`,
the angle brackets must be replaced by `<` and `>` as shown in the text cell markdown below.)
-```{code-cell} ipython3
-#100/0
+```{code-cell}
+# 100/0
```
-
+
---------------------------------------------------------------------------
ZeroDivisionError Traceback (most recent call last)
<ipython-input-10-bbe761e74a70> in <module>
@@ -138,7 +138,7 @@ ZeroDivisionError: division by zero
-+++
++++
***
@@ -154,8 +154,8 @@ In an optional `On your own` section, you can offer an assignment for readers to
-- Don't just say it's usually done another way; explain why.
-
+- Don't just say it's usually done another way; explain why.
+
## Further reading
diff --git a/content/tutorial-svd.md b/content/tutorial-svd.md
index 05e6be1c..aded8df0 100644
--- a/content/tutorial-svd.md
+++ b/content/tutorial-svd.md
@@ -3,8 +3,8 @@ jupytext:
text_representation:
extension: .md
format_name: myst
- format_version: 0.12
- jupytext_version: 1.6.0
+ format_version: 0.13
+ jupytext_version: 1.11.1
kernelspec:
display_name: Python 3
language: python
@@ -35,31 +35,37 @@ After this tutorial, you should be able to:
## Content
-In this tutorial, we will use a [matrix decomposition](https://en.wikipedia.org/wiki/Matrix_decomposition) from linear algebra, the Singular Value Decomposition, to generate a compressed approximation of an image. We'll use the `face` image from the [scipy.misc](https://docs.scipy.org/doc/scipy/reference/misc.html#module-scipy.misc) module:
+In this tutorial, we will use a [matrix decomposition](https://en.wikipedia.org/wiki/Matrix_decomposition) from linear algebra, the Singular Value Decomposition, to generate a compressed approximation of an image. We'll use the `face` image from the [scipy.datasets](https://docs.scipy.org/doc/scipy/reference/datasets.html) module:
-```{code-cell} ipython3
-from scipy import misc
-img = misc.face()
+```{code-cell}
+# TODO: Rm try-except with scipy 1.10 is the minimum supported version
+try:
+ from scipy.datasets import face
+except ImportError: # Data was in scipy.misc prior to scipy v1.10
+ from scipy.misc import face
+
+img = face()
```
-**Note**: If you prefer, you can use your own image as you work through this tutorial. In order to transform your image into a NumPy array that can be manipulated, you can use the `imread` function from the [matplotlib.pyplot](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.html#module-matplotlib.pyplot) submodule. Alternatively, you can use the [imageio.imread](https://imageio.readthedocs.io/en/stable/userapi.html#imageio.imread) function from the `imageio` library. Be aware that if you use your own image, you'll likely need to adapt the steps below. For more information on how images are treated when converted to NumPy arrays, see [A crash course on NumPy for images](https://scikit-image.org/docs/stable/user_guide/numpy_images.html) from the `scikit-image` documentation.
+**Note**: If you prefer, you can use your own image as you work through this tutorial. In order to transform your image into a NumPy array that can be manipulated, you can use the `imread` function from the [matplotlib.pyplot](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.html#module-matplotlib.pyplot) submodule. Alternatively, you can use the [imageio.imread](https://imageio.readthedocs.io/en/stable/_autosummary/imageio.v3.imread.html) function from the `imageio` library. Be aware that if you use your own image, you'll likely need to adapt the steps below. For more information on how images are treated when converted to NumPy arrays, see [A crash course on NumPy for images](https://scikit-image.org/docs/stable/user_guide/numpy_images.html) from the `scikit-image` documentation.
+++
Now, `img` is a NumPy array, as we can see when using the `type` function:
-```{code-cell} ipython3
+```{code-cell}
type(img)
```
We can see the image using the [matplotlib.pyplot.imshow](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.imshow.html#matplotlib.pyplot.imshow) function & the special iPython command, `%matplotlib inline` to display plots inline:
-```{code-cell} ipython3
+```{code-cell}
import matplotlib.pyplot as plt
+
%matplotlib inline
```
-```{code-cell} ipython3
+```{code-cell}
plt.imshow(img)
plt.show()
```
@@ -70,7 +76,7 @@ Note that, in linear algebra, the dimension of a vector refers to the number of
First, let's check for the shape of the data in our array. Since this image is two-dimensional (the pixels in the image form a rectangle), we might expect a two-dimensional array to represent it (a matrix). However, using the `shape` property of this NumPy array gives us a different result:
-```{code-cell} ipython3
+```{code-cell}
img.shape
```
@@ -78,28 +84,28 @@ The output is a [tuple](https://docs.python.org/dev/tutorial/datastructures.html
Furthermore, using the `ndim` property of this array, we can see that
-```{code-cell} ipython3
+```{code-cell}
img.ndim
```
NumPy refers to each dimension as an *axis*. Because of how `imread` works, the *first index in the 3rd axis* is the red pixel data for our image. We can access this by using the syntax
-```{code-cell} ipython3
+```{code-cell}
img[:, :, 0]
```
From the output above, we can see that every value in `img[:, :, 0]` is an integer value between 0 and 255, representing the level of red in each corresponding image pixel (keep in mind that this might be different if you
-use your own image instead of [scipy.misc.face](https://docs.scipy.org/doc/scipy/reference/generated/scipy.misc.face.html#scipy.misc.face)).
+use your own image instead of [scipy.datasets.face](https://docs.scipy.org/doc/scipy/reference/generated/scipy.datasets.face.html)).
As expected, this is a 768x1024 matrix:
-```{code-cell} ipython3
+```{code-cell}
img[:, :, 0].shape
```
Since we are going to perform linear algebra operations on this data, it might be more interesting to have real numbers between 0 and 1 in each entry of the matrices to represent the RGB values. We can do that by setting
-```{code-cell} ipython3
+```{code-cell}
img_array = img / 255
```
@@ -108,19 +114,19 @@ This operation, dividing an array by a scalar, works because of NumPy's [broadca
You can check that the above works by doing some tests; for example, inquiring
about maximum and minimum values for this array:
-```{code-cell} ipython3
+```{code-cell}
img_array.max(), img_array.min()
```
or checking the type of data in the array:
-```{code-cell} ipython3
+```{code-cell}
img_array.dtype
```
Note that we can assign each color channel to a separate matrix using the slice syntax:
-```{code-cell} ipython3
+```{code-cell}
red_array = img_array[:, :, 0]
green_array = img_array[:, :, 1]
blue_array = img_array[:, :, 2]
@@ -132,13 +138,13 @@ It is possible to use methods from linear algebra to approximate an existing set
+++
-**Note**: We will use NumPy's linear algebra module, [numpy.linalg](https://numpy.org/devdocs/reference/routines.linalg.html#module-numpy.linalg), to perform the operations in this tutorial. Most of the linear algebra functions in this module can also be found in [scipy.linalg](https://docs.scipy.org/doc/scipy/reference/linalg.html#module-scipy.linalg), and users are encouraged to use the [scipy](https://docs.scipy.org/doc/scipy/reference/index.html#module-scipy) module for real-world applications. However, some functions in the [scipy.linalg](https://docs.scipy.org/doc/scipy/reference/linalg.html#module-scipy.linalg) module, such as the SVD function, only support 2D arrays. For more information on this, check the [scipy.linalg Reference](https://docs.scipy.org/doc/scipy/reference/tutorial/linalg.html).
+**Note**: We will use NumPy's linear algebra module, [numpy.linalg](https://numpy.org/devdocs/reference/routines.linalg.html#module-numpy.linalg), to perform the operations in this tutorial. Most of the linear algebra functions in this module can also be found in [scipy.linalg](https://docs.scipy.org/doc/scipy/reference/linalg.html#module-scipy.linalg), and users are encouraged to use the [scipy](https://docs.scipy.org/doc/scipy/reference/index.html#module-scipy) module for real-world applications. However, some functions in the [scipy.linalg](https://docs.scipy.org/doc/scipy/reference/linalg.html#module-scipy.linalg) module, such as the SVD function, only support 2D arrays. For more information on this, check the [scipy.linalg page](https://docs.scipy.org/doc/scipy/tutorial/linalg.html).
+++
To proceed, import the linear algebra submodule from NumPy:
-```{code-cell} ipython3
+```{code-cell}
from numpy import linalg
```
@@ -148,35 +154,35 @@ $$U \Sigma V^T = A$$
where $U$ and $V^T$ are square and $\Sigma$ is the same size as $A$. $\Sigma$ is a diagonal matrix and contains the [singular values](https://en.wikipedia.org/wiki/Singular_value) of $A$, organized from largest to smallest. These values are always non-negative and can be used as an indicator of the "importance" of some features represented by the matrix $A$.
-Let's see how this works in practice with just one matrix first. Note that according to [colorimetry](https://en.wikipedia.org/wiki/Grayscale#Colorimetric_(perceptual_luminance-reserving)_conversion_to_grayscale),
+Let's see how this works in practice with just one matrix first. Note that according to [colorimetry](https://en.wikipedia.org/wiki/Grayscale#Colorimetric_(perceptual_luminance-preserving)_conversion_to_grayscale),
it is possible to obtain a fairly reasonable grayscale version of our color image if we apply the formula
$$Y = 0.2126 R + 0.7152 G + 0.0722 B$$
where $Y$ is the array representing the grayscale image, and $R$, $G$ and $B$ are the red, green and blue channel arrays we had originally. Notice we can use the `@` operator (the matrix multiplication operator for NumPy arrays, see [numpy.matmul](https://numpy.org/devdocs/reference/generated/numpy.matmul.html#numpy.matmul)) for this:
-```{code-cell} ipython3
+```{code-cell}
img_gray = img_array @ [0.2126, 0.7152, 0.0722]
```
Now, `img_gray` has shape
-```{code-cell} ipython3
+```{code-cell}
img_gray.shape
```
To see if this makes sense in our image, we should use a colormap from `matplotlib` corresponding to the color we wish to see in out image (otherwise, `matplotlib` will default to a colormap that does not correspond to the real data).
-In our case, we are approximating the grayscale portion of the image, so we will use the colormap `gray`:
+In our case, we are approximating the grayscale portion of the image, so we will use the colormap `gray`:
-```{code-cell} ipython3
+```{code-cell}
plt.imshow(img_gray, cmap="gray")
plt.show()
```
Now, applying the [linalg.svd](https://numpy.org/devdocs/reference/generated/numpy.linalg.svd.html#numpy.linalg.svd) function to this matrix, we obtain the following decomposition:
-```{code-cell} ipython3
+```{code-cell}
U, s, Vt = linalg.svd(img_gray)
```
@@ -186,7 +192,7 @@ U, s, Vt = linalg.svd(img_gray)
Let's check that this is what we expected:
-```{code-cell} ipython3
+```{code-cell}
U.shape, s.shape, Vt.shape
```
@@ -199,8 +205,9 @@ s @ Vt
results in a `ValueError`. This happens because having a one-dimensional array for `s`, in this case, is much more economic in practice than building a diagonal matrix with the same data. To reconstruct the original matrix, we can rebuild the diagonal matrix $\Sigma$ with the elements of `s` in its diagonal and with the appropriate dimensions for multiplying: in our case, $\Sigma$ should be 768x1024 since `U` is 768x768 and `Vt` is 1024x1024. In order to add the singular values to the diagonal of `Sigma`, we will use the [fill_diagonal](https://numpy.org/devdocs/reference/generated/numpy.fill_diagonal.html) function from NumPy:
-```{code-cell} ipython3
+```{code-cell}
import numpy as np
+
Sigma = np.zeros((U.shape[1], Vt.shape[0]))
np.fill_diagonal(Sigma, s)
```
@@ -213,7 +220,7 @@ Now, we want to check if the reconstructed `U @ Sigma @ Vt` is close to the orig
The [linalg](https://numpy.org/devdocs/reference/routines.linalg.html#module-numpy.linalg) module includes a `norm` function, which computes the norm of a vector or matrix represented in a NumPy array. For example, from the SVD explanation above, we would expect the norm of the difference between `img_gray` and the reconstructed SVD product to be small. As expected, you should see something like
-```{code-cell} ipython3
+```{code-cell}
linalg.norm(img_gray - U @ Sigma @ Vt)
```
@@ -221,13 +228,13 @@ linalg.norm(img_gray - U @ Sigma @ Vt)
We could also have used the [numpy.allclose](https://numpy.org/devdocs/reference/generated/numpy.allclose.html#numpy.allclose) function to make sure the reconstructed product is, in fact, *close* to our original matrix (the difference between the two arrays is small):
-```{code-cell} ipython3
+```{code-cell}
np.allclose(img_gray, U @ Sigma @ Vt)
```
To see if an approximation is reasonable, we can check the values in `s`:
-```{code-cell} ipython3
+```{code-cell}
plt.plot(s)
plt.show()
```
@@ -236,21 +243,21 @@ In the graph, we can see that although we have 768 singular values in `s`, most
The idea is to consider all but the first `k` singular values in `Sigma` (which are the same as in `s`) as zeros, keeping `U` and `Vt` intact, and computing the product of these matrices as the approximation.
-For example, if we choose
+For example, if we choose
-```{code-cell} ipython3
+```{code-cell}
k = 10
```
we can build the approximation by doing
-```{code-cell} ipython3
+```{code-cell}
approx = U @ Sigma[:, :k] @ Vt[:k, :]
```
Note that we had to use only the first `k` rows of `Vt`, since all other rows would be multiplied by the zeros corresponding to the singular values we eliminated from this approximation.
-```{code-cell} ipython3
+```{code-cell}
plt.imshow(approx, cmap="gray")
plt.show()
```
@@ -268,7 +275,7 @@ If our array has more than two dimensions, then the SVD can be applied to all ax
In our case,
-```{code-cell} ipython3
+```{code-cell}
img_array.shape
```
@@ -280,20 +287,20 @@ indicates that the axis will be reordered such that the final shape of the trans
Let's see how this goes for our array:
-```{code-cell} ipython3
+```{code-cell}
img_array_transposed = np.transpose(img_array, (2, 0, 1))
img_array_transposed.shape
```
Now we are ready to apply the SVD:
-```{code-cell} ipython3
+```{code-cell}
U, s, Vt = linalg.svd(img_array_transposed)
```
Finally, to obtain the full approximated image, we need to reassemble these matrices into the approximation. Now, note that
-```{code-cell} ipython3
+```{code-cell}
U.shape, s.shape, Vt.shape
```
@@ -307,7 +314,7 @@ If you have worked before with only one- or two-dimensional arrays in NumPy, you
Now, to build our approximation, we first need to make sure that our singular values are ready for multiplication, so we build our `Sigma` matrix similarly to what we did before. The `Sigma` array must have dimensions `(3, 768, 1024)`. In order to add the singular values to the diagonal of `Sigma`, we will again use the [fill_diagonal](https://numpy.org/devdocs/reference/generated/numpy.fill_diagonal.html) function, using each of the 3 rows in `s` as the diagonal for each of the 3 matrices in `Sigma`:
-```{code-cell} ipython3
+```{code-cell}
Sigma = np.zeros((3, 768, 1024))
for j in range(3):
np.fill_diagonal(Sigma[j, :, :], s[j, :])
@@ -315,25 +322,25 @@ for j in range(3):
Now, if we wish to rebuild the full SVD (with no approximation), we can do
-```{code-cell} ipython3
+```{code-cell}
reconstructed = U @ Sigma @ Vt
```
Note that
-```{code-cell} ipython3
+```{code-cell}
reconstructed.shape
```
The reconstructed image should be indistinguishable from the original one, except for differences due to floating point errors from the reconstruction. Recall that our original image consisted of floating point values in the range `[0., 1.]`. The accumulation of floating point error from the reconstruction can result in values slightly outside this original range:
-```{code-cell} ipython3
+```{code-cell}
reconstructed.min(), reconstructed.max()
```
Since `imshow` expects values in the range, we can use `clip` to excise the floating point error:
-```{code-cell} ipython3
+```{code-cell}
reconstructed = np.clip(reconstructed, 0, 1)
plt.imshow(np.transpose(reconstructed, (1, 2, 0)))
plt.show()
@@ -343,7 +350,7 @@ In fact, `imshow` peforms this clipping under-the-hood, so if you skip the first
Now, to do the approximation, we must choose only the first `k` singular values for each color channel. This can be done using the following syntax:
-```{code-cell} ipython3
+```{code-cell}
approx_img = U @ Sigma[..., :k] @ Vt[..., :k, :]
```
@@ -352,13 +359,13 @@ placeholder for other axes. For more details, see the documentation on [Indexing
Now,
-```{code-cell} ipython3
+```{code-cell}
approx_img.shape
```
which is not the right shape for showing the image. Finally, reordering the axes back to our original shape of `(768, 1024, 3)`, we can see our approximation:
-```{code-cell} ipython3
+```{code-cell}
plt.imshow(np.transpose(approx_img, (1, 2, 0)))
plt.show()
```
@@ -376,6 +383,6 @@ terms of the norm of the difference. For more information, see *G. H. Golub and
- [Python tutorial](https://docs.python.org/dev/tutorial/index.html)
- [NumPy Reference](https://numpy.org/devdocs/reference/index.html#reference)
-- [SciPy Tutorial](https://docs.scipy.org/doc/scipy/reference/tutorial/index.html)
+- [SciPy Tutorial](https://docs.scipy.org/doc/scipy/tutorial/index.html)
- [SciPy Lecture Notes](https://scipy-lectures.org)
- [A matlab, R, IDL, NumPy/SciPy dictionary](http://mathesaurus.sf.net/)
diff --git a/content/tutorial-x-ray-image-processing.md b/content/tutorial-x-ray-image-processing.md
index 17749145..9e00ea6c 100644
--- a/content/tutorial-x-ray-image-processing.md
+++ b/content/tutorial-x-ray-image-processing.md
@@ -3,8 +3,8 @@ jupytext:
text_representation:
extension: .md
format_name: myst
- format_version: 0.12
- jupytext_version: 1.7.1
+ format_version: 0.13
+ jupytext_version: 1.11.1
kernelspec:
display_name: Python 3
language: python
@@ -113,30 +113,30 @@ The file — `00000011_001.png` — has been downloaded for you and saved in the
**1.** Load the image with `imageio`:
-```{code-cell} ipython3
+```{code-cell}
import os
import imageio
-DIR = 'tutorial-x-ray-image-processing'
+DIR = "tutorial-x-ray-image-processing"
-xray_image = imageio.imread(os.path.join(DIR, '00000011_001.png'))
+xray_image = imageio.v3.imread(os.path.join(DIR, "00000011_001.png"))
```
**2.** Check that its shape is 1024x1024 pixels and that the array is made up of
8-bit integers:
-```{code-cell} ipython3
+```{code-cell}
print(xray_image.shape)
print(xray_image.dtype)
```
**3.** Import `matplotlib` and display the image in a grayscale colormap:
-```{code-cell} ipython3
+```{code-cell}
import matplotlib.pyplot as plt
-plt.imshow(xray_image, cmap='gray')
-plt.axis('off')
+plt.imshow(xray_image, cmap="gray")
+plt.axis("off")
plt.show()
```
@@ -152,18 +152,18 @@ from one of the dataset files. They are numbered from `...000.png` to
**1.** Import NumPy, read in each of the X-rays, and create a three-dimensional
array where the first dimension corresponds to image number:
-```{code-cell} ipython3
+```{code-cell}
import numpy as np
num_imgs = 9
combined_xray_images_1 = np.array(
- [imageio.imread(os.path.join(DIR, f"00000011_00{i}.png")) for i in range(num_imgs)]
+ [imageio.v3.imread(os.path.join(DIR, f"00000011_00{i}.png")) for i in range(num_imgs)]
)
```
**2.** Check the shape of the new X-ray image array containing 9 stacked images:
-```{code-cell} ipython3
+```{code-cell}
combined_xray_images_1.shape
```
@@ -186,9 +186,10 @@ Let's create a GIF file with `imageio.mimwrite()` and display the result in the
notebook:
```{code-cell} ipython3
-GIF_PATH = os.path.join(DIR, 'xray_image.gif')
-imageio.mimwrite(GIF_PATH, combined_xray_images_1, format= '.gif', fps = 1)
+GIF_PATH = os.path.join(DIR, "xray_image.gif")
+imageio.mimwrite(GIF_PATH, combined_xray_images_1, format= ".gif", duration=1000)
```
+
Which gives us:
## Edge detection using the Laplacian-Gaussian, Gaussian gradient, Sobel, and Canny filters
@@ -222,7 +223,7 @@ straightforward: 1) import the `ndimage` module from SciPy; and 2) call
with a sigma (scalar) parameter, which affects the standard deviations of the
Gaussian filter (you'll use `1` in the example below):
-```{code-cell} ipython3
+```{code-cell}
from scipy import ndimage
xray_image_laplace_gaussian = ndimage.gaussian_laplace(xray_image, sigma=1)
@@ -230,15 +231,15 @@ xray_image_laplace_gaussian = ndimage.gaussian_laplace(xray_image, sigma=1)
Display the original X-ray and the one with the Laplacian-Gaussian filter:
-```{code-cell} ipython3
+```{code-cell}
fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 10))
-axes[0].set_title('Original')
-axes[0].imshow(xray_image, cmap='gray')
-axes[1].set_title('Laplacian-Gaussian (edges)')
-axes[1].imshow(xray_image_laplace_gaussian, cmap='gray')
+axes[0].set_title("Original")
+axes[0].imshow(xray_image, cmap="gray")
+axes[1].set_title("Laplacian-Gaussian (edges)")
+axes[1].imshow(xray_image_laplace_gaussian, cmap="gray")
for i in axes:
- i.axis('off')
+ i.axis("off")
plt.show()
```
@@ -257,21 +258,21 @@ image components.
with a sigma (scalar) parameter (for standard deviations; you'll use `2` in the
example below):
-```{code-cell} ipython3
+```{code-cell}
x_ray_image_gaussian_gradient = ndimage.gaussian_gradient_magnitude(xray_image, sigma=2)
```
**2.** Display the original X-ray and the one with the Gaussian gradient filter:
-```{code-cell} ipython3
+```{code-cell}
fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 10))
-axes[0].set_title('Original')
-axes[0].imshow(xray_image, cmap='gray')
-axes[1].set_title('Gaussian gradient (edges)')
-axes[1].imshow(x_ray_image_gaussian_gradient, cmap='gray')
+axes[0].set_title("Original")
+axes[0].imshow(xray_image, cmap="gray")
+axes[1].set_title("Gaussian gradient (edges)")
+axes[1].imshow(x_ray_image_gaussian_gradient, cmap="gray")
for i in axes:
- i.axis('off')
+ i.axis("off")
plt.show()
```
@@ -301,7 +302,7 @@ follows the `output_channel = 255.0 * (input_channel - min_value) / (max_value -
[formula](http://dev.ipol.im/~nmonzon/Normalization.pdf). Because you're
using a grayscale image, you need to normalize just one channel.
-```{code-cell} ipython3
+```{code-cell}
x_sobel = ndimage.sobel(xray_image, axis=0)
y_sobel = ndimage.sobel(xray_image, axis=1)
@@ -314,29 +315,29 @@ xray_image_sobel *= 255.0 / np.max(xray_image_sobel)
from `float16` to [make it compatible](https://github.com/matplotlib/matplotlib/issues/15432)
with Matplotlib:
-```{code-cell} ipython3
-print('The data type - before: ', xray_image_sobel.dtype)
+```{code-cell}
+print("The data type - before: ", xray_image_sobel.dtype)
-xray_image_sobel = xray_image_sobel.astype('float32')
+xray_image_sobel = xray_image_sobel.astype("float32")
-print('The data type - after: ', xray_image_sobel.dtype)
+print("The data type - after: ", xray_image_sobel.dtype)
```
**3.** Display the original X-ray and the one with the Sobel "edge" filter
applied. Note that both the grayscale and `CMRmap` colormaps are used to help
emphasize the edges:
-```{code-cell} ipython3
+```{code-cell}
fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(15, 15))
-axes[0].set_title('Original')
-axes[0].imshow(xray_image, cmap='gray')
-axes[1].set_title('Sobel (edges) - grayscale')
-axes[1].imshow(xray_image_sobel, cmap='gray')
-axes[2].set_title('Sobel (edges) - CMRmap')
-axes[2].imshow(xray_image_sobel, cmap='CMRmap')
+axes[0].set_title("Original")
+axes[0].imshow(xray_image, cmap="gray")
+axes[1].set_title("Sobel (edges) - grayscale")
+axes[1].imshow(xray_image_sobel, cmap="gray")
+axes[2].set_title("Sobel (edges) - CMRmap")
+axes[2].imshow(xray_image_sobel, cmap="CMRmap")
for i in axes:
- i.axis('off')
+ i.axis("off")
plt.show()
```
@@ -368,7 +369,7 @@ Next, measure the distance between the gradients using NumPy's `np.hypot()`.
Finally, [normalize](https://en.wikipedia.org/wiki/Normalization_%28image_processing%29)
the rescaled image, as before.
-```{code-cell} ipython3
+```{code-cell}
fourier_gaussian = ndimage.fourier_gaussian(xray_image, sigma=0.05)
x_prewitt = ndimage.prewitt(fourier_gaussian, axis=0)
@@ -378,26 +379,26 @@ xray_image_canny = np.hypot(x_prewitt, y_prewitt)
xray_image_canny *= 255.0 / np.max(xray_image_canny)
-print('The data type - ', xray_image_canny.dtype)
+print("The data type - ", xray_image_canny.dtype)
```
**2.** Plot the original X-ray image and the ones with the edges detected with
the help of the Canny filter technique. The edges can be emphasized using the
`prism`, `nipy_spectral`, and `terrain` Matplotlib colormaps.
-```{code-cell} ipython3
+```{code-cell}
fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(20, 15))
-axes[0].set_title('Original')
-axes[0].imshow(xray_image, cmap='gray')
-axes[1].set_title('Canny (edges) - prism')
-axes[1].imshow(xray_image_canny, cmap='prism')
-axes[2].set_title('Canny (edges) - nipy_spectral')
-axes[2].imshow(xray_image_canny, cmap='nipy_spectral')
-axes[3].set_title('Canny (edges) - terrain')
-axes[3].imshow(xray_image_canny, cmap='terrain')
+axes[0].set_title("Original")
+axes[0].imshow(xray_image, cmap="gray")
+axes[1].set_title("Canny (edges) - prism")
+axes[1].imshow(xray_image_canny, cmap="prism")
+axes[2].set_title("Canny (edges) - nipy_spectral")
+axes[2].imshow(xray_image_canny, cmap="nipy_spectral")
+axes[3].set_title("Canny (edges) - terrain")
+axes[3].imshow(xray_image_canny, cmap="terrain")
for i in axes:
- i.axis('off')
+ i.axis("off")
plt.show()
```
@@ -419,12 +420,12 @@ image.
**1.** Retrieve some basics statistics about the pixel values in the original
X-ray image you've been working with:
-```{code-cell} ipython3
-print('The data type of the X-ray image is: ', xray_image.dtype)
-print('The minimum pixel value is: ', np.min(xray_image))
-print('The maximum pixel value is: ', np.max(xray_image))
-print('The average pixel value is: ', np.mean(xray_image))
-print('The median pixel value is: ', np.median(xray_image))
+```{code-cell}
+print("The data type of the X-ray image is: ", xray_image.dtype)
+print("The minimum pixel value is: ", np.min(xray_image))
+print("The maximum pixel value is: ", np.max(xray_image))
+print("The average pixel value is: ", np.mean(xray_image))
+print("The median pixel value is: ", np.median(xray_image))
```
**2.** The array data type is `uint8` and the minimum/maximum value results
@@ -432,11 +433,13 @@ suggest that all 256 colors (from `0` to `255`) are used in the X-ray. Let's
visualize the _pixel intensity distribution_ of the original raw X-ray image
with `ndimage.histogram()` and Matplotlib:
-```{code-cell} ipython3
-pixel_intensity_distribution = ndimage.histogram(xray_image, min=np.min(xray_image), max=np.max(xray_image), bins=256)
+```{code-cell}
+pixel_intensity_distribution = ndimage.histogram(
+ xray_image, min=np.min(xray_image), max=np.max(xray_image), bins=256
+)
plt.plot(pixel_intensity_distribution)
-plt.title('Pixel intensity distribution')
+plt.title("Pixel intensity distribution")
plt.show()
```
@@ -447,23 +450,23 @@ As the pixel intensity distribution suggests, there are many low (between around
for example, let's have only those values of the image with the pixels exceeding
a certain threshold:
-```{code-cell} ipython3
+```{code-cell}
# The threshold is "greater than 150"
# Return the original image if true, `0` otherwise
xray_image_mask_noisy = np.where(xray_image > 150, xray_image, 0)
-plt.imshow(xray_image_mask_noisy, cmap='gray')
-plt.axis('off')
+plt.imshow(xray_image_mask_noisy, cmap="gray")
+plt.axis("off")
plt.show()
```
-```{code-cell} ipython3
+```{code-cell}
# The threshold is "greater than 150"
# Return `1` if true, `0` otherwise
xray_image_mask_less_noisy = np.where(xray_image > 150, 1, 0)
-plt.imshow(xray_image_mask_less_noisy, cmap='gray')
-plt.axis('off')
+plt.imshow(xray_image_mask_less_noisy, cmap="gray")
+plt.axis("off")
plt.show()
```
@@ -474,29 +477,29 @@ plt.show()
Let's display some of the results of processed X-ray images you've worked with
so far:
-```{code-cell} ipython3
+```{code-cell}
fig, axes = plt.subplots(nrows=1, ncols=9, figsize=(30, 30))
-axes[0].set_title('Original')
-axes[0].imshow(xray_image, cmap='gray')
-axes[1].set_title('Laplace-Gaussian (edges)')
-axes[1].imshow(xray_image_laplace_gaussian, cmap='gray')
-axes[2].set_title('Gaussian gradient (edges)')
-axes[2].imshow(x_ray_image_gaussian_gradient, cmap='gray')
-axes[3].set_title('Sobel (edges) - grayscale')
-axes[3].imshow(xray_image_sobel, cmap='gray')
-axes[4].set_title('Sobel (edges) - hot')
-axes[4].imshow(xray_image_sobel, cmap='hot')
-axes[5].set_title('Canny (edges) - prism)')
-axes[5].imshow(xray_image_canny, cmap='prism')
-axes[6].set_title('Canny (edges) - nipy_spectral)')
-axes[6].imshow(xray_image_canny, cmap='nipy_spectral')
-axes[7].set_title('Mask (> 150, noisy)')
-axes[7].imshow(xray_image_mask_noisy, cmap='gray')
-axes[8].set_title('Mask (> 150, less noisy)')
-axes[8].imshow(xray_image_mask_less_noisy, cmap='gray')
+axes[0].set_title("Original")
+axes[0].imshow(xray_image, cmap="gray")
+axes[1].set_title("Laplace-Gaussian (edges)")
+axes[1].imshow(xray_image_laplace_gaussian, cmap="gray")
+axes[2].set_title("Gaussian gradient (edges)")
+axes[2].imshow(x_ray_image_gaussian_gradient, cmap="gray")
+axes[3].set_title("Sobel (edges) - grayscale")
+axes[3].imshow(xray_image_sobel, cmap="gray")
+axes[4].set_title("Sobel (edges) - hot")
+axes[4].imshow(xray_image_sobel, cmap="hot")
+axes[5].set_title("Canny (edges) - prism)")
+axes[5].imshow(xray_image_canny, cmap="prism")
+axes[6].set_title("Canny (edges) - nipy_spectral)")
+axes[6].imshow(xray_image_canny, cmap="nipy_spectral")
+axes[7].set_title("Mask (> 150, noisy)")
+axes[7].imshow(xray_image_mask_noisy, cmap="gray")
+axes[8].set_title("Mask (> 150, less noisy)")
+axes[8].imshow(xray_image_mask_less_noisy, cmap="gray")
for i in axes:
- i.axis('off')
+ i.axis("off")
plt.show()
```
diff --git a/content/tutorial-x-ray-image-processing/xray_image.gif b/content/tutorial-x-ray-image-processing/xray_image.gif
deleted file mode 100644
index 66cdef88..00000000
Binary files a/content/tutorial-x-ray-image-processing/xray_image.gif and /dev/null differ
diff --git a/content/who_covid_19_sit_rep_time_series.csv b/content/who_covid_19_sit_rep_time_series.csv
index ebf670b8..aeb3f5a9 100644
--- a/content/who_covid_19_sit_rep_time_series.csv
+++ b/content/who_covid_19_sit_rep_time_series.csv
@@ -1,115 +1,270 @@
-Province/States,Country/Region,WHO region,1/21/20,1/22/20,1/23/20,1/24/20,1/25/20,1/26/20,1/27/20,1/28/20,1/29/20,1/30/20,1/31/20,2/1/20,2/2/20,2/3/20,2/4/20,2/5/20,2/6/20,2/7/20,2/8/20,2/9/20,2/10/20,2/11/20,2/12/20,2/13/20,2/14/20,2/15/20,2/16/20,2/17/20,2/18/20,2/19/20,2/20/20,2/21/20,2/22/20,2/23/20,2/24/20,2/25/20,2/26/20,2/27/20,2/28/20,2/29/20,3/1/20,3/2/20,3/3/20
-Confirmed,Globally,,282,314,581,846,1320,2014,2798,4593,6065,7818,9826,11953,14557,17391,20630,24554,28276,31481,34886,37558,40554,43103,45171,46997,49053,50580,51857,71429,73332,75204,75748,76769,77794,78811,79331,80239,81109,82294,83652,85403,87137,88948,90870
-Confirmed,Mainland China,Western Pacific Region,278,309,571,830,1297,1985,2741,4537,5997,7736,9720,11821,14411,17238,20471,24363,28060,31211,34598,37251,40235,42708,44730,46550,48548,50054,51174,70635,72528,74280,74675,75569,76392,77042,77262,77780,78191,78630,78961,79394,79968,80174,80304
-Confirmed,Outside of China,,4,5,10,16,23,29,57,56,68,82,106,132,146,153,159,191,216,270,288,307,319,395,441,447,505,526,683,794,804,924,1073,1200,1402,1769,2069,2459,2918,3664,4691,6009,7169,8774,10566
-Suspected,Mainland China,Western Pacific Region,,,,,,,5794,6973,9239,12167,15238,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
-Severe,Mainland China,Western Pacific Region,,,,,,,461,976,1239,1370,1527,1795,2110,2296,2788,3219,3859,4821,6101,6188,6484,7333,8204,,,,,,,,,,,,,,,,,,,,
-Deaths,Mainland China,Western Pacific Region,,,,,,,80,106,132,170,213,259,304,361,425,491,564,637,723,812,909,1017,1114,1260,1381,1524,1666,1772,1870,2006,2121,2239,2348,2445,2595,2666,2718,2747,2791,2838,2873,2915,2946
-Hubei ,China,Western Pacific Region,258,270,375,375,,,,,,,,7153,9074,11177,13522,16678,19665,22112,24953,27100,29631,31728,33366,34874,51968,54406,56249,58182,59989,61682,62031,62662,63454,64084,64287,64786,65187,65596,65914,66337,66907,67103,67217
-Guangdong,China,Western Pacific Region,14,17,26,32,,,,,,,,520,604,683,797,870,944,1018,1075,1120,1151,1177,1219,1241,1261,1295,1316,1322,1328,1331,1332,1333,1339,1342,1345,1347,1347,1347,1348,1349,1349,1350,1350
-Henan,China,Western Pacific Region,,1,1,1,,,,,,,,422,493,566,675,764,851,914,981,1033,1073,1105,1135,1169,1184,1212,1231,1246,1257,1262,1265,1267,1270,1271,1271,1271,1271,1272,1272,1272,1272,1272,1272
-Zhejiang,China,Western Pacific Region,,5,5,5,,,,,,,,599,661,724,829,895,954,1006,1048,1075,1104,1117,1131,1145,1155,1162,1167,1171,1172,1173,1175,1203,1205,1205,1205,1205,1205,1205,1205,1205,1205,1206,1213
-Hunan,China,Western Pacific Region,,1,1,1,,,,,,,,389,463,521,593,661,711,772,803,838,879,912,946,968,988,1001,1004,1006,1007,1008,1010,1011,1013,1016,1016,1016,1016,1017,1017,1018,1018,1018,1018
-Anhui,China,Western Pacific Region,,,,,,,,,,,,297,340,408,480,530,591,665,733,779,830,860,889,910,934,950,962,973,982,986,987,988,989,989,989,989,989,989,990,990,990,990,990
-Jiangxi,China,Western Pacific Region,,1,2,2,,,,,,,,286,333,391,476,548,600,661,698,740,771,804,844,872,900,913,925,930,933,934,934,934,934,934,934,934,934,934,935,935,935,935,935
-Shandong,China,Western Pacific Region,,1,1,1,,,,,,,,202,225,246,270,298,343,379,407,435,459,486,497,506,519,530,537,541,543,544,546,748,750,754,755,755,756,756,756,756,756,758,758
-Jiangsu,China,Western Pacific Region,,,,,,,,,,,,202,231,271,308,341,373,408,439,468,492,515,543,570,593,604,617,626,629,631,631,631,631,631,631,631,631,631,631,631,631,631,631
-Chongqing,China,Western Pacific Region,,1,5,5,,,,,,,,238,262,300,337,366,389,411,426,446,468,486,505,518,529,537,544,551,553,555,560,567,572,573,575,576,576,576,576,576,576,576,576
-Sichuan,China,Western Pacific Region,,1,2,2,,,,,,,,207,236,254,282,301,321,344,363,386,405,417,436,451,463,470,481,495,508,514,520,525,526,526,527,529,531,534,538,538,538,538,538
-Heilongjiang,China,Western Pacific Region,,,,,,,,,,,,80,95,118,155,190,227,277,282,307,331,360,378,395,418,425,445,457,464,470,476,479,479,480,480,480,480,480,480,480,480,480,480
-Beijing,China,Western Pacific Region,5,5,10,10,,,,,,,,156,183,212,228,253,274,297,315,326,337,342,352,366,372,375,380,381,387,393,395,396,399,399,399,400,400,410,410,411,413,414,414
-Shanghai,China,Western Pacific Region,1,2,9,9,,,,,,,,153,177,193,208,233,254,269,281,292,295,302,306,313,318,326,328,331,333,333,333,334,334,335,335,335,336,337,337,337,337,337,338
-Hebei,China,Western Pacific Region,,,,,,,,,,,,96,104,113,126,135,157,171,195,206,218,239,251,265,283,291,300,301,302,306,307,308,309,311,311,311,312,317,318,318,318,318,318
-Fujian,China,Western Pacific Region,,,,,,,,,,,,144,159,179,194,205,215,224,239,250,261,267,272,279,281,285,287,290,292,293,293,293,293,293,293,294,294,296,296,296,296,296,296
-Guangxi,China,Western Pacific Region,,,,,,,,,,,,100,111,127,139,150,168,172,183,195,210,215,222,222,226,235,237,238,242,244,245,246,249,249,251,252,252,252,252,252,252,252,252
-Shaanxi,China,Western Pacific Region,,,,,,,,,,,,101,116,128,142,165,173,184,195,208,213,219,225,229,230,232,236,240,240,242,245,245,245,245,245,245,245,245,245,245,245,245,245
-Yunnan,China,Western Pacific Region,,1,1,1,,,,,,,,91,99,109,117,122,128,135,138,140,141,149,154,155,162,168,169,171,172,172,172,174,174,174,174,174,174,174,174,174,174,174,174
-Hainan,China,Western Pacific Region,,,,,,,,,,,,57,63,70,79,89,100,111,123,128,136,142,145,157,157,162,162,162,163,163,168,168,168,168,168,168,168,168,168,168,168,168,168
-Guizhou,China,Western Pacific Region,,,,,,,,,,,,29,38,46,56,64,69,77,89,96,109,118,131,135,140,143,144,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146
-Tianjin,China,Western Pacific Region,,2,2,2,,,,,,,,34,40,49,63,67,70,94,81,88,91,96,106,112,119,120,122,124,125,128,130,131,133,135,135,135,135,135,136,136,136,136,136
-Shanxi,China,Western Pacific Region,,,,,,,,,,,,47,56,66,74,81,90,96,104,115,119,122,124,126,126,127,128,129,130,131,131,132,132,132,132,133,133,133,133,133,133,133,133
-Liaoning,China,Western Pacific Region,,,,,,,,,,,,60,64,70,74,81,89,94,99,105,107,108,111,116,117,119,120,121,121,121,121,121,121,121,121,121,121,121,121,121,122,122,125
-Hong Kong,China,Western Pacific Region,,,1,2,5,5,8,8,8,10,12,13,14,15,15,18,21,24,26,26,36,42,49,50,53,56,56,57,60,62,65,68,68,70,74,81,85,91,93,94,95,98,101
-Jilin,China,Western Pacific Region,,,,,,,,,,,,17,21,31,42,54,59,65,69,78,80,81,83,84,86,88,88,89,89,90,91,91,91,91,93,93,93,93,93,93,93,93,93
-Gansu,China,Western Pacific Region,,,,,,,,,,,,35,45,51,56,57,62,70,71,81,85,86,86,87,90,90,90,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91
-Xinjiang,China,Western Pacific Region,,,,,,,,,,,,18,23,24,29,32,36,39,42,45,49,55,59,63,65,70,71,73,76,76,76,76,76,75,76,76,76,76,76,76,76,76,76
-Inner Mongolia,China,Western Pacific Region,,,,,,,,,,,,23,26,33,37,42,46,49,50,54,58,58,60,61,63,68,70,72,73,75,75,75,75,75,75,75,75,75,75,75,75,75,75
-Ningxia,China,Western Pacific Region,,,,,,,,,,,,26,28,31,34,34,40,43,45,45,49,53,58,64,67,70,70,70,70,71,71,71,71,71,71,71,71,72,72,73,73,74,74
-Taiwan,China,Western Pacific Region,,1,1,1,3,3,4,7,8,8,9,10,10,10,10,11,11,16,16,17,18,18,18,18,18,18,18,20,22,23,24,26,26,23,28,31,32,32,34,39,39,40,42
-Qinghai,China,Western Pacific Region,,,,,,,,,,,,8,9,13,15,17,18,18,18,18,18,18,18,18,18,18,18,18,18,12,18,18,18,18,18,18,18,18,18,18,18,18,18
-Macau,China,Western Pacific Region,,,1,2,2,2,5,7,7,7,7,7,7,8,8,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10
-Xizang,China,Western Pacific Region,,,,,,,,,,,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
-Unspecified*,China,Western Pacific Region,,,131,384,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
-,Japan,Western Pacific Region,1,1,1,1,3,3,4,6,7,11,14,17,20,20,20,33,25,25,25,26,26,26,28,29,33,41,53,59,65,73,85,93,105,132,144,157,164,186,210,230,239,254,268
-,Republic of Korea,Western Pacific Region,1,1,1,2,2,2,4,4,4,4,11,12,15,15,16,18,23,24,24,27,27,28,28,28,28,28,29,30,31,51,104,204,346,602,763,977,1261,1766,2337,3150,3736,4212,4812
-,Thailand,South-East Asia Region,2,2,2,4,4,5,5,14,14,14,14,19,19,19,19,25,25,25,32,32,32,33,33,33,33,34,34,35,35,35,35,35,35,35,35,37,40,40,40,42,42,42,43
-,United States of America,Region of the Americas,,,1,1,2,2,5,5,5,5,6,7,8,11,11,11,12,12,12,12,12,13,13,14,15,15,15,15,15,15,15,15,35,35,35,53,53,59,59,62,62,62,64
-,Vietnam,Western Pacific Region,,,,2,2,2,2,2,2,2,5,6,7,8,9,10,10,12,13,14,14,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16
-,Singapore,Western Pacific Region,,,,1,3,3,4,7,7,10,13,16,18,18,18,24,28,30,33,40,43,45,47,50,58,67,72,75,77,81,84,85,86,89,89,90,91,93,96,98,102,106,108
-,Italy,European Region,,,,,,,,,,,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,9,76,124,229,322,400,650,888,1128,1689,2036
-,Nepal,South-East Asia Region,,,,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
-,Australia,Western Pacific Region,,,,,3,3,4,5,7,7,9,12,12,12,12,13,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,17,21,21,21,22,23,23,23,24,25,27,33
-,Malaysia,Western Pacific Region,,,,,,3,4,4,4,7,8,8,8,8,10,10,12,14,15,17,18,18,18,18,19,21,22,22,22,22,22,22,22,22,22,22,22,22,24,24,24,24,29
-,Canada,Region of the Americas,,,,,,,1,2,3,3,3,4,4,4,4,5,5,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,9,9,10,10,11,11,14,19,19,27
-,Cambodia,Western Pacific Region,,,,,,,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
-,France,European Region,,,,,3,3,3,3,4,5,6,6,6,6,6,6,6,6,6,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,18,38,57,100,100,191
-,Sri Lanka,South-East Asia Region,,,,,,,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
-,Iran,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,5,18,28,43,61,95,141,245,388,593,978,1501
-,India,South-East Asia Region,,,,,,,,,,1,1,1,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,5
-,Germany,European Region,,,,,,,,1,4,4,5,7,8,10,12,12,12,13,14,14,14,14,16,16,16,16,16,16,16,16,16,16,16,16,16,16,18,21,26,57,57,129,157
-,Philippines,Western Pacific Region,,,,,,,,,,1,1,1,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3
-,Spain,European Region,,,,,,,,,,,,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,12,25,32,45,45,114
-,United Kingdom,European Region,,,,,,,,,,,,2,2,2,2,2,2,3,3,3,4,8,8,9,9,9,9,9,9,9,9,9,9,9,9,13,13,13,16,20,23,36,39
-,Sweden,European Region,,,,,,,,,,,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,7,12,13,14,15
-,Switzerland,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,6,10,18,26,30
-,Austria,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,2,4,5,10,10,18
-,Norway,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,4,6,15,19,25
-,Kuwait,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,8,12,43,43,45,45,56,56
-,Bahrain,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8,26,33,33,38,40,47,49
-,United Arab Emirates,Eastern Mediterranean Region,,,,,,,,,4,4,4,4,5,5,5,5,5,5,7,7,7,8,8,8,8,8,8,9,9,9,9,9,11,13,13,13,13,13,19,19,19,21,21
-,Israel,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,2,2,2,3,5,7,7,10
-,Iraq,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,5,6,7,8,13,19,26
-,Oman,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,4,4,6,6,6,6,6
-,Lebanon,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,1,1,2,2,2,2,10,13
-,Pakistan,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,2,2,4,4,5
-,Egypt,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2
-,Croatia,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,3,3,5,7,7,9
-,Greece,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,3,3,3,7,7
-,Finland,European Region,,,,,,,,,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,6,7
-,Algeria,African Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,1,1,1,5
-,Brazil,Region of the Americas,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,2,2,2
-,Russian,European Region,,,,,,,,,,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3
-,Belgium,European Region,,,,,,,,,,,,,,,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,8
-,Denmark,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,2,3,4,5
-,Estonia,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,1,1,1
-,Georgia,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,2,3,3,3
-,North Macedonia,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,1,1,1
-,Romania,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,3,3,3,3
-,Afghanistan,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,1,1,1,1,1
-,New Zealand,Western Pacific Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,1,2
-,Belarus,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,1,1
-,Lithuania,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,1,1
-,Netherlands,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,7,13,18
-,Nigeria,African Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,1,1
-,Mexico,Region of the Americas,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,2,5,5
-,San Marino,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1,8
-,Azerbaijan,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,3,3
-,Ireland,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1
-,Monaco,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,1
-,Qatar,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,3,7
-,Ecuador,Region of the Americas,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1,6
-,Czechia,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,3
-,Iceland,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,9
-,Armenia,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1
-,Luxembourg,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1
-,Indonesia,South-East Asia Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,2
-,Dominican Republic,Region of the Americas,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,1
-,Portugal,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2
-,Andorra,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1
-,Latvia,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1
-,Jordan,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1
-,Morocco,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1
-,Saudi Arabia,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1
-,Tunisia,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1
-,Senegal,African Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1
-Case on an international conveyance,Other,Other,,,,,,,,,,,,,,,,,20,61,64,64,70,135,175,174,218,218,355,454,454,542,621,634,634,634,695,691,691,705,705,705,706,706,706
\ No newline at end of file
+Province/States,Country/Region,WHO region,WHO region label,1/21/20,1/22/20,1/23/20,1/24/20,1/25/20,1/26/20,1/27/20,1/28/20,1/29/20,1/30/20,1/31/20,2/1/20,2/2/20,2/3/20,2/4/20,2/5/20,2/6/20,2/7/20,2/8/20,2/9/20,2/10/20,2/11/20,2/12/20,2/13/20,2/14/20,2/15/20,2/16/20,2/17/20,2/18/20,2/19/20,2/20/20,2/21/20,2/22/20,2/23/20,2/24/20,2/25/20,2/26/20,2/27/20,2/28/20,2/29/20,3/1/20,3/2/20,3/3/20,3/4/20,3/5/20,3/6/20,3/7/20,3/8/20,3/9/20,3/10/20,3/11/20,3/12/20,3/13/20,3/14/20,3/15/20,3/16/20,3/17/20,3/18/20,3/19/20,3/20/20,3/21/20,3/22/20,3/23/20,3/24/20,3/25/20,3/26/20,3/27/20,3/28/20,3/29/20,3/30/20,3/31/20,4/1/20,4/2/20,4/3/20,4/4/20,4/5/20,4/6/20,4/7/20,4/8/20,4/9/20,4/10/20,4/11/20,4/12/20,4/13/20,4/14/20,4/15/20,4/16/20,4/17/20,4/18/20,4/19/20,4/20/20,4/21/20,4/22/20,4/23/20,4/24/20,4/25/20,4/26/20,4/27/20,4/28/20,4/29/20,4/30/20,5/1/20,5/2/20,5/3/20,5/4/20,5/5/20,5/6/20,5/7/20,5/8/20,5/9/20,5/10/20,5/11/20,5/12/20,5/13/20,5/14/20,5/15/20,5/16/20,5/17/20,5/18/20,5/19/20,5/20/20,5/21/20,5/22/20,5/23/20,5/24/20,5/25/20,5/26/20,5/27/20,5/28/20,5/29/20,5/30/20,5/31/20,6/1/20,6/2/20,6/3/20,6/4/20,6/5/20,6/6/20,6/7/20,6/8/20,6/9/20,6/10/20,6/11/20,6/12/20,6/13/20,6/14/20,6/15/20,6/16/20,6/17/20,6/18/20,6/19/20,6/20/20,6/21/20,6/22/20,6/23/20,6/24/20,6/25/20,6/26/20,6/27/20,6/28/20,6/29/20,6/30/20,7/1/20,7/2/20,7/3/20,7/4/20,7/5/20,7/6/20,7/7/20,7/8/20,7/9/20,7/10/20,7/11/20,7/12/20,7/13/20,7/14/20,7/15/20,7/16/20,7/17/20,7/18/20,7/19/20,7/20/20,7/21/20,7/22/20,7/23/20,7/24/20,7/25/20,7/26/20,7/27/20,7/28/20,7/29/20,7/30/20,7/31/20,8/1/20,8/2/20,8/3/20,8/4/20,8/5/20,8/6/20,8/7/20,8/8/20,8/9/20,8/10/20,8/11/20,8/12/20,8/13/20,8/14/20,8/15/20,8/16/20
+Confirmed,Globally,,,282,314,581,846,1320,2014,2798,4593,6065,7818,9826,11953,14557,17391,20630,24554,28276,31481,34886,37558,40554,43103,45171,46997,49053,50580,51857,71429,73332,75204,75748,76769,77794,78811,79331,80239,81109,82294,83652,85403,87137,88948,90870,93091,95324,98192,101927,105586,109577,113702,118319,125048,132758,142539,153517,167515,179111,191127,209839,234073,266073,292142,332930,372755,413467,462684,509164,571659,634813,693282,750890,823626,896450,972303,1051697,1133758,1210956,1279722,1353361,1210956,1521252,1610909,1696588,1773084,1844863,1914916,1991562,2074529,2160207,2241778,2314621,2397216,2471136,2544792,2626321,2719896,2804796,2878196,2954222,3018681,3090445,3175207,3267184,3349786,3435894,3517345,3588773,3672238,3759967,3855809,3917366,4006257,4088848,4170424,4248389,4338658,4425485,4525497,4618821,4731458,4789205,4893186,4993470,5103006,5204508,5304772,5404512,5488825,5593631,5701337,5817385,5934936,6057853,6194533,6287771,6416828,6535354,6663304,6799713,6931000,7039918,7145539,7273958,7410510,7553182,7690708,7823289,7941791,8061550,8242999,8385440,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Deaths,Globally,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7426,7807,8778,9840,11184,12783,14509,16231,18433,20834,23335,26493,29891,33106,36405,40598,45525,50321,56986,62784,67594,72614,79235,85522,92798,99690,105952,111652,117021,123010,130885,139378,146088,152551,157847,162956,169006,175694,181938,187705,193710,198668,202597,207973,217769,224172,229971,238628,239604,243401,247503,254045,259474,265861,274361,278892,283153,287399,292046,297119,302059,307395,311847,316169,318789,323256,327738,333401,337687,342029,343514,349095,353334,357688,362705,367166,371166,376320,379941,382867,387155,392802,397388,400857,404396,408025,413372,418294,423349,427630,431541,434796,440290,445535,450686,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Confirmed,China,Western Pacific Region,,278,309,571,830,1297,1985,2741,4537,5997,7736,9720,11821,14411,17238,20471,24363,28060,31211,34598,37251,40235,42708,44730,46550,48548,50054,51174,70635,72528,74280,74675,75569,76392,77042,77262,77780,78191,78630,78961,79394,79968,80174,80304,80422,80565,80711,80813,80859,80904,80924,80955,80981,80991,81021,81048,81077,81116,81116,81174,81300,81416,81498,81601,81747,81848,81961,82078,82230,82341,82447,82545,82631,82724,82802,82875,82930,83005,83071,83157,83249,83305,83369,83482,83597,83696,83745,83797,84149,84180,84201,84237,84250,84287,84302,84311,84324,84338,84341,84347,84369,84373,84385,84388,84393,84400,84404,84406,84409,84415,84416,84430,84450,84451,84458,84464,84469,84478,84484,84494,84500,84505,84507,84520,84522,84525,84536,84543,84544,84547,84547,84565,84570,84588,84597,84602,84603,84614,84620,84629,84634,84638,84641,84652,84659,84659,84729,84778,84823,84867,84903,84940,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Confirmed,Outside of China,,,4,5,10,16,23,29,57,56,68,82,106,132,146,153,159,191,216,270,288,307,319,395,441,447,505,526,683,794,804,924,1073,1200,1402,1769,2069,2459,2918,3664,4691,6009,7169,8774,10566,12669,14759,17481,21114,24727,28673,32778,37364,44067,51767,61518,72469,86438,97995,110011,128665,152773,184657,210644,251329,291008,331619,380723,427086,489429,552472,610835,668345,740995,813726,889501,968822,1050828,1127951,1196651,1270204,1127707,1437947,1527540,1613106,1689487,1761167,1831171,1907765,1990380,2076027,2157577,2230384,2312966,2386849,2460490,2542010,2635572,2720458,2793855,2869875,2934312,3006072,3090822,3182796,3265393,3351494,3432941,3504367,3587829,3675552,3771393,3832936,3921807,4004397,4085966,4163925,4254189,4341007,4441013,4534327,4646958,4704700,4808679,4908950,5018484,5119983,5220236,5319969,5404281,5509084,5616790,5732820,5850366,5973265,6109936,6203169,6332225,6450740,6578684,6715084,6846366,6955280,7060898,7189306,7325851,7468523,7605979,7738511,7856968,7976683,8158096,8300500,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Deaths,China,Western Pacific Region,,,,,,,,80,106,132,170,213,259,304,361,425,491,564,637,723,812,909,1017,1114,1260,1381,1524,1666,1772,1870,2006,2121,2239,2348,2445,2595,2666,2718,2747,2791,2838,2873,2915,2946,2984,3015,3045,3073,3100,3123,3140,3162,3173,4955,3194,3204,3218,3231,3231,3242,3253,3261,3267,3276,3283,3287,3293,3298,3301,3306,3310,3314,3321,3327,3331,3335,3338,3340,3340,3342,3344,3345,3349,3349,3351,3351,3352,3352,4642,4642,4642,4642,4642,4642,4642,4642,4642,4642,4643,4643,4643,4643,4643,4643,4643,4643,4643,4643,4643,4643,4643,4643,4643,4644,4644,4644,4644,4644,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,4645,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Hubei ,China,Western Pacific Region,,258,270,375,375,,,,,,,,7153,9074,11177,13522,16678,19665,22112,24953,27100,29631,31728,33366,34874,51968,54406,56249,58182,59989,61682,62031,62662,63454,64084,64287,64786,65187,65596,65914,66337,66907,67103,67217,67332,67466,67592,67666,67707,67743,67760,67773,67781,67786,67790,67794,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Guangdong,China,Western Pacific Region,,14,17,26,32,,,,,,,,520,604,683,797,870,944,1018,1075,1120,1151,1177,1219,1241,1261,1295,1316,1322,1328,1331,1332,1333,1339,1342,1345,1347,1347,1347,1348,1349,1349,1350,1350,1350,1350,1351,1352,1352,1352,1353,1353,1356,1356,1356,1357,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Henan,China,Western Pacific Region,,,1,1,1,,,,,,,,422,493,566,675,764,851,914,981,1033,1073,1105,1135,1169,1184,1212,1231,1246,1257,1262,1265,1267,1270,1271,1271,1271,1271,1272,1272,1272,1272,1272,1272,1272,1272,1272,1272,1272,1272,1272,1272,1273,1273,1273,1273,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Zhejiang,China,Western Pacific Region,,,5,5,5,,,,,,,,599,661,724,829,895,954,1006,1048,1075,1104,1117,1131,1145,1155,1162,1167,1171,1172,1173,1175,1203,1205,1205,1205,1205,1205,1205,1205,1205,1205,1206,1213,1213,1215,1215,1215,1215,1215,1215,1215,1215,1215,1227,1231,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Hunan,China,Western Pacific Region,,,1,1,1,,,,,,,,389,463,521,593,661,711,772,803,838,879,912,946,968,988,1001,1004,1006,1007,1008,1010,1011,1013,1016,1016,1016,1016,1017,1017,1018,1018,1018,1018,1018,1018,1018,1018,1018,1018,1018,1018,1018,1018,1018,1018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Anhui,China,Western Pacific Region,,,,,,,,,,,,,297,340,408,480,530,591,665,733,779,830,860,889,910,934,950,962,973,982,986,987,988,989,989,989,989,989,989,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,990,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Jiangxi,China,Western Pacific Region,,,1,2,2,,,,,,,,286,333,391,476,548,600,661,698,740,771,804,844,872,900,913,925,930,933,934,934,934,934,934,934,934,934,934,935,935,935,935,935,935,935,935,935,935,935,935,935,935,935,935,935,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Shandong,China,Western Pacific Region,,,1,1,1,,,,,,,,202,225,246,270,298,343,379,407,435,459,486,497,506,519,530,537,541,543,544,546,748,750,754,755,755,756,756,756,756,756,758,758,758,758,758,758,758,758,758,759,760,760,760,760,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Jiangsu,China,Western Pacific Region,,,,,,,,,,,,,202,231,271,308,341,373,408,439,468,492,515,543,570,593,604,617,626,629,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,631,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Chongqing,China,Western Pacific Region,,,1,5,5,,,,,,,,238,262,300,337,366,389,411,426,446,468,486,505,518,529,537,544,551,553,555,560,567,572,573,575,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,576,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Sichuan,China,Western Pacific Region,,,1,2,2,,,,,,,,207,236,254,282,301,321,344,363,386,405,417,436,451,463,470,481,495,508,514,520,525,526,526,527,529,531,534,538,538,538,538,538,538,538,539,539,539,539,539,539,539,539,539,539,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Heilongjiang,China,Western Pacific Region,,,,,,,,,,,,,80,95,118,155,190,227,277,282,307,331,360,378,395,418,425,445,457,464,470,476,479,479,480,480,480,480,480,480,480,480,480,480,480,481,481,481,481,481,481,482,482,482,482,482,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Beijing,China,Western Pacific Region,,5,5,10,10,,,,,,,,156,183,212,228,253,274,297,315,326,337,342,352,366,372,375,380,381,387,393,395,396,399,399,399,400,400,410,410,411,413,414,414,417,418,422,426,428,428,429,435,435,436,437,442,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Shanghai,China,Western Pacific Region,,1,2,9,9,,,,,,,,153,177,193,208,233,254,269,281,292,295,302,306,313,318,326,328,331,333,333,333,334,334,335,335,335,336,337,337,337,337,337,338,338,338,339,342,342,342,342,344,344,346,350,353,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Hebei,China,Western Pacific Region,,,,,,,,,,,,,96,104,113,126,135,157,171,195,206,218,239,251,265,283,291,300,301,302,306,307,308,309,311,311,311,312,317,318,318,318,318,318,318,318,318,318,318,318,318,318,318,318,318,318,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Fujian,China,Western Pacific Region,,,,,,,,,,,,,144,159,179,194,205,215,224,239,250,261,267,272,279,281,285,287,290,292,293,293,293,293,293,293,294,294,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,296,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Guangxi,China,Western Pacific Region,,,,,,,,,,,,,100,111,127,139,150,168,172,183,195,210,215,222,222,226,235,237,238,242,244,245,246,249,249,251,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Shaanxi,China,Western Pacific Region,,,,,,,,,,,,,101,116,128,142,165,173,184,195,208,213,219,225,229,230,232,236,240,240,242,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,245,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Yunnan,China,Western Pacific Region,,,1,1,1,,,,,,,,91,99,109,117,122,128,135,138,140,141,149,154,155,162,168,169,171,172,172,172,174,174,174,174,174,174,174,174,174,174,174,174,174,174,174,174,174,174,174,174,174,174,174,174,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Hainan,China,Western Pacific Region,,,,,,,,,,,,,57,63,70,79,89,100,111,123,128,136,142,145,157,157,162,162,162,163,163,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,168,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Guizhou,China,Western Pacific Region,,,,,,,,,,,,,29,38,46,56,64,69,77,89,96,109,118,131,135,140,143,144,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Tianjin,China,Western Pacific Region,,,2,2,2,,,,,,,,34,40,49,63,67,70,94,81,88,91,96,106,112,119,120,122,124,125,128,130,131,133,135,135,135,135,135,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Shanxi,China,Western Pacific Region,,,,,,,,,,,,,47,56,66,74,81,90,96,104,115,119,122,124,126,126,127,128,129,130,131,131,132,132,132,132,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Liaoning,China,Western Pacific Region,,,,,,,,,,,,,60,64,70,74,81,89,94,99,105,107,108,111,116,117,119,120,121,121,121,121,121,121,121,121,121,121,121,121,121,122,122,125,125,125,125,125,125,125,125,125,125,125,125,125,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Hong Kong,China,Western Pacific Region,,,,1,2,5,5,8,8,8,10,12,13,14,15,15,18,21,24,26,26,36,42,49,50,53,56,56,57,60,62,65,68,68,70,74,81,85,91,93,94,95,98,101,100,104,104,107,109,114,115,120,129,131,137,141,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Jilin,China,Western Pacific Region,,,,,,,,,,,,,17,21,31,42,54,59,65,69,78,80,81,83,84,86,88,88,89,89,90,91,91,91,91,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Gansu,China,Western Pacific Region,,,,,,,,,,,,,35,45,51,56,57,62,70,71,81,85,86,86,87,90,90,90,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,102,119,120,124,124,125,127,127,129,132,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Xinjiang,China,Western Pacific Region,,,,,,,,,,,,,18,23,24,29,32,36,39,42,45,49,55,59,63,65,70,71,73,76,76,76,76,76,75,76,76,76,76,76,76,76,76,76,76,76,76,76,76,76,76,76,76,76,76,76,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Inner Mongolia,China,Western Pacific Region,,,,,,,,,,,,,23,26,33,37,42,46,49,50,54,58,58,60,61,63,68,70,72,73,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,75,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Ningxia,China,Western Pacific Region,,,,,,,,,,,,,26,28,31,34,34,40,43,45,45,49,53,58,64,67,70,70,70,70,71,71,71,71,71,71,71,71,72,72,73,73,74,74,75,75,75,75,75,75,75,75,75,75,75,75,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Taiwan,China,Western Pacific Region,,,1,1,1,3,3,4,7,8,8,9,10,10,10,10,11,11,16,16,17,18,18,18,18,18,18,18,20,22,23,24,26,26,23,28,31,32,32,34,39,39,40,42,42,42,45,45,45,45,45,47,49,49,50,53,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Qinghai,China,Western Pacific Region,,,,,,,,,,,,,8,9,13,15,17,18,18,18,18,18,18,18,18,18,18,18,18,18,12,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Macau,China,Western Pacific Region,,,,1,2,2,2,5,7,7,7,7,7,7,8,8,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Xizang,China,Western Pacific Region,,,,,,,,,,,,,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Unspecified*,China,Western Pacific Region,,,,131,384,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,China,Western Pacific Region,,278,309,571,830,1297,1985,2741,4537,5997,7736,9720,11821,14411,17238,20471,24363,28060,31211,34598,37251,40235,42708,44730,46550,48548,50054,51174,70635,72528,74280,74675,75569,76392,77042,77262,77780,78191,78630,78961,79394,79968,80174,80304,80422,80565,80711,80813,80859,80904,80924,80955,80981,80991,81021,81048,81077,81116,81116,81174,81300,81416,81498,81601,81747,81848,81961,82078,82230,82341,82447,82545,82631,82724,82802,82875,82930,83005,83071,83157,83249,83305,83369,83482,83597,83696,83745,83797,84149,84180,84201,84237,84250,84287,84302,84311,84324,84338,84341,84347,84369,84373,84385,84388,84393,84400,84404,84406,84409,84415,84416,84430,84450,84451,84458,84464,84469,84478,84484,84494,84500,84505,84507,84520,84522,84525,84536,84543,84544,84547,84547,84565,84570,84588,94597,84602,84603,84614,84620,84629,84634,84638,84641,84652,84659,84671,84729,84778,84823,84867,84903,84940,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Singapore,Western Pacific Region,,0,0,0,1,3,3,4,7,7,10,13,16,18,18,18,24,28,30,33,40,43,45,47,50,58,67,72,75,77,81,84,85,86,89,89,90,91,93,96,98,102,106,108,110,110,117,130,138,150,160,166,178,187,200,212,243,243,266,313,345,385,432,455,507,558,631,683,732,802,844,879,926,1000,1049,1114,1189,1309,1375,1481,1623,1910,2108,2299,2532,2918,3252,3699,4427,5050,5992,6588,8014,9125,10141,11178,12075,12693,13624,14423,14951,15641,16169,17101,17548,18205,18778,19410,20198,20939,21707,22460,23336,23822,24671,25346,26089,26891,27356,28038,28343,28794,29364,29812,30426,31068,31616,31960,32343,32876,33249,33860,34366,34884,35292,35836,36405,36922,37183,37527,37910,38296,38514,38965,39387,39850,40197,40604,40818,40969,41216,41473,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Philippines,Western Pacific Region,,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,5,5,6,10,33,49,52,52,64,111,140,187,187,187,217,230,307,380,462,552,636,707,803,1075,1418,1546,2084,2311,2633,3018,3094,3246,3660,3764,3870,4076,4195,4428,4648,4932,5223,5453,5660,5878,6087,6259,6459,6599,6710,6981,7192,7294,7579,7777,7958,8212,8488,8772,8928,9223,9485,9684,10004,10343,10463,10610,10794,11086,11350,11618,11876,12091,12305,12513,12718,12942,13221,13434,13597,13777,14035,14319,14669,15049,15588,16634,17224,18086,18638,18997,19748,20382,20626,21340,21895,22474,22992,23732,24175,24787,25392,25930,26420,26781,27238,27799,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Japan,Western Pacific Region,,1,1,1,1,3,3,4,6,7,11,14,17,20,20,20,33,25,25,25,26,26,26,28,29,33,41,53,59,65,73,85,93,105,132,144,157,164,186,210,230,239,254,268,284,317,349,408,455,488,514,568,620,675,716,780,814,829,829,873,950,996,1046,1089,1128,1193,1291,1387,1499,1693,1866,1953,2178,2384,2617,2920,3271,3654,3906,4257,4768,5347,6005,6748,7255,7645,8100,8582,9167,9795,10361,10751,11118,11496,11919,12388,12829,13182,13385,13576,13852,14088,14281,14545,14839,15057,15231,15354,15463,15547,15649,15747,15798,15874,16024,16079,16193,16237,16285,16305,16365,16385,16424,16513,16536,16550,16581,16623,16651,16683,16719,16804,16851,16884,16930,16986,17018,17064,17103,17141,17174,17210,17251,17292,17332,17382,17429,17502,17587,17628,17668,17740,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Republic of Korea,Western Pacific Region,,1,1,1,2,2,2,4,4,4,4,11,12,15,15,16,18,23,24,24,27,27,28,28,28,28,28,29,30,31,51,104,204,346,602,763,977,1261,1766,2337,3150,3736,4212,4812,5328,5766,6284,6767,7134,7382,7513,7755,7869,7979,8086,8162,8236,8320,8320,8413,8652,8799,8897,8961,9037,9137,9241,9332,9478,9583,9661,9786,9887,9976,10062,10156,10237,10284,10331,10384,10423,10450,10480,10512,10537,10564,10591,10613,10635,10653,10661,10674,10683,10694,10702,10708,10718,10728,10738,10752,10761,10765,10774,10780,10793,10801,10804,10806,10810,10822,10840,10874,10909,10936,10962,10991,11018,11037,11050,11065,11078,11110,11122,11142,11165,11190,11206,11225,11265,11344,11402,11441,11468,11503,11541,11590,11629,11668,11719,11776,11814,11852,11902,11947,12003,12051,12085,12121,12155,12198,12257,12306,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Malaysia,Western Pacific Region,,0,0,0,0,0,3,4,4,4,7,8,8,8,8,10,10,12,14,15,17,18,18,18,18,19,21,22,22,22,22,22,22,22,22,22,22,22,22,24,24,24,24,29,50,50,55,83,93,93,117,129,129,129,197,238,553,553,553,673,900,1030,1183,1306,1518,1624,1796,2031,2161,2320,2470,2626,2766,2908,3116,3333,3483,3662,3793,3963,4119,4228,4346,4530,4683,4817,4987,5072,5182,5251,5305,5389,5424,5482,5532,5603,5691,5742,5780,5820,5851,5945,6002,6071,6176,6298,6353,6383,6428,6467,6535,6589,6656,6726,6742,6779,6819,6855,6872,6894,6941,6978,7009,7059,7137,7185,7245,7417,7604,7619,7629,7732,7762,7819,7857,7877,7970,8247,8266,8303,8322,8329,8336,8338,8369,8402,8445,8453,8494,8505,8515,8529,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Australia,Western Pacific Region,,0,0,0,0,3,3,4,5,7,7,9,12,12,12,12,13,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,17,21,21,21,22,23,23,23,24,25,27,33,43,57,57,62,74,77,92,112,122,140,197,249,298,375,414,510,709,873,1081,1396,1709,2252,2799,2985,3635,3966,3966,4359,4707,4976,5224,5454,5635,5744,5844,5956,6052,6152,6238,6289,6322,6366,6416,6458,6468,6533,6586,6612,6625,6647,6643,6667,6687,6703,6713,6725,6738,6746,6762,6767,6783,6801,6825,6849,6875,6896,6914,6929,6941,6948,6964,6975,6989,7019,7036,7045,7060,7068,7079,7081,7095,7106,7109,7118,7133,7139,7150,7173,7185,7195,7204,7221,7229,7240,7251,7255,7260,7265,7267,7267,7285,7290,7302,7320,7335,7347,7370,7391,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,New Zealand,Western Pacific Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,4,5,5,5,5,5,5,5,6,6,6,11,11,20,39,53,66,102,102,189,262,338,416,476,552,600,647,723,774,824,872,911,943,969,992,1015,1035,1049,1064,1072,1078,1084,1086,1094,1098,1105,1107,1113,1112,1114,1117,1121,1122,1124,1126,1129,1132,1134,1136,1137,1137,1138,1139,1141,1142,1144,1147,1147,1147,1147,1148,1148,1149,1149,1153,1153,1153,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1154,1156,1156,1157,1157,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Vietnam,Western Pacific Region,,0,0,0,2,2,2,2,2,2,2,5,6,7,8,9,10,10,12,13,14,14,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,21,30,31,35,39,39,48,53,57,61,61,66,85,91,94,113,123,134,141,153,169,179,188,203,207,218,233,239,240,241,245,249,251,255,257,258,262,265,266,267,268,268,268,268,268,268,268,268,270,270,270,270,270,270,270,270,270,271,271,271,271,288,288,288,288,288,288,288,288,313,318,320,324,324,324,324,324,325,325,326,327,327,327,327,328,328,328,328,328,328,329,329,329,332,332,332,332,332,334,334,334,335,335,342,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Mongolia,Western Pacific Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,4,4,5,6,6,10,10,10,10,10,11,12,12,12,12,12,14,14,14,14,14,15,15,16,16,16,16,16,17,30,30,31,31,31,32,33,34,35,35,36,37,38,38,38,38,38,38,39,39,40,41,41,41,42,42,42,42,42,42,98,98,135,136,140,140,140,140,141,141,141,141,141,148,161,179,179,179,185,185,185,186,191,193,193,194,194,194,194,197,197,197,197,197,197,201,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Brunei Darussalam,Western Pacific Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,12,12,25,40,50,50,54,56,73,78,83,88,91,104,109,114,115,120,126,127,129,131,133,134,135,135,135,135,135,135,136,136,136,136,136,136,136,136,137,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,139,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Cambodia,Western Pacific Region,,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,3,3,5,7,7,12,24,24,35,47,51,53,84,87,91,96,98,104,102,103,107,109,109,110,114,114,114,115,115,117,118,120,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,123,124,124,124,124,124,124,124,125,125,125,125,125,125,125,125,126,126,126,126,126,126,126,126,128,128,128,129,129,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Lao People's Democratic Republic,Western Pacific Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,3,6,6,6,8,8,9,10,10,10,10,11,12,12,15,15,16,16,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Fiji,Western Pacific Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,3,4,5,5,5,5,5,5,5,5,7,7,12,12,14,15,15,15,16,16,16,16,16,16,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Papua New Guinea,Western Pacific Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Guam,Western Pacific Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,5,12,14,15,27,29,32,37,45,51,56,56,58,69,77,82,84,93,112,113,121,125,128,130,133,133,134,135,135,135,135,136,133,133,133,133,135,136,137,137,138,140,141,142,142,144,146,145,145,147,147,147,147,147,147,148,148,149,149,149,149,149,149,160,160,160,161,161,161,163,164,165,165,166,166,167,169,170,171,171,171,171,171,172,174,174,176,177,177,178,178,180,185,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,French Polynesia,Western Pacific Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,3,3,3,11,11,15,17,18,25,25,30,30,34,35,36,37,37,37,39,40,41,42,47,51,51,51,51,53,55,55,55,55,55,55,55,56,57,57,57,57,57,57,58,58,58,58,58,58,58,58,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,89,89,89,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,60,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Northern Mariana Islands,Western Pacific Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,6,8,8,8,8,8,8,11,11,11,11,11,11,13,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,16,16,19,19,19,19,19,21,21,21,21,21,22,22,22,22,22,22,22,22,22,22,22,22,23,24,26,26,26,27,28,30,30,30,30,30,30,30,30,30,30,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,New Caledonia,Western Pacific Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,4,5,8,10,14,14,15,15,15,15,16,16,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,19,19,19,19,20,20,20,20,20,21,21,21,21,21,21,21,21,21,21,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Russian Federation,European Region,,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,4,7,7,7,7,7,20,34,34,34,63,93,93,147,199,253,306,438,438,658,840,1036,1264,1534,1534,1837,2337,2777,3548,4149,4731,5389,6343,7497,10131,11917,13584,15770,18328,21102,24490,27938,32008,36793,42853,42853,52763,57999,62772,68622,68622,74588,87147,93558,99399,106498,114431,124054,134687,145268,155370,165929,177160,187859,198676,209688,221344,232243,242271,252245,262843,272043,281752,290678,299914,308705,317554,326448,335882,344481,353427,362342,370680,379051,387623,396575,405843,414878,423741,432277,441108,449834,458689,467673,476658,485253,493657,502436,511423,520129,528964,537210,545458,553301,561091,569063,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,The United Kingdom,European Region,,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,3,3,3,4,8,8,9,9,9,9,9,9,9,9,9,9,9,9,13,13,13,16,20,23,36,39,51,89,118,167,210,277,323,373,460,594,802,1144,1395,1547,1954,2630,3277,3983,5018,5687,6654,8081,9533,11662,14547,17093,19526,22145,25154,29478,33722,38172,41907,47810,51612,55246,60737,65081,70276,78995,84283,88625,93877,98480,103097,108696,114221,120071,124747,129048,133499,138082,143468,148381,152844,157153,161149,165225,171257,177458,182264,186603,190588,194994,201205,206719,211368,215264,219187,223064,226467,229709,233155,236715,240165,243699,246410,248822,248297,250912,254199,257158,259563,261188,265231,267244,269131,271226,272830,274766,276336,277989,279860,281665,283315,284872,286198,287403,289144,290147,291413,292954,294379,295893,296861,298140,299255,300473,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Spain,European Region,,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,12,25,32,45,45,114,151,198,257,374,430,589,1024,1639,2140,2965,4231,5753,7753,9191,11178,13716,17147,19980,24926,28572,33089,39673,47610,56188,64059,72248,78797,85195,94417,102136,110238,117710,124736,130759,135032,140510,146690,152446,157022,161852,166019,169496,172541,177633,182816,188068,191726,195944,200210,204178,208389,213024,219764,219764,207634,209465,210773,212917,213435,215216,216582,217466,218011,219329,220325,221447,222857,223578,224390,227436,228030,228691,229540,230183,230698,231350,231606,232037,232555,233037,234824,235290,235772,235400,236631,237141,238278,238936,239600,239801,240010,240304,240326,240660,240978,241310,241550,241717,241966,242280,242707,243209,243605,243928,244109,244328,244683,245268,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Italy,European Region,,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,9,76,124,229,322,400,650,888,1128,1689,2036,2502,3089,3858,4636,5883,7375,9172,10149,12462,15113,17660,21157,24747,27980,31506,35713,41035,47021,53578,59138,63927,69176,74386,80539,86498,92472,97689,101739,105792,110574,115242,119827,124632,128948,132547,135586,139422,143626,147577,152271,156363,159516,162488,165155,168941,172434,175925,178972,181228,183957,187327,189973,192994,195351,197675,199414,201505,203591,205463,207428,209328,210717,211938,213013,214457,215858,217185,218268,219070,219814,221216,222104,223096,223885,224760,225435,225886,226699,227364,228006,228658,229327,229858,230158,230555,231139,231732,232248,232664,233019,233197,233515,233836,234013,234531,234801,234998,235278,235561,235763,236142,236305,236651,236989,237290,237500,237828,238159,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Germany,European Region,,0,0,0,0,0,0,0,1,4,4,5,7,8,10,12,12,12,13,14,14,14,14,16,16,16,16,16,16,16,16,16,16,16,16,16,16,18,21,26,57,57,129,157,196,262,534,639,795,1112,1139,1296,1567,2369,3062,3795,4838,6012,7156,8198,10999,18323,21463,24774,29212,31554,36508,42288,48582,52547,57298,61913,67366,73522,79696,85778,91714,95391,99225,103228,108202,113525,117658,120479,123016,125098,127584,130450,133830,137439,139897,141672,143457,145694,148046,150383,152438,154175,155193,156337,157641,159119,159119,161703,162496,163175,163860,164897,166091,167300,168551,169218,169575,170508,171306,172239,173152,173772,174355,174697,175210,176007,176752,177212,177850,178281,178570,179002,179364,179717,180458,181196,181482,181815,182028,182370,182764,183271,183678,183979,184193,184543,184861,185416,185674,186022,186269,186461,186839,187184,187764,187764,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Turkey,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,5,5,5,47,47,191,191,670,947,1236,1529,1872,2433,3629,5698,7402,9271,10827,13531,15679,18135,20921,23934,27069,30217,34109,38226,42282,47029,52167,56956,61049,65111,69392,74193,78546,82329,86306,90980,95591,98674,101790,104912,107773,110130,112261,114653,117589,120204,122392,124375,126045,127659,129491,131744,133721,135569,137115,138657,139771,141475,143114,144749,146457,148067,149435,150593,151615,152587,153548,154500,155686,156827,157814,158762,159797,160979,162120,163103,163942,164769,165555,166422,167410,168340,169218,170132,171121,172114,173036,174023,175218,176677,178239,179831,181298,182727,184031,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,France,European Region,,0,0,0,0,3,3,3,3,4,5,6,6,6,6,6,6,6,6,6,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,18,38,57,100,100,191,212,282,420,613,706,1116,1402,1774,2269,2860,3640,4469,5380,6573,7652,9043,10877,12475,14296,15821,19615,22025,24920,28786,32542,37145,39642,43977,51477,56261,58327,63536,67757,69607,73488,77226,81095,85351,89683,92787,94382,97050,102533,105155,107778,108163,110721,111463,113513,116151,117961,119583,121338,122875,123279,127008,125464,127066,128121,128722,129458,129708,130242,131292,135468,135980,136578,137008,137073,137491,138161,138609,139152,139646,140008,140036,140497,140959,141312,141590,141949,142173,142204,142482,142704,142852,146122,146657,148436,148524,148775,147935,148263,148941,149495,150022,150315,150413,150748,151145,151503,152067,152460,152767,152819,153045,153356,153557,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Belgium,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,8,8,23,50,109,169,200,239,267,314,314,599,689,1085,1085,1486,1486,1795,2257,2815,3401,3743,4269,4937,6235,7284,9134,10836,11899,12775,13964,15348,16770,18431,19691,20814,22194,23403,24983,26667,28018,29647,30589,31119,33573,34809,36138,37183,38496,39983,40956,41889,42797,44293,45325,46134,46687,47334,47859,48519,49032,49517,49906,50267,50509,50781,51420,52011,52596,53081,53449,53779,53981,54288,54644,54989,55280,55559,55791,55983,56235,56511,56810,57092,57342,57455,57592,57849,58061,58186,58381,58517,58615,58685,58767,58907,59072,59226,59348,59437,59569,59711,59819,59918,60029,60100,60155,60244,60348,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Netherlands,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,7,13,18,28,38,82,128,188,265,321,382,503,614,804,959,1135,1413,1705,2051,2460,2994,3631,4204,4749,5560,6412,7431,8603,9762,10866,11750,12595,13614,14697,15723,16627,17851,18803,19580,20549,21762,23097,24413,25587,26551,27419,28153,29214,30449,31589,32655,33405,34134,34842,35729,36535,37190,37845,38245,38416,38802,39316,39791,40236,40571,40770,41087,41319,41774,42093,42382,42627,42788,42984,43211,43481,43681,43870,43995,44141,44249,44447,44700,44888,45064,45236,45445,45578,45768,45950,46126,46257,46442,46545,46647,46733,46942,47152,47335,47574,47739,47903,48087,48251,48461,48640,48783,48783,49087,49204,49319,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Belarus,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,6,6,6,6,6,6,9,12,12,21,21,36,36,36,46,46,57,76,76,81,81,86,86,94,94,152,152,152,192,254,254,440,562,700,861,1066,1066,1981,2226,2578,2919,3281,3728,4204,4779,4779,4779,6264,6723,7281,8022,8773,9590,10463,12208,12208,13187,14027,14917,15828,17489,17489,19255,19255,20168,21101,22973,23906,23906,25840,25840,26772,27730,28681,29650,30572,31508,33371,34303,34303,35244,36198,37144,38059,38956,39858,40764,41658,42556,43403,44255,45116,45981,46868,46868,48630,49453,50265,51066,51816,52520,53241,53973,54680,55369,56032,56657,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Sweden,European Region,,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,7,12,13,14,15,24,35,61,137,161,203,248,326,461,620,775,924,992,1059,1167,1279,1423,1623,1746,1906,2016,2272,2510,2806,3046,3447,3700,4028,4435,4947,5466,6078,6443,6830,7206,7693,8419,9141,9685,10151,10483,10948,11445,11927,12540,13216,13822,14385,14777,15322,16004,16755,17567,18177,18640,18926,19621,20302,21092,21520,22082,22317,22721,23216,23918,24623,25265,25921,26322,26670,27272,27909,28582,29207,29677,30143,30377,30799,31523,32172,32809,33188,33459,33843,34440,35088,35727,36476,37113,37542,37814,38589,40803,41883,42939,43887,44730,45133,45924,46814,48288,49684,50931,51614,52383,53323,54562,56043,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Portugal,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,7,9,13,21,30,30,41,41,41,112,112,245,331,448,642,785,1020,1280,1600,2060,2362,2995,3544,4268,5170,5962,6408,7443,8251,9034,9886,10524,11278,11730,12442,13141,13956,15472,15987,16585,16934,17448,18091,18841,19022,19685,20206,20863,21379,21982,22353,22797,23392,23864,24027,24322,24505,25056,25351,25190,25282,25524,25702,26182,26715,27268,27406,27581,27679,27913,28132,28319,28583,28810,29036,29209,29432,29660,29912,30200,30471,30623,30788,31007,31292,31596,31946,32203,32500,32700,32895,33261,33592,33969,34351,34493,34885,35306,35600,35910,36180,36463,36690,37036,37336,37672,38089,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Switzerland,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,6,10,18,26,30,27,56,86,209,264,332,332,491,645,858,1125,1359,2200,2200,2650,3010,3863,4840,6077,6971,8015,8789,9714,10714,12104,13152,14274,15412,16108,17070,18844,19706,20489,21065,21574,22164,22710,23495,24228,24820,25220,25499,25753,26336,26651,26997,27322,27658,27862,27981,28186,28414,28595,28978,28978,29081,29181,29324,29503,29622,29734,29822,29898,29926,29977,30043,30168,30168,30222,30261,30297,30330,30380,30431,30489,30504,30514,30535,30575,30611,30624,30642,30653,30663,30678,30693,30713,30745,30762,30779,30788,30791,30810,30830,30853,30873,30882,30889,30905,30928,30961,30980,31011,31034,31048,31063,31100,31117,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Ireland,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,14,18,19,21,24,34,43,70,90,129,169,223,292,292,557,683,785,906,1125,1329,1564,1819,2121,2415,2615,2910,3235,3447,3849,4273,4604,5111,5364,5709,6224,7393,8089,8928,9655,10647,11479,12547,13271,13980,14758,15251,15652,16040,16671,17607,18184,18561,19262,19648,19877,20253,20612,20833,21176,21506,21722,21983,22248,22385,22541,22760,22996,23135,23242,23401,23827,23956,24048,24112,24200,24251,24315,24391,24506,24582,24639,24698,24735,24803,24841,24876,24929,24990,25062,25066,25111,25142,25163,25183,25201,25207,25215,25231,25238,25250,25295,25303,25321,25334,25341,25355,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Ukraine,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,3,3,3,3,7,14,16,16,26,47,47,84,113,156,218,311,418,480,549,669,804,987,1096,1251,1319,1462,1668,1892,2203,2511,2777,3102,3372,3764,4162,4662,5106,5449,5710,6125,6592,7170,7647,8125,8617,9009,9410,9866,10406,10861,11411,11913,12331,12697,13184,13691,14195,14710,15232,15648,16023,16425,16847,17330,17858,18291,18616,18876,19230,19706,20148,20580,20986,21245,21584,21905,22382,22811,23204,23672,24012,24340,24823,25411,25964,26514,26999,27462,27856,28381,29070,29753,30506,31154,31810,32476,33234,34063,34984,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Poland,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,6,11,16,22,44,49,64,111,150,150,246,287,325,425,536,634,749,901,1051,1221,1389,1638,1862,2055,2311,2554,2946,3383,3627,4102,4413,4848,5205,5575,5955,6356,6674,6934,7202,7582,7918,8379,8742,9287,9593,9856,10169,10511,10892,11273,11617,11902,12218,12640,12877,13105,13375,13693,14006,14431,14740,15047,15366,15651,15996,16326,16921,17204,17615,18016,18257,18529,18885,19268,19739,20143,20619,20931,21326,21631,22074,22473,22825,23155,23571,23786,24165,24395,24395,25048,25419,25986,26561,27160,27560,27757,28201,28577,29017,29392,29788,30195,30701,31015,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Romania,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,3,4,4,6,7,13,15,15,25,48,48,64,123,158,158,184,246,260,308,367,433,576,762,906,1029,1292,1452,1760,1952,2245,2460,2738,3183,3613,3864,4057,4417,4761,5202,5467,5990,6300,6633,6879,7216,7707,8067,8418,8746,8936,9242,9710,10096,10417,10635,11036,11339,11616,11978,12240,12567,12732,13163,13512,13837,14107,14499,14811,15131,15362,15588,15778,16002,16247,16437,16704,16871,17036,17191,17387,17585,17712,17857,18070,18283,18429,18594,18791,18982,19133,19257,19398,19517,19669,19907,20103,20290,20479,20604,20749,20945,21182,21404,21679,21999,22165,22415,22760,23080,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Israel,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,3,5,7,7,10,12,15,15,19,25,39,39,75,75,75,100,178,200,250,304,427,529,712,883,1071,1238,2170,2369,3035,3460,3865,4247,4831,5129,5591,6211,7030,7589,8018,8611,9404,9404,9755,10095,10525,10878,11235,11868,12200,12591,12855,13107,13362,13883,13942,14498,14803,15028,15398,15398,15466,15782,15782,16004,16152,16152,16152,16237,16268,16314,16346,16444,16444,16492,16526,16539,16539,16567,16589,16608,16607,16621,16650,16659,16690,16690,16712,16712,16720,16743,16771,16809,16809,17012,17071,17071,17071,17219,17495,17562,17706,17783,17915,18089,18268,18461,18701,18876,19008,19121,19121,19637,19876,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Austria,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,4,5,10,10,18,24,37,47,66,104,112,131,182,302,361,504,800,959,1132,1332,1646,1843,2649,3024,3631,4486,5282,5888,7029,7697,8291,8813,9618,10182,10711,11129,11525,11766,11983,12297,12640,12969,13248,13560,13807,13937,14043,14234,14370,14448,14603,14662,14710,14783,14833,14924,14985,15068,15134,15189,15256,15314,15264,15457,15531,15558,15597,15621,15586,15651,15673,15735,15777,15787,15874,15910,15964,16005,16068,16140,16154,16179,16257,16275,16332,16361,16407,16439,16459,16497,16515,16543,16594,16638,16642,16663,16674,16705,16741,16803,16822,16868,16889,16902,16936,16964,16994,17014,17038,17065,17098,17115,17155,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Denmark,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,3,4,5,8,10,18,23,31,36,90,262,615,674,801,827,898,960,977,1044,1132,1255,1326,1395,1460,1591,1724,1877,2046,2201,2395,2577,2860,3107,3386,3757,4077,4369,4681,5071,5402,5635,5819,5996,6174,6318,6511,6681,6879,7073,7242,7384,7515,7695,7912,8073,8210,8445,8575,8698,8851,9008,9158,9311,9407,9523,9670,9821,9983,10083,10218,10319,10429,10513,10591,10667,10713,10791,10858,10927,10968,11044,11117,11182,11230,11289,11360,11387,11428,11480,11512,11593,11633,11669,11699,11734,11771,11811,11875,11924,11948,11962,12001,12016,12035,12099,12139,12193,12217,12250,12294,12344,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Kazakhstan,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,6,6,33,36,46,53,56,60,63,79,97,125,204,265,294,312,348,386,435,460,531,604,670,709,727,802,859,897,979,1091,1275,1295,1480,1546,1546,1546,1852,1995,2025,2025,2416,2601,2791,2982,3078,3333,3551,3785,3877,3988,4160,4298,4509,4605,4922,5056,5138,5207,5417,5571,5689,5850,6157,6440,6751,6969,7234,7597,7919,8322,8531,8969,9304,9576,9932,10382,10858,11308,11571,11796,12067,12312,12511,12694,12859,13074,13319,13559,13872,14238,14496,14809,15192,15542,15877,16351,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Serbia,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,12,19,19,31,41,46,70,85,96,123,135,173,188,249,303,384,457,528,659,741,785,900,1060,1171,1476,1624,1908,2200,2447,2666,2867,3105,3380,3630,4054,4465,4873,5318,5690,5994,6318,6630,6890,7114,7276,7483,7779,8042,8275,8497,8724,9009,9205,9362,9464,9557,9677,9791,9848,9943,10032,10114,10176,10243,10295,10374,10438,10496,10610,10699,10733,10833,10919,11024,11092,11159,11193,11227,11275,11300,11354,11381,11412,11430,11454,11523,11571,11667,11741,11823,11896,11965,12031,12102,12175,12251,12310,12367,12426,12522,12616,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Armenia,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,8,8,26,52,52,84,122,136,160,190,235,265,290,329,372,424,482,482,532,571,640,736,746,746,833,877,921,937,937,1013,1039,1039,1067,1135,1159,1201,1248,1291,1339,1377,1473,1523,1596,1746,1808,1867,1932,2066,2148,2273,2386,2507,2619,2782,2884,3029,3175,3313,3392,3538,3718,3836,4044,4283,4472,4823,5041,5271,5606,5928,6302,6661,7113,7402,7774,8216,8676,8927,9282,9492,10009,10524,11221,11817,12364,13130,13325,13675,14103,14669,15281,16004,16667,17064,17489,18033,18698,19157,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Czechia,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,5,5,12,12,26,32,38,61,94,116,150,214,298,383,434,522,694,904,995,1165,1236,1394,1654,2062,2279,2663,2829,3002,3308,3589,3858,4190,4472,4587,4822,5017,5312,5569,5732,5902,5991,6059,6141,6303,6433,6549,6654,6787,6914,7041,7136,7188,7273,7352,7404,7449,7504,7579,7682,7737,7755,7781,7819,7896,7974,8031,8077,8095,8123,8176,8221,8269,8351,8406,8455,8475,8586,8647,8721,8754,8813,8890,8957,9002,9050,9086,9140,9196,9230,9273,9302,9364,9438,9494,9529,9567,9628,9697,9751,9824,9886,9938,9991,10024,10064,10111,10162,10230,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Norway,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,4,6,15,19,25,33,56,86,113,147,169,192,277,277,489,750,907,1077,1169,1308,1423,1552,1742,1926,2132,2371,2566,2916,3156,3581,3845,4102,4226,4447,4665,4935,5208,5510,5640,5755,5863,6010,6160,6244,6320,6415,6488,6566,6677,6791,6791,6984,7086,7113,7166,7250,7345,7408,7467,7505,7533,7605,7667,7710,7759,7759,7809,7847,7903,7953,7995,8034,8069,8099,8106,8135,8158,8175,8197,8197,8197,8249,8257,8268,8268,8309,8309,8309,8352,8364,8383,8401,8411,8411,8411,8411,8446,8446,8477,8504,8504,8504,8547,8563,8576,8594,8606,8606,8606,8631,8631,8660,8692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Republic of Moldova,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,4,4,8,12,23,29,30,36,49,66,80,94,109,125,149,177,199,231,263,298,353,423,591,591,752,864,965,1056,1174,1289,1438,1560,1662,1712,1934,2049,2154,2264,2351,2472,2548,2641,2778,2926,3110,3304,3408,3481,3638,3771,3897,3980,4052,4121,4248,4363,4476,4578,4728,4867,4927,4995,5154,5406,5553,5745,5934,6060,6138,6340,6553,6704,6847,6994,7093,7149,7305,7537,7725,7896,8098,8251,8360,8548,8795,9018,9247,9511,9700,9807,10025,10321,10727,11093,11459,11740,11879,12254,12732,13106,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Finland,European Region,,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,6,7,7,7,12,19,19,30,40,40,40,109,109,210,267,272,319,359,369,450,521,626,700,792,880,958,1025,1218,1218,1313,1384,1446,1518,1615,1882,1927,2176,2308,2487,2605,2769,2905,2974,3064,3161,3237,3369,3489,3681,3783,3868,4014,4129,4284,4395,4475,4576,4695,4740,4906,4995,5051,5179,5254,5327,5412,5573,5673,5738,5880,5962,5984,6003,6054,6145,6228,6286,6347,6380,6399,6443,6493,6537,6568,6579,6599,6628,6692,6743,6776,6826,6859,6885,6887,6911,6911,6941,6964,6981,7001,7025,7040,7064,7073,7087,7104,7108,7112,7117,7117,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Azerbaijan,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,3,3,3,9,9,9,9,9,9,11,11,19,19,19,21,34,34,44,53,65,72,87,93,122,147,164,190,273,298,359,400,443,512,584,641,717,822,926,991,1058,1098,1148,1197,1253,1283,1340,1373,1398,1436,1480,1518,1548,1592,1617,1645,1678,1717,1766,1804,1854,1894,1932,1984,2060,2127,2204,2279,2422,2519,2589,2693,2758,2879,2980,3138,3274,3387,3518,3631,3749,3855,3982,4122,4271,4403,4568,4759,4989,5246,5494,5662,5935,6260,6522,6860,7239,7553,7876,8191,8530,8882,9218,9570,9957,10324,10662,10991,11329,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Luxembourg,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,2,2,2,5,5,17,17,38,38,38,81,140,210,345,484,670,798,875,1099,1333,1453,1605,1831,1950,1988,2178,2319,2487,2612,2729,2804,2843,2970,3034,3115,3223,3270,3281,3292,3307,3373,3444,3480,3537,3550,3558,3618,3654,3665,3695,3711,3723,3729,3741,3769,3784,3802,3812,3824,3828,3840,3851,3859,3871,3877,3886,3888,3894,3904,3915,3923,3930,3945,3947,3958,3971,3980,3981,3990,3992,3993,3995,4001,4008,4012,4016,4018,4019,4020,4020,4027,4032,4035,4039,4040,4046,4049,4052,4055,4063,4070,4072,4075,4085,4091,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Tajikistan,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,15,32,76,128,230,293,379,461,522,561,612,661,729,729,1085,1118,1322,1322,1729,1936,2140,2350,2551,2738,2929,3100,3266,3424,3563,3686,3807,3930,4013,4100,4191,4289,4370,4453,4529,4609,4690,4763,4834,4902,4971,5035,5097,5160,5221,5279,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Hungary,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,5,7,9,9,13,13,16,19,32,39,50,50,58,73,85,131,167,187,226,261,300,343,408,447,447,492,525,585,678,733,744,817,895,980,1190,1310,1410,1458,1512,1579,1652,1763,1834,1916,1984,2098,2168,2284,2383,2443,2500,2538,2649,2727,2775,2863,2942,2998,3035,3065,3111,3150,3178,3213,3263,3284,3313,3341,3380,3417,3473,3509,3535,3556,3598,3641,3678,3713,3741,3756,3771,3793,3816,3841,3841,3867,3876,3921,3931,3931,3954,3970,3970,3970,4014,4017,4027,4039,4053,4064,4076,4077,4078,4079,4081,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Uzbekistan,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,16,16,21,33,33,46,46,50,65,83,104,133,145,149,173,190,221,241,298,390,472,534,555,624,624,796,896,1054,1214,1349,1380,1450,1495,1565,1657,1657,1716,1778,1836,1865,1887,1924,1955,2031,2046,2094,2127,2160,2189,2217,2266,2314,2336,2387,2411,2509,2598,2620,2652,2691,2741,2762,2802,2880,2950,3006,3078,3132,3180,3261,3333,3396,3463,3513,3554,3662,3718,3718,3874,3965,4022,4181,4352,4448,4547,4695,4819,4901,4994,5103,5293,5561,5697,5855,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Greece,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,3,3,3,7,7,7,9,32,32,66,73,73,89,98,98,98,228,331,331,387,418,418,495,530,624,695,743,821,892,966,1061,1156,1212,1314,1375,1514,1613,1673,1735,1755,1832,1884,1955,2011,2081,2114,2145,2170,2192,2207,2207,2207,2235,2245,2401,2408,2463,2490,2506,2506,2534,2534,2576,2591,2591,2620,2626,2632,2642,2663,2678,2691,2710,2716,2726,2744,2760,2770,2810,2819,2834,2836,2840,2850,2853,2873,2876,2878,2882,2892,2903,2906,2909,2915,2917,2917,2918,2937,2937,2937,2952,2952,3049,3058,3068,3088,3108,3112,3121,3134,3148,3203,3227,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Bosnia and Herzegovina,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,4,4,4,11,18,18,19,19,36,44,44,92,125,131,164,173,213,233,269,325,359,413,464,521,586,632,662,695,781,816,875,901,948,1007,1034,1086,1116,1169,1210,1268,1286,1300,1340,1367,1413,1428,1485,1516,1564,1588,1689,1757,1757,1757,1857,1926,1968,2017,2027,2070,2070,2098,2142,2162,2181,2216,2237,2265,2289,2303,2319,2334,2352,2371,2371,2391,2405,2415,2415,2462,2484,2493,2509,2523,2534,2550,2593,2605,2645,2673,2703,2727,2776,2831,2892,2892,3001,3039,3084,3144,3202,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Bulgaria,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,4,4,6,7,7,7,43,51,67,81,92,94,127,163,185,201,220,242,264,293,331,346,359,399,422,457,485,503,531,549,577,593,624,635,661,675,685,713,747,800,846,878,915,929,975,1024,1097,1188,1247,1300,1363,1399,1447,1506,1588,1594,1618,1652,1689,1778,1801,1911,1955,1965,1990,2023,2069,2100,2138,2211,2235,2259,2292,2331,2372,2551,2408,2433,2433,2460,2460,2485,2499,2513,2513,2513,2538,2585,2585,2668,2711,2727,2810,2889,2889,3086,3191,3266,3290,3341,3453,3542,3674,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,North Macedonia,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,3,3,3,7,7,7,7,9,13,13,19,31,36,48,70,85,114,136,148,177,201,219,241,259,285,329,354,384,430,483,555,570,599,617,663,711,828,828,854,908,974,1081,1117,1170,1207,1225,1231,1259,1300,1326,1367,1386,1399,1421,1442,1465,1494,1506,1511,1518,1526,1539,1572,1586,1622,1642,1664,1674,1694,1723,1740,1762,1792,1817,1839,1858,1898,1921,1941,1978,1999,2015,2040,2078,2130,2164,2226,2315,2391,2492,2612,2792,2915,3028,3155,3242,3367,3542,3706,3902,4057,4157,4289,4482,4664,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Croatia,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,3,3,5,7,7,9,9,9,10,11,11,11,12,16,16,16,27,37,49,56,65,81,81,126,206,235,306,382,418,495,586,657,713,790,867,963,1011,1079,1126,1182,1222,1282,1343,1407,1495,1534,1600,1650,1704,1741,1791,1814,1832,1871,1881,1908,1950,1981,2009,2016,2030,2039,2047,2062,2076,2085,2088,2096,2101,2112,2119,2125,2161,2176,2187,2196,2207,2213,2221,2222,2224,2226,2228,2232,2234,2237,2243,2243,2244,2244,2244,2244,2245,2245,2246,2246,2246,2246,2246,2247,2247,2247,2247,2247,2247,2249,2249,2249,2251,2252,2254,2255,2258,2269,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Estonia,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,2,2,3,10,10,10,10,13,13,13,79,79,205,205,225,258,267,283,306,326,352,369,404,538,575,640,679,715,745,779,858,961,1018,1097,1108,1149,1185,1207,1258,1304,1309,1332,1373,1402,1434,1459,1512,1528,1535,1552,1559,1592,1605,1635,1643,1647,1660,1666,1689,1694,1699,1700,1703,1711,1713,1720,1725,1733,1739,1741,1746,1751,1758,1766,1770,1774,1784,1791,1794,1800,1807,1821,1823,1824,1834,1840,1851,1859,1865,1869,1870,1870,1880,1890,1910,1931,1939,1940,1947,1958,1965,1970,1973,1973,1974,1975,1977,1977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Kyrgyzstan,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,6,14,14,16,42,44,58,58,84,84,107,111,115,130,144,147,216,228,270,280,298,339,377,419,430,449,466,489,506,554,568,590,612,631,656,665,682,695,708,729,746,756,769,795,830,843,871,895,906,931,1002,1016,1037,1044,1082,1111,1117,1138,1216,1243,1270,1313,1350,1365,1403,1433,1468,1520,1594,1662,1722,1748,1817,1845,1871,1899,1936,1974,2007,2032,2055,2093,2129,2166,2207,2285,2372,2472,2562,2657,2789,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Iceland,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,9,16,26,26,45,45,55,55,61,61,61,61,138,138,199,225,250,330,409,473,568,588,648,737,802,890,963,1020,1086,1135,1220,1319,1364,1417,1486,1562,1586,1616,1648,1675,1689,1701,1711,1720,1727,1739,1754,1760,1771,1773,1778,1785,1789,1789,1790,1792,1792,1795,1797,1797,1798,1798,1799,1799,1799,1799,1829,1801,1801,1801,1801,1801,1802,1802,1802,1802,1802,1802,1802,1803,1803,1803,1804,1804,1804,1804,1805,1805,1805,1806,1806,1806,1806,1806,1806,1806,1806,1807,1807,1807,1807,1807,1807,1808,1810,1810,1812,1815,1816,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Lithuania,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,3,3,6,9,14,17,25,26,36,69,105,143,179,209,274,299,358,394,484,484,533,581,649,771,771,811,843,880,912,955,999,1053,1062,1070,1070,1091,1149,1239,1298,1326,1350,1370,1398,1410,1410,1438,1449,1449,1449,1375,1385,1399,1406,1410,1419,1423,1428,1433,1436,1444,1479,1485,1491,1505,1511,1523,1534,1541,1547,1562,1577,1594,1604,1616,1623,1635,1639,1647,1656,1662,1670,1675,1678,1682,1684,1687,1694,1705,1714,1720,1727,1733,1752,1756,1763,1768,1773,1776,1778,1784,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Slovakia,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,3,5,7,7,10,21,30,44,61,72,97,105,123,137,178,185,191,204,216,226,295,295,336,336,363,400,426,450,471,485,534,598,682,701,715,728,742,769,835,863,977,1049,1089,1161,1173,1199,1244,1325,1360,1373,1379,1381,1384,1391,1396,1403,1407,1408,1413,1421,1429,1445,1455,1455,1457,1457,1465,1469,1477,1480,1493,1494,1495,1495,1496,1502,1503,1504,1509,1511,1513,1515,1520,1520,1521,1522,1522,1522,1525,1526,1526,1528,1528,1530,1531,1533,1541,1542,1545,1548,1552,1552,1561,1562,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Slovenia,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,6,9,12,16,23,31,57,57,141,141,219,253,275,286,319,341,383,414,442,480,528,577,632,691,730,763,814,841,897,934,977,997,1021,1055,1091,1124,1160,1188,1205,1212,1220,1248,1268,1049,1317,1330,1173,1340,1353,1325,1373,1388,1407,1407,1408,1418,1429,1434,1439,1439,1439,1445,1448,1449,1450,1454,1457,1460,1461,1463,1464,1465,1465,1466,1466,1467,1468,1468,1478,1478,1509,1469,1469,1471,1473,1273,1473,1473,1483,1475,1477,1477,1489,1494,1485,1485,1486,1488,1488,1490,1492,1495,1496,1509,1513,1511,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Albania,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,10,10,23,33,38,42,51,55,59,70,70,76,89,123,146,174,186,197,212,223,223,243,277,277,333,333,377,377,400,409,416,416,446,446,475,475,494,518,548,548,562,609,634,634,678,678,712,726,736,766,773,773,789,795,795,803,832,832,850,856,868,868,872,876,880,898,933,946,948,948,964,969,969,981,989,1004,1029,1050,1076,1099,1122,1136,1143,1164,1176,1197,1212,1232,1246,1263,1299,1341,1385,1416,1464,1521,1590,1672,1722,1788,1838,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Latvia,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,3,6,8,16,16,16,30,31,36,60,71,86,111,124,139,180,197,221,244,280,305,376,376,398,446,458,493,509,533,542,548,577,589,612,630,651,655,657,666,675,682,712,727,739,748,761,778,784,804,812,818,836,849,858,870,871,879,896,896,900,909,928,930,939,946,950,951,962,970,997,1008,1009,1012,1016,1025,1030,1046,1047,1049,1053,1057,1061,1064,1065,1066,1071,1079,1079,1082,1082,1086,1088,1088,1089,1092,1094,1096,1097,1097,1097,1098,1104,1108,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Cyprus,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,6,6,14,21,33,33,33,58,58,67,84,95,116,124,132,146,162,179,214,230,262,320,356,396,426,446,465,494,526,564,595,616,633,662,695,715,735,735,761,767,772,784,790,795,804,810,817,822,837,843,850,857,864,872,874,878,883,889,891,892,898,901,903,905,907,910,914,916,917,918,922,923,927,927,935,937,939,939,941,941,943,944,949,952,958,958,960,960,964,970,972,974,975,980,980,983,985,985,985,985,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Georgia,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,3,3,3,3,3,9,9,12,13,15,23,23,25,25,30,33,33,34,38,38,43,49,54,67,73,77,81,85,90,98,103,115,121,148,157,170,188,195,208,214,230,233,252,266,296,306,336,370,385,394,399,408,411,420,431,456,485,496,511,517,539,566,582,589,593,604,610,614,632,626,635,638,639,642,652,671,677,695,701,702,713,721,723,723,730,731,732,735,738,746,757,783,794,796,800,801,806,808,809,810,818,822,828,837,851,864,879,879,888,893,895,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Andorra,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,2,2,2,14,16,39,75,75,88,113,164,188,213,231,289,321,341,370,376,396,429,442,466,523,540,551,566,589,602,622,639,651,659,673,694,703,704,717,718,723,724,726,733,738,740,748,753,753,746,746,747,749,751,751,752,752,754,754,756,756,759,761,761,761,761,761,761,761,762,762,762,763,763,763,763,763,764,764,764,764,765,844,851,852,852,852,852,852,852,852,852,853,853,853,853,854,854,855,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,San Marino,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,8,8,16,21,24,27,37,49,63,63,63,66,92,92,102,104,109,126,151,151,151,187,187,208,218,228,228,229,230,236,236,245,252,259,266,277,279,308,344,344,356,356,371,372,393,426,426,455,461,462,476,488,501,513,513,538,538,553,563,569,580,580,582,582,589,608,623,632,632,637,647,647,647,647,652,652,668,668,668,670,672,672,672,672,672,672,672,687,687,687,687,687,687,687,695,695,695,695,695,695,695,695,695,695,695,695,695,709,709,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Malta,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,4,4,6,9,12,12,21,30,38,48,53,64,73,90,107,120,129,134,139,139,151,156,167,188,195,202,213,234,241,293,299,337,350,370,378,384,393,399,412,422,426,427,431,443,444,445,447,448,448,450,450,463,465,467,467,477,480,482,484,486,489,490,496,503,503,508,522,532,546,553,558,560,584,599,600,609,610,611,611,615,616,616,616,616,619,620,622,622,622,622,629,630,634,635,640,645,646,646,649,656,662,663,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Montenegro,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,10,14,14,21,22,29,52,67,70,82,85,91,105,120,140,160,197,203,223,248,248,252,255,262,267,274,288,288,303,305,308,308,312,313,314,316,319,319,321,321,321,322,322,322,322,322,323,324,324,324,324,324,325,325,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,324,325,326,326,333,337,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Monaco,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,9,9,9,9,9,12,18,23,23,23,23,19,19,19,46,49,52,37,37,37,37,37,40,40,54,54,54,54,54,93,93,93,93,98,98,98,68,68,68,68,68,68,68,68,68,68,68,68,68,95,95,95,95,95,95,95,96,96,96,96,96,96,96,96,96,96,96,96,96,98,98,98,98,98,98,98,98,98,98,98,98,98,98,99,99,99,99,99,99,99,99,99,99,99,99,99,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Liechtenstein,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,4,4,4,7,7,7,25,25,34,36,46,46,47,51,56,60,61,62,64,68,72,75,76,77,78,78,78,79,79,80,80,80,80,81,81,81,81,82,82,82,82,82,82,82,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Holy See,European Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,4,4,4,4,6,6,6,6,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,10,10,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Kosovo,European Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,91,94,106,112,125,126,132,140,145,165,184,224,227,250,283,362,377,387,397,449,480,510,535,572,604,630,669,703,731,763,780,790,799,799,813,823,851,855,856,860,861,862,870,870,884,919,919,944,944,944,955,955,989,989,1003,1004,1025,1032,1038,1038,1047,1048,1048,1064,1064,1067,1080,1142,1142,1142,1151,1191,1263,1263,1298,1326,1326,1437,1443,1572,1713,1790,1873,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Isle of Man,European Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,13,23,23,26,29,32,42,42,52,65,71,114,126,127,127,150,150,165,190,204,226,228,242,254,258,289,291,297,297,307,307,307,308,308,308,308,308,309,311,311,315,320,321,325,326,327,329,329,330,330,330,331,331,333,334,335,335,335,335,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,336,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Jersey,European Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,5,5,5,12,12,15,16,16,18,32,52,61,63,63,63,81,81,118,123,155,155,170,170,170,183,198,198,213,217,217,219,223,234,245,249,250,255,255,276,278,280,281,283,284,290,290,290,291,292,293,293,293,293,293,293,294,294,295,295,297,297,297,302,303,303,306,306,306,306,306,307,307,308,308,308,308,308,308,308,309,309,309,311,311,313,313,313,313,313,313,313,316,316,318,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Guernsey,European Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,17,20,23,30,34,36,39,39,45,60,78,91,114,136,154,154,166,166,181,191,200,209,218,219,223,228,234,236,239,239,239,241,243,245,245,245,247,247,247,251,251,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,252,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Faroe Islands,European Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,3,9,11,47,47,58,72,80,92,115,118,122,132,140,144,155,159,168,169,173,177,179,181,181,181,184,184,184,184,184,184,184,184,184,184,184,184,185,185,185,185,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Gibraltar,European Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,3,3,8,10,10,10,15,15,15,26,35,55,56,65,69,69,69,81,95,98,103,103,113,113,113,113,113,129,129,129,129,131,133,133,133,133,133,133,133,133,136,141,141,141,141,141,144,144,144,144,144,144,144,144,146,146,146,147,147,147,147,147,147,147,147,147,149,151,151,155,155,154,154,157,158,161,169,170,170,172,173,174,174,175,176,176,176,176,176,176,176,176,176,176,176,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Greenland,European Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,4,4,5,6,9,10,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,12,12,12,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,India,South-East Asia Region,,0,0,0,0,0,0,0,0,0,1,1,1,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,5,6,29,30,31,34,43,44,60,73,74,82,107,114,137,137,151,195,195,283,415,434,562,649,724,724,979,1071,1071,1636,1636,1965,2301,3374,4067,4067,5194,5734,6412,7447,8356,9152,10363,11439,12380,13387,14378,15712,17265,18601,19984,21393,23077,24506,26496,27892,29435,31332,33050,35043,37336,39980,42533,46433,49391,52952,56342,59662,62939,67152,70756,74281,78003,81970,85940,90927,96169,101139,106750,112359,118447,125101,131868,138845,145380,151767,158333,165799,173763,182143,190535,198706,207615,216919,226770,236657,246628,256611,266598,276583,286579,297535,308993,320922,332424,343091,354065,366946,380532,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Bangladesh,South-East Asia Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,3,3,3,3,5,8,8,10,17,17,24,27,33,39,39,48,48,48,49,49,54,54,56,61,70,88,123,164,218,330,424,621,621,803,1012,1231,1572,1838,2144,2456,2948,3382,3772,4186,4689,4998,5416,5913,6462,7103,7667,8238,8790,9455,10143,10929,11719,12425,13134,13770,14657,15691,16660,17822,18863,20065,20995,22268,23870,25121,26738,28511,30205,32078,33610,35585,36751,38292,40321,42844,44608,47153,49534,52445,55140,57563,60391,63026,65769,68504,71675,74865,78052,81523,84379,87520,90619,94481,98489,102292,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Indonesia,South-East Asia Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,4,6,19,27,34,34,69,117,117,172,172,227,309,369,450,514,579,686,790,893,1046,1155,1285,1414,1528,1677,1790,1986,2092,2273,2491,2738,2956,3512,3512,4241,4241,4557,4839,5136,5516,5923,6248,6575,6760,7135,7418,7775,8211,8607,8882,9096,9511,9771,10118,10551,10843,11192,11587,12071,12438,12776,13112,13645,14032,14265,14749,15438,16006,16496,17025,17514,18010,18496,19189,20162,20796,21745,22271,22750,23165,23851,24538,25216,25773,26473,26940,27549,28233,28818,29521,30514,31186,32033,33076,34316,35295,36406,37420,38277,39294,40400,41431,42762,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Thailand,South-East Asia Region,,2,2,2,4,4,5,5,14,14,14,14,19,19,19,19,25,25,25,32,32,32,33,33,33,33,34,34,35,35,35,35,35,35,35,35,37,40,40,40,42,42,42,43,43,47,47,48,50,50,53,59,70,75,75,75,114,147,177,212,322,322,411,721,827,934,934,1136,1136,1388,1524,1524,1771,1771,1875,1978,2067,2169,2220,2369,2423,2473,2518,2551,2579,2613,2643,2672,2700,2733,2765,2792,2811,2826,2839,2854,2907,2922,2931,2938,2947,2954,2960,2966,2969,2987,2988,2989,2992,3000,3004,3009,3009,3017,3017,3018,3025,3025,3028,3031,3033,3034,3037,3037,3040,3040,3042,3045,3054,3065,3076,3077,3081,3082,3083,3084,3101,3102,3104,3112,3119,3121,3125,3125,3129,3134,3135,3135,3135,3135,3141,3146,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Maldives,South-East Asia Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,4,4,8,8,8,9,10,13,13,13,13,13,13,13,13,13,13,13,13,13,16,17,17,18,18,19,19,19,19,19,19,19,19,19,19,20,20,20,21,23,28,34,51,67,83,85,94,116,137,188,214,245,256,396,468,519,527,545,573,618,648,744,785,835,897,904,955,982,1031,1078,1094,1106,1143,1186,1216,1274,1313,1371,1395,1438,1457,1513,1591,1672,1773,1829,1841,1850,1872,1883,1901,1903,1916,1942,1962,1976,2003,2013,2035,2065,2094,2120,2137,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Nepal,South-East Asia Region,,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,3,3,3,5,5,5,5,5,6,6,9,9,9,9,9,9,9,9,12,16,16,16,16,30,31,31,31,42,45,48,49,49,51,52,54,57,57,59,59,75,82,82,99,99,109,110,120,191,217,246,258,276,291,304,375,402,444,487,548,584,675,682,772,886,1042,1212,1401,1572,1811,2099,2300,2634,2912,3235,3448,3762,4085,4364,4614,5062,5335,5760,6211,6591,7177,7848,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Sri Lanka,South-East Asia Region,,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,3,6,11,19,29,29,42,59,59,72,82,97,102,102,106,106,106,120,120,143,143,148,151,159,176,176,186,189,190,197,199,210,218,233,238,238,244,254,271,304,310,330,368,420,460,523,523,619,649,665,690,705,718,718,771,797,797,835,847,863,869,889,915,925,935,960,981,992,1027,1028,1055,1068,1089,1141,1182,1319,1469,1530,1558,1620,1633,1643,1683,1749,1797,1801,1814,1835,1857,1859,1869,1877,1880,1884,1889,1905,1915,1924,1947,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Myanmar,South-East Asia Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,3,3,5,5,8,8,10,15,15,16,20,20,21,21,22,22,27,28,38,41,62,74,85,85,94,107,111,119,121,127,139,144,146,146,146,150,150,151,151,151,155,161,161,162,176,177,178,180,180,180,181,181,182,182,187,191,193,199,199,201,201,201,203,206,206,206,207,224,224,228,233,234,236,236,240,242,244,246,248,261,261,261,262,262,262,263,286,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Bhutan,South-East Asia Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,3,3,3,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,9,11,11,15,20,21,21,21,21,21,21,21,21,24,27,27,27,28,31,33,33,43,47,47,47,47,48,48,59,59,59,62,62,62,66,66,67,67,67,67,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Timor-Leste,South-East Asia Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,6,6,6,18,18,19,19,23,23,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Iran,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,5,18,28,43,61,95,141,245,388,593,978,1501,2336,2922,3513,4747,5823,6566,7161,8042,9000,10075,11364,12729,14991,14991,16169,17361,18407,19644,20610,21638,23049,24811,27017,29406,32332,35408,38309,41495,44606,47593,50468,53183,55743,58226,60500,62589,64586,66220,68192,70029,71686,73303,74877,76389,77995,79494,80868,17265,83505,84802,85996,87026,88194,89328,90481,91472,92584,93657,94640,95646,96448,97424,98647,99970,101650,103135,104691,106220,107603,109286,110767,112725,114533,116635,118392,120198,122492,124603,126949,129341,131652,133521,135701,137724,139511,141591,143849,146668,148950,151466,154445,157562,160696,164270,167156,169425,171789,173832,175927,177938,180176,182545,184955,187427,189876,192439,195051,197647,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Saudi Arabia,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,8,8,7,15,15,20,21,21,62,103,103,133,171,238,238,274,392,511,562,767,900,1012,1104,1203,1299,1453,1563,1720,1885,2039,2370,2463,2752,2759,2932,3287,3651,4033,4462,4934,5369,5862,6380,7142,8274,9362,10484,11631,12772,13930,15102,16299,17522,18811,20077,21402,22753,24097,25459,27011,28656,30251,31938,33731,35432,37136,39048,41014,42925,44380,46869,49176,52016,54752,59854,59854,62545,65077,67719,70161,72560,74795,76726,78541,80185,81766,83384,85261,87142,89011,91182,93157,95748,98869,101914,105283,108571,112288,116021,119942,123308,127541,132048,136315,141234,145991,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Pakistan,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,4,4,5,5,5,5,5,5,6,16,16,19,20,21,28,52,187,187,241,302,461,495,784,887,991,1057,1057,1235,1526,1625,1865,2039,2291,2450,2450,2880,3277,3864,4072,4322,4601,4788,5038,5374,5716,5988,6505,7025,7481,7993,8418,9216,9749,10513,11155,11940,12723,13328,13915,14885,15759,16817,18114,19103,20084,21501,22533,24073,25837,27474,29465,30941,32081,34261,35298,37218,38799,40151,42125,43966,45184,48091,50694,52437,54601,56349,57705,59151,61227,64028,66457,69496,72460,76398,80463,85264,89249,93983,98943,103671,108317,113702,119536,125521,132405,139230,144478,148921,154760,160118,165062,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Qatar,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,3,7,8,8,8,11,12,15,18,24,262,262,262,337,401,439,442,442,452,460,470,494,501,526,537,549,562,590,634,693,781,835,949,1075,1325,1604,1832,2057,2210,2376,2512,2728,2979,3231,3428,3711,4103,4663,5008,5448,6015,6533,7141,7764,8525,9358,10287,11244,11921,12564,13409,14096,14872,15551,16191,17142,17972,18890,20201,21331,22520,23623,25149,26539,28272,29425,30972,32604,35606,35606,37097,38651,40481,42213,43714,45465,47207,48947,50914,52907,55262,56910,58433,60259,62160,63741,65495,67195,68790,70158,71879,73595,75071,76588,78416,79602,80876,82077,83174,84441,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,United Arab Emirates,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,4,4,4,4,5,5,5,5,5,5,7,7,7,8,8,8,8,8,8,9,9,9,9,9,11,13,13,13,13,13,19,19,19,21,21,27,27,27,45,45,45,59,74,74,85,85,85,98,98,98,113,140,140,153,153,198,248,333,333,405,468,570,611,664,814,1024,1264,1505,1799,2076,2359,2659,2990,3360,3736,4123,4521,4933,5365,5825,6302,6302,6781,7256,7755,8238,8756,9281,9813,10349,10839,11380,11929,12481,13038,13599,14163,14730,15192,15738,16240,16793,17417,18198,18878,19661,20386,21084,21831,22627,23358,25063,25063,26004,26898,27892,28704,29485,30307,31086,31969,32532,33170,33896,34557,35192,35788,36356,37018,37642,38268,38808,39176,39904,40507,40986,41499,41990,42294,42636,42982,43364,43752,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Kuwait,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,8,12,43,43,45,45,56,56,56,58,58,58,62,64,65,69,80,80,100,112,112,130,130,142,148,159,176,189,191,195,208,208,235,235,255,266,289,317,417,479,556,556,665,743,855,910,993,1154,1234,1300,1355,1405,1524,1658,1751,1915,1995,2080,2248,2399,2614,2892,3075,3288,3440,3740,4024,4377,4619,4983,5278,5804,6289,6567,7208,7623,8688,9286,10277,11028,11975,12860,13802,14850,16764,16764,17568,18609,19564,20464,21302,21967,22575,23267,24112,25184,26192,27043,27762,28649,29359,29921,30644,31131,31848,32510,33140,33823,34432,34952,35466,35920,36431,36958,37533,38074,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Egypt,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,3,3,48,55,59,59,67,67,93,93,126,166,166,196,210,256,285,327,366,402,456,495,536,576,609,656,710,779,865,985,1070,1173,1322,1450,1560,1699,1794,1939,2065,2190,2350,2505,2673,2844,3032,3144,3333,3490,3659,3891,4092,4319,4534,4782,5042,5268,5537,5859,6193,6465,6813,7201,7588,7981,8476,8964,9400,9746,10093,10431,10829,11228,11719,12229,12764,13484,14229,15003,15786,16513,17265,17967,18756,19666,20793,22082,23449,24985,26384,27536,28615,29767,31115,32162,34079,35444,36829,38284,39726,41303,42980,44598,46289,47856,49219,50437,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Afghanistan,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,4,4,4,4,7,7,7,10,16,21,22,22,22,24,24,40,42,74,80,80,106,114,114,166,192,235,269,270,299,337,367,423,444,521,521,555,607,665,770,794,845,908,933,996,1026,1092,1176,1226,1330,1463,1531,1703,1827,1827,2171,2469,2469,2469,2469,3224,3392,3563,3563,4402,4664,4967,4967,5339,6053,6402,6635,7072,7655,8145,8676,9216,9866,10582,11094,11831,12379,13016,13659,14443,15094,15750,16492,17267,17891,18969,19551,20342,20917,21222,22142,22890,23546,24102,24766,25527,25633,26874,27337,27878,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Oman,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,4,4,6,6,6,6,6,12,15,16,16,16,16,18,18,18,18,19,20,22,24,24,33,39,48,52,55,84,99,99,109,152,167,167,179,210,231,252,277,298,331,371,419,457,484,546,599,727,813,910,1019,1069,1180,1266,1410,1508,1614,1716,1716,1905,1998,2049,2131,2274,2348,2447,2483,2568,2568,2735,2903,2958,3112,3224,3400,3574,3721,4019,4341,4625,5029,5186,5379,5671,5671,6370,6370,6794,7257,7770,7770,8118,8373,9009,9820,10423,11437,12223,12799,13537,14316,15086,16016,16882,17486,18198,18887,19954,21071,22077,23481,24524,25269,26079,26818,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Bahrain,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,26,33,33,38,40,47,49,49,49,49,49,56,79,109,110,189,195,210,211,221,229,237,256,269,285,306,337,377,392,419,458,473,476,515,515,567,569,643,673,688,700,756,811,823,887,998,1040,1136,1362,1528,1677,1700,1744,1773,1881,1907,1973,2027,2217,2518,2589,2647,2723,2811,2921,3040,3170,3284,3356,3533,3720,3934,4199,4444,4774,4941,5236,5531,5816,6198,6583,6747,6930,7374,7532,7888,8174,8414,8802,9138,9171,9366,9692,10052,10449,10793,11398,11871,12311,12815,13229,13835,14383,14763,15417,16200,16667,16667,17713,18227,18544,19013,19553,19961,20430,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Morocco,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,2,2,2,3,5,6,7,18,28,38,38,49,61,74,86,115,143,170,225,275,358,437,516,574,638,676,735,844,960,1113,1141,1184,1275,1377,1448,1545,1661,1763,1888,2024,2283,2564,2685,2855,3046,3209,3446,3568,3758,3897,4065,4120,4252,4359,4423,4569,4729,4903,5053,5219,5408,5548,5711,5910,6063,6360,6418,6512,6607,6652,6741,6870,6972,7023,7133,7211,7332,7406,7433,7532,7577,7601,7643,7714,7780,7807,7833,7866,7922,8003,8071,8151,8224,8302,8437,8508,8537,8610,8692,8793,8885,8931,8997,9074,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Iraq,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,5,6,7,8,13,19,26,31,36,36,44,54,60,61,61,70,70,93,93,124,124,154,164,177,193,214,233,266,316,346,382,458,506,547,630,694,728,772,820,878,961,1031,1122,1202,1232,1280,1318,1352,1378,1400,1415,1434,1482,1513,1539,1574,1602,1631,1677,1708,1763,1820,1847,1928,2003,2085,2153,2219,2219,2346,2431,2480,2543,2603,2679,2767,2818,2913,3032,3143,3193,3260,3404,3554,3611,3724,3877,3964,4272,4469,4632,4848,5135,5457,5873,6179,6439,6868,7387,8168,8840,9846,11098,12366,13481,14268,15414,16675,17770,18950,20209,21315,22700,24254,25717,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Sudan,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,2,2,2,3,3,3,3,5,6,6,7,7,8,10,10,12,14,14,14,15,17,19,19,29,32,32,32,33,66,92,107,140,162,174,174,213,237,275,318,375,442,533,592,592,678,778,852,930,1111,1164,1365,1526,1660,1817,1964,1964,2289,2591,2591,2728,3138,3138,3378,3634,3826,3976,4146,4346,4346,4521,4800,5026,5173,5310,5499,5714,5865,6081,6083,6244,6427,6582,6730,6879,7007,7220,7435,7740,8020,8020,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Djibouti,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,3,3,12,12,13,15,19,26,31,34,41,50,51,59,90,121,135,140,150,187,215,298,363,435,591,732,732,846,846,945,974,986,999,1008,1023,1035,1072,1077,1089,1097,1112,1112,1116,1120,1124,1133,1135,1189,1210,1227,1256,1268,1284,1309,1331,1401,1518,1618,1828,2047,2270,2270,2270,2468,2468,2697,2914,2914,3194,3354,3569,3779,3935,4054,4123,4169,4207,4278,4331,4373,4398,4441,4449,4465,4501,4539,4545,4557,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Somalia,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,2,3,3,3,3,3,5,5,5,7,7,7,7,8,12,12,12,21,25,60,60,80,80,116,135,164,237,286,286,328,328,390,436,480,528,582,601,601,671,722,756,835,873,928,928,997,1054,1089,1170,1219,1284,1284,1357,1421,1455,1502,1573,1594,1594,1594,1594,1689,1711,1731,1828,1828,1916,1976,2023,2089,2146,2204,2204,2289,2334,2368,2416,2452,2513,2513,2579,2595,2642,2658,2696,2719,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Lebanon,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,2,2,2,2,10,13,13,13,16,22,28,32,41,41,66,66,77,93,99,109,120,133,149,163,206,248,267,304,333,368,391,412,438,446,463,479,508,508,527,527,541,548,575,582,609,619,630,632,641,658,663,668,673,673,677,682,682,688,696,704,707,710,717,721,725,729,733,737,740,741,750,784,796,809,845,859,870,878,886,891,902,911,954,954,961,1024,1086,1097,1114,1119,1140,1161,1168,1172,1191,1220,1233,1242,1256,1306,1312,1320,1331,1350,1368,1388,1402,1422,1442,1446,1464,1473,1489,1495,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Tunisia,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,2,2,6,6,7,16,16,18,20,24,29,39,54,60,75,89,114,173,197,227,278,312,362,394,423,455,495,553,574,596,623,628,643,671,685,707,726,747,780,822,864,866,866,884,901,909,918,922,939,949,967,975,980,994,998,1009,1009,1018,1022,1025,1026,1030,1032,1032,1032,1032,1032,1032,1035,1037,1037,1043,1044,1045,1046,1048,1048,1051,1051,1051,1051,1068,1071,1076,1077,1084,1086,1087,1087,1087,1087,1087,1087,1087,1087,1087,1093,1094,1096,1110,1125,1128,1132,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Jordan,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,6,35,35,52,56,69,84,112,127,153,172,212,235,246,259,268,274,278,299,310,323,345,349,353,358,372,372,381,389,391,397,401,402,407,413,417,425,428,435,437,441,444,447,449,449,451,453,459,460,461,465,471,473,494,508,522,540,562,576,582,586,596,607,613,629,649,672,684,700,704,708,711,718,720,728,730,734,739,746,755,757,765,784,795,808,831,845,863,890,915,953,961,979,981,987,1001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Yemen,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,6,6,7,10,10,12,23,26,26,36,36,53,58,67,72,87,108,126,132,134,171,184,197,209,216,226,237,253,260,282,287,314,327,358,403,423,457,473,486,488,500,528,564,595,636,709,732,848,889,906,913,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Libya,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,3,8,8,10,10,10,17,17,18,18,20,21,24,24,25,25,26,35,48,49,49,49,51,51,59,60,60,61,61,61,61,61,61,61,63,63,63,63,63,64,64,64,64,64,64,64,64,64,64,65,65,65,68,69,71,72,75,75,75,77,99,105,118,130,156,168,182,196,196,239,256,256,332,332,378,393,409,418,418,467,467,482,510,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Syrian Arab Republic,Eastern Mediterranean Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,5,5,5,9,10,10,10,16,16,16,19,19,19,19,19,19,25,25,25,29,33,33,38,38,39,39,42,42,42,42,42,42,43,43,43,43,44,44,44,44,44,45,45,47,47,47,47,47,48,48,50,51,58,58,58,58,58,59,70,86,106,121,121,122,122,122,122,123,123,123,124,124,125,141,144,146,152,164,164,170,177,177,177,178,187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,occupied Palestinian territory,Eastern Mediterranean Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,7,16,16,19,26,30,30,31,35,38,38,39,41,44,47,48,52,59,59,60,64,84,97,104,115,117,134,134,165,193,217,246,254,263,263,266,268,268,271,274,288,293,295,313,320,324,329,335,336,336,340,342,342,342,343,344,344,353,353,353,532,543,546,547,547,547,547,547,547,548,548,554,555,560,567,570,577,608,602,602,602,602,605,613,625,625,626,627,628,630,636,643,643,643,643,652,661,665,667,669,673,676,689,695,745,795,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,United States of America,Region of the Americas,,0,0,1,1,2,2,5,5,5,5,6,7,8,11,11,11,12,12,12,12,12,13,13,14,15,15,15,15,15,15,15,15,35,35,35,53,53,59,59,62,62,62,64,108,129,148,213,213,213,472,696,987,1264,1678,1678,1678,3503,3536,7087,10442,15219,15219,31573,42164,51914,63570,68334,85228,103321,122653,140640,163199,187320,213600,241703,273808,307318,333811,363321,395030,425889,461275,492881,524514,553882,578268,604070,632781,665330,695353,723605,751273,776907,800926,830053,860772,899281,931698,960916,983457,1003974,1035353,1067127,1093880,1125719,1154985,1171185,1193452,1215571,1245874,1245775,1271645,1298287,1322054,1340098,1361522,1382362,1409452,1432265,1477516,1477459,1501876,1525186,1547973,1568448,1592599,1618757,1634010,1658896,1675258,1694864,1716078,1734040,1783638,1798330,1823220,1837803,1857872,1886794,1915712,1933560,1951096,1968331,1988646,2010391,2032524,2057838,2079592,2098106,2126027,2149166,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Brazil,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,2,3,7,13,19,25,25,34,52,77,98,121,200,234,234,291,428,621,904,904,1546,2201,2433,2433,2915,3417,3904,4256,4579,5717,6836,7910,9056,10278,11130,12056,13717,15927,17857,19638,20727,22169,23430,25262,28320,30425,33682,36599,38654,40581,43079,45757,49492,52995,58509,61888,66501,71886,78162,85380,91589,96559,101147,107780,114715,125218,135106,145328,155939,162699,168331,177589,188974,202918,218223,233142,241080,254220,271628,291579,310087,330890,347398,363211,374898,391222,411821,438238,465166,498440,514849,526447,555383,584016,614941,645771,672846,691758,707412,739503,772416,802828,828810,850514,867624,888271,923189,955377,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Peru,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,6,6,9,11,17,22,28,43,71,86,86,145,234,234,318,318,395,416,480,580,580,635,671,852,1065,1323,1323,1414,1595,1746,2281,2561,2954,4342,5256,5897,6848,7519,7519,10303,11475,13489,13489,14420,15628,16325,17837,19250,20914,21648,25331,27517,28699,31190,33931,36976,40459,42534,45928,47372,51189,54817,58526,61847,65025,67307,68822,72059,76306,80604,84495,88541,92273,94933,99483,104020,108769,111698,115754,119959,123979,129751,135905,141779,148285,155671,164476,170039,174884,178914,183198,187400,191758,196515,199696,203736,208823,214788,220749,225132,229736,232992,237156,240908,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Chile,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,5,10,13,17,23,33,43,61,75,156,156,238,342,434,434,632,746,922,1142,1306,1610,1909,1909,2449,2738,3031,3404,3737,4161,4471,4815,5116,5546,5972,6501,6927,7213,7525,7917,8273,8807,9252,9730,10888,10507,10832,11296,11812,12306,12858,13331,13813,14365,14885,16023,17008,18435,19663,20643,22016,23048,24581,25972,27219,28866,30063,31721,34381,37040,37040,41428,43781,46059,46059,53617,53617,61857,65393,69102,73997,77961,82289,86943,90638,94858,99688,105159,108686,113628,118292,122499,127745,134150,138846,142759,148496,154092,160846,167355,174293,179436,184449,220628,225103,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Canada,Region of the Americas,,0,0,0,0,0,0,1,2,3,3,3,4,4,4,4,5,5,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,9,9,10,10,11,11,14,19,19,27,30,30,45,51,57,62,77,93,93,138,176,244,304,424,424,569,736,846,1048,1384,1432,1739,3409,3555,4018,4757,5655,6317,7695,9005,10114,11732,12938,13904,15806,17049,18433,19759,21226,22544,23702,24786,26146,27540,28884,30659,32400,33909,35383,37374,38923,40813,42739,44353,45778,47316,49014,50363,52056,53657,55572,59365,59844,61159,62458,63895,65399,66780,67996,69156,70342,71486,72536,73829,74993,76204,77306,78499,79502,80555,81765,82892,84081,85103,85998,86939,87902,88856,89741,90516,91351,92151,92748,93441,94070,94335,95057,95699,96244,96653,97125,97530,97943,98410,98787,99147,99467,99853,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Mexico,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,5,5,5,5,5,5,7,7,7,7,11,12,26,41,53,53,82,93,118,164,164,251,370,370,478,478,589,717,848,993,1094,1215,1378,1510,1688,1890,2143,2439,2785,3181,3441,3844,4219,4661,5014,5399,5847,6297,6875,7497,8261,8772,9501,10544,11633,12872,13842,14677,15529,16752,17799,19224,20739,22088,23471,24905,26025,27634,29616,31522,33460,35022,36327,38324,40186,42595,45032,47144,49219,51633,54346,56594,59567,62527,65856,68620,71105,74560,78023,81400,84627,87512,90664,93435,97326,101238,105680,110026,113619,117103,120102,124301,129184,133974,139196,142690,146837,150264,154863,159793,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Ecuador,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,6,7,7,13,14,14,15,15,15,17,17,23,23,37,58,58,155,199,367,506,532,790,1049,1211,1211,1595,1823,1835,1962,2240,2372,3163,3163,3465,3465,3747,3747,4450,4956,7161,7257,7466,7529,7603,7858,8225,8450,9022,9468,10128,10398,10850,11183,22719,22719,22719,23240,24258,24675,24934,26336,27464,29538,31881,31881,29420,30298,30298,28818,29559,29509,30419,30486,30502,30502,31467,32723,33182,34151,34151,34854,35828,36258,36756,37355,37355,38103,38471,38571,38571,39098,39098,40414,40966,40966,42106,42728,43120,43378,43917,44440,44440,45778,46356,46751,47322,47943,48490,49097,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Colombia,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,9,9,16,24,24,45,45,93,108,145,196,196,277,306,470,470,491,539,608,702,798,906,1065,1161,1267,1406,1485,1579,1780,2054,2223,2473,2709,2776,2852,2979,3105,3233,3439,3621,3792,3977,4149,4356,4561,4881,5142,5379,5597,5949,6211,6507,7006,7285,7668,7973,8613,8959,9456,10051,10495,11063,11613,12272,12930,13610,14216,14939,15574,16295,16935,17687,18330,19131,20177,21175,21981,23003,24104,25366,26688,28236,29383,30493,31833,33354,35120,36635,38027,39236,40719,42078,43682,45212,46858,48746,50939,53063,54931,57046,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Dominican Republic,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,5,5,5,5,5,5,5,21,21,21,34,72,72,72,245,312,392,488,581,581,581,901,1109,1284,1380,1488,1488,1488,1828,1956,1956,2349,2349,2620,2967,3167,3286,3614,3755,4126,4335,4680,4964,5044,5300,5543,5749,5926,6135,6293,6416,6652,6972,7288,7578,7954,8235,8480,8807,9095,9376,9882,10347,10634,10900,11196,11320,11739,12110,12314,12725,13223,13477,13657,13989,14422,14801,15073,15264,15723,16068,16531,16908,17285,17572,17752,18040,18319,18708,19195,19600,20126,20415,20808,21437,22008,22572,22962,23721,23686,24105,24645,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Argentina,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,9,12,12,17,19,31,34,45,56,65,65,79,97,128,158,225,266,301,387,502,589,690,745,820,966,1054,1133,1265,1353,1451,1554,1628,1715,1795,1929,1975,1975,2252,2336,2477,2598,2694,2784,2839,2960,3073,3197,3340,3479,3701,3838,3892,4019,4201,4304,4476,4532,4681,4799,4922,5076,5305,5530,5680,5924,6034,6278,6563,6973,7134,7479,7805,8068,8371,8809,9283,9931,10649,11353,12076,12628,13228,13933,14702,14702,16214,16851,17415,18319,19268,20197,21037,22020,22794,23620,24761,25987,27373,28764,30295,31577,32785,34159,35552,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Panama,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,8,10,14,27,27,43,69,69,86,109,137,137,245,345,345,558,558,674,786,901,989,989,1181,1317,1475,1673,1801,1988,2100,2249,2528,2752,2974,3234,3400,3472,3574,3751,4016,4210,4273,4467,4658,4821,4992,5166,5338,5538,5779,6021,6200,6378,6532,6720,7090,7197,7387,7523,7731,7868,8070,8282,8448,8616,8616,8944,9118,9268,9449,9606,9726,9867,9977,10116,10267,10577,10926,11183,11447,11728,12131,12531,13018,13463,13837,14095,14609,15044,15463,16004,16425,16854,17233,17889,18586,19211,20059,20686,21422,21962,22597,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Bolivia,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,3,3,3,11,11,11,12,15,16,19,24,27,28,39,39,61,74,74,97,107,115,123,132,139,157,183,194,210,264,268,275,300,330,354,397,441,465,493,520,564,598,609,672,703,807,866,950,1014,1053,1110,1167,1229,1470,1594,1681,1802,1886,2081,2266,2437,2556,2831,2964,3148,3372,3577,3826,4088,4263,4481,4919,5187,5579,5915,6263,6660,7136,7768,8387,8731,9592,9982,10531,10991,11638,12245,12728,13358,13643,13949,14644,15281,16165,16929,17842,18459,19073,19883,20685,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Honduras,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,8,8,9,12,24,24,26,30,30,52,52,67,67,110,139,139,172,219,222,264,268,298,305,312,343,382,392,393,397,407,419,426,442,457,472,477,494,510,519,562,591,627,661,702,738,771,804,899,1010,1055,1178,1270,1461,1685,1771,1830,1972,2100,2080,2255,2318,2460,2565,2646,2798,2955,3100,3204,3477,3743,3950,4189,4401,4640,4752,4886,5094,5202,5362,5527,5690,5880,5971,6155,6327,6450,6935,7360,7669,8132,8455,8858,9178,9656,10299,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Guatemala,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,6,6,9,12,12,18,20,21,24,24,25,32,34,36,36,39,47,50,50,61,70,77,87,95,126,137,153,156,167,180,196,214,235,257,289,294,316,342,384,430,473,500,530,557,585,599,644,688,703,730,763,798,832,900,967,1052,1114,1199,1342,1518,1643,1763,1912,2001,2133,2265,2512,2743,3054,3424,3760,3954,4145,4348,4607,4739,5087,5336,5586,5760,6154,6485,6792,7055,7502,7866,8221,8561,8982,9491,9845,10272,10706,11251,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,El Salvador,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,3,5,13,13,13,19,24,30,30,32,41,46,56,62,69,78,93,103,117,118,125,137,149,159,164,177,190,201,218,225,237,250,261,274,298,323,345,377,395,424,446,490,555,587,633,695,742,784,889,958,998,1037,1112,1210,1265,1338,1413,1498,1571,1640,1725,1819,1915,1983,2042,2109,2194,2278,2395,2517,2582,2653,2705,2781,2849,2934,3015,3104,3191,3274,3373,3481,3603,3720,3826,3941,4066,4200,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Haiti,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,6,7,8,8,8,8,15,15,15,16,16,18,18,21,24,25,27,30,30,31,31,40,40,41,41,43,44,44,47,57,58,62,72,72,72,74,76,76,76,81,85,85,88,100,101,108,129,146,151,182,209,219,234,273,310,358,456,533,596,663,734,812,865,958,1063,1174,1320,1443,1584,1865,2124,2226,2507,2604,2640,2924,3072,3334,3583,3662,3796,3941,3941,4165,4309,4441,4547,4688,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Cuba,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,4,4,4,5,5,10,11,16,16,16,40,48,57,67,80,119,119,170,186,212,233,269,288,320,350,396,457,515,564,620,669,726,766,814,862,923,986,1035,1087,1137,1189,1235,1285,1337,1369,1389,1437,1467,1501,1537,1611,1649,1668,1685,1703,1729,1741,1754,1766,1783,1804,1810,1830,1840,1862,1872,1881,1887,1900,1908,1916,1931,1941,1947,1963,1974,1983,2005,2025,2045,2083,2092,2107,2119,2133,2173,2191,2200,2205,2211,2219,2233,2238,2248,2262,2273,2280,2295,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Venezuela,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,33,33,36,36,36,36,70,70,77,91,91,106,113,113,129,129,143,144,144,144,144,159,165,166,166,171,171,171,181,181,193,197,204,204,228,256,285,288,298,318,318,323,325,329,329,331,333,345,345,357,361,367,379,381,388,402,414,422,440,440,455,504,541,618,618,824,824,882,944,1010,1121,1177,1245,1245,1327,1370,1459,1510,1662,1819,1952,2087,2145,2316,2377,2473,2632,2738,2814,2879,2904,2978,3062,3150,3386,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Costa Rica,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,9,9,13,13,22,23,23,23,41,41,50,87,113,113,117,158,177,201,201,231,263,295,314,314,347,375,396,416,435,454,467,483,502,539,558,577,595,612,618,626,642,649,655,660,662,669,681,686,687,693,695,697,705,713,719,725,733,739,742,755,761,765,773,780,792,801,804,815,830,843,853,863,882,882,882,903,911,918,930,951,956,984,1000,1022,1047,1056,1084,1105,1157,1194,1263,1263,1318,1342,1375,1461,1538,1612,1662,1715,1744,1796,1871,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Paraguay,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,5,5,5,6,6,8,9,9,11,11,13,18,22,22,27,41,41,52,56,59,64,65,69,77,92,96,104,113,115,119,124,129,133,134,147,159,161,174,199,202,206,208,208,213,213,220,223,228,228,230,239,249,266,333,370,396,431,440,462,563,689,713,724,737,740,754,759,778,786,788,829,833,836,838,850,862,865,877,884,900,917,964,986,995,1013,1070,1086,1087,1090,1135,1145,1187,1202,1230,1254,1261,1289,1296,1303,1308,1330,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Nicaragua,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,2,2,2,2,4,4,4,4,5,5,5,5,5,6,6,6,6,7,7,9,9,9,9,9,9,9,9,9,10,10,10,11,11,13,13,13,13,14,14,14,14,15,15,16,16,16,16,16,16,16,25,25,25,25,25,25,25,279,279,279,279,279,279,279,759,885,885,885,885,885,950,1309,1309,1309,1309,1309,1309,1309,1655,1655,1655,1655,1655,1655,1655,2014,2014,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Uruguay,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,6,6,29,79,94,94,135,162,162,217,217,238,274,303,309,320,338,350,369,386,400,406,415,424,456,473,494,501,512,483,492,493,502,508,517,528,535,543,549,557,563,596,606,620,625,630,643,648,652,655,657,670,673,684,694,702,707,711,717,719,724,732,734,734,737,738,746,749,753,764,769,787,789,803,811,816,821,823,825,826,828,832,834,845,845,845,846,847,847,847,847,848,848,849,849,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Jamaica,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,7,8,10,10,12,13,15,16,16,19,19,21,26,26,26,30,32,36,36,38,44,47,53,55,58,59,63,63,63,65,69,72,73,105,125,143,163,173,196,223,233,243,257,288,305,305,364,381,396,422,432,463,469,471,473,478,488,490,498,502,505,507,509,509,511,517,520,520,520,529,534,544,550,552,556,564,569,569,575,581,581,588,590,590,591,595,596,598,598,598,598,611,614,615,617,621,621,626,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Guyana,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,6,1,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,8,12,19,19,19,23,24,29,31,33,37,37,37,37,47,47,48,55,57,63,63,65,66,67,67,70,73,74,74,74,75,78,82,82,82,82,92,93,93,93,93,97,104,109,113,113,113,116,117,117,124,125,125,127,127,127,135,137,139,139,150,150,152,153,153,153,153,153,153,154,154,154,156,156,158,159,159,159,159,171,183,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Trinidad and Tobago,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,5,5,7,9,9,9,50,51,57,60,61,66,74,76,82,85,89,90,97,100,103,105,106,107,109,109,109,112,113,113,114,114,114,114,114,114,114,115,115,115,115,115,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,123,123,123,123,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Bahamas,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,4,4,4,4,4,5,5,9,10,10,14,14,15,21,24,24,28,29,33,36,40,41,42,42,47,49,49,53,54,54,58,60,64,65,70,72,72,78,80,80,80,80,81,82,82,83,84,89,92,92,92,92,92,93,93,94,96,96,96,96,96,96,97,97,97,100,100,100,100,100,101,101,101,102,102,102,102,102,103,103,103,103,103,103,103,103,103,104,104,104,104,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Barbados,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,5,5,5,17,18,18,18,24,24,26,33,33,33,45,45,51,51,56,60,63,63,66,67,68,71,72,73,75,75,75,75,75,75,75,76,76,77,79,79,80,80,80,81,81,81,82,82,82,82,82,82,84,84,84,85,85,85,85,86,88,88,90,90,90,90,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,96,96,96,96,96,97,97,97,97,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Suriname,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,2,2,2,2,6,7,7,8,8,8,8,8,8,8,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,11,12,12,12,14,27,53,54,82,82,90,101,128,133,137,144,168,187,187,208,208,242,261,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Saint Vincent and the Grenadines,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,3,3,3,7,7,8,8,12,12,12,12,12,12,12,12,12,12,12,12,13,13,14,14,14,15,15,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,29,29,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Antigua and Barbuda,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,3,3,3,7,7,7,7,7,7,7,7,7,7,15,15,19,19,19,21,21,23,23,23,23,23,23,23,23,23,24,24,24,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Grenada,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,7,7,7,7,9,9,9,10,10,12,12,12,12,12,12,12,14,14,14,14,14,14,14,13,13,13,14,14,15,15,15,18,18,18,19,20,20,20,21,21,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Saint Lucia,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,3,3,3,3,3,3,4,9,9,13,13,13,13,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,17,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,19,19,19,19,19,19,19,19,19,19,19,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Belize,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,2,2,3,3,3,3,3,4,5,7,7,8,9,10,10,13,14,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,19,20,20,20,20,21,21,21,22,22,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Dominica,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,7,11,11,11,11,11,11,11,11,11,11,11,14,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,18,18,18,18,18,18,18,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Saint Kitts and Nevis,Region of the Americas,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,4,2,8,8,8,8,9,9,10,10,11,11,11,12,12,12,12,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Puerto Rico,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,3,3,5,6,14,21,23,31,39,51,64,64,64,64,174,239,286,316,378,452,452,513,573,620,683,725,788,897,903,923,974,1043,1068,1118,1213,1252,1298,1298,1416,1276,1276,1371,1389,1400,1433,1539,1575,1757,1808,1843,1924,1968,2031,2156,2173,2198,2256,2299,2329,2427,2542,2589,2646,2710,2805,2866,2913,3030,3100,3189,3260,3324,3397,3486,3647,3718,3776,3873,3935,4023,4508,4620,4915,4985,5046,5185,5329,5352,5536,5690,5811,5890,5951,6003,6111,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,French Guiana,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,5,5,5,5,6,1,7,7,7,7,11,15,15,15,18,20,23,28,28,31,31,31,43,46,51,55,57,62,66,68,72,77,83,84,86,86,88,88,95,96,96,96,96,97,97,97,107,109,109,109,111,124,125,126,128,128,128,133,133,138,138,141,141,144,244,146,153,164,184,189,197,197,210,218,237,249,261,279,328,353,384,409,436,436,477,499,517,533,556,589,639,689,729,773,865,917,1043,1161,1255,1326,1421,1554,1758,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Martinique,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,3,3,4,6,10,15,16,16,23,32,32,32,32,53,57,66,66,93,93,105,111,119,128,131,138,145,145,149,151,152,154,154,155,156,157,157,158,159,159,163,153,163,163,164,170,170,170,175,175,175,175,178,179,180,181,181,181,182,182,183,186,187,187,187,189,189,189,192,192,192,192,192,192,197,197,197,197,197,197,197,197,200,200,200,200,200,200,200,202,202,202,202,202,202,202,202,202,202,202,202,221,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Guadeloupe,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,3,6,18,18,33,45,51,51,56,62,73,76,76,96,96,96,106,114,125,128,130,130,134,135,139,139,141,143,143,143,143,145,145,145,145,145,148,148,148,148,148,149,149,149,149,149,151,152,152,152,152,152,152,153,153,154,154,154,254,155,155,155,155,155,155,155,155,155,155,155,156,156,161,161,161,161,162,162,162,162,162,162,162,164,164,164,164,164,164,164,171,171,171,171,171,171,171,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Cayman Islands,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,3,3,3,3,5,5,8,8,8,8,8,12,12,14,22,28,28,35,39,39,45,45,45,45,53,53,54,54,60,61,61,61,61,66,66,66,66,70,70,70,70,73,73,73,74,74,74,75,78,78,80,81,81,81,84,85,86,93,94,94,94,94,111,111,121,129,129,129,134,137,140,140,141,141,141,150,151,156,160,164,164,164,171,176,180,186,187,187,187,187,193,193,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Bermuda,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,6,6,7,7,15,17,22,22,27,32,32,35,35,37,37,39,39,39,48,48,50,57,57,57,81,83,83,86,86,86,98,99,99,99,109,109,110,111,111,114,114,115,115,115,115,118,118,118,118,118,119,121,121,122,123,123,123,125,125,125,125,128,133,133,133,139,139,140,140,140,140,141,141,141,141,141,141,141,141,141,141,141,142,144,144,144,144,144,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Aruba,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,4,5,5,5,8,9,12,19,19,28,46,46,50,55,55,60,62,64,64,64,71,74,82,86,92,92,92,92,93,95,96,96,97,97,97,100,100,100,100,100,100,100,100,100,100,100,100,100,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Sint Maarten,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,3,3,3,6,6,6,18,23,23,23,37,40,40,43,50,50,50,52,52,53,57,35,57,64,67,68,71,73,73,73,74,74,75,75,76,76,76,76,76,76,76,76,76,77,77,77,77,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,77,77,77,77,77,77,77,77,77,77,77,77,77,77,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,United States Virgin Islands,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,3,3,6,6,17,17,17,17,17,17,22,30,30,30,33,37,40,42,43,43,45,46,50,53,51,51,51,51,51,51,53,53,53,54,54,54,54,55,55,59,59,62,66,66,66,66,66,66,66,66,68,68,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,70,70,70,71,71,71,71,71,71,72,72,72,72,72,72,73,73,73,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Saint Martin,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,4,5,8,8,11,11,12,6,6,18,18,21,22,22,24,29,31,31,31,32,32,33,33,33,35,35,35,35,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,42,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Curacao,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,3,3,3,3,3,3,3,4,6,6,7,7,7,7,11,11,11,11,11,11,11,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,18,18,20,20,20,20,20,20,20,21,21,21,21,21,21,22,22,22,22,22,22,22,23,23,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Falkland Islands (Malvinas),Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,5,5,5,5,5,5,11,11,11,11,11,11,11,11,12,12,12,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Turks and Caicos Islands,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,4,5,5,5,5,5,5,5,5,8,8,8,8,8,9,9,10,10,11,11,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Montserrat,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,2,2,5,5,5,5,5,5,5,5,6,6,6,6,8,8,9,9,9,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,British Virgin Islands,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,5,5,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Saint Barthelemy,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,3,3,3,3,3,3,3,3,3,3,3,3,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,"Bonaire, Sint Eustatius and Saba",Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,3,3,4,4,4,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Anguilla,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Saint Pierre and Miquelon,Region of the Americas,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,South Africa,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,3,7,7,13,17,17,38,51,62,62,116,150,205,240,274,402,554,709,927,1170,1187,1280,1326,1353,1380,1462,1505,1585,1655,1686,1749,1845,1934,2003,2028,2173,2272,2415,2506,2605,2783,3034,3158,3300,3465,3635,3953,4220,4361,4546,4793,4996,5350,5647,5951,6336,6783,7220,7439,7808,8232,8895,9420,10015,10652,11350,12074,12739,13524,14355,15515,16433,17200,18003,19137,20125,21343,22583,23615,24264,25937,27403,29240,30967,32683,34357,35812,37525,40792,43434,45973,48285,50879,52991,55421,58568,61927,65736,70038,73533,76334,80412,83890,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Nigeria,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,4,1,1,1,2,2,2,2,25,2,2,2,2,2,8,12,12,22,22,22,42,46,65,65,65,65,111,111,139,174,190,210,208,232,254,276,288,305,318,323,343,343,373,373,373,373,541,541,541,541,981,1095,1182,1273,1337,1337,1532,1932,2170,2388,2388,2802,2950,3145,3526,3912,4151,4399,4641,4787,4971,5162,5450,5621,5959,6175,6401,6677,7016,7261,7526,7839,8068,8344,8733,8915,9302,9855,10162,10578,10819,11166,11516,11844,12233,12486,12801,13464,13873,14554,14554,15181,16085,16658,17148,17735,18480,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Algeria,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,5,5,12,12,17,17,20,20,20,25,25,26,37,49,60,60,72,82,94,94,201,231,264,264,305,367,409,454,511,584,847,986,986,1251,1251,1423,1468,1572,1666,1761,1825,1914,1983,2070,2160,2268,2418,2534,2629,2718,2811,2910,3007,3127,3256,3382,3517,3649,3848,4006,4154,4295,4474,4648,4838,4997,5182,5369,5558,5723,5891,6067,6253,6442,6630,6821,7019,7201,7377,7542,7728,7918,8113,8306,8503,8697,8857,8997,9134,9267,9394,9513,9626,9733,9831,9935,10050,10154,10265,10382,10484,10589,10698,10810,10919,11031,11147,11268,11385,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Ghana,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,6,6,6,9,11,16,19,24,27,53,68,132,137,137,152,152,152,195,204,204,205,205,214,287,313,313,378,408,566,566,636,636,641,641,834,1042,1042,1042,1154,1154,1279,1279,1550,1550,1671,1671,2074,2074,2169,2169,2719,2719,2719,3091,4012,4263,4263,4700,5127,5408,5530,5638,5735,5735,5735,6096,6096,6269,6486,6617,6683,6808,6964,7303,7303,7616,7768,7881,8070,8297,8548,8885,9168,9462,9638,9910,10201,10201,10358,10856,11118,11422,11964,12193,12590,12929,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Cameroon,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,3,3,5,5,10,15,22,27,40,72,72,70,75,75,91,113,139,139,139,246,246,555,555,555,555,730,730,803,803,803,803,855,855,855,1016,1016,1016,1163,1163,1163,1401,1403,1518,1621,1621,1705,1806,1832,2069,2077,2077,2077,2265,2265,2265,2265,2335,2579,2579,2689,2800,2954,3047,3047,3047,3529,3529,3733,4288,4400,4400,4400,4890,5436,5436,5436,5436,5659,5904,6397,6585,6752,6789,7392,7599,7860,8060,8312,8681,8681,8743,8743,9572,9864,9864,9864,9864,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Guinea,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,2,2,2,2,4,4,4,5,8,8,16,16,16,30,52,52,111,111,111,144,164,194,194,250,250,319,363,404,438,438,477,477,622,688,761,862,954,996,1094,1163,1240,1351,1495,1537,1586,1650,1710,1811,1856,1927,2009,2042,2146,2146,2298,2372,2473,2531,2658,2727,2796,2863,2927,3067,3114,3176,3275,3322,3358,3446,3553,3656,3706,3771,3844,3886,3933,3991,4060,4117,4165,4216,4258,4291,4372,4426,4484,4534,4572,4639,4668,4841,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Senegal,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,4,4,4,4,4,4,4,10,10,21,26,27,27,36,38,38,56,67,79,86,99,105,119,119,142,162,175,190,195,207,219,222,226,237,244,250,265,278,280,291,299,314,335,342,350,367,377,412,442,479,545,614,671,735,823,882,933,1024,1115,1273,1271,1329,1433,1492,1551,1634,1709,1886,1995,2105,2189,2310,2429,2480,2544,2617,2714,2815,2909,2976,3047,3130,3161,3253,3348,3429,3535,3645,3739,3836,3932,4021,4155,4249,4328,4430,4516,4640,4759,4851,4996,5090,5090,5247,5369,5475,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Democratic Republic of the Congo,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,3,3,7,14,14,23,30,36,45,51,54,58,68,81,98,109,123,134,134,148,161,161,183,207,215,215,223,235,241,254,267,287,287,327,332,350,359,359,394,416,442,459,471,491,500,572,604,674,682,682,705,797,897,937,991,1024,1102,1169,1242,1298,1369,1454,1454,1537,1730,1834,1944,1944,2140,2140,2304,2402,2659,2832,2832,2965,3048,3194,3325,3494,3643,3763,3877,4015,4105,4258,4389,4514,4636,4723,4777,4777,4973,5099,5282,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Cote dIvoire,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,6,6,9,9,9,9,25,25,72,80,80,92,140,165,169,169,190,190,203,245,245,323,349,384,384,480,533,533,626,638,654,688,742,742,847,879,916,952,1004,1077,1111,1150,1164,1183,1238,1275,1275,1362,1398,1432,1464,1516,1571,1602,1667,1700,1730,1857,1912,1971,2017,2061,2109,2119,2153,2231,2301,2341,2366,2376,2423,2477,2556,2641,2750,2799,2833,2951,3024,3110,3262,3431,3557,3739,3881,3995,4181,4404,4684,4848,5084,5084,5679,6063,6444,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Gabon,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,3,3,3,3,6,6,6,6,6,7,7,7,7,7,7,18,21,21,21,21,24,24,44,44,49,57,57,80,87,95,95,108,109,120,156,166,166,172,176,176,176,238,276,276,308,335,335,367,397,397,504,620,661,661,802,863,1004,1104,1209,1320,1320,1432,1502,1567,1567,1728,1934,1934,2135,2238,2319,2431,2613,2613,2655,2655,2803,2902,2955,3101,3101,3101,3101,3294,3294,3463,3463,3463,3463,4033,4114,4229,4340,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Kenya,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,7,7,7,7,15,16,25,25,25,25,25,25,38,50,81,110,122,122,142,142,172,179,184,189,191,197,208,216,225,234,246,262,270,281,296,303,320,336,343,355,363,374,384,396,411,435,466,490,535,582,607,621,649,672,700,715,737,758,781,830,887,912,963,1029,1109,1161,1192,1214,1286,1348,1471,1618,1745,1888,1962,2021,2093,2216,2340,2474,2600,2767,2862,2989,3094,3215,3305,3457,3594,3727,3860,4044,4257,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Guinea-Bissau,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,9,9,9,15,18,18,33,33,33,35,35,38,39,39,40,43,46,50,50,50,50,50,50,52,52,52,53,73,73,77,201,257,260,292,292,292,508,508,508,642,642,761,820,836,913,913,913,990,1038,1038,2089,1109,1114,1114,1173,1173,1173,1173,1195,1256,1256,1322,1339,1339,1346,1346,1368,1368,1368,1389,1389,1389,1389,1389,1460,1460,1460,1492,1492,1512,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Mali,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,9,18,18,18,18,28,28,36,39,39,39,47,56,59,74,87,87,116,123,144,171,190,216,224,246,258,293,309,325,370,389,408,424,482,490,508,544,563,580,612,631,650,668,692,704,712,730,758,779,806,835,860,874,901,931,931,969,1015,1030,1059,1077,1116,1194,1226,1250,1265,1315,1351,1386,1461,1485,1523,1533,1547,1586,1667,1722,1752,1776,1809,1860,1885,1890,1906,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Ethiopia,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,5,6,9,9,9,11,11,12,12,12,16,16,21,23,26,26,31,35,38,43,43,52,55,56,65,69,71,74,82,85,92,96,105,108,111,114,116,116,117,122,123,124,126,130,131,133,133,135,140,145,162,191,194,210,239,250,261,263,272,287,306,317,352,365,389,399,433,494,582,655,701,731,831,968,1063,1172,1257,1344,1486,1636,1805,1934,2020,2156,2336,2506,2670,2915,3166,3345,3521,3630,3759,3954,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Zambia,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,3,3,3,3,3,13,16,16,35,35,36,39,39,39,39,39,39,39,39,40,40,43,45,45,48,48,52,57,61,65,70,74,76,84,84,88,89,95,97,106,109,119,124,137,137,139,153,167,252,267,267,441,446,654,668,679,753,761,772,832,866,920,920,920,920,920,1057,1057,1057,1057,1057,1089,1089,1089,1111,1111,1154,1154,1200,1200,1252,1252,1321,1357,1358,1382,1405,1412,1416,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Central African Republic,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,3,4,4,4,5,5,6,6,6,6,6,8,8,8,9,9,9,9,10,10,11,11,11,11,11,11,12,12,12,12,12,14,14,16,19,19,19,42,50,50,64,64,72,72,94,94,94,94,94,143,179,179,179,187,221,301,301,327,336,411,411,436,479,552,604,652,652,701,755,874,874,1011,1069,1069,1189,1288,1451,1570,1634,1850,1850,1888,2044,2057,2057,2222,2222,2410,2564,2605,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Equatorial Guinea,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,3,4,4,6,6,6,6,6,6,6,6,13,14,14,14,15,15,16,16,16,16,16,18,18,18,18,21,41,51,51,51,79,79,79,79,84,84,212,258,258,258,315,315,315,315,315,315,315,439,439,439,439,439,439,439,522,583,594,594,690,719,825,890,903,960,960,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,1043,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,South Sudan,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,6,6,34,34,35,45,45,46,49,49,58,90,120,120,156,174,174,194,231,231,231,282,282,282,339,473,473,563,655,655,806,806,994,994,994,994,994,994,1317,1317,1317,1317,1317,1604,1606,1606,1606,1670,1684,1693,1755,1776,1807,1813,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Niger,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,10,10,10,20,20,20,74,74,98,144,144,184,278,342,410,438,491,529,548,570,584,609,627,639,648,655,657,662,671,681,684,696,701,709,713,719,728,736,750,755,763,770,781,795,815,821,832,854,860,876,885,889,904,909,914,920,924,937,943,945,951,952,955,955,955,956,958,958,960,961,963,966,970,973,973,974,974,974,978,978,980,980,1016,1020,1020,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Burkina Faso,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,3,3,15,20,26,40,40,72,75,99,114,146,146,146,146,222,246,261,261,261,261,302,302,345,364,384,414,443,443,443,497,515,528,543,547,547,565,576,581,600,600,616,629,632,632,638,638,645,649,652,662,672,689,729,736,736,748,751,760,766,773,773,780,782,796,796,806,809,812,814,831,832,841,845,845,847,847,853,881,883,884,884,885,885,888,888,890,891,891,891,892,892,894,894,895,899,899,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Sierra Leone,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,4,6,6,6,7,7,7,8,10,10,11,13,15,26,30,35,43,50,61,64,82,86,93,99,104,116,124,136,155,157,178,199,225,231,257,291,307,338,338,387,408,447,462,505,519,534,570,585,606,621,721,735,754,782,812,829,852,861,865,896,909,914,929,946,969,1001,1025,1062,1085,1103,1132,1169,1176,1225,1249,1272,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Madagascar,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,12,13,19,19,24,26,26,37,46,53,53,65,65,70,77,77,92,93,95,95,104,106,106,110,110,117,117,120,121,121,121,121,12,122,124,128,128,128,128,132,135,149,151,158,158,193,193,169,169,169,186,192,212,230,238,283,304,322,326,371,405,448,488,527,542,586,612,656,698,758,771,826,845,908,957,975,1026,1052,1094,1138,1162,1203,1230,1252,1272,1290,1317,1378,1403,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Chad,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,3,3,3,5,5,5,5,5,7,7,7,7,7,9,9,10,10,11,11,11,18,23,23,27,27,33,33,33,33,34,34,34,40,46,46,46,52,52,73,73,117,117,117,170,170,253,260,322,322,322,357,372,399,428,474,503,519,545,565,588,611,648,675,687,700,715,726,759,759,778,790,803,820,828,836,836,837,839,844,846,848,848,848,850,850,853,854,854,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Congo,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,3,3,3,4,4,4,4,4,4,19,19,19,19,19,22,41,41,45,45,45,45,60,60,60,60,70,74,74,117,117,143,143,143,160,165,186,186,200,200,200,207,207,220,220,229,229,229,236,236,264,274,287,287,287,333,333,341,391,391,391,410,414,420,420,469,469,487,487,531,569,571,571,587,587,604,611,618,632,635,639,653,683,683,718,728,745,745,779,779,883,883,883,883,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Mauritania,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,2,2,2,2,3,3,5,5,5,5,5,5,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,8,9,16,29,40,62,81,131,141,173,173,227,237,262,262,292,346,423,483,530,530,588,668,784,883,947,947,1049,1162,1283,1283,1439,1573,1783,1783,1887,2057,2223,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,United Republic of Tanzania,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,6,6,6,12,12,12,13,13,13,14,14,19,19,20,20,20,20,22,24,24,25,25,32,32,32,49,53,88,94,148,148,171,255,255,285,285,300,300,300,300,300,480,480,480,480,480,480,480,480,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,509,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Cabo Verde,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,3,3,3,3,3,3,5,5,5,5,5,5,5,5,5,5,7,7,7,7,7,7,7,10,10,10,55,55,55,55,55,67,67,67,88,90,106,106,113,113,121,121,152,165,165,186,191,218,230,236,246,260,270,289,315,326,328,328,328,335,349,356,362,371,380,390,390,390,390,405,421,435,458,466,477,502,536,542,554,567,585,616,657,697,726,750,760,781,792,823,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Uganda,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,9,9,14,14,14,14,33,33,33,44,44,45,48,48,52,52,53,53,53,53,54,54,54,55,55,55,55,55,55,56,61,63,75,75,75,79,79,79,81,83,85,88,89,97,98,101,101,116,121,122,126,139,160,203,227,227,260,260,264,264,274,312,304,304,341,351,410,410,446,458,458,586,636,651,686,722,745,775,775,794,808,808,823,823,823,823,823,823,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Togo,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,9,9,15,16,18,20,23,24,25,28,28,34,34,36,39,39,40,44,44,58,70,73,73,73,76,76,77,77,81,83,83,83,84,86,88,88,90,96,98,99,99,109,116,123,123,124,126,128,128,135,145,153,173,181,199,219,238,263,298,301,330,338,338,354,363,373,381,386,391,395,422,428,428,442,443,445,452,465,485,487,495,497,497,522,522,524,525,530,531,537,537,544,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Rwanda,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,7,7,11,11,11,17,17,36,40,41,50,54,60,70,70,75,82,84,89,102,102,104,105,110,113,118,120,126,127,134,136,138,138,144,147,147,150,153,154,176,183,191,207,212,225,243,249,255,259,261,261,268,271,273,280,284,285,286,287,287,287,289,292,297,308,314,320,321,325,327,336,339,346,349,355,359,370,377,384,397,410,420,431,439,451,463,476,494,510,541,582,612,636,639,646,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Malawi,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,4,4,8,8,8,9,12,13,16,16,16,16,17,17,17,17,18,23,33,33,33,34,36,36,36,37,37,38,39,41,41,43,43,43,56,56,57,58,63,63,63,65,70,70,71,72,72,82,83,83,101,101,101,203,273,279,284,336,358,369,393,409,409,438,443,455,455,481,481,529,547,556,564,572,592,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Mauritius,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,7,12,12,12,36,42,47,81,96,102,102,107,143,154,169,186,196,227,244,268,273,314,318,319,324,324,324,324,324,324,325,328,328,328,329,331,331,331,332,334,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,332,334,334,334,334,334,335,335,335,335,335,335,335,337,337,337,337,337,337,337,337,337,337,337,337,337,337,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Liberia,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,3,3,3,3,3,3,3,3,3,3,3,6,6,7,10,13,14,14,31,31,37,48,50,51,59,59,73,76,81,91,99,101,101,101,117,120,124,133,141,141,141,152,154,158,166,170,178,189,199,199,204,211,212,213,215,219,223,226,229,233,238,240,249,255,265,265,266,266,269,273,280,288,296,311,316,321,334,345,359,370,383,397,410,421,446,458,498,509,516,542,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Sao Tome and Principe,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,7,8,8,8,8,8,11,11,16,16,23,23,161,171,174,165,208,165,165,165,165,165,166,166,169,169,165,165,165,165,165,174,174,165,295,295,295,295,295,295,295,295,295,295,295,295,295,295,295,388,388,388,388,388,388,398,388,388,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Eswatini,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,4,4,4,4,6,9,9,9,9,9,9,9,9,9,9,9,10,12,12,12,12,14,14,15,16,16,19,22,22,24,24,31,31,40,56,59,65,71,91,100,106,108,112,116,119,123,153,159,163,172,175,184,187,187,190,202,203,205,208,217,220,225,238,250,256,261,272,279,279,283,285,293,294,295,300,305,322,333,340,371,398,449,472,486,490,506,520,563,586,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Mozambique,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,5,5,7,8,8,8,8,10,10,10,10,10,10,10,17,17,20,20,20,21,28,28,29,31,31,35,35,39,41,41,65,70,76,76,76,76,76,79,79,80,80,80,81,81,82,87,91,103,104,107,115,119,129,137,145,146,156,162,164,168,194,209,213,227,233,234,244,254,254,307,316,352,352,409,424,433,453,472,489,509,553,583,609,638,651,662,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Benin,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,2,5,5,5,6,6,6,6,6,9,13,13,13,13,22,23,26,26,30,30,35,35,35,35,35,37,37,37,37,54,54,54,58,58,58,64,64,64,69,84,90,90,90,96,102,102,140,242,284,319,319,327,327,339,339,339,339,129,130,130,135,135,135,191,191,208,210,218,218,232,232,243,244,244,261,261,268,268,305,339,339,390,412,412,470,483,532,572,597,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Zimbabwe,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,3,5,5,5,5,8,8,8,9,9,9,9,11,11,11,11,13,14,17,18,23,23,24,25,25,25,28,28,28,29,31,31,31,32,32,32,34,34,34,34,34,34,34,34,35,36,36,37,37,37,42,44,44,46,46,48,51,51,56,56,56,56,132,132,149,174,178,178,206,222,222,265,279,279,287,314,320,332,343,356,383,387,391,401,463,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Angola,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,2,7,8,8,10,10,14,16,17,19,19,19,19,19,19,19,19,19,19,19,19,24,24,24,25,25,25,26,27,27,27,27,29,35,35,35,36,36,36,36,43,45,45,45,45,48,48,48,48,50,52,58,60,60,60,69,69,71,71,73,81,84,86,86,86,86,86,86,86,91,92,96,113,118,130,138,140,142,142,155,166,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Burundi,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,3,3,3,3,3,3,3,3,3,5,5,5,5,5,5,5,5,6,11,11,11,12,12,15,15,15,15,15,15,19,19,19,19,19,19,19,19,19,19,27,27,27,27,27,42,42,42,42,42,42,42,42,42,42,42,42,42,42,63,63,63,63,63,63,83,83,83,83,83,94,94,94,94,104,104,104,104,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Comoros,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,4,4,8,8,8,11,11,11,11,11,11,11,11,11,11,34,34,34,34,34,43,43,43,43,43,43,43,62,62,62,62,62,62,97,97,97,97,162,162,163,176,176,176,197,197,210,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Eritrea,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,4,6,6,6,6,6,6,15,20,20,20,29,29,31,33,33,33,33,34,34,34,35,35,35,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,41,41,41,41,41,41,41,41,41,65,96,109,121,131,142,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Botswana,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,4,4,4,4,6,6,6,13,13,13,13,13,13,13,15,15,15,20,20,20,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,24,24,24,24,24,25,25,25,25,25,29,29,29,35,35,35,35,35,35,35,38,38,40,40,40,40,40,40,42,42,48,48,60,60,60,60,60,79,79,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Gambia,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,2,2,2,2,3,3,3,3,3,4,4,4,4,4,4,4,4,4,9,9,9,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,11,12,12,17,17,17,17,17,18,20,20,20,22,23,23,23,23,23,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,28,28,28,28,28,28,28,28,34,34,36,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Namibia,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,3,3,3,3,3,4,5,8,8,8,11,11,11,11,13,13,14,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,18,19,20,21,21,21,22,22,23,23,24,25,25,25,25,25,29,29,31,31,31,31,31,32,32,32,34,34,39,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Seychelles,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,4,4,6,6,6,7,7,7,7,7,7,7,7,8,8,8,10,10,10,10,10,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Lesotho,African Region,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Mayotte,African Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,3,4,4,11,14,24,30,35,50,50,50,82,82,101,116,128,128,147,147,164,184,186,191,191,191,207,207,217,221,233,245,245,284,284,311,326,339,354,354,401,433,460,460,539,539,596,650,686,739,739,854,890,890,1023,1061,1095,1143,1210,1258,1258,1342,1370,1419,1475,1494,1521,1521,1587,1609,1634,1645,1670,1699,1743,1871,1934,1986,1993,2058,2079,2079,2079,2151,2175,2226,2240,2268,2282,2282,2310,2333,2345,2383,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,Reunion,African Region,Territories,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,5,6,9,9,9,12,15,28,47,64,71,83,94,135,135,143,207,207,247,281,308,321,334,344,349,358,362,376,382,388,389,391,391,390,394,402,407,408,408,410,410,412,412,412,417,418,418,420,420,420,420,423,424,425,425,427,430,430,436,436,437,439,440,441,443,443,446,446,447,449,449,452,452,456,459,460,465,470,471,471,473,477,478,479,480,480,480,481,481,486,487,488,489,495,496,495,497,502,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Case on an international conveyance,Other,Other,,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,20,61,64,64,70,135,175,174,218,218,355,454,454,542,621,634,634,634,695,691,691,705,705,705,706,706,706,706,706,696,696,696,696,696,696,696,696,697,697,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,741,741,741,741,741,741,741,741,741,741,741,741,741,741,741,741,741,741,741,741,741,741,741,741,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Deaths,Other,Other,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Confirmed,,Western Pacific Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,91779,91845,92333,93349,94037,94787,95637,96580,97766,99058,100018,101443,102788,103775,104868,106422,107626,108930,110362,111396,112522,113641,114667,115852,117247,118549,120116,121426,122805,124204,125571,127595,129256,131115,132438,134506,136271,137902,139782,141469,142639,144121,145385,146449,147743,148838,150403,151444,152773,153868,154884,156184,157447,158544,159662,160910,161872,163201,164282,165550,166721,167546,168515,169178,169955,170910,171748,172696,173621,174548,175397,176404,177460,178502,180446,181665,183198,184305,185358,186853,188393,189030,190236,191275,192335,193178,194470,195487,196715,197864,198995,199922,200586,201462,202489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Deaths,,Western Pacific Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3357,3357,3377,3405,3426,3438,3473,3502,3518,3540,3567,3592,3626,3649,3671,3701,3723,3760,3809,3838,3861,3892,3922,3944,3978,4017,4058,4125,4161,4201,4239,5558,5598,5621,5648,5685,5793,5818,5869,5906,5943,5958,5998,6037,6094,6127,6166,6229,6258,6287,6327,6361,6394,6448,6470,6493,6527,6578,6622,6664,6697,6730,6743,6765,6780,6793,6817,6844,6863,6879,6902,6927,6957,6981,7014,7028,7037,7044,7057,7067,7081,7092,7103,7112,7121,7132,7144,7156,7175,7200,7215,7228,7239,7249,7257,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Confirmed,,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,64188,74760,87108,104591,128541,151293,171424,195509,220516,250287,286697,324343,361031,392815,423946,464212,503006,541808,583141,621407,655339,686338,720219,759661,799696,839257,880106,913349,943272,977596,1013093,1050871,1086889,1122189,1149071,1187184,1219486,1251458,1284216,1314666,1341851,1359380,1386693,1406899,1434649,1461404,1492024,1518895,1544145,1566684,1593828,1626037,1654345,1682338,1707946,1731606,1755790,1780316,1801668,1826295,1848445,1870545,1890467,1909592,1928799,1946610,1966244,1987657,2006984,2025176,2041705,2061828,2079924,2102574,2122350,2142547,2159791,2175941,2191614,2211148,2230706,2249999,2268311,2286560,2303361,2321147,2339145,2358953,2378958,2398779,2416920,2434184,2452247,2471792,2490815,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Deaths,,European Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3108,3352,4084,4899,6000,7425,8742,10189,11986,13950,16105,18740,21427,23962,26694,30089,33604,37103,42334,46416,49479,52809,57639,61516,66213,70565,74237,77419,80712,84607,89317,93480,97201,100938,103586,106342,109952,113336,116523,119463,122218,124525,126429,129311,135961,138200,140586,142667,143987,145602,147780,150238,152179,154233,155552,156603,157880,159799,161413,163277,164723,165951,167173,167998,169033,170283,171327,172958,173886,174429,173213,176226,177331,178378,179353,180085,180594,182416,183313,182308,182165,183128,183732,184120,184671,185537,186326,186889,187468,188001,188350,188779,189582,190304,190903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Confirmed,,South-East Asia Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,508,538,657,918,979,1257,1776,1990,2344,2536,2932,3085,3709,4084,4215,5175,5324,5881,6528,7816,8828,9132,10707,11576,12978,14161,16041,16883,18663,20287,21790,23560,25291,27319,29576,31670,33912,36039,38572,41073,43846,46060,48348,51351,54021,57088,60490,64047,67673,72688,76998,81808,86294,90808,95314,100881,105901,110932,116617,122254,127995,134531,141593,148761,156211,164225,173159,182278,191966,201207,210273,218523,227611,238080,249525,260579,272512,283845,296620,309597,322863,336577,350542,364196,378118,392674,407414,422825,439348,455439,471392,486673,503034,521582,541041,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Deaths,,South-East Asia Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9,9,23,31,38,45,58,65,72,79,105,114,139,158,166,195,216,245,267,302,344,362,426,468,569,617,728,766,829,936,990,1051,1134,1185,1275,1341,1427,1498,1554,1658,1747,1824,1917,2001,2088,2174,2256,2375,2463,2682,2821,2936,3075,3204,3356,3481,3597,3746,3921,4050,4201,4351,4582,4780,4971,5140,5347,5556,5748,5952,6140,6359,6630,6844,7157,7431,7743,8000,8277,8610,8942,9316,9672,9970,10376,10741,11171,11645,12126,12526,12927,13409,15498,15921,16360,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Confirmed,,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16786,18060,19518,20759,22355,23669,25375,27215,29631,32442,35249,38931,42777,46329,50349,54281,58168,62236,65965,70293,74347,78565,81993,85350,88657,92226,95945,99713,103638,107389,111432,115824,120683,124691,129433,134470,139349,144450,149295,154971,160586,165933,171238,176928,182417,188585,194991,200609,206299,213376,221230,229198,237323,246022,255728,265164,274027,284270,293805,305189,315668,326568,338560,356749,361902,376379,389588,402919,415806,427832,438900,449590,461824,475419,489921,505001,520137,536148,552497,570026,587030,605026,623684,641429,658614,677338,696841,716151,737641,758551,778200,796759,817458,837497,856650,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Deaths,,Eastern Mediterranean Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,873,1010,1161,1312,1466,1596,1741,1877,2008,2162,2336,2508,2668,2813,2954,3115,3279,3438,3593,3794,3976,4149,4314,4459,4607,4771,4943,5107,5255,5395,5532,5662,5784,5908,6048,6185,6326,6469,6608,6750,6887,6991,7148,7304,7447,7598,7741,7871,7971,8115,8290,8465,8608,8748,8878,9013,9138,9259,9389,9558,9701,9841,9979,10149,10303,10468,10648,10806,10988,11164,11293,11452,11621,11833,12078,12353,12627,12899,13181,13458,13720,14024,14326,14602,14913,15246,15581,15947,16260,16640,17077,17558,18057,18575,19041,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Confirmed,,Region of the Americas,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4910,4979,9144,13271,18877,19685,37016,49444,60834,75712,81137,100314,120792,142081,163014,188751,216912,247473,279543,315714,352592,384242,417416,454710,493173,536664,573940,610742,644986,673361,707121,743607,784272,821860,858631,893119,925291,957403,995510,1047508,1094846,1140520,1179607,1213088,1246190,1291917,1340591,1384641,1433756,1477447,1507148,1542829,1586129,1636841,1655378,1702451,1743717,1781564,1819553,1864468,1909483,1966932,2017811,2082945,2105670,2166003,2220267,2282488,2338124,2395295,2454452,2495924,2556479,2613092,2677500,2743793,2817232,2905432,2949455,3022824,3084517,3155370,3234875,3311387,3366251,3415174,3485245,3560591,3638525,3711768,3781538,3841609,3899859,4015386,4092526,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Deaths,,Region of the Americas,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,68,119,178,235,252,465,565,813,1065,1176,1485,1973,2457,2836,3400,4565,5600,6802,8187,9680,11097,12597,14775,17038,19294,21531,23759,25551,27336,30245,33028,35742,38258,40615,42686,44775,47812,50583,53103,56063,58492,60211,62404,65228,69087,72196,78409,77827,79590,81070,84804,87930,91893,98723,101874,104549,106504,109121,111934,115057,118799,121609,124668,125843,128649,131605,135184,138116,141472,143739,145810,148412,151212,154608,157702,160514,163248,165311,168553,172276,176167,179394,181804,183950,185863,189544,192944,196440,199252,201848,203574,205555,208991,212517,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Confirmed,,African Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,228,233,367,473,572,739,990,1305,1664,1937,2419,2831,3004,3486,3786,4073,4702,5263,5446,6420,6616,7092,7647,8337,8789,9340,9728,10259,10787,11367,11843,12360,13104,13892,14760,15555,16115,16829,18234,19497,20316,21470,22239,23254,24713,26663,27973,29438,30536,32570,33973,35470,37717,40544,42626,44533,46829,49429,51752,54190,54461,58663,61163,63521,65956,68347,71752,74256,77295,80002,83044,85815,89592,92929,96902,100610,104242,108121,111486,115639,121104,126561,131324,135412,140498,145287,150102,155762,161254,167566,175503,181903,187625,194539,201178,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Deaths,,African Region,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,4,7,8,12,20,23,26,29,31,39,47,51,60,77,91,127,164,170,236,243,294,326,349,382,415,444,464,501,523,550,586,616,628,662,704,720,748,788,812,839,865,881,903,938,973,1013,1064,1085,1112,1202,1228,1275,1322,1369,1415,1449,1500,1567,1623,1667,1710,1748,1796,1846,1910,1981,2040,2073,2120,2214,2308,2370,2427,2482,2554,2638,2700,2789,2858,2958,3062,3148,3236,3352,3493,3593,3700,3867,3998,4111,4235,4346,4482,4595,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
\ No newline at end of file
diff --git a/content/x_y-squared.csv b/content/x_y-squared.csv
deleted file mode 100644
index e74126ff..00000000
--- a/content/x_y-squared.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-# x, y
-0.000000000000000000e+00,0.000000000000000000e+00
-1.000000000000000000e+00,1.000000000000000000e+00
-2.000000000000000000e+00,4.000000000000000000e+00
-3.000000000000000000e+00,9.000000000000000000e+00
-4.000000000000000000e+00,1.600000000000000000e+01
-5.000000000000000000e+00,2.500000000000000000e+01
-6.000000000000000000e+00,3.600000000000000000e+01
-7.000000000000000000e+00,4.900000000000000000e+01
-8.000000000000000000e+00,6.400000000000000000e+01
-9.000000000000000000e+00,8.100000000000000000e+01
diff --git a/content/x_y-squared.npz b/content/x_y-squared.npz
deleted file mode 100644
index 6c32f196..00000000
Binary files a/content/x_y-squared.npz and /dev/null differ
diff --git a/environment.yml b/environment.yml
index 4b5787f7..15dd1085 100644
--- a/environment.yml
+++ b/environment.yml
@@ -2,14 +2,17 @@ name: numpy-tutorials
channels:
- conda-forge
dependencies:
+ # For running the tutorials
- numpy
- scipy
+ - pooch
- matplotlib
- - pytest
- - nbval
- - statsmodels
- - pip
+ - pandas
- imageio
- - pip:
- - jupyter-book
- - gym[atari]
+ # For building the site
+ - sphinx
+ - myst-nb
+ - sphinx-book-theme
+ - sphinx-copybutton
+ # to load the md files in binder
+ - jupytext
diff --git a/ignore_testing b/ignore_testing
new file mode 100644
index 00000000..a72bcd51
--- /dev/null
+++ b/ignore_testing
@@ -0,0 +1,4 @@
+content/tutorial-deep-reinforcement-learning-with-pong-from-pixels.md
+content/pairing.md
+content/tutorial-style-guide.md
+content/tutorial-nlp-from-scratch.md
diff --git a/requirements.txt b/requirements.txt
index 1b90d7ca..dd03cc89 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,12 +1,9 @@
# For the tutorials
numpy
scipy
+pooch # for scipy.datasets
matplotlib
-pytest
-nbval
-statsmodels
+pandas
imageio
-gym==0.18.0
-atari-py==0.2.5
# For supporting .md-based notebooks
jupytext
diff --git a/runtime.txt b/runtime.txt
new file mode 100644
index 00000000..55090899
--- /dev/null
+++ b/runtime.txt
@@ -0,0 +1 @@
+python-3.10
diff --git a/site/applications.md b/site/applications.md
index 0e336146..fa81374e 100644
--- a/site/applications.md
+++ b/site/applications.md
@@ -10,8 +10,8 @@ maxdepth: 1
content/mooreslaw-tutorial
content/tutorial-deep-learning-on-mnist
-content/tutorial-deep-reinforcement-learning-with-pong-from-pixels
content/tutorial-x-ray-image-processing
content/tutorial-static_equilibrium
content/tutorial-plotting-fractals
+content/tutorial-air-quality-analysis
```
diff --git a/site/articles.md b/site/articles.md
new file mode 100644
index 00000000..8540ed69
--- /dev/null
+++ b/site/articles.md
@@ -0,0 +1,13 @@
+# Articles
+
+```{admonition} Help improve the tutorials!
+
+Want to make a valuable contribution to the tutorials? Consider working on
+these articles so that they become fully executable/reproducible!
+```
+
+```{toctree}
+
+content/tutorial-deep-reinforcement-learning-with-pong-from-pixels
+content/tutorial-nlp-from-scratch
+```
diff --git a/site/conf.py b/site/conf.py
index 2871ed0b..4aea25ca 100644
--- a/site/conf.py
+++ b/site/conf.py
@@ -12,9 +12,10 @@
# -- Project information -----------------------------------------------------
+from datetime import date
project = 'NumPy tutorials'
-copyright = '2020, the NumPy community'
+copyright = f'2020-{date.today().year}, the NumPy community'
author = 'the NumPy community'
@@ -28,16 +29,25 @@
'sphinx_copybutton',
]
+myst_enable_extensions = [
+ 'dollarmath',
+]
+
# Add any paths that contain templates here, relative to this directory.
templates_path = ['_templates']
# List of patterns, relative to source directory, that match files and
# directories to ignore when looking for source files.
# This pattern also affects html_static_path and html_extra_path.
-exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store', 'notebooks']
+exclude_patterns = ['_build',
+ 'Thumbs.db',
+ '.DS_Store',
+ 'notebooks',
+ 'content/tutorial-nlp-from-scratch/README.md',
+ ]
# MyST-NB configuration
-execution_timeout = 900
+nb_execution_timeout = 900
# -- Options for HTML output -------------------------------------------------
@@ -55,7 +65,7 @@
"repository_branch": "main",
"use_repository_button": True,
"use_issues_button": True,
- "use_edit_page_button": True,
+ "use_edit_page_button": False,
"path_to_docs": "site/",
"launch_buttons": {
"binderhub_url": "https://mybinder.org",
diff --git a/site/contributing.md b/site/contributing.md
index 8985c56c..e95774a5 100644
--- a/site/contributing.md
+++ b/site/contributing.md
@@ -29,7 +29,7 @@ used in the main NumPy documentation has two reasons:
* Jupyter notebooks are a common format for communicating scientific
information.
- * Jupyter notebooks can be launched in [Binder](https://www.mybinder.org), so that users can interact
+ * Jupyter notebooks can be launched in [Binder](https://mybinder.org), so that users can interact
with tutorials
* rST may present a barrier for some people who might otherwise be very
interested in contributing tutorial material.
@@ -42,7 +42,7 @@ You may notice our content is in markdown format (`.md` files). We review and
host notebooks in the [MyST-NB](https://myst-nb.readthedocs.io/) format. We
accept both Jupyter notebooks (`.ipynb`) and MyST-NB notebooks (`.md`).
If you want to sync your `.ipynb` to your `.md` file follow the [pairing
-tutorial](content/pairing.md).
+tutorial](content/pairing).
```{toctree}
:hidden:
diff --git a/site/index.md b/site/index.md
index 993deb8e..c15d6877 100644
--- a/site/index.md
+++ b/site/index.md
@@ -31,11 +31,27 @@ applications
contributing
```
+### Non-executable articles
+
+```{admonition} Help improve the tutorials!
+
+Want to make a valuable contribution to the tutorials? Consider contributing to
+these existing articles to help make them fully executable and reproducible!
+```
+
+```{toctree}
+---
+maxdepth: 2
+---
+
+articles
+```
+
## Useful links and resources
The following links may be useful:
-- [NumPy Code of Conduct](https://numpy.org/doc/stable/dev/conduct/code_of_conduct.html)
+- [NumPy Code of Conduct](https://numpy.org/code-of-conduct/)
- [Main NumPy documentation](https://numpy.org/doc/stable/)
- [NumPy documentation team meeting notes](https://hackmd.io/oB_boakvRqKR-_2jRV-Qjg?both)
- [NEP 44 - Restructuring the NumPy documentation](https://numpy.org/neps/nep-0044-restructuring-numpy-docs.html)
@@ -44,10 +60,3 @@ The following links may be useful:
Note that regular documentation issues for NumPy can be found in the [main NumPy
repository](https://github.com/numpy/numpy/issues) (see the `Documentation`
labels there).
-
-
-## Indices and tables
-
-* {ref}`genindex`
-* {ref}`modindex`
-* {ref}`search`
diff --git a/test_requirements.txt b/test_requirements.txt
new file mode 100644
index 00000000..d20d5b24
--- /dev/null
+++ b/test_requirements.txt
@@ -0,0 +1,2 @@
+pytest
+nbval
diff --git a/tox.ini b/tox.ini
new file mode 100644
index 00000000..ff48327d
--- /dev/null
+++ b/tox.ini
@@ -0,0 +1,49 @@
+[tox]
+envlist =
+ py{39,310,311,312}-test{,-oldestdeps,-devdeps,-predeps}{,-buildhtml}
+requires =
+ pip >= 19.3.1
+
+[testenv]
+
+description = run tests
+
+setenv =
+ devdeps: PIP_EXTRA_INDEX_URL = https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
+
+deps =
+ # We use these files to specify all the dependencies, and below we override
+ # versions for specific testing schenarios
+ -rtest_requirements.txt
+ -rsite/requirements.txt
+ -rrequirements.txt
+
+ oldestdeps: numpy==1.23
+ oldestdeps: matplotlib==3.6
+ oldestdeps: scipy==1.8
+ oldestdeps: pandas==1.4
+
+ devdeps: numpy>=0.0.dev0
+ devdeps: scipy>=0.0.dev0
+ devdeps: matplotlib>=0.0.dev0
+ devdeps: pandas>=0.0.dev0
+
+allowlist_externals = bash, make
+
+commands =
+ # Force numpy reinstall to work around upper version limits in downstream dependencies (e.g. pandas)
+ devdeps: pip install -U --pre --no-deps --extra-index-url https://pypi.anaconda.org/scientific-python-nightly-wheels/simple numpy
+
+ pip freeze
+
+ # Ignore testing the tutorials listed in ignore_testing file
+ !buildhtml: bash -c 'find content -name "*.md" | grep -vf ignore_testing | xargs jupytext --to notebook '
+
+ !buildhtml: pytest --nbval-lax --durations=10 content/
+ buildhtml: make -C site/ SPHINXOPTS="-nWT --keep-going" html
+
+pip_pre =
+ predeps: true
+ !predeps: false
+
+skip_install = true
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