 bathroom and a separate WC with a toilet, sink and fitted cabinet. The bathroom features a large shower with a thermostatic shower valve and panic button, a wide sink, and a toilet. This room is completely equipped with all necessary bathroom furniture and facilities.
The apartment offers a fully equipped kitchen, with a range hood, fridge, dishwasher, microwave, oven, coffee machine, and wine cooler. Cutlery is provided as well. There is a 7-piece dining set that includes a sleek table and 6 superbly comfortable chairs for your relaxed mealtime.
Placed at the top of the building, the apartment’s balcony gives stunning views of the city. The outdoor space enables you to enjoy the most significant landmarks, such as the Monument to the Kosovo Heroes, the City Hall, Bagdala, etc. The balcony set comes with 2 trendy and cozy chairs and a table.
Penthouse is located in the very heart of the city, in the neighborhood blessed with historical and cultural gems.
If any assistance is needed throughout your stay, we are available via phone, SMS, Viber/WhatsApp.
<reponame>bendemeo/sca
import unittest
from shannonca.embedders import *
from shannonca.generate import pancakes
from shannonca.scorers import *
from shannonca.correctors import *
from shannonca.connectors import *
from shannonca.dimred import reduce, reduce_old
import scanpy as sc
import numpy as np

class test_embedders(unittest.TestCase):

    def __init__(self,*args, **kwargs):
        super(test_embedders, self).__init__(*args, **kwargs)
        self.seed = 20
        np.random.seed(self.seed)
        self.testData = pancakes(n_pts=100, n_cor=10, n_anticor=10, n_noise=100).X

    def test_SVDEmbedder(self):
        embedder = SVDEmbedder(n_comps=50)
        embedding = embedder.embed(self.testData)
        self.assertTrue(embedding.shape == (self.testData.shape[0], 50))

    def test_SCAEmbedder(self):
        corrector = FWERCorrector(n_tests=10)
        scorer = WilcoxonScorer(corrector=corrector)
        connector = MetricConnector(n_neighbors=15, metric='euclidean', include_self=True)

        embedder = SCAEmbedder(scorer=scorer, connector=connector, n_comps=50, iters=5)

        result = embedder.embed(self.testData, keep_scores=True, keep_all_iters=True, keep_loadings=True)

        result_old = reduce_old(self.testData, n_comps=50, iters=5, n_tests=10, nbhd_size=15,
                            n_pcs=50, metric='euclidean', model='wilcoxon', keep_scores=True)

        # make sure it's the same as the old one.
        diff = np.max(np.abs(result-result_old['reduction']))
        self.assertTrue(diff <= 1e-10)

        print('hi')

        #they are not the same...

        # #make neighborhoods
        # adata_new = sc.AnnData(result)
        # sc.pp.neighbors(adata_new, metric='euclidean')
        # sc.tl.umap(adata_new)
        # sc.pl.umap(adata_new)
        #
        # adata_old = sc.AnnData(result_old)
        # sc.pp.neighbors(adata_old, metric='euclidean')
        # sc.tl.umap(adata_old)
        # sc.pl.umap(adata_old)
        #

    def test_reducers(self):
        #make sure new modular reducer matches old reducer in output.

        res_new = reduce(self.testData, n_comps=50, iters=5, n_tests=10, nbhd_size=10,
                         metric='euclidean', model='binomial', keep_scores=True,
                         keep_all_iters=True)

        res_old = reduce_old(self.testData, n_comps=50, iters=5, n_tests=10, nbhd_size=10,
                            n_pcs=50, metric='euclidean', model='binomial', keep_scores=True,
                             keep_all_iters=True)

I bought raw milk for the first time the other day. They sell it at the Agway (other places, too, I’m sure), but I go to Agway frequently for bird seed and propane. So I decided to get some, just a half gallon. My husband can try it if he wants but sometimes he’s not into stuff, so he has his regular milk. I am using the raw for my protein mix.
I’ve had it before. When I was a kid, I spent a few summers on my uncle’s farm with my cousin. It was far from town, she couldn’t drive, so when we needed milk we milked the cow and just strained the stuff (lol hay and stuff got in it because it was just one cow and we hand milked her), and drank it.
Oh, edit to add that my aunt and uncle were out of town at some big livestock show where my uncle was a judge, so it was just us two girls out on the farm. So many good times.
That's all we drink. We have a local farm we go to buy it. It's so much better tasting than store bought. I love the cream on top. Yum.
@jana This is from a farm in our state, but like an hour away. But the Agway is close (next town). There is a huge dairy farm in that town but it’s 100% commercial. There’s another dairy farm on the way to the grandkids but I saw this first.
It’s good to have resources or know where to get them!
@allie120 I am raw milk curious... I have a friend who gets it from a farmer for her kids, but I've never tried it. I live close to a corner store that sells Amish, grass fed dairy, with zero antibiotics or added hormones. It's amazing and has cream on top, but it doesn't have the benefits (or risks) of being raw. I get probiotics from plenty of other sources I suppose.
@cocopeaches I wonder where the raw milk risks came from? I had heard that, too before. Maybe Big Dairy industry? Some places prohibit its sale. If the cows are healthy, the place they love is clean (clean as far as cows go), the method of milking, bottling, storage is safe and clean, then there’s no higher risk.
But I like that you’re supporting the Amish and can get no antibiotics, added hormones milk.
Over the summer we sometimes picked up filets from the farmers market in town, from a farm not farm from me. So good!
I'm up late. The cat is meowing at me. It's time for her bedtime treats that I give her when I go to bed!! Insistent, she is.
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