfxxYG0m6BCiCyr3hbn9le/4ZnMFAMPz3Tx37QRy3Ic5TclfBgseg63zYMR5MPpSva/eTzyeYFtFgD99tJZQNMHPTx3C4NyURtnwQtE4G0t9PPTROqxmA/eeNoy+mQ6Mzax1E0KIfSSQ6OaO6ZfJpU8toKy26NuCLZV8ftc0Fmwp54Kji/hgVTGXnhzHsGm1PsUG9Hn8sdoicX2mgMXJmaPy+HxdGd9sqiDLZeH8AeB+4bL6Nypdq18Uvns7nrE3sWaPh1+98z0Ay3ZUUe4N86uzhnPuY98QiMT5dE0Jb//kWO56Y0VSezUNfv3+Zo668GxyXpkBVheMveLA04XaUYbTTF5ePvd96acg5Xa2rI0wvg9cOTlb/zL/9DdNP3HOgzDjd/poxc5F+pSv0/6kp2/NHqJPTWpoyk9bl2rWlQM3f6NnfXFkwcCTjkxq2Hgclr9cH0QAjDgXZp6efJyWgPfvhOs+1tvakL8Unj9LDyYAtn0Nty0Fa//2bbsQR1AiofHByuK6IAL0Ud0nvtrM3acNbTa1dbOiQfjqIVj0pL69a7F+0+LoaxpNKazwR7jgiflU12boW7Clgrk/P4H8NHvScVWBCBc8Nr8uU9SirVV8eufxSQFPuS+MNxglmtBIc5jJcFiaTaohhOg5JJDo5hTUBREA8YTGhr1ejh2QxbebKxhT4MQV2gAbPk5+4tavYNJPwFcC7gKyU6x8t1O/Az4oJwXrznnJx5esJp43hrKrvubTLTEWb69MenjepnJC0TiB2voOkXgCXyhGsIlicWXeMFFLL31j7Wz9rltz02TaicVkZEyvVH5/7igisTgmo4FUu1m/CPAm9OCpKdXbkwODzXP0KU0pufqd+g/vgQ0fgC0VptwBYy7XpzK1lMEIqYVw7G2Hd4KtFQvCjm+T2xEN6lOU9le5RV8Yvr9osD6IAD3o2L1MnxYmRDcRisaZu7Gs0f6FWyvxh2OHHkiEvbD5s+R9696D0Rfp0ykb8IdjdUEEQDSusbXC3yiQ2FERSEo3WxOM4gvH2HcLoLg6yLXPLWbdXn1aZrbLyvPXTWBInrvlhUeFEN2W3FLo5lxWE9kN6igYDYqh+W6O6p3GxP4ZrCwO4LPmwcBTkp/Y9zgoWa1XeEbPJDJlgH7Xe1Opj3CvKcnH5wxjZYWB455Yz+yVJZw8LPlO9JQBWdjMBuwNvkCVUknb+2S7rJijNfrGkDPrp+1E/ODZAxWb9QXOR4BSiuwUK4XpDnLdtvoLAGXQRxeakloEgQaBVP8T6qc1pRbCuY/BnWvhlgUw6ZYOm7rVaiY7FE2q307EwWzX01vuL71f8kLshq+R2qt+W6nGU7eE6OJsZiNTBjYeJZzQJ/3QC2SCHiz0PzF535AzwNz4RovTasJtr38vk0HRN7Pxcb0zHJiN9QGB22bCVdtGTzDKL95eVRdEAJT5wlwzczGV/nCj1xJC9DzGBx54oKPbcFBPPfXUAz/60Y86uhldks1s5JThueypCZKTYuXhi8bQN9NJQbqd/FQbFqMBkz2F3KIBKGe2frE+7Gx9FMDqhLwxYLKglKIw3c6qXdWsL/GRl5HKoKNOxOrfg9Z7EvGz/82/l/hxWE3cMn0ARRkOBuW4qApEmDE8j7tPH0K6w8IpI/LYWRmgKMPBmaPz6ZVu56sNyUHBQ+cOZvSu1zAMPwdGXQAWh37Xe8OH+jSahY/Dho9g+A8OvO6gvVmckNYbVr3R+LEzH9Yvrqu267/H6ffqax32MVn1KVsWV9MX252VwaCPHKx+q37RuC1NX6Oxc0H9ccqgrxPJHdl4SprFqV/4eHbr07HOeRSyBoPpEOty9Ey/PdQnSl96ZCilKMpwsGJnNburgwAMyU3h/84fRZrjMD7rRnNt4K1BPAYTb9LXSFidxBMa3mAMo0FhNCisJgMzhuexuzpIXqqNRy4dS1G6HfN+U5LMRgMnDs1lR2WAgbkuHr3sKArS7BgMiupglF/N+r5RM/yROJce01tfKyZE13XIfamopzRN6+g2HNT48eO1w6w23uP5QlFiCa3Rl1g8oVETjOK0KKxRrx5IaAkwWvQc5/tNKar0R/CHY8QSGukOM2n49AtjixNvKEowEqPEG2bVzhp6ZdgZmJNChtOSNJTvCUVBA7fdTE0wyrZyPy8s2IbFZOCqyX0pTLGQgl+f+rNvyo+3BB6bWL/AGOCMv8IxN7bb7+ygQjWwfT588kt9lCStD5x0v75mweKqz9rU3eo7ePfC9//T52f3PxEGnaJP51ryrL5w/Jgfgbuw+QXUYZ+eacre8nS/os4hzyeRvvTIqtyXtSmh4bKZyHK1UUrXWFj/G6rtI6v8Ed5buYd3VxYzZWAWV07sXZee2huKkkhAqqP5bEyeYBSlIKVB1qZST4hpD33Z5BTUuXefQO+MI5TkQYj2IXPz2oCskeghDpTSz2hQ9XeVzBkHnWaT4bTsdxeq/vgUm5kUm5nsFBtDct1YTE3PnGuYhjDVbmZMURrDC0ajFJjqFgw2cfG9/1z8WKjZtrY7W6qe3arw6No6EsbkOhJNZFLpFlLy9ClZ8Wj9SII7X/89KEPLRlmsHTSSJMQR1Li/bCMma11a6URC46PVxfx61moAFm2txBuM8rNTh2AzG5MCg+a47Y2PS7GbuWJib57+Orlo79iiNJyWLjSaKoRoN7JGQrRamTfEm0t38vAn61m/14s3lHyBr5Q6YBCxv3JvmEVbK1i5qzppYWAjttS6CtuAng1o5AWH0vy258qBlHz9/x2QXapDKNV4OpLR3LWmaglxANF4nL01QeasLWFLmQ9P8AjWaWmlQCTGh6v2Ju2bs660Ub98KOxmI7dMH8BNx/fHaTFiNCjOHJXPkz88ur4gpxCiR5MRiW4mGIlR4gkzZ10pIwvcDM5NIb0N74iVecNc9MS3bKsIAPCvzzfxr8vGccbIvFbnHS/3hbl65iJW7/EAMKl/Bo9dcRQZTVV0NdtgzGUw6FQ9hWh6v8apRYUQog3srgpx+iPz6qb0PHzRGH4wtqDNU556Q3qGpFhcw2k1Nt33HYTdYuKEoTnM3Vhet+/YAZm4rG1TWC7DZeXOUwZz/XH9QAOHxShF64QQdSSQ6GZ2VgY545/ziCX0tS93zRjMj47rX1dZ+nAt3V5ZF0Ts84f31zKpfwbZKa1bC1DiCdUFEaDXuPCEYgf+MrWn6f9lSqpQIUT7iCUSPDVvc9K6gL99uoHjB2eTndJ2d+H94RhvLNnF799fQ0LTL/7/edm4Vq+jMBoUPxhbgCcY5aPVe5nYL5NbTxiIvQ2nHtnMxkNPWSuE6NYkkOhGEgmNmfO31gURADO/2cYl44vIaaMvgb2exusSKv0RgpEE1YFIqzKS2EyN22Q2yGw7IUTHMaBI368fc1lNtHXJBG8oxh8/XMu+7nr+5go27PWSNbD1wUqG08qPpw/kykl9cFpNctEvhDhi5KqtEyn3hSn1hAg3kSGjJQwGRf/s5EWs+am2Ni0adOLQ3Eavd/qoPF5ZtINZy/cQiSUO8MzGMpwWLp1QBOhT7n88rT8uq3wBCiE6jsGguGpyX/pn6VnHXFYTfzx/VJuvCdDQkm76AAQOse8HsJgMZLqsEkQIIY4oGZHoBGLxBGuKPdz52grKfWFuPK4fV0zsc0hrG84dW8hX60v5elMFhWl2fn3WcNoyw2+W08JLN0zkgdmrKa4JMWNELhePL+K6mYtRBjh9ZB457pZNcUp3Wrjv9GH89KRBKPYVUJK5t0KIjpXrtvHaTZMJRuJYzQbSD5I69VA4LSauOKY3Ly7UK733yXQwpldqm79PlxT2gqbpKciFEJ2a1JHoBEo9Ic745zzKfZG6fW/fcizjerc+x365L8QX68rok+mkKhDhya82M2VgFnfNOEAV5kP0/a5qij0hFmyp5NVFO/BH4hgNivn3nohBKZSCDIcFQ1vPB2ihQDjGXk+IbzaVM7Z3Or3THQfNoy5EFyF1JLqJKn+EEm8ITzBGvyxnm67B6JLiMajcDJ/eD4mIXpcna0j3q8UjOosekmaxfcmIRCcQS2hJQQTAhhJvfSAR9kHEp+fob1inAH00oyoQIZbQMCiFxaCwRL1kEqEmEKI6ECUaT+APx/CHY5iMhjbJa57qsHDBE98SbjCV6azR+Wwp8/HrWasxKLj62L6cPjK/Q6qfbij1cv5j8+vmHz904WjOH1fY6sxSoovxl0HZBqjYBP2OA0c22FI6ulWik6vyR1i2o4ov15dxztgCBuemkNrM6GilP0IsnsBqNjZ7XJ1IAELVerFPs6OuXk+609KmWfW6vEA5PHOKXswTYNvX8NPlYC7o2HYJIQ5IAolOwGY2MrFfBgu3VgJgNRmYMjBLf9BfDnMehOUvQVpvuPi/kDsSlCIYjbGzMsiri3bw0sId5LltfHzjUM7Z+lvUJx8zIG8MYy95mpi7F7e9sozP15VxVO90/n35OPLT7C1qWyQWpyoQJZ7QsFuMpDsseENR3v5uF/+5ajz/+nwju6qCnDw8lxum9OPsR7/GE4oB8Mu3v2dnZYDbTxqE3dL8R63SH6HcF2Z7hZ9BOSmkOcytWrjdUDAS4/Evt9Bw+vETX23hhCE5ZPX0O37dmb8M3rhGv/gAPeC+4FkYdrZe40KIJsTiCd5Yuov/+2AtAC8s2M7MayZwwtCm00vvrg5yy4tLWbGrhmlDsvnrhaObz1gXqIQFj8P8f+qV3M/4K+SNgvQ+7XE6XVvIUx9EgF7Bu3oHuCWQEKKzktuznUCG08K/Lz+KX581nGun9OWjO44ne9/Cvu3zYdnzkIhB5RZ4/Sr9ggnwBmNsLffz7DfbCMcSjOnlIrHkWdSGj/T5pcXLyfryHqoqyvh8nf6cZTuq+OOHa/GHYwdtVzSeYOHWSk5++CuO/dPn/L/XllPuCxNPaMzbWM7v3lvDaSPzuPf0ofTLdPDeyj11QcQ+M7/ZRk2o+feq8IX52evLmfH3udz436VM/+uX/PXj9VT5I80+70BMBgNF6cmBUq7bitkko5jdWuXW+iAC9L+BD38OgYqOa5Po9KoDEV5bvCNp3/Pfbmuyj/SGotw/63tW7NIvdr9aX8bMb7YRjTeTZKJqO8z9C8RC4C2GWbeAb698Lptic4O1wboIo0W/gSaE6LQkkOgkslKsXD+1H/efPYJ+Wc76ug8l3ycfWL1dHx4H4prGjsr6mg5FbjOOyrVJh6vKzcQiySlbN5f5CbUgO0iVP8Ltry7HW/uF+sX6MhZuqSTNYeFnM4awuczH795by12vr2BMUTqzVxQ3eo1wLEHsIJmc5m4s4/P1ZUn7Xly4g20V/oO2sSlmk4Ebj+/PqEJ94WJRhp3fnzuSVLtMIejWqrY33ucvr/t7EaIpNrORQTnJ099GFqZiNTX+egxF42wtT+6X1u31Np+trnLLfi9Sowe58c5bLbvDODLh+k9g4MnQfzpc9zHYMzq6VUKIZsjUps5u1MUw72F9RAJg1CVg0dMSmo0GJvfPxG42EozGmbPJw02n3YB77bv1zz/6WgzOTGBj3a4fTurTomlDGuAJJn/Z7fUEAf2L9qufn8CGEi+DclMwGxWeUOMvxn5ZzmbTEfrCMWYt39PkY7NX7DmkBeegZ1157toJhGMJzEbV6iJPogvqPVFfR9QwcOgzBUwtm8YneiaXzcz9Zw+nMhDhux1VnDAkh2sm922yinW6w8KVk/rw23fX1O27dkpfnNZmvkr7TAaLS1/nBtB7sv4ZtUmGpkaMZsgZBhfO1H9H9rSObpEQ4iAkkOjs3IVwy0JY+QrkjIB+x4NVv3uW5bKCpjH71im8s3w3vTMcmApS4Ka58P1b+mLTgnEUKTdv/fhYPl69l+lDshmW725RbQmn1ciVk/rw3PxtAKRYTZw+Mr/2MRNGg6LcG+LK/yykIN3G788dyU9eXkYommBcURrnjStk6qCsZlMnWoyK/NSmL/SK0h2t/GUla+u876KTc2TC5a/Du7eDZzf0mwbnPg6OQwtGRc+Rn2bnySuPJppIYDMZD5iG2mQ0cO64QgbmuPhmUzlnjMynb7az+Rd3ZsOP58Pyl/VF1oNm6EGEWQLcA5K0r0J0GZL+VTSr0h9mS7mfXZVBJvXPINtlrct8tKc6yLSHviAa1z9Dp47I5eZpA0CDqmCUf87ZSCga57qp/ThleG6jarH7bC33M+PvX9W9DoDbZuKTO6eRlypp/0QrJOJ65pdEQk8Zae+WQYSkfz0MoWicCl+YtXu9DMpxkemy4mpuRKGNBMMxYgmNSDyBy2bCapLCcUJ0MFk42QZkREI0KZ7Q8ASj2M1GxvfJYHwTCUa+XF+adPH/8eoSVu/x8NcLx3Ddc4vr9t/95kr+dvEYzhtXiFKN/27zU228fcsUfv/+GoqrQ4wocPOzU4eQ7ZI1DaKVDEZw5XZ0K0QntrnUx7mPfUM0rqEUzLxmAtOHNJ2hqa1U+ML86cN1vLlsF06LiYcvGsO0IdlShVoI0eVJINFd+Mv1xXsma12O8kMRiel1Kd5fVcy7y/fQN8vBnacMoTDN3mg6VFODWdMHZ/Pq4p2N9j/7zVamDc5ucrqRzWxkZGEqj1w6jhJPCIfFRLrTIjUfhBBtyh+O8Y85G+tugGgaPPzJBkYVprbrVMjNZT7eWLoL0NeF3fn6cr742XQJJIQQXZ4EEt1B9Q547UooXgF9j4MLnoaUvGafUu4NE4zGsZr0AnUmowFfOMb6vR7eWLKrLhj4bmc1c9aV8umd08h1J08zmj40B5NBEWtQsCEUS+C2N/5YOS0mTM2syyjzhrnqmUWsL/ECcPXkPtw1Y8gB5yoLIURrGQ2KtAZ9yrgiN387s4D0SDH4HOBqn5GJEk84aTsQiZNIdJ5pxYmERoU/gqZpWE1GUptZ1yaEEA3JLd+uLuSBD+/RgwiAbfNg/qMQO3ANhhJPiMufXsBxf/mC0x6Zx4YSPZuINxQlEtN4a9nupOM9wRhLt1c1ep0Mp5nnrp1Adm2RN6vJQN9MB9dN7YfNXP/RUgp+fuoQUpvJFLVur6cuiAD474LtLap1IYQQLWUzG7n95EEUpNroneHg6bMy6Pe/MzD8cww8eypUNx5NbQvH9Msgo0EF69NH5mG3dI7RiEAkxvzN5Zz32DdM/OMcbnt1GcU1wY5ulhCii5ARia4uFoaqrcn7ytdBPAKmxhfusUSCmd9srQseKv0R7ntrJTOvPYZgJE5C0zAYgP3KTDQ1mmA3m5jcP5P3fzqVUCSO1WzEbTNjNMCnd07jhW+34wtHufrYfvRKb37RtHm/aUwGpWQZlBCizRWm2Zl16xSsMR8p7/1ILxIHer2Hr/4MZzzU5hmVsl1WPrz9OL7eWE5OipXhBe4WpeA+EqoCUa6euZh47QjJ3A3l3PHqcp784dGdpo1CiM5LAomuzp4Bx9wE791Rv2/yrWB1NXm4punTiBqqCkSJx+Ok2My8u2IPV0zswzNf1wcn2S4rY4uazudtNBrISWkcJBRlOLj39KFoaBgNBx/4GpjjYkLfdBZv00c+bjtx4BHJpCKE6FmUUmSn2MDvg+B+I62+kvqaPW3IYFDkum1ccHSvNn/tw7Vse1VdELHPwq2VhKJSyFEIcXBypdbVGY0w/FzIHgJbvoKhZ0B6vwMebjYauGnaAN5dUUwkrn9R3DY1j4wtszEOOpnLJ/amwhdheL6b91YWMzDHxXVT+9ZNX2oNg0HR0mGFLJeVJ648Gm8ohsVkwGU1kWLrWvN0qwMRAhF9KMdhMcrdPCE6M0cmTLsHXrlE3zYYYdrddXV6eorCtMajL+kOMy0oNSSEEFJHoicKReNUeEMs3biDIZlm8vZ8Surn98L5T8HoS+qOC0ZixBIJIjGNcDSOyWQg02ltUTG75lT4woRjCYwGhdtuxt5emUuC1RANgBZHw0BMmajGjTIY2rzSdbkvzD1vrmTOulIAThqaw58vHN30+yRiEKqBWAg2f6kXTCs4Sr+wMXat4El0CKkj0VZCHn0Uong5FE4AVzZYDlJgriUCVaAgYEzBE4wBGs5OenOkwhfmlpeWsnBr/ejM3y8Zw1mjCxpNORWim5FwuQ0c8REJpVQR8F8gF9CApzRNe+RIt+NIKveF8YdbeKc94tcvMqNB/c6YIwMMzf8zVQci+MIxjAaFAoKROBaTEaU0LCpOMAZGpXCaIdUUxRbxUUiMQvcWePdeqNmhv9CWL2HkRWAwUBWIsHRbFa8v2Ul+qo3zjurFv+Zs4JIJvTl2YFbytKNQDYR9kIiCxQXOrCbbGU9obC7zccery1lT7MFuNnLNlD6cNboAfzjOoFzXAYvWNclXor+v2aFXirU0qITt2QOzfgJbvgBlQA05E/OU21EJF3d9VsM9pw1jcK4LU0u/KBNx8Jfp72d1JV2/yXYHAAAgAElEQVT0x+MJ/rd0V10QATBnXSn/W7qLG6b2S05j6ymGJU9DyWoYeLJe8+D1q8Bkg6vfhdxRYJSBQtEzlfvC+EIxbGYDKTYzztZOb/SVoIU8YLKjJeLETTbM7vq6ImXeEL5wHLvZSJrDjM3mpiZhI9y3iHhcIyfkwbj5c7TMgfoIhdmJZjBiiAb01NoWN+VRC77a/hwgoWk4a1NWEw3C3lXw6a/BYMJ2yh8wO3MgGsQbtlOdyOp0I5WZLiuPXXE060u8bC71MXVgFlkpVgkihBAt0hFXLDHgLk3TlimlUoClSqlPNU1b0wFtaXfl3jBXz1zE6j0eDAr+cN4ozhtXgM3cxK8+HoVNn8Gb1+l3rbMGwUX/hR3z9elLtRfo5d4wO6sCOK0m0uxm/v7ZBl5fsos3bprMz99cyeYyHyaD4v2fTuUvH61jzroyAN66Zhjjtj+D+vZR/f0Gnwan/BbevFbfHnslGAxEYgneWLKT//tgXV3TZq/Yw8xrJnDBE/P5+I5pDMypXYMR9sLiZ+DzB/UFGH2mwsXPgTO70elV+MJc/OS3VAeiAASjcR7/cgsuq5nlO6uZ3D+Tqyb3adnFvacYZp4GVdvAaIFLX4EBJ+hf/v5y/eJ8V21RPC0Oa2cDkDn4NE7qN5JLnvyWOXdNI8fdwsrZVdvgmZMhUKkHeNd9BLkjAfBF4nyxvrTRU75YX8qlx/Qm1V57Pr4SeOYUqKnNDLP+Q5hwA0y8Geb/C16+GG76GlKkoJroeUq9IS57amFd//XIpWOZMSIXs7GFI5aeYnj2VFT1djBaUOc9gWHb18SOvxeTO5fimiAXPDafPTUhrCYDz107geEFbv795WaemruFd64eRP68G+HMv6Feukj/OzVZURc8Cwsfh+3zSZzxMK9XT+Avc3ZgNCgeOHsEi7dVEk9o/O7ckWTEq+C5M/S+HDA8fwaGH74Nz8wgvXA80YtfRr+H1rlkuqwc67Jy7ICmbwIJIcSBHPFbDpqmFWuatqz2Zy+wFig80u04UhZsrWD1Hg8ACQ0efHcNNcEDLOYLVMJ7d9Yv9ivfCOvfh3Xvwye/hJCXMm+YS/+zgPMem8+Mv8/lH59toE+Gk4n9Mvh2SwWby/RsTC6bib2eUF0QAVDgTNQHEQAbPiKRUgBjL6fmwjfwpQ8FoDoY4bEvNyc1rSoQZemOKsb0SuOFBdvrc6CHvfDF7+ur023/GkrX0ZSNpb66IKKhN5bs5LQReTw3fxtVgQOnrU2y7Hn94h70DFXv3wmBcn07GqgPIhpa/z4qewgZNoU3HGPl7pqWvVckAHN+p//7gH7OH/1CnzoFOMxGxjSxGH1MUVrytK2StfVBxD7fvQCDT9V/9pWCv3FAIkRP8NGqvXX9Vyyh8at3vqeqif7igJbOhOrt+s/xCHz2W+g7FW3b1yQSGjO/3saemhAA4ViCX72zGm8wxlNzt6AUFNijkDEAVr1Z/3caC8Nnv4FxPwQtgeGTX3DqAH1NQTyh8dDH67jw6F68v6qYSn8EanbVBRGAPsIcC4PBiNq9BOOepYf9exJCiM6kQ8culVJ9gXHAwiYe+5FSaolSaklZWdn+D3cZ4f0yX+yfHaOR+H4X0rGwPrXp+7cgFmZtsYdNpb66h19ZvJMJ/TIwG/WRhH2MShGNJb+X0hpn4fBG4RH7LVz+uZ173tuOLxxDAdFY42OjMQ2T0UAk1iA3rKbB/q8bT84KVXcq8aazgMQSGkaDojDdjqWlw+nR0H4vEtYnykHj9uyTiBO3pvLamoD+Ek2cY5O0RONziofr3sdsMnDdlH70z6qfW90/y8l1U/rVTX/Qn7Nfm0EPGlWDYxLxxscIcRi6Sl8aiiV/9qNxrf5vOh7VRxyKV4LvAOcQa+Jv1GBGi4bQ0Ajv9/qReJx9PYCmQcJoA4O5iT44Ur92KRHD2GBWdTSu1a0Zi8YTkFqUnDrWlqb33/v+rg/QNwohRFfVYYGEUsoF/A+4Q9M0z/6Pa5r2lKZp4zVNG5+d3XiaTFdx3OAseqXXf7HccsKAA6c1tafBSQ/UbzuzYcjpsPUryB0BBkNSoTfQ6y1YTAYWbKnghKE5ZNcu7q3wR+iVbmdUYWrdsbv9BrQR59VtJwqOYlssk79/sYPVezzsqAwQielpYH84uU9y08xGJvXP4LsdVVwxsU9tRib0hYnjb6g/MHsI5I1u8vSG5rubXFh99ugCVu+p4Y/nj2q2aF2SCdeDPb1++5QH9fUkAGYn5Axr9BSt/wls8hiYt7ECi9HAuN7pjY5pktUFJ/xSX8cA+oXByQ/Uvx+Q67bx+k2T+eCnU/ngp1N5/abJjSqBkz82uc0AI86DrXP1n21pkJLfsjYJ0UJdpS89Z0xhXf8F8LMZg0ndV4XaVwKPjocnj4PXrtCnL+5vwg3Jf1/H/Qy2fIFx0EkYDQauP64/bpve9yoF950+DJfVxFmj9b+5V1bUEOg9HcZcpq+52uf4n8OqNwBITLmTz7bUF2u7aVp/PlxVzNF90slJseprp274HIaciTb8PLSrZsGXf9QPTu8HvScf/i9KCCE6kQ7J2qSUMgPvAR9rmva3gx3f1TONlHnD7KwMkOYwk+G0NL/YLlit5zb3FuuBxYf36Xeyz3sS0vtS7gvz01e+Y/7mCr1i9IwhXHh0L8r9EaxGhdNqYmdlkAyXBZNB4TBp7K0JYTEZyHZZyDCG9S/leBiPJZeTnlxTV1fin5eO5ewxBSilqPSHmb18D299t5s8t43rj+vHs/O2MmVgFueOK8Rtb7BgPFCpT8kJ+yGtCFw5TZ5aJBZn1e4afvziMkq9YZSCs0fn88szh2M0qNZlUtq3+LlyC7gL9HoaNnf941Xb4JVLoXStvt1rPHtP+w8/+O8W4gmNf102jnG907G1NGNUNAzBCqjcCul99CDC7Dj485LanNAXts/5PVRs1Bdb958Gr1ymZ3C64g19jUkThQSFaKBbZm3SNI0yX5gdFQGyXFbSnZb6QGLTZ/DiBfUH/7914N4v6K7tE7SKzeDKJRGPotnTMbnzAD0pQrk/wvaKAPmpNtIcZlJsZir9Ycq8ESKxOH3TTKQQRIuH9b4ltRea0YbBs1vvjx1ZlMXt7KgMkO6wYFAKfzhGXqqNzIb9V9gHykAoHMIYKEOFaiC9DyZ351sfIUQPJlmb2sARDySUUgp4HqjUNO2Ogx0PnfvLr11Fg3p6QqM56e53hT+MPxzHZFC4rKbki/pW8ASj7KoK8uX6UqYMzKJvpiNpRCCe0Cjz6tNxIvEEVpORVLup6YXiLRSPJ6gIRAiE43VZrA61/QflK9XXNxgMRI02qjQ3/kgcp9VIhsPS8oxNbS3sh1C1/u+74hV9Ef2ws8GeCZa2ragruqVuGUg0y7tXT1RQvQPGXgEzfp/UJ4Ke1nr1Hg+zV+zmtBG5jO6V3uKsT1X+CNWBCP5InLxUW5unhxZCdEoSSLSBjggkpgLzgFVQN0X1F5qmfXCg53TZL7+2EPZB2KNP4rW6kofcO4lYIkF1IIrNZMDVCfOkC9HN9LxAAsCrj6RicepTiPaztybI8X/5kkg8gVLw9d0nUJh+8FHDmmCUhz5ex4sL9DTYQ/NSeOH6iYdUhFMI0aVIINEGjnj6V03Tvkb+8ZoUSyTQNOrzd4dq9NSqX/xBT2E64UaYfl+jO3Edqcof4e3lu3l54Q4GZrv4zdnDKWiiUqoQQhyWZtIil3vDeEMxXr95Mu+t3MPT87bqi7VbwB+O8dLCHXXb6/Z62VDilUBCCCFaQCpfdQKaplHmDbN+r5cUu4lsl5Vctw1T2FtfnwFg0VN6MNGJAomVu6p58F29BMimUh9lvjBPXzVeL84khBDtrMwb4tKnFrC5zI9Bwf1nj+CZq8eT5mjZ6KhS+p2thmGHyVB/rysYiROOxTtdITkhhOgMpHRlJ1DpD7Otws8jczZyxX8W8qt3VlNcE9JTHu4/9Szia/pFOsjcDcnZU77bUUU00cK0qkIIcZjmrC1lc5kf0Gv1PPTxekYWprb4wt9lNXHbiYPqtif2S2dAbcHN4pogv5n9PT96YSmfrN5LTbAVdS2EEKIHkBGJTiAU1fjRC0upDkTJclnon27ioxXbuOroHKy9J8OOb/UDswZDaq+2b0CgCvaugDXvwrCz9DSljpalRj1zdD7PfLO1bnv6kBysJolPhRBHRmy/2jwJTTvo3Nl9o8AlnjAZLgs/nNyHSyYUEY0ncFlNZLqsVPjC3PTCUlbu0gtXLtpaybu3TmVUr863Tk0IITqKBBKdQIknRHUgyoQ+qTx2ZjbpS/6BKo9C6G645EUo+V4vilQw9oCpVQ+ZpsHGj+Htm/TtJU/DDx6HMZeC4eABwcAcFzOvmcDz87cxLD+F66b2J9UuUwCEEEfGjOG5PPbFprqq1T+bMQS3vfmvtuKaEOc8+jXlvghKwWOXH8WM4bkYG2Ryi8b11Nl3n1BIrxQDb68P8tWGMgkkhBCigQ6pI9FaXTrTyEFUByLUBKNU+iMMsPtxzzweAhX6gxYn3Lq0cb70thSo1Ost7GxQXLzXeLj89SYzoxyILxTFYjImV3IWQrSHnpm1qRll3hB7qkN1tSdSD5JS+s8frePxLzfXbeen2ph969SkBdZV/giJ6p2kzb0fo2cHNWNuJD5wBhlZUgtCiG5CEv+0ARmR6EBVgQh//nAdry7eiUHBdz/uUx9EAET8ULOzfQMJsx0tZwRqXyBhdRMbeAYRzUpryq1J2lchREfJTrGRnWI7+IG1DGr/7f2XW0M6NfDu1bB3FQCpxbeSuP4zQAIJIYTYRwKJDuQNxXh18U5AXyToxUGq2Q6xMPSdqteMcBfqB/vLoWw91OyCvlOgYgsBSwZltj4s2FrNqF6pFKbZWj+tyGwnNOVnWKu2Y8gaiDb6YtTe77F6t4OhF9h73jB+LJ6g3Bfh2y3lFKbZGZjjIsMpqSCF6Ail3hCLt1Zit5gYUeAm192ygKHcF2ZtsUefNto3ndLazHjHDsjkiol9eHPpLko8YYwGxW/PGdH4bzweqwsi9jFs/QqKJrTVqbVKhS/MplIfe2qCTO6fRXaKFeP+EZEQQhxhEki0pUQC4iEwH/xevicUJRZPzm70l7ml/O3qD6kmhU+2hCkNGbgwnkZeyItpzoOw7Hn9QFsaXDWLrX475zw2j3jtYsO/XjSG88YWJM3zbYkdkRS2jvgTJ2eUYXrmFIxabbsufkGvuKx61pdVmS/Mqf+YiycYA+CKib257/RhuGzy5yJEe4vGEmiAxWSgzBvi/Mfms6sqCMDEfhn8+YLR5KfasJqNB3yNKn+Eu99cyefrSrlofC82l/n4x2cbAbCaDHz2/47n3dumUh2I4raZcNvNjS/KjRboNQF2La7fN/jUtj7dFvGEovzl43W8tngXAG67iU/umEZeastHYYQQoj3IhPa24i+HJc/C/26A1bP0TEgHUO4Lc+//VrFyVw3HDcqq21/i16hwD+Pmd0v5xQfb+MfnWzj1H/MoCxpgxSv1LxCqRts+n0+2ReuCCIDHv9xEVaD16QlzUmykOayY5v8dtAbBzbyHk6da9RCfrSmpCyIAXl28E38k1swzhBCHK5HQ2FUV4IF3V/Ord1axrdxPiSdUF0QALNxaSYUvTPVB+rlAJM7n60oBfTH2f7/dXvdYOJbgP/O2ku2yMjg3hbxUOw5LEzcJnJn6zZQJN0D/E+DKtyCtd9ucbCsFwnHeWLKrbtsTjPHF+tIOaYsQQjQkt1jbQiwM3/4bvv6bvr3ufbhwJow8v9Gh8YTGG0t28cGqYr7eWMb/nT+KW6YPwGUzUZBqJxSNs2R7fRDij8RZur2KswrHw4759S/kzMYZTB7RyHRZMRpbP3qQ7rQwrm822oaC5JVHzmz9rlwPk7ff1IkUm0lWZAnRzsp9Yc799zeU+yIAfLBqLx/dcRxK1ZfTMRoUSim84Si5HPhuvNGgsBgNROIJaoJ6Wu1Kf6Tu8cI0O6olI63ufJjxB4iH9ammHSASS5DQElwxqTdvLtlNMBoHIFcqbwshOgEZkWgLoRpY807yvhUvQ7hx8bhYIsGq3dUAeEIxbn35O+6ftZp8t51MlxWT0UCKNTm+65vlgun3gNWt7xhyJsqRwQ8GWxmer+/LT7Xxf+eNJP0Qq69a7Q7U9Lshe6i+I60PnP5nsLkP6fW6sqP6pDNjuL6g0m0z8cglY0l3ymJyIdqTJxSrCyIAfOEYxTUhfjxtAAalT0m6+9QhfL6+FPdBkjuk2s386YJR2MwGXlywnQd/MJIsl943HtU7nfOPakU9HrOtw4KIUk+Ihz5ex80vLsNqNPLyjRPJT7Vx2ohcxhSldUibhBCiIUn/2hbCPnjvTlj1ev2+U34Hk34CxsbzeBdureDhTzZw6wkDsZoN2ExGhuW7sZgMRGJxlu2o5s7XllMViPDj6QO4alJf0i0ahCr1dRhGMyTioIyUay7CcYXZpMhyWjEc7uI7X6k+wmKygDOnx62P2Kc6ECEQiWM0KNLs5mbnYwtxhHXL9K8lnhDH/+ULwjF9pNWg4Ot7TsRpMeIJxagJRllb7GFS/0wK0+wH7euC0RieYIyEpuGwGAlHE8QSGjazoUskTyj3hbnqmUWsKfbU7RtZ6OapH47HYTG2uHK3EOKAeuYFThuTqU1tweqCGb+DRFRfmDf0LBh7eZNBBMDIAjf3nz2cq59dRLkvwoBsFy/dMJG8VBsWk5EJfTOYfesUNCDFZsa+7yLW3DgNbFajPYeprQvedVFpDgtprcl/K4Q4LKl2My9eP5EH3l1NLK7xizOHkmo347SaSHVYyInGGZzrwmJqWVBvN5uwmxt8xdnbqeHtxBeKJQURAN/v9hCLJ0hzdLGTEUJ0WxJItJWUPDjnXxAJgDUFLAe+Co3GNe6ftZpyXwSb2cAPxhZQGYgAGhaTgVA0gcVoSCqOJIQQ3ZnNbGRCvwz+e90xaECm01K3jsEXjuILx1FAmp0eMUJ4oAGXFq3tEEKII0QCibZkTdH/O4hYQqvLrvTXi8bw+bpSzvrnPFJsZv5w3kjeX1nMhhIfz107gaIMuS0uhOg5Ml3JN1Cq/BGemLuZZ+ZtxWoy8IfzRjFjRG7TmZa6EafNxPi+6SzZVp98Y1L/DJzW7h9ECSG6Dlls3QHSHRZuP2kQRRl20OCtZbtJaFATjHLf/1ZxxcQ+bC7z8eB7q/GFWp/OVfQAibi+NqcLrHES4nCUeEI8+dUWYgkNfyTOz99cgSfY/fvFTKeVJ648ml+cMZTpg7P51ZnDePTyo7rE+g4hRM/RvW/pdFJGg2L6kGzGFqUyf3NynQZvOIbVrMd3e6pDhGMJXB3RSNF5+cth1RuweQ6MvBAGzQBHRke3Soh20TCTE+hTQyPxnhFAZ7msXD+1P5dP7IPdbJRK1kKITkcCiQ7itptx281YTEbcdlNdAbQZw3NZuUtPD3vTtAFkOFuZmSMRA4P8s3ZbsTAseEwvFgiw8VP4wWP64n6ZOy26ocF5LnJSrJR6wwCM75veo6b3GA0Kl1X6dCFE5yS9UwfLcln45I5pfL6uhFy3jaF5KcxZV8p7t02lKKOFRZMA/GWw+h3YvVSvxJo9pEXrNUQXE6qBtbOT9616A4ad3SNrfojuL9tl5d3bpvLVhjJSrCYm9MsgU6b3CCFEpyCBRAczGQ3kpdq4fGKfun1XTe7buhcJeeCjX8Kq1/TtFa/ATXMhf0zbNVR0DhYn9J4M5Rvr9/WfBmZZlC+6J6UUuW4bF48v6uimCCGE2I8stm5OPArRcEe34uDiMUjJhT7H1u/77uV2eStPMEqZN0SVP3Lwg0XbszjhxF/B2CsgvR9M/gmM+yEY5Z6AEEIIIY6s7nv14a+AaABM1kMrsubZA/Mf1acMHXcnpPcHs63RYWXeMJFYArvF2Pr1DG3BXwFrZ0HlZhh5ARx1NbxzM/SZ1OZvVeYN88u3VzFnXSlji9L412XjKEiTwkhHnCsXTn8Ioj6wpjb5uRRCCCGEaG/dc0TCXw6zboF/jIQXzwdfaeue7yuF/54DC/4Nq16HJ6fpAcV+yrwhLv/PAqb8+XN++fYqKo/0XfpYBBY/De/dCeveh/fvgmAVnPkP6Ht8275VPMELC7bxyZoS4gmNpdur+M2s7/FKetqOYXXqAYUEEUIIIYToIN0zkIgGYMNH+s97V7U+kIgGkuegxyP6Iub97K4OsrHUB8CH3+8lGI0faosPTagGVr+VvG/9h/rCW2dmm75VJJ5g9R5P0r7NZX5C0USbvo8QQgghhOgaumcgYbJC5kD9Z0cGOLNa+Xxb47z8OcMbHZafasdt12eHDc51YTEe4V+nxQFFxyTv6zMFbKlt/lYOi6nRIvDLjulNmsPc5u8lhBBCCCE6v+65RsKVC9d+CDU7wV0IzuzWPd+RBVfN1qcMBatg2r36a+4n02nh0zunUeIJkZ9qJzvlCKck3LfwNhqCHfNh0Kkw4bp2W3g7tiiNt358LLNW7GHaoCzG9U7HfKSDJyGEEEII0SkoTev8FULHjx+vLVmy5Mi/caACEnFwZIKhExdACvsg4tfrRlgkDagQ3dwhVx7ssL5UCCE6H6ni2ga654hEW3G07TqDdmN16f8JIYQQQghxhMi8FCGEEEIIIUSrSSAhhBBCCCGEaDUJJIQQQgghhBCtJoGEEEIIIYQQotUkkBBCCCGEEEK0mgQSQgghhBBCiFaTQEIIIYQQQgjRahJICCGEEEIIIVpNAgkhhBBCCCFEqylN0zq6DQellCoDtnd0O9pZFlDe0Y3oAHLePYuc9+Er1zTttEN5ovSl3Zqcd8/RE88Z2v68D7kvFfW6RCDREyillmiaNr6j23GkyXn3LHLeor311N+1nHfP0RPPGXrueXd2MrVJCCGEEEII0WoSSAghhBBCCCFaTQKJzuOpjm5AB5Hz7lnkvEV766m/aznvnqMnnjP03PPu1GSNhBBCCCGEEKLVZERCCCGEEEII0WoSSAghhBBCCCFaTQKJDqCUelYpVaqU+r7Bvgyl1KdKqY21/0/vyDa2B6VUkVLqC6XUGqXUaqXU7bX7u+25K6VsSqlFSqkVtef829r9/ZRSC5VSm5RSrymlLB3d1vaglDIqpb5TSr1Xu93tz1sptU0ptUoptVwptaR2X7f9jHekntiX9sR+FKQvlb5U+tLOSgKJjvEcsH8RlHuBOZqmDQLm1G53NzHgLk3ThgOTgJ8opYbTvc89DJyoadoYYCxwmlJqEvBn4O+apg0EqoDrO7CN7el2YG2D7Z5y3idomja2Qc7z7vwZ70jP0fP60p7Yj4L0pdKX6rr757zLkUCiA2iaNheo3G/3D4Dna39+Hjj3iDbqCNA0rVjTtGW1P3vRO8VCuvG5azpf7aa59j8NOBF4s3Z/tzrnfZRSvYAzgadrtxU94LwPoNt+xjtST+xLe2I/CtKXIn3pPt36c94VSSDReeRqmlZc+/NeILcjG9PelFJ9gXHAQrr5udcOSS8HSoFPgc1AtaZpsdpDdqFfCHQ3/wDuBhK125n0jPPWgE+UUkuVUj+q3detP+OdTI/5XfekfhSkL0X6UugBn/OuxtTRDRCNaZqmKaW6bV5epZQL+B9wh6ZpHv3miq47nrumaXFgrFIqDXgbGNrBTWp3SqmzgFJN05YqpaZ3dHuOsKmapu1WSuUAnyql1jV8sDt+xjur7vy77mn9KEhfKn2p9KWdkYxIdB4lSql8gNr/l3Zwe9qFUsqM/uX3kqZpb9Xu7hHnrmlaNfAFMBlIU0rtC+R7Abs7rGHtYwpwjlJqG/Aq+jD8I3T/80bTtN21/y9Fv9g5hh7yGe8kuv3vuif3oyB9KdKX9ojPeVchgUTnMRu4uvbnq4FZHdiWdlE7r/MZYK2maX9r8FC3PXelVHbt3TOUUnbgFPQ5zV8AF9Ye1q3OGUDTtPs0TeulaVpf4FLgc03TrqCbn7dSyqmUStn3MzAD+J5u/BnvhLr177on9qMgfan0pdKXdlZS2boDKKVeAaYDWUAJcD/wDvA60BvYDlysadr+iwi7NKXUVGAesIr6uZ6/QJ/f2y3PXSk1Gn1BmBE9cH9d07QHlVL90e8uZQDfAVdqmhbuuJa2n9rh+J9pmnZWdz/v2vN7u3bTBLysadoflFKZdNPPeEfqiX1pT+xHQfpSkL5U+tLOSQIJIYQQQgghRKvJ1CYhhBBCCCFEq0kgIYQQQgghhGg1CSSEEEIIIYQQrSaBhBBCCCGEEKLVJJAQQgghhBBCtJoEEkIIIYQQQohWk0BCdEtKqTSl1C0HOaavUuryFrxWX6XU9808fo1S6tEDPDZ//9dQSk1XSr13sPcVQoiOJn2pEKI5EkiI7ioNaPbLD+gLHPTL73BomnZse76+EEK0M+lLhRAHJIGE6K7+BAxQSi1X/7+d+4eRKYzCMP68loJEJEJHSbWJLVCh22gURLEVtXYTEZ1atKJWSLZanZBosNlmiWTRKZRsMY1/2WYcxV7BJMN+sXaZeX7JTWZuzsy5X3NuznfPTHKjO14leZlk5oeYk13MbLfTtZDkeXe03LgOJnmU5HWSa99OJvm4kYuSpE1mLZU01PatvgDpL7kKTFbVVJLzwCXgCLAPeJrkSRdzuarOACTZBUxX1WqSQ8AccHSd+Y4Dk8Dn7vvvVdWzjV2SJG06a6mkoWwkNA5OAHNV1QdWkjwGjgHvB+J2ADeTTAF94HBDjodV1QNIcrfL6c1P0iixlkr6iY2E9N0ssMLabts2YLXhs/Wb95I0Lqyl0pjwNxIaVR+A3d3rBWAmyUSS/cApYGkgBmAP8LaqvgAXgImGfNNJ9ibZCZwFFv90AZL0D7CWShrKJxIaSVXVS7LY/U3gfeAFsMza7taVqnqXpAf0kywDt4FbwHySi8AD4FNDyiVgHjgA3HGmV9IosJZK+pVU+ff//8YAAABSSURBVNRQkiRJUhtHmyRJkiQ1c7RJWqckp4HrA6ffVNW5rbgeSfofWUul0eFokyRJkqRmjjZJkiRJamYjIUmSJKmZjYQkSZKkZjYSkiRJkpp9BYHMnzZUgVJRAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.relplot(x=\"total_bill\", y=\"tip\", col=\"time\",hue=\"smoker\", size=\"size\",\n",
" data=tips);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 385
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2568,
"status": "ok",
"timestamp": 1591693721337,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "PENhmyJB8K79",
"outputId": "45f2bc15-2720-4c2d-d648-a0e8b246ad14"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 47,
"metadata": {
"tags": []
},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"time\",col=\"day\", data=tips)"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 745
},
"colab_type": "code",
"executionInfo": {
"elapsed": 3343,
"status": "ok",
"timestamp": 1591693731244,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "9Yws9X_MVtH0",
"outputId": "d6970f50-bf1a-4a0a-c80a-843dc5bd9790"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 48,
"metadata": {
"tags": []
},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"time\",col=\"day\", col_wrap=2, data=tips)"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 584
},
"colab_type": "code",
"executionInfo": {
"elapsed": 3263,
"status": "ok",
"timestamp": 1591692968717,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "nz3R_3qcZ-b7",
"outputId": "d32f4895-a336-4998-a017-aeb4f32062ee"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",kind=\"swarm\", data=tips,\n",
" height=8, aspect=1);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 584
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2748,
"status": "ok",
"timestamp": 1591692969600,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "WUKK-j0YZ-Zp",
"outputId": "2f2bcdd0-5b7f-4abf-ff18-1685f9d00b1f"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",kind=\"violin\", split=True, data=tips, \n",
" height=8,aspect=1);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 498
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1671,
"status": "ok",
"timestamp": 1591692969601,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "lrvWTIOyZ-UV",
"outputId": "8b023aee-3998-467c-b0aa-5ba2df23a5e0"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(19,8))\n",
"sns.scatterplot(x=\"total_bill\", y=\"tip\", data=tips);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 496
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1017,
"status": "ok",
"timestamp": 1591692971449,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "VZgn2judZ-R8",
"outputId": "567e57a9-12ae-43f9-867d-abfd952aa837"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(19,8))\n",
"sns.distplot(tips['tip']);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 496
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1116,
"status": "ok",
"timestamp": 1591692972224,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "Hxq14nDraPoH",
"outputId": "144bee94-8369-47ca-bd45-e3e5f8030a26"
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(19,8))\n",
"sns.barplot(x=\"day\", y=\"tip\", data = tips);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 606
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1686,
"status": "ok",
"timestamp": 1591692973855,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "xcojcbegZ-W1",
"outputId": "b5fe35d6-31bd-49c3-df0a-707d0ec50c1b"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"fig,ax =plt.subplots(1, 2, sharey=True, figsize=(16, 10))\n",
"\n",
"sns.boxplot(x=\"day\", y=\"tip\", data=tips, ax=ax[0])\n",
"sns.scatterplot(x=\"total_bill\", y=\"tip\", hue=\"day\", data=tips, ax=ax[1]);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 498
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1592,
"status": "ok",
"timestamp": 1591692975984,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "pi8HDyOnaPgk",
"outputId": "cd81533d-a3dc-45a4-c84c-a2fced000de4"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(19,8))\n",
"sns.regplot(x=\"total_bill\", y=\"tip\", data=tips);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2552,
"status": "ok",
"timestamp": 1591693514725,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "K0bxwfcmaUc3",
"outputId": "ccc1b15c-afd8-4e2e-cf8d-05b88961984a"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 43,
"metadata": {
"tags": []
},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x='total_bill',y='tip',data=tips,kind='reg',height=16)\n"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 133
},
"colab_type": "code",
"executionInfo": {
"elapsed": 770,
"status": "ok",
"timestamp": 1591693784271,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "r0BpgUEeV6r-",
"outputId": "058c282d-a51b-44b0-cf64-b0be0bd3d49e"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" total_bill \n",
" tip \n",
" size \n",
" \n",
" \n",
" \n",
" \n",
" total_bill \n",
" 1.000000 \n",
" 0.675734 \n",
" 0.598315 \n",
" \n",
" \n",
" tip \n",
" 0.675734 \n",
" 1.000000 \n",
" 0.489299 \n",
" \n",
" \n",
" size \n",
" 0.598315 \n",
" 0.489299 \n",
" 1.000000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" total_bill tip size\n",
"total_bill 1.000000 0.675734 0.598315\n",
"tip 0.675734 1.000000 0.489299\n",
"size 0.598315 0.489299 1.000000"
]
},
"execution_count": 49,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"tips.corr()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 704
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1152,
"status": "ok",
"timestamp": 1591697117189,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "9zsmSTgXa6bv",
"outputId": "a0e479c1-b23f-4139-de11-c1e7524f1dc6"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"plt.subplots(figsize=(15,12)) \n",
"sns.heatmap(tips.corr(), annot = True);#, annot_kws={'size': 12});"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 924
},
"colab_type": "code",
"executionInfo": {
"elapsed": 6171,
"status": "ok",
"timestamp": 1591693839410,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "dm1WP2NQAYi-",
"outputId": "a0781c95-1bc9-428e-8b12-b47d5962148a"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/axisgrid.py:2071: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
" warnings.warn(msg, UserWarning)\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=tips,kind=\"reg\", size=4);"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 924
},
"colab_type": "code",
"executionInfo": {
"elapsed": 8347,
"status": "ok",
"timestamp": 1591693937266,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "6x6tqQaGB1gX",
"outputId": "8f25327c-d909-4aac-9696-e3eb8cc5ec2e"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/axisgrid.py:2071: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
" warnings.warn(msg, UserWarning)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=tips,kind=\"reg\", size=4, hue=\"sex\");"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 940
},
"colab_type": "code",
"executionInfo": {
"elapsed": 25659,
"status": "ok",
"timestamp": 1591686438320,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "GGIr4N_BCZTs",
"outputId": "ae9ae5ae-3272-41ea-d362-c6ddede3213d"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/axisgrid.py:2071: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
" warnings.warn(msg, UserWarning)\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 33,
"metadata": {
"tags": []
},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=tips,kind=\"reg\", size=4, hue=\"smoker\")"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 190
},
"colab_type": "code",
"executionInfo": {
"elapsed": 470,
"status": "ok",
"timestamp": 1591686444190,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "rySB4UxoClvj",
"outputId": "aedaa0c1-54da-4abb-b4ec-38b801f131ad"
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{
"data": {
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" \n",
" \n",
" total_bill \n",
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" day \n",
" time \n",
" size \n",
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},
"execution_count": 38,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.linear_model import LinearRegression\n",
"\n",
"df = tips.copy()\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
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"base_uri": "https://localhost:8080/",
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{
"name": "stdout",
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"\n",
"RangeIndex: 244 entries, 0 to 243\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 total_bill 244 non-null float64\n",
" 1 tip 244 non-null float64\n",
" 2 sex 244 non-null object \n",
" 3 smoker 244 non-null object \n",
" 4 day 244 non-null object \n",
" 5 time 244 non-null object \n",
" 6 size 244 non-null int64 \n",
"dtypes: float64(2), int64(1), object(4)\n",
"memory usage: 13.5+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "cqTBxrdslIzD"
},
"outputs": [],
"source": [
"X = df[['total_bill','size']]\n",
"y = df['tip']"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 392
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"id": "3-fV6Is56KHl",
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},
"execution_count": 53,
"metadata": {
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],
"source": [
"X"
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},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
},
"colab_type": "code",
"executionInfo": {
"elapsed": 492,
"status": "ok",
"timestamp": 1591686600953,
"user": {
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"outputs": [
{
"data": {
"text/plain": [
"LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
]
},
"execution_count": 54,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"model = LinearRegression(fit_intercept=True)\n",
"model"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "ot-npdmBljwR"
},
"outputs": [],
"source": [
"#X = X.values.reshape(-1,1)"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
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"executionInfo": {
"elapsed": 486,
"status": "ok",
"timestamp": 1591686603207,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
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"user_tz": -120
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"id": "CONWvpeWlqA2",
"outputId": "3fee4288-186a-452a-b210-02c744910d6d"
},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 56,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"X.ndim"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
},
"colab_type": "code",
"executionInfo": {
"elapsed": 476,
"status": "ok",
"timestamp": 1591686604227,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "38yateS96M9h",
"outputId": "ee57786b-7a8a-4639-a050-ddcc95609e62"
},
"outputs": [
{
"data": {
"text/plain": [
"(244, 2)"
]
},
"execution_count": 57,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
},
"colab_type": "code",
"executionInfo": {
"elapsed": 505,
"status": "ok",
"timestamp": 1591686605292,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
},
"user_tz": -120
},
"id": "Wtemyiut6PiX",
"outputId": "324c782f-c8ec-4bdc-c252-7ae1a2d56aba"
},
"outputs": [
{
"data": {
"text/plain": [
"(244,)"
]
},
"execution_count": 58,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"y.shape"
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},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
},
"colab_type": "code",
"executionInfo": {
"elapsed": 492,
"status": "ok",
"timestamp": 1591686606293,
"user": {
"displayName": "T3Lab Vision",
"photoUrl": "",
"userId": "14779383426442114373"
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"user_tz": -120
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"id": "94klVNYXj46b",
"outputId": "f3152c30-c090-4a2a-ea05-9b76227439e1"
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"outputs": [
{
"data": {
"text/plain": [
"LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
]
},
"execution_count": 59,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"model.fit(X,y)"
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{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
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"colab_type": "code",
"executionInfo": {
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"status": "ok",
"timestamp": 1591686607748,
"user": {
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"id": "aIN6M_ABkYwv",
"outputId": "7d884455-0f08-4c5e-d796-20541a57823a"
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"outputs": [
{
"data": {
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},
"execution_count": 60,
"metadata": {
"tags": []
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"output_type": "execute_result"
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],
"source": [
"model.coef_"
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},
{
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"metadata": {
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"height": 33
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"colab_type": "code",
"executionInfo": {
"elapsed": 514,
"status": "ok",
"timestamp": 1591686608789,
"user": {
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"user_tz": -120
},
"id": "sxxbqZ_6kYuH",
"outputId": "038f8d39-809b-42b4-ee2e-6b54f08d6252"
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"outputs": [
{
"data": {
"text/plain": [
"0.6689447408125031"
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},
"execution_count": 61,
"metadata": {
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"source": [
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},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
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"colab_type": "code",
"executionInfo": {
"elapsed": 464,
"status": "ok",
"timestamp": 1591686642195,
"user": {
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"id": "BgMNAaP2kYsf",
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"outputs": [
{
"data": {
"text/plain": [
"array([21.64367223])"
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},
"execution_count": 63,
"metadata": {
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},
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],
"source": [
"model.predict([[220,3]])"
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}
],
"metadata": {
"colab": {
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"collapsed_sections": [],
"name": "51_solut_tips.ipynb",
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},
"kernelspec": {
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