"
],
"text/plain": [
" Title US_Gross Worldwide_Gross US_DVD_Sales \\\n",
"0 The Land Girls 146083.0 146083.0 NaN \n",
"1 First Love, Last Rites 10876.0 10876.0 NaN \n",
"2 I Married a Strange Person 203134.0 203134.0 NaN \n",
"3 Let's Talk About Sex 373615.0 373615.0 NaN \n",
"4 Slam 1009819.0 1087521.0 NaN \n",
"\n",
" Production_Budget Release_Date MPAA_Rating Running_Time_min Distributor \\\n",
"0 8000000.0 Jun 12 1998 R NaN Gramercy \n",
"1 300000.0 Aug 07 1998 R NaN Strand \n",
"2 250000.0 Aug 28 1998 None NaN Lionsgate \n",
"3 300000.0 Sep 11 1998 None NaN Fine Line \n",
"4 1000000.0 Oct 09 1998 R NaN Trimark \n",
"\n",
" Source Major_Genre Creative_Type Director \\\n",
"0 None None None None \n",
"1 None Drama None None \n",
"2 None Comedy None None \n",
"3 None Comedy None None \n",
"4 Original Screenplay Drama Contemporary Fiction None \n",
"\n",
" Rotten_Tomatoes_Rating IMDB_Rating IMDB_Votes \n",
"0 NaN 6.1 1071.0 \n",
"1 NaN 6.9 207.0 \n",
"2 NaN 6.8 865.0 \n",
"3 13.0 NaN NaN \n",
"4 62.0 3.4 165.0 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import vega_datasets\n",
"\n",
"movies = vega_datasets.data.movies()\n",
"movies.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JJHK9gMXUNXo"
},
"source": [
"Although we have learned that it is dangerous to drop any missing values, we will do so for the sake of simplicity. We are also really not trying to draw any conclusions about the data so it is okay. But be careful with missing data in practice!\n",
"\n",
"**Q: Can you drop rows that have NaN value in either `IMDB_Rating` or `Rotten_Tomatoes_Rating`?**"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"executionInfo": {
"elapsed": 6,
"status": "ok",
"timestamp": 1689092874380,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "I30Blbs4UNXo"
},
"outputs": [],
"source": [
"# YOUR SOLUTION HERE"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PbFy7_-TUNXp"
},
"source": [
"We can plot histogram and KDE using pandas:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 448
},
"executionInfo": {
"elapsed": 920,
"status": "ok",
"timestamp": 1689092878384,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "TBy7YsFKUNXp",
"outputId": "a9a77b78-d220-4ee9-f03e-83eff5fe8297"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# YOUR SOLUTION HERE"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cwwv6lrXUNXr"
},
"source": [
"Let's study how KDE changes with the size of the data. \n",
"\n",
"We can get a random sample using the pandas' [**`sample()`**](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.sample.html) function. The [**`kdeplot()`**](https://seaborn.pydata.org/generated/seaborn.kdeplot.html) function in seaborn provides many options (like kernel types) to do KDE. Let's sample some data points and see how does KDE plot changes with the size of the samples."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 754
},
"executionInfo": {
"elapsed": 6223,
"status": "ok",
"timestamp": 1689092892243,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "tLuP9lEYUNXr",
"outputId": "a9101107-4fcf-487f-e437-db65dd94c4dd"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = plt.figure(figsize=(15,8))\n",
"plt.xlim(0, 10)\n",
"\n",
"sample_sizes = [10, 50, 100, 500, 1000, 2000]\n",
"for i, N in enumerate(sample_sizes, 1):\n",
" plt.subplot(2,3,i)\n",
" plt.title(\"Sample size: {}\".format(N))\n",
" for j in range(5):\n",
" s = movies['IMDB_Rating'].sample(N)\n",
" sns.kdeplot(s, legend=False)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "U4s0KALaUNXs"
},
"source": [
"We can also draw KDE plots using scikit-learn to change kernel functions. \n",
"\n",
"First, we need points to score across.\n",
"- Remember the np.linspace() function?\n",
"- IMDB scores are only between 1 and 10. Let's create 1000 points between 1 and 10."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 165,
"status": "ok",
"timestamp": 1689092894087,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "2AwYeMqNUNXs",
"outputId": "d59abbb6-aa32-481c-c9bc-8f39942d6c5e"
},
"outputs": [
{
"data": {
"text/plain": [
"array([1. , 1.00900901, 1.01801802, 1.02702703, 1.03603604,\n",
" 1.04504505, 1.05405405, 1.06306306, 1.07207207, 1.08108108])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# use the linespace function to create a list of 1000 values\n",
"# between 1 and 10\n",
"# Store the sequence in a variable called X_vals\n",
"\n",
"# YOUR SOLUTION HERE\n",
"\n",
"X_vals[0:10]\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 4,
"status": "ok",
"timestamp": 1689092895752,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "Ekw4Fl4K6_8Z",
"outputId": "f3bf9521-73ec-4bd5-d59a-7bbb35d8d26e"
},
"outputs": [
{
"data": {
"text/plain": [
"(1000,)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_vals.shape"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yLh3NgRa7D0b"
},
"source": [
"Our array needs to have 2 dimensions for score_samples() to work. Let's add another dimension to our array using np.newaxis."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 7,
"status": "ok",
"timestamp": 1689092896356,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "T8bTCfEv7KKS",
"outputId": "6ea8e964-2942-4425-b1b5-3a47aedc50a0"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[1. ],\n",
" [1.00900901],\n",
" [1.01801802],\n",
" [1.02702703],\n",
" [1.03603604],\n",
" [1.04504505],\n",
" [1.05405405],\n",
" [1.06306306],\n",
" [1.07207207],\n",
" [1.08108108]])"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_plot = X_vals[:, np.newaxis]\n",
"X_plot[0:10]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 5,
"status": "ok",
"timestamp": 1689092897836,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "HhODO-uz7Pvx",
"outputId": "3ed90293-c28b-446e-eb1d-b87bf2a63205"
},
"outputs": [
{
"data": {
"text/plain": [
"(1000, 1)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_plot.shape"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ogyGpmz17U9M"
},
"source": [
"The KernelDensity function in scikit-learn needs a 2d array for the samples when we fit to the different kernels.\n",
"Multidimensional scaling is deprecated for pandas series. We can cast the series to a numpy array before adding another dimension to solve this issue."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 159,
"status": "ok",
"timestamp": 1689092899075,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "DwDYGJGq7WYr",
"outputId": "dac9e989-03c8-497e-aec9-dbf817140e63"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2490 5.8\n",
"434 8.0\n",
"3040 6.4\n",
"2943 7.3\n",
"2353 5.9\n",
"Name: IMDB_Rating, dtype: float64\n",
"\n",
"(5,)\n"
]
}
],
"source": [
"sample = movies['IMDB_Rating'].sample(5)\n",
"print(sample)\n",
"print(type(sample))\n",
"print(sample.shape)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 174,
"status": "ok",
"timestamp": 1689092901776,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "6NiMs3uj75cI",
"outputId": "71febf82-1d90-4e0c-faab-f5ef5dce9bb9"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[5.8 8. 6.4 7.3 5.9]\n",
"\n",
"(5,)\n"
]
}
],
"source": [
"sample = np.array(sample)\n",
"print(sample)\n",
"print(type(sample))\n",
"print(sample.shape)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"executionInfo": {
"elapsed": 6,
"status": "ok",
"timestamp": 1689092902363,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "FXpcvQvW77uw",
"outputId": "ef46c03e-6e15-4e1c-88b7-13d574f0e109"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[5.8]\n",
" [8. ]\n",
" [6.4]\n",
" [7.3]\n",
" [5.9]]\n",
"\n",
"(5, 1)\n"
]
}
],
"source": [
"# Add another dimension to sample using np.newaxis\n",
"# Just like we did to X_vals.\n",
"\n",
"# YOUR SOLUTION HERE"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "S_ecCe8I8DI8"
},
"source": [
"Now, let's plot using the **`tophat`** and **`gaussian`** kernels using the different sample sizes we used before. We'll do this using scikit-learn's `KernelDensity()` function."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 504
},
"executionInfo": {
"elapsed": 1620,
"status": "ok",
"timestamp": 1689092912830,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "pijUUITn8EW_",
"outputId": "61779577-54f5-46e2-82c3-b3471f2ec7f9"
},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.neighbors import KernelDensity\n",
"sample_sizes = [10, 50, 100, 500, 1000, 2000]\n",
"\n",
"def plot_kde(X_plot, sample_sizes, movies, kernel='gaussian'):\n",
" for sample_size in sample_sizes:\n",
" sample = np.array(movies['IMDB_Rating'].sample(sample_size))\n",
" sample = sample[:, np.newaxis]\n",
" kde = KernelDensity(kernel=kernel).fit(sample)\n",
" log_density = kde.score_samples(X_plot)\n",
" plt.plot(X_plot[:, 0], np.exp(log_density), '-')\n",
"\n",
"fig, ax = plt.subplots(figsize=(10,5))\n",
"\n",
"# Let's look at the gaussian kernel like before\n",
"# put it in the first spot on a 1x2 grid\n",
"plt.subplot(1,2,1)\n",
"plt.title(\"kernel: {}\".format('gaussian'))\n",
"plot_kde(X_plot, sample_sizes, movies)\n",
"# Now let's look at the tophat kernel\n",
"# put it in the second spot on a 1x2 grid\n",
"plt.subplot(1,2,2)\n",
"plt.title(\"kernel: {}\".format('tophat'))\n",
"plot_kde(X_plot, sample_sizes, movies, kernel='tophat')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iPG9sxHn8SpI"
},
"source": [
"Let's try all kernel types using scikit-learn's `KernelDensity()`. Plot a 2x3 grid, however, instead of changing sample sizes like above, make each plot use the 6 different kernels supported by scikit-learn.\n",
"Keep the sample size to 2 so we can more easily see the different distribution shapes. Also, draw a different sample (of 2) 5 times like the plots we drew with seaborn above.\n",
"\n",
"Helpful links:\n",
"\n",
"* https://scikit-learn.org/stable/modules/density.html\n",
"\n",
"* https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KernelDensity.html#sklearn.neighbors.KernelDensity\n",
"\n",
"* https://scikit-learn.org/stable/auto_examples/neighbors/plot_kde_1d.html"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 909
},
"executionInfo": {
"elapsed": 1931,
"status": "ok",
"timestamp": 1689092921530,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "J0TSFIpw8XhF",
"outputId": "6a584c8f-dec8-4dcc-bc25-185ef68d2723"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# YOUR SOLUTION HERE"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SBaxxWIqUNXs"
},
"source": [
"**Q: Let's use Seaborn again. We can play with the bandwidth option. Make sure to set the `xlim` so that all plots have the same x range, so that we can compare.**"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 718
},
"executionInfo": {
"elapsed": 1933,
"status": "ok",
"timestamp": 1689093455090,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "pYm7dlkfUNXt",
"outputId": "9ee739ed-ab28-4bba-cf92-e27dd1352e51"
},
"outputs": [
{
"data": {
"image/png": 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/7kpbyTcAAADAKgwNpKenp+vscvtScDv1WAXDXVm6dKm88cYbujarK/bX1WWfBQUF+uqD4w2AZ3yw5qD+emWfVhITFuTRk/GLurXQ9xeutv0MAABw5uzz6o1D2+keBp5kL+/yxcYjkpVf5NF9AwAAAF5dI70usrOz5eabb9ZB9Lg4zywxVZ566imdtW6/qdIyAM5cflGJfL3JdgHruoFtPL7/8YNs/1Y/Tj4shcU0HQUA4EztTM2WTYczJdDfT8Z6cCWZ3YC2TaRzi0jJLyqV/6077PH9AwAAAF4ZSFfB8ICAAElNTa30vHocHx9fZXvVwEQ1Gb3qqqskMDBQ3+bPny+fffaZvq++b3+du/tUHnnkEV0Hx347eJDsVsATftiWJtkFxdI6NkwGJzX1+P4v6NpcNx09kVsov+w67vH9AwDgaz5ae0h/vbBbC2ka4fmmgSrD/YYhtqz091lRBgAAAAsxNJCuOnoPHDhQfvjhh4rnVLNR9XjYsGFVtu/WrZts2rRJ1q9fX3G7+uqr5cILL9T3VSZ5+/btdcDccZ+qVMvKlStd7lMJCQnRxeQdbwDO3CflmWaj+7USf3/PLg1XAgP85ao+rfT9/60/4vH9AwDgS0pKyyrm7msHeH4lmZ3KdFcZ71uOZOkMeAAAAMAKDC/tMnXqVF2qZd68ebJt2zaZMmWK5ObmyqRJk/T3J06cqDPGldDQUOnVq1elW2xsrERFRen7KjCvslzuv/9+eeKJJ3Smugq8q320atVKxowZY/C7BXxH5ukiWbIzTd/3ZJNRZ2P62wLp321NldyC4gb7OQAAeLuV+05IWnaB7mlyYbfmDfZzmkQEywVdbX1O7IF7AAAAwOwCjR7A+PHj5fjx4zJt2jTdDLRfv36yaNGiimahKSkp4u9ft3j/Qw89pIPxd955p2RkZMg555yj96kC8QAaxw/bUqWopEzXQe3SMqrBfk7v1jHSPi5C9qXn6mB6QwbtAQDwZl9uPKq/XtozXkICAxr0Z6ms9O+3peo66Q+O7NogK9cAAAAArwqkK/fee6++ufLTTz/V+Nq33nqrynMqK/3xxx/XNwDG+HqzrcnoZb0TGvTnqH/vV/VJkBd+3C1fbz5KIB0AgHooLimVb7bY5u4r+jTs3K1c3L2FRIUGypHMfFlz4JQMae/5XioAAACAV5V2AeB9cgqKZclOW/PPy3q5bvLrSSN72n7GzzvTJb+opMF/HgAA3mbVvpOSnlMoTcKDZFjHZg3+80KDAuSSHrYVqIvKL74DAAAAZkYgHYDHLdlxXAqLSyWpWbh0i2+4si52PVtFS+vYMDldVCJLd6U3+M8DAMDbLCrPRh/VM16CAhrnFEGVkFFUJnxZWVmj/EwAAACgvgikA/C4xTtsTUZHdG+pS680NPUz7Flt324lqw0AgLpQQewfttnmbvt82hjO69JcwoMD5HDGadl0OLPRfi4AAABQHwTSAXhUaWlZRVmXC7u1aLSfaz/xV4GAklKy2gAAcNfO1BwdzA4J9JfhHeMa7eeq8i4XdrUdK1DeBQAAAGZHIB2AR209miXHswskIjhABiU1abSfq5qURYcGyoncQklOOdVoPxcAAKv7cbstG314x2YSFhzQqD97VHkvFRVIp7wLAAAAzIxAOgCPWmw/Ge8UJyGBjXcyruq5XlSeAf/d1tRG+7kAAFjdj9tt8+ZF3RuvrIvdhV2bS3CAv+xNz5XdaTmN/vMBAAAAdxFIB+BRP9nLupQv1W5MI8ubln1L0zIAANxyKrdQ1h6wreSyX5BuTFGhQXJuZ1s5Gcq7AAAAwMwIpAPwmIy8QllXXlblgq7NG/3nq6ZlKqtt/4k82UVWGwAAtfp513FRrUW6xUdJ69gwQ8ZgL+/yNYF0AAAAmBiBdAAe8/OudH0y3rVllLQy4GQ8MiRQhnVspu8v2WHLjAcAANVTTbqNyka3u6R7Swnw99N9Vg6dyjNsHAAAAEBNCKQD8JifyuujG5GN7piVbs+wAwAA1SsuKZWfdhgfSG8SESwD2sbq+0vKS8QBAAAAZkMgHYBHlJaWVZz8XmBAfXS788rrrK7ad1Lyi0oMGwcAAGaXnJIhWfnFEhseJP3bNjF0LPZjh59YUQYAAACTIpAOwCPUcuwTuYUSERwgA9sZdzLeqUWkxEeHSkFxqazef9KwcQAAYHa/lK/eOr9Lc11axUhqDMqy3elSWFxq6FgAAAAAVwikA/CIFXtP6K+D2zeV4EDj/rT4+fnJueVZ6b/sSjdsHAAAmN2yPba5++xOtnnTSD0SoiUuMkRyC0tkzQEuhAMAAMB8CKQD8GggfVgHW7NPI51rr5NOnVUAAFzKKSiWDQcz9P3h5Y26jeTv71eRlU7DcAAAAJgRgXQAZ6yktExW7rNlj51lgkD6OZ3ixM9PZPuxbEnLzjd6OAAAmM7qfSeluLRM2jYNlzZNwsUMzi9vVk6ddAAAAJgRgXQAZ2zb0SzJzi+WqJBA6dkq2ujhSNOIYOnVKkbf/3U35V0AAHC2bE+6abLRHRuGq1LtO1Kz5WjmaaOHAwAAAFRCIB3AGVu+57f66IEB5vizUlEnfSeBdAAAqquPPsxEgfTY8GDplxir71PeBTC/pKQk3Z/I+XbPPfcYPTQAABqEOSJeALyiPvpZHZqKWZxTHkj/eVe6lJWVGT0cwOvMnj1bn0CHhobK0KFDZdWqVdVu+/HHH8ugQYMkNjZWIiIipF+/fvL2229X2ubWW2+tciJ+6aWXNsI7AXzPqdxC2Xo0y3SBdOX8Li30V8q7AOa3evVqOXr0aMXtu+++089fd911Rg8NAIAGQSAdwBnXR19VXh99WAdb8NoMBrZrImFBAZKeUyA7U3OMHg7gVRYuXChTp06V6dOnS3JysvTt21dGjRolaWlpLrdv2rSpPProo7J8+XLZuHGjTJo0Sd+++eabStupwLnjCfmCBQsa6R0BvmXlvhOirjF3bhEpLaJCxUwuKK+TrkqzFZeUGj0cADVo3ry5xMfHV9y++OIL6dixo5x//vlGDw0AgAZBIB3AGdlyJFOyC2z10XuYoD66XUhggA6m2wMGADxn5syZMnnyZB0M79Gjh8yZM0fCw8Nl7ty5Lre/4IILZOzYsdK9e3d9gn3fffdJnz59ZOnSpZW2CwkJqXRC3qSJ7d8wgIYp62Km+uh2vVrHSExYkD622HQ40+jhAHBTYWGhvPPOO3LbbbfpVWUAAHgjAukAPFLWZUj7phKgOoSZiL3UzMq9tox5AJ45UV67dq2MGDGi4jl/f3/9WGWc10aVWvrhhx9kx44dct5551X63k8//SQtWrSQrl27ypQpU+TEieovghUUFEhWVlalG4C61kc3z0oyO3UsYZ+/7eMEYH6ffvqpZGRk6FJt1WHuBgBYHYF0AGdkRXmQ2mw1VpWhHZpVBPupkw54Rnp6upSUlEjLli0rPa8eHzt2rNrXZWZmSmRkpAQHB8sVV1whL774olxyySWVyrrMnz9fB9mfeeYZWbJkiVx22WX6Z7ny1FNPSUxMTMUtMTHRg+8S8F5pWfmyOy1HVMLosPJ50mzO7mQL8C/bQ8NwwCreeOMNPW+3atWq2m2YuwEAVhdo9AAAWFdpaZms3m8LpA9tb76T8T5tYiQ0yF9O5BbqoEHnllFGDwnwWVFRUbJ+/XrJycnRwXJVY71Dhw667IsyYcKEim179+6tS7+oMjAqS/3iiy+usr9HHnlE78NOZbVxQg7UbkV5X5MeCdESEx4kZmQvObNm/ynJLyqR0KAAo4cEoAYHDhyQ77//XjcXrwlzNwDA6gikA6i3XWk5kp1fLOHBAdI9wXxBalUnfUDbJnppuAocEEgHzlxcXJwEBARIampqpefVY1XXvDqq/EunTp30/X79+sm2bdt0Zpo9kO5MBdnVz9q9e7fLQLqqp65uAOpmbfkF8MFJtvIpZtSxuWqCGiJp2QWSnHJKhpuwBA2A37z55pu6NJtacVYT5m4AgNWZorTL7NmzJSkpSUJDQ2Xo0KGyatWqardVV7kHDRoksbGxEhERoU/G33777UrbqLpsqsGJ400tGQfgWWsPnNJf+yXGSmCAKf6cVHGWQ3kXAGdOlWYZOHCgziq3Ky0t1Y+HDRvm9n7Ua1St1OocOnRI10hPSEg44zED+M3q/adMH0hXx+72rPTl1EkHTE3N5yqQfsstt0hgIHl6AADvZnjka+HChXp51/Tp0yU5OVn69u0ro0aNkrS0NJfbN23aVB599FHd0Gzjxo0yadIkffvmm28qbacC50ePHq24LViwoJHeEeB7gfSB7ZqIWQ1t/1vDUeqkA56h5u3XXntN5s2bpzPLVWPQ3NxcPR8rEydO1Mu37VTm+XfffSd79+7V2z///PP6IvhNN92kv6/KvTz44IOyYsUK2b9/vw7Kjx49Wmewq2MCAJ6RnV8k24/ZmvsNSjLv3K3Ys9B/3U2ddMDMVEmXlJQUue2224weCgAADc7wS8YzZ86UyZMnV5x8z5kzR7788kuZO3euPPzww1W2d14Cft999+kT+aVLl1Y62VZLxmpaYg7gzKnl1soAEwfS+ybGSkigv6TnFMie47nSqUWk0UMCLG/8+PFy/PhxmTZtmm4wqlaHLVq0qKIBqTqhVqVc7FSQ/e6779ZZ5mFhYdKtWzd555139H4UVSpGXRxX83lGRoZuVDZy5EiZMWMGS8ABD1qXkiGlZSKJTcOkZXSomJm9ifmGQ5mSU1AskSGGn7YAcEHN1ySrAAB8haFHpIWFhbJ27dpKWWvqxHvEiBE647w2asL+8ccfZceOHfLMM89U+p5qTqbqtDVp0kQuuugieeKJJ6RZM/M1QwSs6mRuoexLz9X3BySaN5CuGpSpOunL957Q5V0IpAOece+99+qbK2oOdqTmYHWrjgquO68sA+B5a8rrow9qZ96yLnaJTcOlbdNwSTmZJ6v2nZCLutku1AEAAAA+WdolPT1dSkpKKjLY7NRjleFWnczMTImMjNR1WlVDkxdffFEuueSSSmVd5s+fr5eGqwD7kiVL5LLLLtM/yxVVo1V1DHe8AahZcnlZFxWYjgkPEjMb2qG8vMs+WwABAABftKZ87jZ7WRc7e530Zbupkw4AAADjWXKNZFRUlKxfv17XVFXBclWrtUOHDhVlXyZMmFCxbe/evaVPnz7SsWNHnSF38cUXV9mfqt362GOPNep7AKxubXlZl4FtzX8yPrS9OhHfJSv3ntArWVQTMwAAfElRSaku7WKVjHR7eZf3Vx+UZTQcBQAAgK9npMfFxem6qKmpqZWeV49rqm+uyr+oBmSqJuuf/vQnGTdunA6GV0cF2dXP2r17t8vvq9IyKsvdfjt48OAZvCvAN1ih0ahdv8RYCfT3k7TsAjl06rTRwwEAoNFtO5olp4tKJDo0UDpbpMzZsA62jPRtx7Ik83SR0cMBAACAjzM0kK5KswwcOFBnlduVlpbqx8OGDXN7P+o1qjxLdVRzsxMnTkhCQoLL76tGZtHR0ZVuAGrOattwMMP0jUbtwoIDpGfrmEoXAAAA8CWr99vLujQVf39rrMxqER0qSc3CRfUxXHuA8mwAAADw4UC6osqyvPbaazJv3jzZtm2bTJkyRXJzc2XSpEn6+xMnTqzUjFRlnn/33Xeyd+9evf3zzz8vb7/9ttx00036+6rcy4MPPigrVqyQ/fv366D86NGjdQb7qFGjDHufgDfZeiRLCopLJTY8SDrERYgVDCoP+K/hRBwA4MONRq2wkszRkPa2MjSr9nEhHAAAAD5eI338+PFy/PhxmTZtmm4wqsq1LFq0qKIBaUpKii7lYqeC7HfffbfOMg8LC5Nu3brJO++8o/ejqFIxGzdu1IH5jIwMadWqlYwcOVJmzJihM88BnDl7VveAtk0sk9WmAgdvLN0naw/YMukBAPAVqj+IvdHo4CRr1Ee3U+P9YM0hWbWPOukAAADw8UC6cu+99+qbK6pBqKMnnnhC36qjguvffPONx8cI4DfJ5Y1GB7SNFauwZ6TvOJYl2flFEhUaZPSQAABoFAdPnpbj2QUSFOAnfdrYSp1Zha1huMimw5lyurBEl2sDAAAAfLK0CwDr2XDIltXdL9E6y8NVndXEpmFSWiayvry+OwAAvmDdQdsF8B4J0RIaZK1AtJq746NDpaikrOJ9AAAAAEYgkA6gTk7mFurMNqW3xbLaBrYtr5Ne3nANAABfYL+A3C/ROivJ7Pz8/GRwRZ10+pwAAADAOATSAdTJxvJsdNVkNCbMWuVRBpbXhbXXeAcAwKcC6RYqyeaq4ejq8oapAAAAgBEIpAOokw0HM/VXq9VYdayTvi7llJSoGi8AAHi5wuJS2XIky3Il2RwNLQ+kJx/IkKKSUqOHAwAAAB9FIB1AvTLS+1pweXiXllESFRIouYUlsv2YLagAAIA323Y0SwfTY8ODJKlZuFhRp+aRevyni0pk82HbBX0AAACgsRFIB+C2srIy2XDInpFuvUB6gL9fxbL2ZMq7AAB8qKxL3zaxut64Ffn7+8ng8vJs1EkHAACAUQikA3Db0cx8Sc8pkEB/P+nZKlqsaGB5eZc1BNIBAD7Ayo1GHQ0hkA4AAACDEUgH4LYN5SfjqkRKaFCAWNGgdrYT8TX7CaQDALyf1RuNumo4WkqfEwAATOPX3enypw82SObpIqOHAjQ4AukA3GYv62LF+uh2KpDg7ydyOOO0HMvMN3o4AAA0mIy8QtmXnqvv97NgSTZHaiVceHCAZOUXy47UbKOHAwAAyt34+kr5KPmQPLtou9FDARocgXQAdW802iZGrCoyJFC6xdvK0qylvAsAwAcugLdrFi5NIoLFygID/CvKs6msdAAAYC72i/eANyOQDsAtahn1Jgs3GnU0KMleJ50TcQCA91qf4h310Z3rpK+kTjoAAKZTVFJq9BCABkcgHYBb9qbnSnZBsYQG+UuXlpFiZfaMtmQy0gEAXmz9wVPeFUhv/1vD0bIy6qQDAGAmhcUE0uH9CKQDqFNZl16tYvTyam8IpG85kiWnC0uMHg4AAB6nAs320i7eEkhXPVqCA/zleHaB7D+RZ/RwAACAg8ISLnLD+1k7Ggag0Ww6bDsZ79XauvXR7VrHhknL6BApVuVqyt8XAADe5NCp03Iyt1CCAvykRytbbxCrCw0KkD7lfVrWUCcdAABTobQLfAGBdABuUdnb3hJI9/Pzk/6J5eVdUijvAgDwPpvLLxR3aRklIYEB4i0GlddJX7Of+RsAADMhkA5fQCAdgFuNRrdWBNK9I6ttQDvbMvd1BNIBAF7IvuKqtxdcAHc0qLw8Gw3DAQAwF2qkwxcQSAdQq5STeZJTUCzBgf7Ssbm1G43a9W9rz0jPoGEZAMDreFNJNld9TvYcz5UTOQVGDwcAAJQjIx2+gEA6gFptPmI7Ge8eHyVBFm80aqcy9AL9/XTDssMZp40eDgAAHqMuEG/20oz0JhHB0rmF7aL+2gOsKgMAwCzISIcv8I6IGIBGqY/eo5X3nIyrhmX25msqKx1A3cyePVuSkpIkNDRUhg4dKqtWrap2248//lgGDRoksbGxEhERIf369ZO33367SuBv2rRpkpCQIGFhYTJixAjZtWtXI7wTwPuoC8Sn8or0BeOu8VHibSrqpBNIBwx1+PBhuemmm6RZs2Z67u7du7esWbPG6GEBMEhRCSu94f0IpAOolT2rzVvqo9sNKC/vQp10oG4WLlwoU6dOlenTp0tycrL07dtXRo0aJWlpaS63b9q0qTz66KOyfPly2bhxo0yaNEnfvvnmm4ptnn32WXnhhRdkzpw5snLlSh1wV/vMz89vxHcGeIdNh35rNKouHHubwUm2+Xv1fuqkA0Y5deqUnH322RIUFCRff/21bN26VZ5//nlp0sT27xOA76G0C3wBgXQANVJZovZGoz29KCNd6d/W1nCUjHSgbmbOnCmTJ0/WwfAePXro4Hd4eLjMnTvX5fYXXHCBjB07Vrp37y4dO3aU++67T/r06SNLly6t+Dsza9Ys+etf/yqjR4/W35s/f74cOXJEPv3000Z+d4D31Efv08a75m27weUZ6epCf35RidHDAXzSM888I4mJifLmm2/KkCFDpH379jJy5Eg9zwPwTcWlZKTD+xFIB1Cj1KwCOZFbKAH+ftLNy5aH2zPStx7hRBxwV2Fhoaxdu1aXXrHz9/fXj1XGeW1U0PyHH36QHTt2yHnnnaef27dvnxw7dqzSPmNiYnTJGHf2CcA3Go3atWkSJi2iQvQS8g0HuRgOGOGzzz7TZduuu+46adGihfTv319ee+21Gl9TUFAgWVlZlW4AAFgJgXQAbpV16dQ80uuWh6sT8bjIYH0ibq8DD6Bm6enpUlJSIi1btqz0vHqsguHVyczMlMjISAkODpYrrrhCXnzxRbnkkkv09+yvq8s+ORkHfK/RqJ2fn19FVjp10gFj7N27V15++WXp3LmzLtU2ZcoU+eMf/yjz5s2r9jVPPfWUvlBuv6mMdgAArIRAOoAa2QPMPb2sPrr9RLw/ddKBRhEVFSXr16+X1atXy5NPPqlrrP/000/13h8n44BvNhq1G0SddMBQpaWlMmDAAPnHP/6hs9HvvPNOXfZNlXurziOPPKIvrNtvBw8ebNQxAwDgFYH02bNnS1JSkoSGhupl3KtWrap2248//lgvIYuNjdWNyPr16ydvv/12lUycadOmSUJCgu4erpaK79q1qxHeCeB9Nh/J9Mr66M510tdRJx1wS1xcnAQEBEhqamql59Xj+Pj4al+nyr906tRJz9t/+tOfZNy4cToYrthfV5d9cjIOuGbPRvfWRqN29oz0tQdOSQk1WYFGp861VZ8UR6oXSkpKSrWvCQkJkejo6Eo3AACsxPBA+sKFC3VW2vTp0yU5OVn69u0ro0aNkrS0NJfbN23aVB599FFdM3Xjxo260Zm6qeVkds8++6y88MIL+mr4ypUrdcBd7TM/P78R3xngHeyNRnu18s4D3f6Jtoy2ZDLSAbeo0iwDBw7Udc4ds9LU42HDhrm9H/UaVZ5FUQ3KVMDccZ+qVIuaw6vbJyfjQM310b21rIud6tsSERwg2fnFsjM12+jhAD7n7LPP1v1OHO3cuVPatWtn2JgAAPD6QPrMmTP1EjAVDFdXtFXwOzw8XObOnety+wsuuEDGjh2rr3arjuD33Xef9OnTR5YuXVqRjT5r1iz561//KqNHj9bfmz9/vhw5ckQ+/fTTRn53gLWdyi3US8SVHl4aSO+bGCP+fiJHM/PlaKbtvQKomboArhqKqTqo27Zt03VRc3Nz9VyuTJw4UWeM26nM8++++07XU1XbP//883o12U033VRRZun++++XJ554Qjcv27Rpk95Hq1atZMyYMYa9T8CKNh0uvwDexrsD6YEB/jKgne1i+BrKuwCN7v/+7/9kxYoVurTL7t275b333pNXX31V7rnnHqOHBgCAdwbSCwsLZe3atbr0SsWA/P31Y5VxXhsVNFfZa+pK+Hnnnaef27dvn25M5rhPVTtVlYxxZ58AqtZHT2oWLlGhQeKNwoMDpVu87SIB5V0A94wfP16ee+45XUZNlWpRtc8XLVpU0SxULes+evRoxfYqyH733XdLz549dQbbRx99JO+8847ccccdFds89NBD8oc//EHXWB08eLDk5OTofaqybwDc4wuNRh0NtAfSaTgKNDo1V3/yySeyYMEC6dWrl8yYMUMntN14441GDw1AI1OJaYCvCDTyh6enp0tJSUnFibederx9+/ZqX6dqobZu3VovCVd1Wv/zn//IJZdcor+nguj2fTjv0/49Z2o/9uXl9uXkALy/PrrdgHaxsvVolm44ennvBKOHA1jCvffeq2+uODcRVZnm6lYTlZX++OOP6xuA+jmSmS8ncwt1o1FV+sTb2eukr9lPIB0wwpVXXqlvAHxbUIC/FBSXGj0MwDdKu9RHVFSUzn5bvXq1PPnkk3qJufNJe12oJecqa91+S0xM9Oh4AatnpPds7Z1lXarWSScjHQBgXZsO+UajUbt+ibES4O+ny9DZS9EBAIDGFRxgydAiUC+G/t8eFxenM8pTU1MrPa8eq6Zj1VHlXzp16qSXk//pT3+ScePG6WC4Yn9dXfap6riqLHf77eDBgx54d4D1bTnsKxnpTSoatBVyJR0AYFG+VNZFiQgJlJ7lPVyokw4AgDGCAwmkw3cY+n97cHCwDBw4UNc5tystLdWPhw0b5vZ+1GvspVnat2+vA+aO+1SlWlauXFntPkNCQiQ6OrrSDfB1OQXFsu9Err5vP0n1VqoGfJPwIB1EVyVeAACwInVB2BcajToa1I7yLgAAGCkwwK9SvxbAmxl+2UiVZXnttddk3rx5sm3bNpkyZYpuSjZp0iT9/YkTJ+qMcTuVef7dd9/J3r179fbPP/+8vP3223LTTTdV1Fi9//77dS3Wzz77TDZt2qT30apVKxkzZoxh7xOwmm1Hs0TNgfHRoRIXGSLeTP3d6N/WlpWu6qQDAGA1vtZo1G5QEg1HAQAwkr+fYyDd0KEA3t1sVBk/frwcP35cpk2bppuBqnItixYtqmgWmpKSoku52Kkg+9133y2HDh2SsLAw6datm7zzzjt6P3YPPfSQ3u7OO++UjIwMOeecc/Q+Q0NDDXmPgJXLuvTy8vrodv0TY+XH7Wm6Tvqks40eDQAAdXM0M19O+FCjUbtB5eXZth/Lkqz8IokODTJ6SAAAAPBShgfSlXvvvVffXHFuIqoyzdWttuzSxx9/XN8AnFmj0R5eXh/duU46GekAACuyZ6N39pFGo3YtokOlXbNwOXAiT5IPnJILurYwekgAAPiU3/LRRUhIh7czvLQLAHPafixbf+2R4BtZbX3axIhakXbo1GlJy843ejgAANTrAri39zVxhTrpAACYAzXS4e0IpAOoorikVHak2gLp3RN844Q8KjRIura0XTRYl5Jh9HAAAKgTe7NsXwykDy6vk756/0mjhwIAgE8jjA5vRyAdQBX7T+RKYXGphAcHSGKTcPEV/dvG6q/JlHcBAFjMVntJNh+5AO5oUJItI339wQx9/AIAAIxBQjq8HYF0AFVsPWrLRu8aHyX+/o4Vz7xb/7b2OulkpAMArCMzr0gOZ5zW97v7YEZ6x+YR0iQ8SAqKS2XLEVuteAAA0DhUn0K7MnLS4eUIpAOoYnv58nBfKetiN6A8I33joQwpKiGjDQBgrbIuiU3DJDo0SHzxBH4gddIBADAEddHhSwikA6i20Wj3eN9oNGrXIS5SokMDJb+oVHaUfwYAAFglkO6LZV3sqJMOAIDxiKnD2xFIB1DFNh/NSFdlbPqVl3ehTjoAwCrs5Ux6JMSIr7LXSV9z4BSZcQAAAGgQBNIBVJKRVyhHM/P1/S4+lpGu9E+0lXehTjoAwGqNRnv6YH10u16toyUk0F9O5hbK3vRco4cDAIBP4lo2vB2BdACVbCtvNNqmiW/WWR3Qjox0AIB1FBSXyO60HH2/hw8H0kMCA6Rv+cXwNZR3AQCg0dBsFL6EQDqASrYf882yLnb92thOwg+cyJMTOQVGDwcAgBrtSs2R4tIyiQ0PkoSYUPFlg8ovhtNwFAAAY5CRDm9HIB1AJduP+majUbuY8CDp1CJS36e8CwDASo1GHTPCfNFghzrpAACgcTj2JiGODm9HIB1AJdvKM9K7+WhGeqU66Qc5EQcAWKM+ugqk+7oBbZuIupawLz1XjmezqgwAAACeRSAdQIWS0jLZcaw8I92HT8gr6qQfICMdAGCRQLoP10d3XFXWtaVtRd3aA9RJBwCg0WukU9sFXo5AOoAK+0/kSkFxqYQFBUjbpuHiq/q3tWWkbziUoS8uAABgRqWlZRWlXXq2ijF6OKYwKMl2MXw1ddIBAGh0nD3D2xFIB1BhW/nJeNf4KAnw9906q51bRElkSKDkFZZUZOgDAGA2h06dlpyCYgkO9JcOzSOMHo656qTvJyMdAIDGRkI6vB2BdABVG40m+GajUTt1EaFvoi2zjzrpAACz2no0U39V5UyCAjisVwaWl2fbciRL8gqLjR4OAAC+hUA6vBxH3ACqZKR3i6fOqmpYplAnHQBgVjQarap1bJgkxIRKcWmZrD/IHA4AQGMqI5IOL0cgHUCF7TQarVInnYx0AIBZqaxrhUajlRueDaoo78IcDgAAAM8hkA5AyzxdJIczTlfUSPd1/RNtGel7j+dKRl6h0cMBAKAKe6NRAumVDa5oOEqddAAAGhM10uHtCKQD0LaXn4yrJdExYUHi65pEBEv7OFvjtnUsDQeqmD17tiQlJUloaKgMHTpUVq1aVe22r732mpx77rnSpEkTfRsxYkSV7W+99VadSep4u/TSSxvhnQDWdDK3UI5m5uv7rCSrbFA7W0b6upQMKSnljB5oKH//+9+rzN3dunUzelgADMSsC29HIB2AU1kXstGrlHc5wNJwwNHChQtl6tSpMn36dElOTpa+ffvKqFGjJC0tzeX2P/30k9xwww2yePFiWb58uSQmJsrIkSPl8OHDlbZTgfOjR49W3BYsWNBI7wiwbl+TpGbhEhkSaPRwTEWtrIsKCZScgmLZfsz2OQFoGD179qw0dy9dutToIQEwUBkp6fByBNIBaDQarap/ecNRMtKBymbOnCmTJ0+WSZMmSY8ePWTOnDkSHh4uc+fOdbn9u+++K3fffbf069dPZ6q9/vrrUlpaKj/88EOl7UJCQiQ+Pr7iprLXAdTSaJSyLlUE+PtJ/3a2vx/USQcaVmBgYKW5Oy4uzughATAQYXR4OwLpALRt5Rnp3chIrzCgPCN9fUqGlLI0HNAKCwtl7dq1ujyLnb+/v36sss3dkZeXJ0VFRdK0qa38gmPmeosWLaRr164yZcoUOXHihMfHD3iLLUcy9dcelHVxaXB5IJ066UDD2rVrl7Rq1Uo6dOggN954o6SkpBg9JAAGIiEd3o51oAB0/dCdFaVdOCG369oySsKDAyS7oFh2H8+RLi25yACkp6dLSUmJtGzZstLz6vH27dvd2sef//xnfdLtGIxXZV2uueYaad++vezZs0f+8pe/yGWXXaaD8wEBAVX2UVBQoG92WVmUb4BvodFozQYlNa0IpKtl5qp2MwDPUj1S3nrrLX0BXJV1eeyxx3RPlM2bN0tUVNXjZuZuwD1Wm7Icy7mUkZMOL0cgHYAcOJErp4tKJDTIX5Ka2RpsQiQwwF/6tImRFXtPyrqUUwTSAQ94+umn5f3339fZ56pRqd2ECRMq7vfu3Vv69OkjHTt21NtdfPHFVfbz1FNP6RN2wBflF5XInuO5+n6PhBijh2NK/RJjJdDfT1KzCuTQqdOS2DTc6CEBXkdd8LZT87YKrLdr104++OADuf3226tsz9wNALA6U5R2mT17tiQlJekTajX5rlq1qtptX3vtNX2VW9VNVTeVzea8/a233lqle7jKdANQc6NRlYGt6oqiap305APUSQcUVftUZYinpqZWel49VrVRa/Lcc8/pQPq3336rT7hropaIq5+1e/dul99/5JFHJDMzs+J28ODBerwbwJp2pmbr1WRNI4KlZXSI0cMxpbDgAOnV2naRYc0ByrsAjSE2Nla6dOnC3A34mEo56CSkw8vVK5C+d+9ejw1g4cKFMnXqVJk+fbokJydL3759ZdSoUZKWluZye5WZdsMNN8jixYv1cu/ExEQZOXKkHD58uNJ2KnDu2D18wYIFHhsz4G2202i0Wv0TbXXS1x2kWRmszVNzd3BwsAwcOLBSo1B749Bhw4ZV+7pnn31WZsyYIYsWLZJBgwbV+nMOHTqka6QnJCS4/L5qTBodHV3pBvhao9GeraIpWVKDQTQcBRr8fN5RTk6OLs/G3A2cGT8L10Unjg5vV69AeqdOneTCCy+Ud955R/Lz889oADNnzpTJkyfLpEmTpEePHjJnzhwJDw+XuXPnutz+3Xfflbvvvlv69esn3bp1k9dff73iBN55knbsHq6y1wG4tvUojUZry0jflZYjWflFRg8HqDdPzt3qArhaITZv3jzZtm2bbgyam5ur53Jl4sSJOuvM7plnnpG//e1vem5XK9COHTumb+qEW1FfH3zwQVmxYoXs379fz+mjR4/WY1YX1wFUUx+dviZu1UknkA40zDHBAw88IEuWLNFz97Jly2Ts2LF61ZpKfANQf1YLRjvWRafZKLxdvQLpKnNcLclWJ9IqSH3XXXfVWI6lOoWFhbJ27dpKzcb8/f31Y5Vt7o68vDwpKiqSpk1tB8qOmestWrTQjU/UCb7KaquOaniiGp043gBfsv2Y7f95Go1W1TwqRBKbhukDgg0HKe8C6/LU3K2MHz9el2mZNm2avrC9fv16nWlub0CakpKiV4PZvfzyy3rOHzdunM5Ss9/UPhR10r1x40a5+uqr9ZJwVVdVZb3/8ssv+sI4gMq2lGek02i0ZoOSbBfDd6RmS2YeF8MBTx8TqNVjKmiuzrmvv/56adasmb4o3rx58wYZNwArZKQTSYd3q1cgXZ00//vf/5YjR47o7DJ1snzOOedIr169dIb58ePH3dpPenq6lJSUVJx426nHKlPNHX/+85+lVatWlYLxqqzL/PnzdUabyoJTV8lVIxT1s1xRTU9iYmIqbqpcDOArVJa1asKldIsnI92VAdRJhxfw1Nxtd++998qBAwf0xeiVK1fqHieOF7PfeuutiscqU62srKzK7e9//7v+flhYmHzzzTe6rJsKuKvtX3311SrHBwBUKaUy2UZGulviIkOkQ5ytifraFOqkA54+JlDNw9U+1LGACqqrx6pROADfKu3iiIx0eLszajYaGBgo11xzjXz44Yc6YK2aiqjlXSoQrZZ1O2ajNQTVsExN1p988oluVGo3YcIEndXWu3dvGTNmjHzxxReyevVqfWLvCk1P4Mt2lDcaTYgJldjwYKOHY0rUSYc3MXruBnBmDpzMk7zCEgkJ9Jf25UFi1J6VvpryLkAVHBMA8ARi5/AlZxRIX7Nmja5XrpZnqyvXatJVzUW+++47fWVa1TetSVxcnF7OnZqaWul59VgtMauJWg6uAunffvutXpZWkw4dOuifVV33cJqewJfZG41S1qV6A8qbla1LydCZgICVnencDcAcjUbVKrLAgDM6lPexOulkpAPOOCYA4Ak0G4UvCazPi9Qk++abb8qOHTvk8ssv12VU1FdV31xp3769XtKtGorVJDg4WNdAVSVYVOa4Ym8cqpaMV+fZZ5+VJ598Ui8DHzRoUK3jVcvMVI306rqHA76sotEoZV2q1S0+Wmf+ZZ4ukn0ncqVj80ijhwQYNncDMNbWo5n6a49WMUYPxRIGlV8M33AoUwqKVSZ/gNFDAgzHMQFgbn5+Vivu4thslFA6vFu9Aumqadhtt90mt956a7XBadXo84033qh1X6rByS233KID4kOGDJFZs2ZJbm6uTJo0SX9fLSlr3bq1rmOuqCVnqrnZe++9pyd2ey31yMhIfcvJyZHHHntMrr32Wp3Vrq6oP/TQQ7oz+ahRo+rzdgGvRqPR2gUH+kufNjF6WXjygVME0mFJnpy7ARiHRqN1o8rfNIsIlhO5hbL5cKYMbGfLUAd8GccEABoKcXR4u3oF0tVSr7Zt21ZcsXa88qTqi6vvqWxzFSCvzfjx43UzExUcV0Fx1fhk0aJFFQ3GUlJSKv0cNemrRmTjxo2rtJ/p06frpmWqVMzGjRtl3rx5kpGRoRuRjhw5UmbMmKFLuAD4jSpTYq+R3j2BjPSa9G/bRAfS1x3MkOsG0ZAY1uPJuRuA8aVdaDTqflafqpP+zZZUPY8TSAc4JgDgWQTP4UvqFUhXnbhV4xF1ldrRyZMn9TKwkpKSOu1PlXGprpSLc4PQ/fv317ivsLAwXfIFQO1SyhuWqYzrpGY0LKvJgLa2hqMqIx2wIk/P3QAa3/HsAknLLhC14puSbO4bnNRUB9J1nfTzOxo9HMBwHBMA5mbdwi4E1eH96tWhqLqaR6qsSmho6JmOCUAjl3Xp2pKGZe5kpCs7U7Mlp6DY6OEAdcbcDVjftvIG4e2bRUhESL3yYXy74eiBUzQNBzgmAOBhjn9Tymg3Ci9XpyNwVc/cvkRSlWIJDw+v+J66ar1y5UpdmgWANdBo1H0to0OldWyYHM44LRsPZsjwTnFGDwlwC3M34D22lgfSu1MfvU56toqW0CB/ycgrkj3Hc6RzS4574Js4JgDQEAidw5fUKZC+bt26iqtNmzZt0nXT7NT9vn37ygMPPOD5UQJoENvLT8i7UWfVLf3axupAuqqTTiAdVsHcDXhffXQVGIb7ggL8pV9irKzYe1LXSSeQDl/FMQFgjaxuVcLNqijtAm9Xp0D64sWL9ddJkybJv//9b4mO5iAesLJt5aVdaDTqngFtm8iXG49SJx2WwtwNeI8tRzL1VxqN1t2Q9s10IH3F3hPyu6FtjR4OYAiOCQDzsnIA2nHsFn4bgFvqVRT5zTffZNIFLC47v0gOnjyt73eP59+zO/rbG46mnKq2tiRgVszdgLXlFRbL3vRcfb8HGel1NrxjM/112Z4TzOHweRwTAOZT5i010plj4eXczki/5ppr5K233tITrrpfk48//tgTYwPQgFTTTCU+OlSaRPy2rBPV69UqRtdYPZVXJLvTqLEK82PuBrzHjmPZOuMrLjJEWkTRDLA+F8PVHJ6eUyC70nKkC3M4fAzHBIC5WTkA7Thy674LwMOB9JiYGN2UxH4fgJc0GqWsi9uCA/11eReVzbZi30kC6TA95m7A+xqNko1ePyGBATI4qan8sitdlu1OJ5AOn8MxAWBu3hKAtvD1AMCzgXS1/MvVfQAWbzRKWZc6GdK+qQ6kr9p3Um4+q53RwwFqxNwNeA8ajZ65YR2b2QLpe07IrWe3N3o4QKPimAAwN0sHoK08dqAxaqSfPn1a8vLyKh4fOHBAZs2aJd9++219dgfAANuP2TLSaTRaN0Pb22qsrtxLjVVYC3M3YG1bygPpNBqtv+Ed4/RX1XC0pJQ5HL6LYwLAfMocotF+Yls9YhWVZ1TmV3i3egXSR48eLfPnz9f3MzIyZMiQIfL888/r519++WVPjxGAh5WWllVkpHfnhLzONVaDA/wlLbtADpz47QQEMDvmbsC6VNB3+zFKu5ypXq2iJSokULLyiysy/AFfxDEBYD5WztGq3GzU0KEA5gykJycny7nnnqvv//e//5X4+Hh9FVtNxi+88IKnxwjAww6eypPcwhIdEO4QF2H0cCwlNChA+iba6kqu3HfC6OEAbmPuBqxrX3qu5BeVSlhQgCQ1Y96ur8AAfxnaoam+v2xPutHDAQzDMQEAT6LZKHxJvQLpahlYVJStHIRa/qW6fvv7+8tZZ52lJ2AA5ratPBu9c8tIfVKJepZ32XfS6KEAbmPuBqzfaFQ1CA/wt9Zyb7OWd1F10gFfxTEBYD6VMrktPNWTkQ5vV68IWqdOneTTTz+VgwcPyjfffCMjR47Uz6elpUl0NMtNAbPbdtReH51/r/VtOKqs3EsgHdbB3A1YF41GPWd4J9vFcNU0vLC41OjhAIbgmAAwd410KwfPrfw+gAYLpE+bNk0eeOABSUpKkqFDh8qwYcMqrmb379+/PrsEYEBGOoH0+hnYronOCDyccVoOnaJOOqyBuRuwri1HMvXXHgm20mKovy4toqRZRLCcLiqR9QczjB4OYAiOCQDzsXImt2Pw3MrvA3BHoNTDuHHj5JxzzpGjR49K3759K56/+OKLZezYsfXZJYBGtK28YVn3BNuSTtRNREig9GodIxsOZsjq/SelTZNwo4cE1Iq5G7BuAy97RjqNRs+cv7+fDOvYTL7YeFSW7jpescoM8CUcEwDmY+X4M8Fz+JJ6F0dWDUnU1WpVS81Odfvu1q2bp8YGoAFk5xfJwZOn9f3u8ZyQ19dZlHeBBTF3A9ZzPLtATuQWiiqN3rUlF8A94bwuzfXXJbtoOArfxTEBYF5mL5GenlMgC1alSE5BcZXvEVSHt6tXRnpubq48/fTT8sMPP+g6aqWllesL7t2711PjA+BhO47Z6qPHR4dKk4hgo4djWUM7NJVXft5LszJYBnM3YE1bysuxdWgeKWHBAUYPxyuc19kWSN94KENO5RZyPASfwzEBYM4VaFYx8Y1VuhH6yr0nZNaE/pWy6amRDm9Xr0D6HXfcIUuWLJGbb75ZEhISxM/P7NfLAFStj05W25kY0r6ZBPr7ScrJPDl4Mk8Sm1LeBebG3A1YU0VZF/qaeEx8TKjO7t+Rmi1Ld6fLVX1bGT0koFFxTACYj5XCzyqIrny9+ZjMUnccm41a6Y0AjRVI//rrr+XLL7+Us88+uz4vB2CgrUdtGek0Gj0zkSGB0jcxVtYeOCXL9qTL+KZtjR4SUCPmbsDagfSe1Ef3qPO6xOlA+s87jxNIh8/hmAAwHysHoMlChy+pV430Jk2aSNOmNOYBrJyR3o1A+hk7u2Mz/fXX3ZR3gfkxdwPWZM/6otFow9RJ/3nXcUstpwfMekygSsWozPb777/fo/sFfIaXTEVMqfXrh/PDtlQpLeXD89pA+owZM2TatGmSl5fn+REBaDDqD7O9RnoPSrucseGd4vRXVSedk3CYnafn7tmzZ0tSUpKEhobK0KFDZdWqVdVu+9prr8m5556rT9zVbcSIEVW2V/+G1PjUEvOwsDC9za5duzwyVsCqVBOv/Sdy9X1WknnW4KSmEhrkL6lZBbIzNcfo4QCWPiZYvXq1vPLKK9KnTx+P7A/wRVbO6uZU+MyM/NcSuX3eGnl/9UGjh4KGKu3y/PPPy549e6Rly5b6JDooKKjS95OTk+uzWwAN7MDJPDldVCIhgf6S1CzC6OFYXv+2sfokXHUtVyfhXeO5OAHz8uTcvXDhQpk6darMmTNHB9FnzZolo0aNkh07dkiLFi2qbP/TTz/JDTfcIMOHD9eB92eeeUZGjhwpW7ZskdatW+ttnn32WXnhhRdk3rx50r59e/nb3/6m97l161b9GsAX7TiWpU9OW0aHSFxkiNHD8SqhQQEytH0zWbLzuC7vwhwOX+LJY4KcnBy58cYb9UXzJ554ogFGC/gGx2C01doW0Gz0zJzKK9Jfv9+WKr8bSslYrwykjxkzxvMjAdBoZV3UyWJgQL0WpMBBSGCAzmj7ZVe6blbGSTjMzJNz98yZM2Xy5MkyadIk/VgF1FWt1blz58rDDz9cZft333230uPXX39dPvroI/nhhx9k4sSJOhtdBeP/+te/yujRo/U28+fP1yf4n376qUyYMMFjYweshEajDV/eRQfSdx2Xyed1MHo4gCWPCe655x654oor9EoyAulA/Vkx/GwP+DuuziY7Hd6uXoH06dOne34kABqvPjoBX485u1OcDqQv250ut5/T3ujhAA0+dxcWFsratWvlkUceqXjO399fn0AvX77crX2opeRFRUUV9Vn37dsnx44d0/uwi4mJ0dnuap+uAukFBQX6ZpeVZfv7BniTLRWNRmOMHopXOr9LnMwQkZX7TsrpwhIJCw4wekiApY4J3n//fZ29rkq7uIO5G6ielUuFVs5Ihy/+P+BL6p2SmpGRoTPK1In0yZMn9XNqEj18+HCd90WdVaBxbDtqq49OnVXPObujrU66OgkvLik1ejhAg8/d6enpUlJSorPFHanHKhjujj//+c/SqlWrisC5/XV12edTTz2lg+32W2JiotvvAbAKGo02rI7NI6V1bJgUFpfKir00DodvOdNjgoMHD8p9992nV525W4KNuRuonmMI1U8sVtvFAcHg+uOT8+JA+saNG6VLly66xulzzz2nJ2Hl448/rpShVpc6q+qquJq4+/btq2uipqWludzeXmd18eLFOktNTb6qzqrjhG+vs6qWmq9cuVIiIiL0PvPz8+vzdgGvy0gnkO45KrgRExakG8JtOJRp9HCARpm7z8TTTz+tM9g++eSTM6p9rsacmZlZcVMn9IA3URdnt1c0CGfebgh+fn5yYbfmFXVJAV/hiWMCtTpNnbMPGDBAAgMD9W3JkiX6PFzdVxfdnTF3A9VzjD9brc545bED3q1egXQV+L711lt1lrfjSfDll18uP//8c73rrPbo0UMHv8PDw3WdVVfUFe+7775b+vXrJ926ddNX0UtLS3WdVcW5zqrqHK7qrB45ckTXWQV8VebpIjmccVrf7x7PCbmnBPj7ybAOzfT9pbvSjR4O0OBzd1xcnAQEBEhqauWgk3ocHx9f42vVyboKpH/77bd6frazv64u+wwJCZHo6OhKN8Cb7E3P1ZnSEcEB0rZpuNHD8VoXd7ethPlxexpZdPAZnjgmuPjii2XTpk2yfv36itugQYN041F1Xx0rOGPuBqpnteB5dZhK4e3qFUhXNdDuuuuuKs+3bt3a7WXdjnVWHWuiNnSdVVdUnTZVn83xBnib7eXZ6GoJc0x4kNHD8bpmZcqSna5X0gBm4Km5Ozg4WAYOHFhxAVuxX9AeNmxYta9Tq8VmzJghixYt0ifajtq3b68D5o77VHOxWlVW0z4BX2g0qlaR+ftbd4m32amL4eHBAXI0M7+iJj3g7TxxTBAVFSW9evWqdFMrwZs1a6bvA6ijMmsGo7kIDV9Tr0C6upLsKti8c+dOad7cFlByB3VWgcZjXx5Oo1HPu6Cr7e/e+oMZkpFXaPRwgAadu+2ZbKpnybx582Tbtm0yZcoUyc3N1avLlIkTJ1ZaGq6Wjv/tb3/Tq81UTxQ1H6tbTk5ORXmF+++/X5544gn57LPPdIab2oea38eMGXPG7x2woi1HbOXCelIfvUGFBgXIOZ1s/U4o7wJf4cljAgCe4T0NO609eiNxTcKLA+lXX321PP744zoT3H4CnJKSooPa1157rTQW6qwC7qM+esNpFRsmXVpGSmmZyM+Ud4FJeXLuHj9+vC7Tohp7q1Jragm3yjS3X8RW+z169GjF9i+//LJehTZu3DjdCNx+U/uwe+ihh+QPf/iD3HnnnTJ48GAdZFf7PJP5HbAyGo02nhHl5V1+2MbKMviGhjqfV/3MVJlVAL4TRHUet1Xfhxnw0XlxIP3555/XJ7jqavXp06fl/PPPl06dOunlXU8++aTb+6HOKtB4CKQ3rAu6ttBff9rBSTjMyVNzt929994rBw4c0OXRVAkWVULN8UT6rbfeqni8f/9+vezT+fb3v/+9Yht1Eq9O6lWmumoO/v333+tGaIAvUv8+7KVdeiTEGD0cr3dhtxbi5yey6XCmpGblGz0cwHLHBAB8N6JaZt2hA/USWJ8XqfIn3333nfz666+yYcMGPQmrbt2OdcnrWmfVvnTbXmdVnaDXVGdVTfDffPNNjXVWVZacY51VtfQc8EUlpWWyI9VW2qV7AqVdGsIFXZrLqz/vlZ93HpfS0jLq2cJ0PDV3A2h4x7Ly5VRekW5o3bllpNHD8XrNo0Kkb5tYXaJNZaX/bmhbo4cENCiOCQBzNxu1SuNRP/GrUiOdjPT6o968lwbSVaBbZZl9/PHHOsNMZZDZg9fql64e17XO6i233KID4kOGDNFLwZzrrKqmJ6qOub3OqlpK/t5771XUWVUiIyP1zbHOaufOnfXYVF1W6qzCl+0/kSv5RaUSGuQv7ZpFGD0crzQoqalEBAdIek6hblbWuw0ZhDAPT8/dABrW5sO2bPROzSN1DW80vBHdW5QH0lMJpMOrcUwAmJNVY6hVMtKt+kaAhijtov5BqHpqd9xxhxw+fFh69+4tPXv21Eu7b731Vhk7dqzUFXVWgcYr69I1Plpnt8HzggP95ezyZmWUd4GZNMTcDaBhqRIjSq/WXJRtLCN62M49lu5Ol7zCYqOHAzQIjgkAizQbJRYNeEdGurpy/fPPP+uyKRdeeGGl7/34448643v+/Pk6i7wuVBmX6kq5qDqrjtRV89rY66yqG4DfAuk9KOvS4HXSv92aKj/tPC5/uLiz0cMBGnTuBtBwtpQH0nu3pq9JY+naMkraNg2XlJN58tOO43J57wSjhwR4HMcEgHk5ZnKXWbnZqFEDAcyYkb5gwQL5y1/+UmXSVS666CJ5+OGH5d133/Xk+AB4wLaj9vronJA3pAu6Ntdf16Wckoy8QqOHA2jM3YD1kJHe+FQizmW94/X9Lzf9thoW8CYcEwDmZdUsdOd67lZ9H2bAZ+eFgfSNGzfKpZdeWu33L7vsMt2sBIC5bC/PSO8WTyC9IbWKDdMZbaVlqrzLcaOHA2jM3YC1pGXlS1p2gagyxT1aMW83pst72bLQf9yWJqcLS4weDuBxHBMA1mClOuNVM9KtM3agwQPpJ0+erKhd7or63qlTp+o1EAANQ2VGH8nM1/e7UdqlwV1SXmP1my22RsiA0Zi7AWvZfMSWjd6xeaSEB9epCiPOUJ82MdKmSZicLiqh3wm8EscEgDUC0pYORVt68MbiIoQXBtJLSkokMLD6A/qAgAApLqY5D2DGsi7qxDA6NMjo4Xi9kT1tJycqIz2/iGw2GI+5G7CWzYdtq8h6U9bFkPIu9trolHeBN+KYADAvKwZR1eo5Z9Z7F0DdBNZ1eYnq5h0SEuLy+wUFBXX88QAaq9Eo9dEbhwp8tIoJ1asAftmVXpGhDhiFuRuwFuqjG0sF0l/9ea/8uD1NXxAPDQowekiAx3BMAFgkI91C0egqpV0sNHagwQPpt9xyS63b0OEbMJetBNIbPZttZM94eWvZfvl2yzEC6TAcczdgLVvsgXTqoxuib5sYaR0bJoczTuvVZZf2sjUgBbwBxwSAeVk1/mzFTHqz4iKEFwbS33zzzYYbCYAGsZkTckPKu6hA+vfbUqW4pFQCA+pURQvwKOZuwDpO5BRU9DXpSUa6YRfEL+sVL68v3SdfbTpKIB1ehWMCwLsajBYUl8gTX2yTC7o2l4u7myOBi8A6vB3RHcCLqSXJu9Ny9H2WiDeeIUlNpUl4kJzKK5LV+2nYBABwz+YjtlVkHeIiJDKERqNGubyPrU66uiCeV0i9aABAwyurR2D9vZUp8vaKA3L7vDViFEq7eA6fnTUQSAe82M7UbCkuLdNB3YSYUKOH4zNUBro9I+CbLceMHg4AwGqryLj4baj+ibHStmm45BWWMI8DAEwbkD6Wle/Gfst05nqjXQBosJ/k/cjmtwYC6YAX21Ke2aZOyNVSZTSeUT1tS8FVnfT6LNMDAPhyIJ1ybEZSx0zXDGit73+09rDRwwEA+CB3ziAD3DjHv/XN1dJz2jdyMrdQGoLzuS7nvvB2BNIBHzgh70F99EZ3buc4iQgO0LVuk1MyjB4OAMACNpGRbhrXDmijv/66J12OZJw2ejgAAK9X9wB0gH/tgfQlO4/rVeqq74enqZ9ORjp8DYF0wBcy0ltxQt7YQoMCKrLS/7eebDYAQM0y8grl0ClbwLYn87bhEpuGy5D2TfXS+k+ZxwEAjV7apcwjgXS7ktKyavuqLdp8VLLzi9zeFxoGyfzWQCAd8FLFJaWy7agtkN6TjHRDXN2vlf765cajUlRSavRwAAAmtvmwbc5u1yxcYsKCjB4OdFa6vbzLIZaqAwAaVFkDlXaxU1nprjz2+Rb5/TvJcve7yVIfVaZHpkt4OQLpgJfam54rBcWlurxIUrMIo4fjk87pFCfNIoLlRG6hLN2dbvRwAAAmtvkIZV3M5vLeCRIS6C97jufKxkO23w8AAA2hPtdr/euQka4S7VxZuPqg/vrLrnqerzpn0hNJrzc+OWsgkA74QH30ukyw8JzAAH+5sk+Cvv/Z+iNGDwcAYIX66JR1MY2o0KCKMm0fJR8yejgAAC/mHIB2J7Bel9Iu1WWkBwX4N/q4jfTSj7vk8w2cm6P+CKQDXl4fnTqrxhrd37Ys/JstxySvsNjo4QAATH4BvDcZ6aZy7UBb09FP1h1mHgcANF6NdDfykwM9UCP9TALpfi5Ky5g5kL72wEl57tud8ocF68SUTPzZ4TcE0gEvPyGnPrqx+ifGStum4ZJXWCLfbU01ejgAABPKPF0kB07k6fvM2+Zybqc4SWwaJtn5xWSwAQAaTH0C0J7JSPfz8AUA8zqSkS9mRlkcayCQDnih0tIy2VqekU6tVWOpq/Sjy5uOfrrusNHDAQCY0Jby+uhtmoRJk4hgo4cDB6o83k1D2+n785cfoOkoAKBBlJadWWmX2uanktLSasuRnokqvUZNPE8WFrv+DIC6IJAOeKGDp/Iku6BYggP9pVOLSKOH4/PGlJd3WbLzuBzJOG30cAAAJrPlsO3iN2VdzOn6QYm66agqm7fuYIbRwwEAQPN3KK1SXcZ5bd8PPtNAuokD584KCKTDAwikA15cH71bfNQZNw/BmevYPFKGtm8q6tjF3hUdAAC7DYdswVlWkZmTWiVwVV/b6rK3lx8wejgAAB/ISHeHY0Z6cUktgfRqvh94pqVdanlsJgXFJWJmFrom4dOIsAFeiPro5vO7oW31VxVILy7hSjgAoGogvV9irNFDQTVuPstW3uXLjUflRE6B0cMBAHiZKrXG61japbia0i0N2WzUasFgMtLhCQTSAS/OSO/Zisw2s7i0V7w0CQ+SY1n5snjHcaOHA5yR2bNnS1JSkoSGhsrQoUNl1apV1W67ZcsWufbaa/X2qmfArFmzqmzz97//XX/P8datW7cGfheAOZzMLZSDJ21lv3q3Yd42q76JsdK3TYwUlpTKwjWsLgOUl19+Wfr06SPR0dH6NmzYMPn666+NHhbgHTXS3cjtDvCrQ0Z6NYH2Mw2kVw2cmzeSXlBk7kC6eT85OCKQDngZVaPM3rSMjHTzCAkMkHED2+j7C1alGD0coN4WLlwoU6dOlenTp0tycrL07dtXRo0aJWlpaS63z8vLkw4dOsjTTz8t8fHx1e63Z8+ecvTo0Yrb0qVLG/BdAObLRu/QPEKiQ4OMHg5qcPOwJP113rL9pl8eDjSGNm3a6Pl97dq1smbNGrnoootk9OjR+iI6gIYPojrE0aWonhnpwWdQ2sXPRcDfzBnphSXmnrutVG/elxFIB7xMWnaBpOcU6mVe3RMIpJvJDUNs5V1+2pEmh2k6CouaOXOmTJ48WSZNmiQ9evSQOXPmSHh4uMydO9fl9oMHD5Z//vOfMmHCBAkJCal2v4GBgTrQbr/FxcU14LsAzGNDefPKfm0o62J2V/dtJQkxoZKaVSAfJx82ejiA4a666iq5/PLLpXPnztKlSxd58sknJTIyUlasWGH00ACfKO3iuE19a6SfcWkX53GLeZk9Ix3WYHggneXhQMPUR+/YPEJCgwKMHg4cdGgeKcM6NNNNRxesJCsd1lNYWKizzkaMGFHxnL+/v368fPnyM9r3rl27pFWrVjp7/cYbb5SUlJr/jRQUFEhWVlalG2BFGw9lVpQOgbkFB/rLHed20PdfWbKn2uw+wBeVlJTI+++/L7m5ubrEiyvM3YD72chldSwHU9ucVN33z7TZqDMzJ1VTIx2WD6SzPBzwvM2HbQekvaiPbkoTh9malb294oDkFhQbPRygTtLT0/WJcsuWLSs9rx4fO3as3vtVF9LfeustWbRoka63um/fPjn33HMlOzu72tc89dRTEhMTU3FLTEys988HjDxptmek96E+uiXcMCRR9zzZfyJPvtp01OjhAIbbtGmTzkJXq85+//vfyyeffKJXrLnC3A1Ur+wMX1NUUnOQuKiBmo2aOG5ehdnLslnps/RlhgbSWR4OeN7m8vroPaiPbkoje8ZLu2bhknm6SD6gWRmgXXbZZXLdddfphmXqgvpXX30lGRkZ8sEHH1T7mkceeUQyMzMrbgcP8u8J1nPo1Gk5kVsoQQGUY7OK8OBAuXV4e33/Pz/toZ4pfF7Xrl1l/fr1snLlSpkyZYrccsstsnXrVpfbMncD1St1CnS7Nb84lnapNSO9cZqNutMk1ShkpMPSgXQzLQ8HvMnG8qZlfai1akqqdv3k8mXhr/+yr9bMAcBM1IXpgIAASU1NrfS8elzTSrG6io2N1bVWd+/eXe026oJ6dHR0pRtg1bIu3eKjKcdmIbcMbyfhwQGy7WiW/LTjuNHDAQwVHBwsnTp1koEDB+qMc7XK/N///rfLbZm7geo5h5/rWtqltvPK6muk/1bapT4Xh63UbNSxRroZL4SbcEgwUyDdTMvDqdUGb5Gala8bYPn7ifRqzYGpWY0b2EbiIoN1w1GWhcNqJ8vqRPmHH36oeK60tFQ/rq4ean3k5OTInj17JCEhwWP7BMxoQ/nF776JlHWxktjwYLlxqK2B+PPf7aiSRQj4MnVcoM6vAdSNY1DcXY6vqH+N9N/CgkUl9RiDhZqNFjpcbGDqhmWbjZpheTi12uAt7HVWO7eI0kuPYU4q6/DW4Un6/pwle015NRyojupt8tprr8m8efNk27Ztehm3aiymyrQpEydO1Eu3HVegqSXf6qbuHz58WN93zDZ/4IEHZMmSJbJ//35ZtmyZjB07Vme+33DDDYa8R6CxrC+ft/uyisxyfn9+R4kMCdS9aT7feMTo4QCGUPP9zz//rOdvVStdPf7pp5/0qnAAdeQckC6ra0Z61Rc4nmdWV/ol2CGQ7hhori8zn9s61kg34zjNNyKYKpBupuXh1GqDty0Rp2GZ+d10FsvCYU3jx4+X5557TqZNmyb9+vXTQXG1Csy+wkyVU1ONvu2OHDki/fv31zf1vHqtun/HHXdUbHPo0CEdNFd1Vq+//npp1qyZrFixQpo3b27IewQag8oM23zYNm/3TSSQbjXNIkPkrvNspdqe+3aHFFJ3FT4oLS1NX0BX8/fFF18sq1evlm+++UYuueQSo4cGWE6VIKo7JdIda6S7CII7fr/ajHS1nL1cnecyP2sFfx1Lu5gyI92EwX1UFWiG5eFjxoyptDz83nvv9fjy8JtvvrnabVSttpqalwJWWyLehxNyyywLf+2XffLsNzvk/C7Nxd/hIAYwMzVPVzdXq0w0R0lJSbVmfLz//vseHR9gBbvTciSvsEQiggOkY/NIo4eDerj93Pby9ooDcvDkaXl35QGZdLatCSngK9544w2jhwB4jXqVdqkl49zxmepqqPs5nILW56KwGTO73Wk2auamqDA3Q0u7sDwc8Bw1gW2yZ7aRkW4Jd1/QSaJCAnVWOsvCAcA3y7H1ah2jG1HDelQZvftHdNH3X/xxt2TnFxk9JACARVWtNV57oNdxC1eBdMfgfHUZ6Y4/t36B9Jofm7e0i6FDgYUZGkhneTjgOSkn8yQjr0jXOOsWT6NRK2gSESx3nW9bFv78tztZFg4APiQ55ZT+2r9tE6OHgjNw/aA20qF5hJzMLZR/f7/L6OEAALwkI92tGukOwfHaSrtUVyPd8enCkt8CzfVl5kxvx8/AjIF0Ew4JLhjejZDl4YBnbCivj949IUqCA72uj7DXuu2c9jJv+QF9IWTBqhS5pbwJKQDANwLpA9pSjs3KAgP85W9X9pBJb66WN5ftl7EDWkvPVqwMBAA0fBC1cumWmjPSi0tLaw18O5Y+qS8zBqg9VUoHUIi2AV5iY/kS8T5tOCG32rLw+y7urO+/+OMuloUDgA/Iyi+SXWk5+v6AdmSkW92FXVvIFX0S9LL5v3yyudrl8wAAVMc5adSdmaRyxnnNQfBiF4F2Xyvt4qjMhL93q3x2vo5AOuAlNpbXR+9NfXTLGT84UTrERUh6TqEu8QIA8G7rUzL0yVLbpuESF0nDe28w/coeuu+Jqn3/3soDRg8HAGAxVQPStUdVa6uB7l6N9Joblta1lIupY8Fl5stIdxyGmcvi4DcE0gEvoCbFzRWNRslIt5qgAH+ZMaaXvj9v+f6KBnQAAO9EWRfv0yI6VB66tKu+/+yiHXI087TRQwIAWMiZxnVdlXZx3Gd1gXTHpz0RW3bnAoAZmGWYJhkG6oBAOuAF9hzPkbzCEgkPDpBOLSKNHg7q4exOcXJN/9Z6Qn/k400um8UAALxDcortgillXbzL74a2k36JsZJdUCx/+mBDpSZwAADUqdloHV/j6vyxco30ajLSaxiDlQLSVg34m2UccB+BdMAL2DOYe7WKkQB/P6OHg3p69IruEhseJFuPZsncX/cZPRwAQANQwdV1FRnpBNK9iToGm3l9XwkLCpBle07Iq7/sNXpIAACLcA6nuhNfrVwj3UVGuriTkV5W70C6n6txizWYJX7NNXfrIZAOeIF15YH0vonUR7eyZpEh8pfLuuv7qlb6jmPZRg8JANAAq8iy84t1sLVbfJTRw4GHdWgeKY9d3VPff+6bHbLxEOXaAAD1aTbqTo10qTEjvcydRc5nWNqlSka1RQLDpqmR7vCBmWRIqAWBdMALJB8gs81bXDeojZzfpbkUFJfKve8ly+nCEqOHBABogProfdrESGAAh+LeOpdf3jteZwfe9/56yc4vMnpIAACTq1cQ2yEI6zojvW4NS+s3hrr/TKM4jswso6zUbNQsg0KNOHoHLC6noFh2ptoyl6m1an1+fn7y/PV9pXlUiOxKy5HHv9hi9JAAAB6UfID66L4wlz81to+0igmVfem5Ophe3ZJ6AACUKrOEB0q7lNZxH57I0jZzMPhMytg0FJMMA3VAIB2wuI0HM/QE2To2TFpGhxo9HHhAXGSIzBrfT/z8RBasOij/W3/Y6CEBADyckc4qMu8WEx4kc24eKCGB/vLj9jR57tsdRg8JAOBlzUYdy6q4Csi608jyTIPLVqrsUun9mWSglUq7GDoSuItAOuAlJ+T92sYaPRR40Nmd4uSeCzrp+w/9d2NFYzoAgHVlni7Sq42U/szbXq9Pm1h5dlwfff/ln/ZwYRwAUK361SeXGoPglUqZVPMDys5wDFYK/5Y61Iw3y0Ixs4wD7iOQDljcupTyJeJktnmd+0d0lgu72uqlT56/Rg6ezDN6SACAM2C/KNquWbhefQTvN7pfa5lyQUd9/8EPN8qyPelGDwkAYIWM9LK6BWFdBcor1T+vZh9lns5It0hg2Cy13N1ZNQBzIZAOWJj6o7vuoC2QTmab91FN6F763QDpkRAt6TmFMumt1ZKZR8MyALCqVftO6q+Dk5oaPRQ0ogdGdpVRPVtKYUmpTJ63RjYesh27AQBwJoFex21cZja7Uf/8TJpdqp4gNY3JbCqXsRFTcGfVAMyFQDpgYQdO5MnJ3EIJDvCXnq2ijR4OGkBESKDMvXWwxEeHyu60HJn45ipdGgAAYD2r99sC6UMIpPuUAH8/+feE/jK8YzPJLSyRW99cred0AADOJBvcMRjs6vWVv1/7z3VnDM7BXudXmDkWXOm9miSSXuZQbgbWQCAd8IL66L1aR0tIYIDRw0EDiY8JlTcnDZYm4UGy4WCGTHxjJcF0ALCY/KIS2XAwU98f0p5Auq8JDQqQVycOkj5tYnQSxI2vr5A9xwmmAwDOoERKLRnWlRpZulEj3Z3Ycm3jNEd42jWTxM4tk8EP1wikA14QSO9PfXSv1z0hWt694yxbMP1Qpg6mqxNxAIA1qAuhqrRH86gQXSMdvicyJFDemjREurSMlNSsAhn/ygrZmZpt9LAAACZQn4B07TXSXd+vyz6qbu+ckW6dIum1NWc1wpmU1oExCKQDFkajUd/So1XlYPq1Ly+TAydyjR4WAKAuZV3aN3VZUxS+oWlEsCyYfJa+QJ6eUyATXl0hW47YVioAAHxXvRp9Vso4d/F9N8q2VN7GnZ/p/Pqav28mju/VLEFrswT04T4C6YBF5RUWy/ZjtiymAe1oNOpLwfQP7homrWPDZF96roz9zzJZe8C2MgEAYF4ryxuNUh8dzSJDZMHkodK7ta3My4RXVsiy3elGDwsAYKCqAWp3ssMd75fVK9u50jZuhMGtHPitaz34Rm82aurLELAjkA5Y1PqDGVJSWqabUCbEhBk9HDSizi2j5JN7hlecgN/w6gp5d+UBunwDgEkVl5RKcvlFz8EE0iEiseHB8s4dQ/UKheyCYrnlzVXy2YYjRg8LAGCQKk0861iv3GWNdDdKmTgGbz1SI93Ep6SVytiIOVDaxXoIpAMWtXpf+Qk5Dct8UouoUHn/zrNkZI+Wuubuo59slqkfbNArFQAA5rLtaLbkFpZIdGigdI2PMno4MImYsCCZf9sQubx3vBSVlMkfF6yT137ea/SwAAAGqE8QtbZmoo7B8+r2X1rqOIbaB+G4iapU55xFbebkrsqlXcwxTnfK78BcCKQDFrVq/wn9dUgS9dF9VURIoLxy80B55LJuEuDvJ5+sOyyjX/pVdqfRuAwAzGTlPtucPSipqf57DdiFBgXIizcMkFuHJ+nHT361TR7/fKtedQgA8B31+bNfW8a54zPuZaS7EUivEjiv/meajRmzvyuVdjHJmFAzAumABRXpJeK2RqND2jczejgwkGpYd9f5HeW9O4ZKi6gQ2ZWWI1e/9Kt8sOagaa6yA4CvszcapawLXFEXV6Zf1UP+cnk3/Xjur/vk7nfXyunCEqOHBgBoJLUFqOvTKNSdmuCVyp2UnXnA38ynoJU/DzEFd8rvwFwIpAMWtOVIlpwuKtFLgju3iDR6ODCBoR2ayZd/PFeGd2wmeYUl8tB/N8q9C9ZJ5ukio4cGAD5NneSu3m8rx6bqYQPVXRi/87yO8sIN/SU4wF++2ZIqE15bIcezC4weGgCgEdQnhlqXZqPVBo7d2abSz6x5IzOHgivXSDfHSM0Y3EfNCKQDFrSqfIm4ymzzZ4k4yjWPCpG3bx8qD47qKoH+fvLlxqNy+b9/kVX7bJmQgKfMnj1bkpKSJDQ0VIYOHSqrVq2qdtstW7bItddeq7dXgaJZs2ad8T4BK1ErhVRj6NAgf90kGqjJ1X1b6SakseFBsuFghoz9DyXbYF5PPfWUDB48WKKioqRFixYyZswY2bFjh9HDAryj2agbgd7aSpVU2md1NdLrWKPbSs1Fayxj41Ab3kjulN+BuRBIByxoVXmj0SHtqY+OqsvD77mwk/x3ynBp1yxcDmeclgmvLpeZ3+2U4hKTHC3A0hYuXChTp06V6dOnS3JysvTt21dGjRolaWlpLrfPy8uTDh06yNNPPy3x8fEe2SdgJb/uTq+4+B0cyKE3aqdWLnxcPo8fOnVarvnPMlm+x5ZEAZjJkiVL5J577pEVK1bId999J0VFRTJy5EjJzc01emiA5TiHUN0rs1LmgRrpjj+z7IwD/mYuL2rKjHSHQZn4o4MDw4/myWoD6v6H1l5rlfroqE6/xFhd6uXaAW30AcMLP+yS619ZLgdP5hk9NFjczJkzZfLkyTJp0iTp0aOHzJkzR8LDw2Xu3Lkut1eZav/85z9lwoQJEhIS4pF9Alby625bAHR4xzijhwIL6dA8UgfTB7SNlaz8Ypk4d6V8nHzI6GEBlSxatEhuvfVW6dmzp74I/tZbb0lKSoqsXbvW6KEBluMYUK0P1xnp4kaN9LqVFrF0RrrDYM04bjNfhIBJAulktQH1WyKu6l6HBQVIz1bRRg8HJhYZEijPX99X11uNCgmU5JQMXerlf+sPGz00WFRhYaE+OR4xYkTFc/7+/vrx8uXLTbNPwCzUSqCVe22B9LM7cfEbddMsMkTem3yWXNE7QYpKymTqBxvk39/v4kQbppWZmam/Nm3quh9EQUGBZGVlVboBqCYjXc48I92dIHlt5WFq2qerIrNmnqLq2li1MbhVxx6mYmggnaw2oP710Qe2ayJBAYYvKoFF6q1+dd+5+v+Z7IJiue/99TJ14XrJzqcRKeomPT1dSkpKpGXLlpWeV4+PHTvWqPvkZBxWsOlwpv67Gx0aKD1bUR8ddRcaFCAv3tBffn9+R/34X9/vlAc+3CiFxZRrg7mUlpbK/fffL2effbb06tWr2prqMTExFbfExMRGHydgVs5BVPfKrFT/eufvV7fPsrrWSHe6X/UCgHmjwXV9r42hrjXqYTzDonBktQH1s2r/qYpaq4C7EpuGy8I7z5L7R3QW1Z/243WH5YoXlsr6gxlGDw2oF07GYQXLyutan9Whme5hAdSHaiz/8GXd5B9je+v/jz5KPiS3zF2lVygCZqFqpW/evFnef//9ard55JFHdNa6/Xbw4MFGHSNgZvVZbeQYtHb1eufArMtgex3HUCnwW1pWtWa6iWPBlWukm0PlOvYGDgTmD6ST1QbUnZqk7BnpqhEVUBeBAf5y/4gu8sFdw6R1bJiknMyTcS8vk3nL9rNMHG6Ji4uTgIAASU1NrfS8elxdybWG2icn47BSo9GzO1EfHWfud0Pbyhu3DJKI4ABZvveEnsNTs/KNHhYg9957r3zxxReyePFiadOmTbXbqVXl0dHRlW4AXHOvtIvj/boFwV0951Yg1ykYXZ+SNEZwPt81S/Z35brt5hgTakZdCLLaYCH70nMlNatAggP8pX/bWKOHA4salNRUl3q5sk+CFJeWyfTPtsgjH29imThqFRwcLAMHDpQffvih0lJu9XjYsGGNuk9OxmF2+UUlsuaAbRUZ9dHhKRd0bSEf/n64xEeH6r45qpH4oVM0EocxVNBHBdE/+eQT+fHHH6V9+/ZGDwmwLOfArjsx1dpKu7izT3caklbeZ93GaBZmbZJa14sh8OFAOlltQP0z21Sta1UzE6ivmLAgXXP1L5d306Ve3l99UH732go5lVto9NBgcqqh92uvvSbz5s2Tbdu2yZQpUyQ3N1f3JlEmTpyo51XHsmvr16/XN3X/8OHD+v7u3bvd3idgRWsPnNIXKFtEhUjH5pFGDwdepEeraPnw98MksWmYHDiRJ9fPWa6TLQAjyrm888478t5770lUVJReBa5up0+fNnpogOXUJ4ZaW81v56dcZ6TXbQyO+1A/36wB6tovKphloHVcEQDfDaST1QbU3a+7bWVdyGyDJ/j5+cmd53WUubcOlqjQQJ05ee2cZXLwJJltqN748ePlueeek2nTpkm/fv10UHzRokUVZdVSUlLk6NGjFdsfOXJE+vfvr2/qefVadf+OO+5we5+AFS3b81tZF/X3FvB075MP7xouHZpHyJHMfJ2ZvjM12+hhwce8/PLLOhHtggsukISEhIrbwoULjR4aYDlVg6h1azZaVu+M9Po3G7WN2elnmLS4S5VmrmIOlX+HZhkVahIoBlIZaLfccosMGjRIhgwZIrNmzaqS1da6dWtdekVRmWxbt26tuG/PaouMjJROnTq5tU/AqkpKyyqdlAOeXCb+8ZThunHZ3uO5cs3Ly+TNWwdLr9YxRg8NJqWWcaubKz/99FOlx0lJSW4dFNa0T8DKF7+Hd+TiNxpGfEyoLLxzmNz8xkrZfixbxr+yXN6bfJZ0TyApCI2DoA/gOc4B6Lpmh7vMSK9he1c/x62f6RCRVmO2aka64/swklVL5fgyQ2ukk9UGuG/LkUzJyi+WqJBA6U2AEx7WuWWUfHz32dItPkqOZxfIDa+ukOQUW21fAEDdZOYVycZDGfo+F7/RkJpHhcj7d54lfdrEyKm8Ih1U33s8x+hhAQAao7SLw31XcWF3Gmw6BvDrWqPbyoFfswz9TD5/+GizUZV9duDAASkoKJCVK1fK0KFDK2W1vfXWW1Wy2pxvztlvNe0TsKql5fXRz+rYTAIDDP+nCy/NbPvg98NkSFJTyS4olptfXymr9p00elgAYDk/7zquT2i7tIyUVrFhRg8HXi42PFjevn2o9EiIlvScQrnp9ZU0IAUAi3EOersTUnWuV151n87bu9rHmfzMqq8x60qVKhnpJhlnbQ1jYT5E4wCLNRo9h8w2NKDo0CB567bBuhRBbmGJLveyfI+tPAEAwD2Ld6Tprxd2bWH0UOBDTcTn3z5EOpbXTFfB9LSsfKOHBQBwU71KpNRaI7367etdI71S4L1qaRezcuezMEJt5XlgPgTSAQvILyqR1fttZTZoNIqGFh4cqBuQnteluZwuKpHb562WdZR5AQC3qJqbS3Ycr+hBATSWuMgQeeeOodKmSZjsP5EnN7+xSk7lFho9LACAG0rPuLRLWf1Ku9S1RnqlwK+LTHqTxoKrZqSLKdT184fxCKQDFrD2wCkpLC6VltEh0rF5pNHDgQ8IDQqQV28eqC/c5BWWyK1vrpbtx7KMHhYAmN6mw5lyIrdQIkMCZVBSE6OHAx+TEBMm791xlrSICpEdqdly27zVOiEDAGCxZqNupEzXls3sHCyurSGpOw04HbfQ5ZZr+L6pM/5NOFIzjglVEUgHLFTW5eyOceLn52f0cOBTwfRBMqBtrGSeLpKbXl8lB07kGj0sALBEWZdzO8dJED1NYIC2zcLl3TuG6nIv61IyZOoH690KjgAAjOP8Z9qd7OTa6ms7B2Zd10ivnGFe+890qJFey5jMpGp2vphCXT9/GI+je8BCjUaHUx8djSwiJFDevHWIdNcNzApk0purWSYOADVYXF7WhfroMFLnllHyys0DJSjAT77adEye+Wa70UMCANSkHiVSams26hzprq0hqXtZ8JVfa4VMb3ez843gOIwSIumWQCAdMLm07HzZeChT3z+vC4F0NL6Y8CCZd9tgaR0bJnvTc+XOt9ewTBwAXDiRUyAbD2Xo++d3bW70cODjzurQTJ4d10fff2XJXnlnxQGjhwQAaLAa6bXv0zMZ6c6PrVkj3SzxfudxubwgAlMhkA6Y3E/lmW192sRIi6hQo4cDH6X+33tz0mCJCg3UjW8f+HADy8QBwMnPu47rE8geCdHSMpo5G8Yb27+NTL2ki74/7X+bK0oPAQCsXyPdMejquv557fus3OyybnXZbY+df6Y5lZk1I93pMVnp5kcgHTC5H7fZTnhYIg6jdVHLxG+yLRP/YuNRmb14t9FDAgBTWby9vKxLN7LRYR5/uKiTjBvYRgc77n03WXanZRs9JABArZnedXtNfTPSawvGWyUgXRuzZs47j6PELANDtQikAyZWWFxaUR/9om4E0mE8Vaf/iTG99P2Z3++UH7enGj0kADDNnP1TebYvF79hJqpR/T/G9pah7ZtKbmGJTJ6/VjcRBwCYR30SkWurkV6lwaaLH1JbeZiafqarx6aJUFumRrrz78iwocBNBNIBE1u9/6TkFBRLXGSI9G4dY/RwAG384LZy01lt9THSfQvWy97jOUYPCQAMt3zvCcnKt83Z/ds2MXo4QCXBgf4y+8YB0iomVPal58r/LVxPiTYAMJH6NOmsXJal5u+7s019YssmLT1eey1yEXOWdjFJgB/VI5AOmNiP222ZbRd0bS7+/n5GDweoMO3KnjI4qYlkFxTLnW+vlex8MtsA+LZFm4/pr6N6tpQA5myYkLrI88rNgyQk0F8fY/7r+51GDwkAcCalXRzuu1Mj3dU2tWW117S9q5reZo0DOw/LLE09rVoqx5cRSAdMbHF5IJ2yLjBrZlt8dKjsTsuRqR/QfBSA71Inkd9ttQXSL+0Vb/RwgGr1bhMjT13TW99/8cfdsmjzUaOHBABwVeLDrXrlNdc3dy4T4jrYXrefWVuJlPpk1jcG53NVs8Srq5TK4Zza9AikAya1Pz1X9qbnSqC/n5zTOc7o4QBVtIgKlTk3D5TgAH/5bmuqzPl5j9FDAgBDrNl/UtJzCiUmLEjO6tDM6OEANbpmQBu57ez2+v6fPthA81EAMAHn+Kk7JT5qazZaJQu71mB8fQL+1Y/JTKpmfos5m42aZWCoFoF0wORlXQYnNZXo0CCjhwO41C8xVh4f3VPff/7bnbquPwD4mq/Ly7qM6N5SggI4vIb5/eXybjKsQzPdfPTud5Mlr7DY6CEBgE+rEuh1I6BaW1mWKtniLhuSVj8G1z/T+fXWCPyaNXPeeRzUSDc/jvQBk1q0xXZSfnF3yrrA3MYPTpQx/Vrpq+d/XLBOTuUWGj0kAGg06kT3m/I5+zLKusAiAgP85YUb+kuLqBDZmZojf/10s2WCIQDgjaoEVN0IpFcuy1K/LGzHALN79blrDvyadSZxHpdZEr+rXkAxaiRwF4F0wITSsvIrMnsv651g9HCAGvn5+ckTY3tLh7gIOZqZL3/6kHrpAHzHxsOZ+m9feHAApdhgKc2jQuTFG/qL6o37cfJh+WDNQaOHBAA+q0qJjzrWK3dZ/9yNuuuOz7jXbLTmx2a9JutOdr5Vfu8wFoF0wKTZ6Orvpyqb0To2zOjhALWKDAnUzUdDAv11WaLXftlr9JAAoFF8Xd6s8cJuLSQ0KMDo4QB1MrRDM3lgVFd9f9r/tsjWI1lGDwkAfJJzYNetjPRa6ptXycJ2ke3smADlXo306sdg+5nmDARXGadJhun8eZGQZn4E0gET+mqT7aT8CrLRYSHdE6Jl+lW2eunPfrND1h44ZfSQAKBBqZOdLzbY5mzKusCqfn9eR7mwa3MpKC6Ve95Lluz8IqOHBAA+p0qzUbcC6VKnGum1ZaS7U9ql1n2aNA5cdZhllv29w1gE0gGTOZ5dIKv22cu6cFIOa7lhSKJc1fe3eumZpzkZB+C9Vu0/KYczTktUSKBuNApYkb+/n8y8vp+0igmVfem58vBHm0yz5B0AfEWVzGQ3/g47vsbV5u78Ka8UjK998yqBXucsd7POHqUmrUXuTvkdmAuBdMCEZV3UH/m+ibHSpkm40cMB6lwv/R9je0m7ZuE6uPSXjzkZB+C9Pkk+rL9e3juBsi6wtCYRwfLSjQMk0N9Pvtx0VOYvP2D0kADAp1TNTHbjNaXuZ5tXu43Dc+6ctzkH0qs0GzXpuV+VGuliDu78jmAuBNIBk/lqo72sC9nosKao0CB5YUL/ipPx91fTvAyA98kvKqkoxTZ2QGujhwOcsQFtm8gjl3fX95/4cqtsOJhh9JAAwGeU1ae0i9RSI71KtnMtDUvdCN47j8usgfP6lLkxR218w4YCNxFIB0wkPadAVu47oe9f1ov66LAutaLiwfLmZY99vkV2pWYbPSQA8KjvtqZKdkGxbgo+JKmp0cMBPOK2s5NkVM+WUlRSJvcuSKZEGwA0mnqUdqmlRrrzU66z1svq9DOLqwTSa/6ZZlFlXGXWvYACYxFIB0zky41H9RXhPm1iJLEpZV1gbZPP7SDndWku+UWl8ocF63T2JgB4i0/W2cq6jO3fWteYBrylRNuz4/pKmyZhcvDkafnzfzdaJtsQAKzMORu8rs1GXQXBq5QzcbmN6/v1Lu0i5uTORQVT1G43ybhQPQLpgIn8d+2hipNywOpUYOn56/pKXGSwbD+WLU9+uc3oIcGDZs+eLUlJSRIaGipDhw6VVatW1bj9hx9+KN26ddPb9+7dW7766qtK37/11lt1AMfxdumllzbwuwDq3xh8yc7j+j5lXeBtYsKCZPbvBkhQgJ/u3fPWsv1GDwkm9fPPP8tVV10lrVq10vP2p59+avSQAK9pNuqZ0i6VH7vcZaVmo3Wvke68T7PGgU1bI71KaRezjAymDqRzMg6IbD+WJZsOZ+qTltH9OCmHd2geFSIzr++n77+94oB8s+WY0UOCByxcuFCmTp0q06dPl+TkZOnbt6+MGjVK0tLSXG6/bNkyueGGG+T222+XdevWyZgxY/Rt8+bNlbZTc/XRo0crbgsWLGikdwTUzecbjugTnb5tYqRj80ijhwM0SIm2R8vrpf/jq23US4dLubm5+hhAnc8D8HSz0doDqqV1zEgvLa15G3eC4CW17NOdYLwRTFsjvZbPF+ZjeCCdk3HA5sM1tmz0Ed1bStOIYKOHA3iMKu9y13kd9P2H/rtRjmScNnpIOEMzZ86UyZMny6RJk6RHjx4yZ84cCQ8Pl7lz57rc/t///reelx988EHp3r27zJgxQwYMGCAvvfRSpe1CQkIkPj6+4takSZNGekdA3TKH3luVou9fO7CN0cMBGswtw5Pk0p7xul76Pe9RLx1VXXbZZfLEE0/I2LFjjR4KYHlVamW7VSO95iC4O2XBy+oYXC5xqkFTtXyMmFKVz6LMnBnplFMzP8MD6ZyMAyJFJaXyaXmt1XGclMML/WlkV525qU7C739/vRTTjtyyCgsLZe3atTJixIiK5/z9/fXj5cuXu3yNet5xe0VdNHfe/qeffpIWLVpI165dZcqUKXLihK35MmAmy/eckN1pORIRHEApNng1tar3mXF9JLFpmBw6dVoe+u8GTvABoIGUuZE9XteM9Cr7rCVr3Z2qIsUlNZd2MSuzBqyrNhs1aiSwRCCdk3HA5sftaXIit1CXwTi/S3OjhwN4XHCgv7xwQ3+JDAmUVftPykuLdxs9JNRTenq6lJSUSMuWLSs9rx4fO+a6dI96vrbt1UXy+fPnyw8//CDPPPOMLFmyRGe6qZ/lSkFBgWRlZVW6AY1h/vIDFbXRo0KDjB4O0Cj10oMD/OWbLany5q/US0f9MXcDni3x4biFy4x0N+qXOz7nTnDZnQamZlSllruY9PdulSsTPszQQDon40Dlsi7X9G8tgQGGLxQBGkS7ZhHy5Nhe+v4LP+ySlXu5wInfTJgwQa6++mrd+0SVbPviiy9k9erV+sK4K0899ZTExMRU3BITExt9zPA9RzNPy3fbUvX9icOSjB4O0Cj6tImVR6+w1Ut/6uttsp566agn5m7Asxnpjq9xnW1etyC4OzHxYqedOj82a2Dd+fN05/P15drtqJ5XRuw4GYeVpGXly087bD0BKOsCb6ca6ar/z9Vxy/0L18up3EKjh4Q6iouLk4CAAElNtQUT7dRjVUrNFfV8XbZXOnTooH/W7t2uVy888sgjkpmZWXE7ePBgvd4PUBcLVqboTKGh7ZtKl5ZRRg8HaDQTh7WTy3rZ6qXfq+ql51EvHXXH3A14ttlo5WxyF993yneukpVdS6Dd5TidduI8TrOGgd2pF2+O0i5mGRlMGUjnZBwQeWfFAX0Vd1C7JtKZk3L4gMeu7ikd4iLkaGa+/PmjjabNWoBrwcHBMnDgQL3qy660tFQ/HjZsmMvXqOcdt1e+++67ardXDh06pMuyJSQkuPy+6oUSHR1d6QY0pMLiUnlvle0YkWx0+Gq99LZNw3W99Aepl456YO4Gquf8F9U509v1a84sI70+2dDO41L93iqNyaRTQ9X3KpYt6QMfDqRzMg5fl19UIu+sTNH3bzunvdHDARpFREigrpeu6q1+uzVVX0yCtUydOlVee+01mTdvnmzbtk33IsnNzdWNw5WJEyfqi9R29913nyxatEief/552b59u/z973+XNWvWyL333qu/n5OTo5uIr1ixQvbv36/n+dGjR0unTp10HxTADL7efFTScwqkZXSIjOxZucwg4AuiQ3+rl67m7zeW7jN6SDCYmr/Xr1+vb8q+ffv0/ZQU2/kNAPfVJ6hdWlrL9lWKpNf40K3gckltgXTT5HrXVi++zLIlfeDjpV04GYcv+2z9ETmZWyitY8NkZA9OyuE7erWOkYcv66bvz/hym2w7Sm8KKxk/frw899xzMm3aNOnXr58+aVZzs72HiTqBPnr0aMX2w4cPl/fee09effVV6du3r/z3v/+VTz/9VHr1stXMV6vTNm7cqMuydenSRW6//XZ9of2XX37RF7sBo6mTmv8s3qPv3zS0nQTRzwQ+qnebGPnrlfZ66dtl2Z50o4cEA6nz8P79++ub/dxe3VfHBwDqqEqJj7q9xFX8ta4Z6WX1CqTXfR9GqM97bQxVy+sYNRK4K1BMcDJ+/PhxPdmqhqHqhNz5ZNzf37/Kyfhf//pX+ctf/iKdO3d2eTKuAvMZGRnSqlUrGTlypMyYMYOTcZiKuvI491dbJs8tw9vRZBQ+Z9LZSbJ0d7r8uD1N/rBgnXx+7zkSFhxg9LDgJnUB234R25mrniTXXXedvrkSFhYm33zzjcfHCHjK99tSZUdqtkSFBMrE4ZR1gW+7+ax2sj4lQz5ed1j+8N46+ewP5+ikEPieCy64wDRZnYAvZqQ7/vtz9W+xSrZzLTXSyzxQ2sWs6lMPvjE4Z/BTI938DA+kK5yMwxct33NCth/LlvDgABk/qK3RwwEMqbf6z3F95LJ//yK703Lk8S+2yFPX9DF6WABQ5aTypcW2PjsTh7eTmLAgo4cEGD5//+Oa3vri0pYjWTLlnbXywV3DJDSIi+EA0JhNJx1f42rzsjpmZbsTXK69tIs5VXnvYg6O5XnMFOBH9UiBBQxirys5bmAbiQnnpBy+qVlkiMya0E/8/EQWrDooX278rRwIAJjBz7vSZeOhTAkLCpDbzqafCaCooPmcmwZKk/Ag/e/jr59uJjMZADyQmezv534g3THo6k6zUee/087Z0PWpkV5skdIu5s1Ir4yMdPMjkA4YYNOhTPlhe5oOHt7KEnH4uOEd4+SeCzrp+w9/vFEOnswzekgAUHHC+eIPu/T9G4e21Rf/ANgkNg2XF28YoIM+/117SN6meTgA1Js9fmov+epWaRfH15fWvbRLbTXU61Mj3Ty53taokV6fkj4wFoF0wAAzv9uhv47p11o6NI80ejiA4e4b0VkGtI2V7PximTx/jeQWFBs9JACQZXtOyJoDpyQ40F8mn9fB6OEApnNO57iK5uGPfb5Vft553OghAYAl2eOnQeUp6c61yF1xDLq62rpqDXTnx3UP2paU1VLaxaRxYE+894bgPA4y0s2PQDrQyNYeOCWLdxyXAH8/ue/izkYPBzCFoAB/mX3jAImLDNG9Ax74cIPLrAoAaCzqROaJL7fp+78b0lZaRocaPSTAlCaf20Gu6d9a/5u5+91k2X4sy+ghAYDl2AOqKk6guHUu5LCJq7hw1dIttWWoe6BGuklP4cyake6c0U8g3fwIpAON7F/f7dRfrx3QWpLiIoweDmAaCTFh8srNAyQ4wF++3nxMXvzR1twPAIzw4ZqDsu1olkSHBnLhG6il+ehT1/aWoe2bSk5Bsdz25mpJzco3elgAYCllDglGbjcbdbjvTo30KtuU1dz40hXnmuhVS7uYU21lbYxilQsR+A2BdKARrdh7QpbuTpegAD/5w0WclAPOBrZrKk+M6aXv/+v7nbJo8zGjhwTAB6lg4HPf2i58//HiztIkItjoIQGmFhIYIK/cPFA6NI+QI5n5cvu81ZRpA4A6KHXKSHcuoVLTa5zvu1vapT71uZ23KXaKvjtnwZtHzY1WjVJYXPnzc+f3DmMRSAcaibqi/NRXtiXi4wcn6gZNAKq6fnBiRRPeqR+sZ4k4gEb3n8W7JT2nQNrHRcjEYTQFB9wRGx4sb946WJpGBMvmw1nyxwXrpNgp0w4AUEuNdHuzUXcy0h02cbV5bYHyKm1C3YjhOgfOrZJRbZWMdEq7mB+BdKCRLFiVIhsOZUpUSKDObgNQvUev6C7DOzaTvMISmfTmajmScdroIQHwEfvSc+X1pfv0/b9c3l03GgXgnnbNIuS1iYP0v5sftqfJnz/aRM8TAHCD/S9lfTPS3WmeWVupF3eytJ2vjxYV1xycN4uqZW3MMdLCkrqvCoCxODMAGoHKant20XZ9/4FRXaVFFA3LgJqoTIz/3DhAOjaPkKOZ+XLrm6skM6/I6GEB8HIqC+hPH6zXy2zP7RwnI7q3MHpIgOUMbNdEXryhvw4GfZR8SB77fItbAR4A8GX2v5OBAeWBdDcW9NSake70pPPf4qqlXmr/mSXOGenOpV1M+uferBnpVUq7mGVgqBaBdKARPPXVdsnKL5aeraLlprPaGT0cwBLUEvF5tw2RltEhsjM1Rya/vUbyi0qMHhYAL/bG0r2SnJIhkSGB8vS1fXQTRQB1N6pnvDx3XR99f97yA/LPb3YQTAcAd0q7+NubjdYeSS+rrUZ6NT/D1eur24ezYqdAr3PzUbPUHndW5SKCScZJaRfrIZAONLDle07obBx1Lq6aKNqXagGoXZsm4fLWpCG6JNKqfSdlyjtrpaCYYDoAz9uVml3RYPRvV3aX1rFhRg8JsLSx/dvIjPIG4v/5aY88SzAdANxvNupORrrjfQ/USHcnhuuc5e4cCDZJfLqK+mTfNwbnz4/SLuZHIB1oQKdyC+X/Fq7X928Y0lb6t21i9JAAy+meEC2v3TJIQoP8ZfGO43LPu+uqLIEDgDOhLtD96cMN+m/LBV2by/WDEo0eEuAVbj6rnfztyh76/ss/7ZEZX2wjmA4ANTYb9XM7oFolMF7H0i31qRvunJGeW1gsVlD1sxKTZqQbNhS4iUA60EDUJPbgfzfKsax86RAXIY9e3t3oIQGWdVaHZvL6xMG6edn321LljwsIpgPw3Hw9/X9bZOOhTIkODZSnr6GkC+BJt5/TviIzfe6v++TRTzezdB0AnNhLjfyWkV7738naAuW1lW6pX430yhvl5FcOpJv1r3ttn41RCpzOaclINz8C6UADmb/8gA74BQf4yws39JeIkECjhwRY2jmd4+TVmwfqf1OLthyTO+avkTyLZEAAMK93VhyQ91cfFHXequbr+BgaggMNkZn+rO47IPLeyhS5623mcABwFegNDCivke5GQLVqaZaaS7fUFlh3J4hrD6TbA/45BU6B9DKr1Eg3hyKnGvPOpXNgPgTSgQaw9sBJefKrbfr+I5d3k16tY4weEuAVLujaQl6dOFDCggLk553H5XevrdQllACgPlbuPSGPfb5V33/o0m76bwyAhnH94ET5z+8GSIheXZYmE15dIWnZ+UYPCwDMwR5ILw9QuxNQrWvGeW3NR+uSkR4a6O8yEGzWMHCV92qSgHWRU0a6OxdQYCwC6YCH7U7LkdvnrdFlJ0b2aCm3Dk8yekiAV1GBrnfuGCoxYUGy/mCGXDtnmew9nmP0sABYzJYjmXLn22t1rc+r+7aSu87rYPSQAK93We8EeW/yWdI0IliXUxr90q+SnHLK6GEBgOHsQfCKjPR6lHapGhivOdu56uvdyEgv3yYkKKDS87/VdhdTqi1b3yiF5UXRVT8wMwX4UT0C6YAHpWXlyy1zV0lGXpH0TYyVWRP6UWcVaAAD2zWRD38/TBJiQmXv8VwZM/tXWbLzuNHDAmAR245myU2vr5TM00XSv22sPKNLTjBfA401h388Zbh0aB4hRzPzZfwry2X+8v2mLQcAAI3B/hcwqA410p2zl2sLFlepE+60hTt/hu3jUquLHMWGB+uv+UUlYka1Nlo1uNmoWnGtkJFufgTSAQ9RS1Mnzl0lhzNOS/u4CJl7yyAJD6YuOtBQurSMkv/dc7YMaBsrWfnFMunNVTJ78W4amAGo0fZjWXLj6yvlVPlF73m3DZGw4MpZVQAaVlJchJ7DL+sVr8sCTPvfFrnnvWQ5Sbk2AOLrGel+bgdU8woqB62dT4Ocz4uq1kR3PYaaFJe4DqQ3i7AF0nOdaqabRX0uGjQGVclACbUH0itXeoEJEUgHPGB/eq6Me3m5bD+WLc2jQmTepCHSLDLE6GEBXq9FdKgsuPMsuX5QG30g+M9vdsjvXlshRzJOGz00ACa0eEeaXPfych2s69MmRubfNkSiQ4OMHhbgk6JCg+Q/Nw6Qv17RXTet+2rTMRn5r5/l+62pRg8NABqdPbAb6O9eaRcVgLWXBakuEF61EWjlfRTX8npX7AF+e+DXTpXsUnILrZGRXmayjHT7hQmzZMqjegTSgTO06VCmjJuzTFJO5knbpuHy398Pk7bNwo0eFuAzQgIDdFmGZ8f1kfDgAFm576RcOutn+WD1QWrMAag4WXr9l71y+1urJbugWAYnNZG3b7P1WgBgHFVS6Y5zO8ind58tnVtESnpOgdwxf43c+14yF8UB+BT7WYu6sOhOQNVV5neZUzZzTn7lbZz3qVb1eqq0iz2RMM+sGelOby6/qNRkNdJtFyY4fzU/AunAGfwhfvPXfXLty8skPadQeiREy0dThku7ZhFGDw3wOepE/PpBifLVH8/VpRrUQeFDH22U619RK0WyjB4eAAOpwJwqGfHEl9t0NtL4QYny7h1nSUw4QXTALHq3iZHP/3CO3HleB1ExpC82HpWLn18iL/24S06bNLsRABoi0FtR2qWWgKo929ze5NNV+ZLs/KJKj513WfX7ZXUIpAdYqrSLc4A6y+m9G6WouHKGPzXSzY9AOlDPeui3z1sjj32+VV9BHNG9hSy86yxd1gWAsTVX1aqQRy/vrrPT1xw4JVe8sFQe+u8GOXQqz+jhAWjkE9LPNhyRS2Yu0SUjVIbXtCt7yNPX9pZgpywqAMZTQYS/XN5dB9TVqpHTRSXy3Lc75dxnF+sVJWZtYAcAni3tUp6RXkvCtD2QrspkVRcor9gmJNBloN2ekW4/LnInhFsRSA+qpka6SS9+Or831XDeTKVdQss/TzLSzY9OiEAdFBSXyNyl+3VDQzUpqQlHBewmDmunM2IBGC8owF8mn9dBruiTII9/vlUWbTkmH6w5JJ+sO6yz1m8/p710aB5p9DABNKA1+0/qngmq1JPSPSFa/jmuj/RqHWP00ADUomerGPngrmH6Qpj6d3zo1Gm9omTOkr1y01lt5XdD2uoeKQDgnc1Gy2uku1naJSo0sKJRs3NGeXZ5oDw6LEiXtiurJiNdlbo7nl3gXrPR0mpqpEf+lpGukhnMFh+xx6ejQwP1BQSzZKQXODcbJSPd9AikA25QS0o/Sj4kr/68V9dCV/q2iZGnrukjPVpFGz08AC60ig2TOTcPlOSUU/LcNztk2Z4T8u7KFH27oGtzuWloOzm/a3MdeAdgfeqkTf07V5mri3cc18+pC973XNBJplzQkSx0wEJUAGZ0v9ZyWa8E+Tj5kLz44245nHFaZn2/S176cbeM6hUv1/RvLed2bs6/bQBewR4/DSrPSLcHrKujAuNKRHCgLomlNq8pkK7+hjqXi8k6XVyRTa4C6QVu1A0vra5GenlGuhq3WrXvXPrFaJl5tosNbZqEy9ajWabLSA+zB9LNUbodNSCQDtRgx7Fs+XT9YXl/VYqcyrP9oW0RFSJ/vrSbjO3fWvzLJzkA5jWgbRN5b/JZsnzPCXlj6V75YXua/LTjuL41CQ+SK/u0klE942VI+6acjAMWpMo2fb3pmCxYlSJ703P1c6qMy/WD2sgfLuqsL6oBsCY1L08Y0lauGdBGrzCbt2y/rD1wSr7ceFTf1Dyu5vALu7WQszvFSWR5+QIAsHpGem0lPuwZ6ervngpaq3JYeQUlIlFVS7u0aRIm245myYmcApcZ6R1bRMr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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"recent_co2.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "b6sNlyivUNXw"
},
"source": [
"This standard line chart above can be considered as a chart with linear interpolation between data points.\n",
"\n",
"The data contains measurements at the resolution of about a month. Let's up-sample the data. This process create new rows that fill the gap between data points. We can use `interpolate()` function to fill the gaps."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 237
},
"executionInfo": {
"elapsed": 202,
"status": "ok",
"timestamp": 1689093467713,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "xajPPgv8UNXw",
"outputId": "9210cfcb-0dc4-440e-dbf6-47b18558801f"
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
CO2
\n",
"
\n",
"
\n",
"
Date
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
2017-05-01
\n",
"
409.910000
\n",
"
\n",
"
\n",
"
2017-05-02
\n",
"
409.884516
\n",
"
\n",
"
\n",
"
2017-05-03
\n",
"
409.859032
\n",
"
\n",
"
\n",
"
2017-05-04
\n",
"
409.833548
\n",
"
\n",
"
\n",
"
2017-05-05
\n",
"
409.808065
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CO2\n",
"Date \n",
"2017-05-01 409.910000\n",
"2017-05-02 409.884516\n",
"2017-05-03 409.859032\n",
"2017-05-04 409.833548\n",
"2017-05-05 409.808065"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"upsampled = recent_co2.resample('D')\n",
"upsampled.interpolate().head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2TxwYqZNUNXw"
},
"source": [
"If we do `linear` interpolation, we get more or less the same plot, but just with more points."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 484
},
"executionInfo": {
"elapsed": 572,
"status": "ok",
"timestamp": 1689093470160,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "HxVRMnAzUNXw",
"outputId": "859458e9-0ee4-4392-b2b0-ebbd555b9690"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = recent_co2.resample('D').interpolate(method='spline', order=5).plot(style='+-', lw=1)\n",
"recent_co2.plot(ax=ax, style='o', ms=5)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Klkvbu6BUNXx"
},
"source": [
"## Moving average\n",
"\n",
"Pandas has a nice method called `rolling()`: https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.rolling.html\n",
"\n",
"It lets you do operations on the `rolling` windows. For instance, if you want to calculate the moving average, you can simply"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"executionInfo": {
"elapsed": 744,
"status": "ok",
"timestamp": 1689093478723,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "rJcVoENoUNXx",
"outputId": "1109ab1c-d28a-4e9f-c50a-efbc11dfcd88"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = co2[-100:].plot(lw=0.5)\n",
"co2[-100:].rolling(12).mean().plot(ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kp8SYUYWUNXx"
},
"source": [
"By default, it consider every data point inside each window equally (`win_type=None`) but there are many window types supported by `scipy`. Also by default, the mean value is put at the right end of the window (trailing average). \n",
"\n",
"**Q: can you create a plot with `triang` window type and centered average?**"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"executionInfo": {
"elapsed": 630,
"status": "ok",
"timestamp": 1689093480639,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "vwO805IwUNXx",
"outputId": "a1b55572-889a-4486-b1a6-819f3420a5bb"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# YOUR SOLUTION HERE"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IyRbJcTkUNXy"
},
"source": [
"# Examining relationsips\n",
"\n",
"Remember [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet)? Actually, the dataset is not only included in `vega_datasets` but also in `seaborn`.\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"executionInfo": {
"elapsed": 1177,
"status": "ok",
"timestamp": 1689093484747,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "MHw9rfdeUNXy",
"outputId": "eca2c6db-8b75-4cc7-a1b1-4c46faa3fce9"
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
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" \n",
"
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"
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"
dataset
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x
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y
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" \n",
" \n",
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0
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I
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10.0
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8.04
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1
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I
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8.0
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6.95
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2
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I
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13.0
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7.58
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3
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I
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9.0
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8.81
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4
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I
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11.0
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8.33
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" \n",
"
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],
"text/plain": [
" dataset x y\n",
"0 I 10.0 8.04\n",
"1 I 8.0 6.95\n",
"2 I 13.0 7.58\n",
"3 I 9.0 8.81\n",
"4 I 11.0 8.33"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = sns.load_dataset(\"anscombe\")\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "r6BV9MZtUNXy"
},
"source": [
"All four datasets are in this single data frame and the 'dataset' indicator is one of the columns. This is a form often called [tidy data](http://vita.had.co.nz/papers/tidy-data.pdf), which is easy to manipulate and plot. In tidy data, each row is an observation and columns are the properties of the observation. Seaborn makes use of the tidy form. Using seaborn's `lmplot`, you can very quickly examine relationships between variables, separated by some facets of the dataset.\n",
"\n",
"**Q: Can you produce the plot below using `lmplot()`?**"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 824
},
"executionInfo": {
"elapsed": 2484,
"status": "ok",
"timestamp": 1689093488303,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "tZPh7ppTUNXy",
"outputId": "2f7fdb59-f6e9-43f4-e711-501006c0cc93"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plotting parameters you can use\n",
"palette = \"muted\"\n",
"scatter_kws={\"s\": 50, \"alpha\": 1}\n",
"ci=None\n",
"height=4\n",
"\n",
"# Implement\n",
"\n",
"# YOUR SOLUTION HERE"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "axUeCfNgUNXy"
},
"source": [
"**Q: So let's look at the relationship between `IMDB_Rating` and `Rotten_Tomatoes_Rating` in the `movies` dataset, separated with respect to `MPAA_Rating`. Put 4 plots in a row.**"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 996
},
"executionInfo": {
"elapsed": 4253,
"status": "ok",
"timestamp": 1689093502908,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "71ENJ1e3UNXy",
"outputId": "a5a0f793-123e-48ae-e6c9-861f749cdc0c"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"# YOUR SOLUTION HERE"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ue2DoEDAUNXy"
},
"source": [
"It may be interesting to dig up what are the movies that have super high Rotten Tomatoes rating and super low IMDB rating (and vice versa)!\n",
"\n",
"Another useful method for examining relationships is [**`jointplot()`**](http://stanford.edu/~mwaskom/software/seaborn/generated/seaborn.jointplot.html), which produces a scatter plot with two marginal histograms."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"executionInfo": {
"elapsed": 1577,
"status": "ok",
"timestamp": 1689093604352,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "B3_FyQJVUNXy",
"outputId": "46886fd0-eec7-4889-9f69-1f883abf9cde"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.jointplot(x = movies['IMDB_Rating'], y = movies['Rotten_Tomatoes_Rating'], s=10, alpha=0.4, facecolors='none', edgecolor='b')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4rUGq6OjUNXz"
},
"source": [
"## Hexbin density plot\n",
"\n",
"In 2D, *heatmap* can be considered as a color-based histogram. You divide the space into bins and show the frequency with colors. A common binning method is the hexagonal bin.\n",
"\n",
"We can again use the [**`jointplot()`**](http://stanford.edu/~mwaskom/software/seaborn/generated/seaborn.jointplot.html) and setting the `kind` to be `hexbin`.\n",
"\n",
"**Q: Can you create one?**"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"executionInfo": {
"elapsed": 1618,
"status": "ok",
"timestamp": 1689093621048,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "vs9GFgTyUNXz",
"outputId": "cb37e976-9fe3-4d9f-e507-f2f7396bbf5b"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# YOUR SOLUTION HERE"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "tpSRKBLiUNXz"
},
"source": [
"## 2D KDE\n",
"\n",
"We can also do 2D KDE using seaborn's [**`kdeplot()`**](https://stanford.edu/~mwaskom/software/seaborn/generated/seaborn.kdeplot.html) function.\n",
"\n",
"**Q: Can you draw one like this?**"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 450
},
"executionInfo": {
"elapsed": 5895,
"status": "ok",
"timestamp": 1689094539542,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "IRJP57B7UNXz",
"outputId": "ea5dcbf3-d662-4565-830c-9b34bcb2479d"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmap = \"Reds\"\n",
"fill = True # what happens if you change this?\n",
"thresh = 0 # what happens if you change this?\n",
"\n",
"# YOUR SOLUTION HERE"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aPFwEdnRUNXz"
},
"source": [
"Or again using [**`jointplot()`**](http://stanford.edu/~mwaskom/software/seaborn/generated/seaborn.jointplot.html) by setting the `kind` parameter. Look, we also have the 1D marginal KDE plots!\n",
"\n",
"**Q: create jointplot with KDE**\n",
"\n",
"Note that the X-axis is logarithm of `IMDB_Votes`. "
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 625
},
"executionInfo": {
"elapsed": 6913,
"status": "ok",
"timestamp": 1689093768488,
"user": {
"displayName": "Vincent Wong",
"userId": "06927694896148305320"
},
"user_tz": 240
},
"id": "NTuSO132UNXz",
"outputId": "98f95985-9869-472a-85b2-7c2a33c05ac2"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.log(movies['IMDB_Votes'])\n",
"\n",
"# YOUR SOLUTION HERE"
]
}
],
"metadata": {
"anaconda-cloud": {},
"colab": {
"collapsed_sections": [
"rtaaaPGdUNXt",
"Klkvbu6BUNXx",
"4rUGq6OjUNXz"
],
"provenance": []
},
"kernel_info": {
"name": "dviz"
},
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.10"
},
"nteract": {
"version": "0.15.0"
}
},
"nbformat": 4,
"nbformat_minor": 0
}