diff --git a/3. Jupyter - przykład materiałów dydaktycznych.ipynb b/3. Jupyter - przykład materiałów dydaktycznych.ipynb index 79f636a..784df15 100644 --- a/3. Jupyter - przykład materiałów dydaktycznych.ipynb +++ b/3. Jupyter - przykład materiałów dydaktycznych.ipynb @@ -15,6 +15,19 @@ "Poniższe materiały pochodzą z kursu \"Uczenie maszynowe i big data\"." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do ich uruchomienia niezbędne jest zainstalowanie biblioteki `pandas`:\n", + "\n", + " pip install pandas\n", + " \n", + "lub\n", + "\n", + " conda install pandas" + ] + }, { "cell_type": "markdown", "metadata": { @@ -43,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "slideshow": { "slide_type": "notes" @@ -75,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" @@ -128,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "slideshow": { "slide_type": "fragment" @@ -235,7 +248,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "slideshow": { "slide_type": "notes" @@ -285,89 +298,89 @@ "C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \r\n", "C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n", "z\r\n", - "\" id=\"m122f7e0cf1\" style=\"stroke:#ff0000;\"/>\r\n", + "\" id=\"mcbb8c45241\" style=\"stroke:#ff0000;\"/>\r\n", " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -376,10 +389,10 @@ " \r\n", " \r\n", + "\" id=\"md48dd6419a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -447,7 +460,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -473,7 +486,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -504,7 +517,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -546,7 +559,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -562,7 +575,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -578,7 +591,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -594,7 +607,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1025,10 +1038,10 @@ " \r\n", " \r\n", + "\" id=\"m49070a8acc\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1041,7 +1054,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1054,7 +1067,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1068,7 +1081,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1082,7 +1095,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1096,7 +1109,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1316,7 +1329,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1352,7 +1365,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1410,7 +1423,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "slideshow": { "slide_type": "notes" @@ -1426,7 +1439,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "slideshow": { "slide_type": "notes" @@ -1454,7 +1467,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1464,7 +1477,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "64432dd82e97458f86f45f4ed72c6616", + "model_id": "3794c4f15f534d5aa381c14c3a88bcb3", "version_major": 2, "version_minor": 0 }, @@ -1481,7 +1494,7 @@ "" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1608,7 +1621,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1624,7 +1637,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "slideshow": { "slide_type": "notes" @@ -1670,7 +1683,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1680,7 +1693,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1d46c4b0e0234d1d9e95f9ef7aee61cc", + "model_id": "d34d28552d784e75a412cb1b97e74838", "version_major": 2, "version_minor": 0 }, @@ -1697,7 +1710,7 @@ "" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1777,7 +1790,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a5409cb710364e6691dd67525cb971f4", + "model_id": "1d03943c182141dd8e986e351ec0de0d", "version_major": 2, "version_minor": 0 }, @@ -2762,12 +2775,12 @@ " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " 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\r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18688,10 +18701,10 @@ "L 4.472136 -4.472136 \r\n", "M -4.472136 -4.472136 \r\n", "L 4.472136 4.472136 \r\n", - "\" id=\"ma7babe6cf0\" style=\"stroke:#ff0000;stroke-width:1.5;\"/>\r\n", + "\" id=\"mb28c9ce869\" style=\"stroke:#ff0000;stroke-width:1.5;\"/>\r\n", " \r\n", - " \r\n", - " \r\n", + " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18700,10 +18713,10 @@ " \r\n", " \r\n", + "\" id=\"m97447ede10\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18768,7 +18781,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18819,7 +18832,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18835,7 +18848,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18877,7 +18890,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18892,7 +18905,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18907,7 +18920,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18922,7 +18935,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18937,7 +18950,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18990,10 +19003,10 @@ " \r\n", " \r\n", + "\" id=\"mc411a93bfb\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19007,7 +19020,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19020,7 +19033,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19033,7 +19046,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19046,7 +19059,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19093,7 +19106,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19132,7 +19145,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", @@ -21419,7 +21432,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -21677,7 +21690,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -22636,12 +22649,12 @@ " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", + "\" id=\"m94cbc02e31\" style=\"stroke:#008000;stroke-width:1.3;\"/>\r\n", " \r\n", - " \r\n", - " \r\n", + " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", 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- " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38546,10 +38559,10 @@ "L 4.472136 -4.472136 \r\n", "M -4.472136 -4.472136 \r\n", "L 4.472136 4.472136 \r\n", - "\" id=\"m046330b43f\" style=\"stroke:#ff0000;stroke-width:1.5;\"/>\r\n", + "\" id=\"m753dbcfbf5\" style=\"stroke:#ff0000;stroke-width:1.5;\"/>\r\n", " \r\n", - " \r\n", - " \r\n", + " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38558,10 +38571,10 @@ " \r\n", " \r\n", + "\" id=\"ma5489ddb98\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38626,7 +38639,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38677,7 +38690,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38693,7 +38706,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38735,7 +38748,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38750,7 +38763,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38765,7 +38778,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38780,7 +38793,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38795,7 +38808,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38848,10 +38861,10 @@ " \r\n", " \r\n", + "\" id=\"m18abbe5168\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38865,7 +38878,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38878,7 +38891,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38891,7 +38904,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38904,7 +38917,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38951,7 +38964,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38990,7 +39003,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", @@ -41267,16 +41280,16 @@ "L 0 -3.872983 \r\n", "L -3.872983 0 \r\n", "z\r\n", - "\" id=\"mfab17af1f7\" style=\"stroke:#008000;\"/>\r\n", + "\" id=\"mcafe788515\" style=\"stroke:#008000;\"/>\r\n", " \r\n", - " \r\n", - " \r\n", + " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41518,7 +41531,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "74447996dfc8460cb3230139ddb584c4", + "model_id": "8fa53fb2bdf34d35bcf9876d28f7b31d", "version_major": 2, "version_minor": 0 }, @@ -41808,21 +41821,26 @@ }, "outputs": [ { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: 'data02_train.tsv'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mcsv\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mreader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcsv\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'data02_train.tsv'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdelimiter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'\\t'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrow\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreader\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mi\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'data02_train.tsv'" + "name": "stdout", + "output_type": "stream", + "text": [ + "y : price x1: isNew x2: rooms x3: floor x4: location x5: sqrMetres\n", + "476118.0 False 3 1 Centrum 78 \n", + "459531.0 False 3 2 Sołacz 62 \n", + "411557.0 False 3 0 Sołacz 15 \n", + "496416.0 False 4 0 Sołacz 14 \n", + "406032.0 False 3 0 Sołacz 15 \n", + "450026.0 False 3 1 Naramowice 80 \n", + "571229.15 False 2 4 Wilda 39 \n", + "325000.0 False 3 1 Grunwald 54 \n", + "268229.0 False 2 1 Grunwald 90 \n" ] } ], "source": [ "import csv\n", "\n", - "reader = csv.reader(open('data02_train.tsv'), delimiter='\\t')\n", + "reader = csv.reader(open('data02_train.tsv', encoding='utf-8'), delimiter='\\t')\n", "for i, row in enumerate(list(reader)[:10]):\n", " if i == 0:\n", " print(' '.join(['{}: {:8}'.format('x' + str(j) if j > 0 else 'y ', entry)\n", @@ -41963,7 +41981,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -41999,13 +42017,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": { "slideshow": { "slide_type": "notes" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 1. 3. 1. 78.]\n", + " [ 1. 3. 2. 62.]\n", + " [ 1. 3. 0. 15.]\n", + " [ 1. 4. 0. 14.]\n", + " [ 1. 3. 0. 15.]]\n", + "(1339, 4)\n", + "\n", + "[[476118.]\n", + " [459531.]\n", + " [411557.]\n", + " [496416.]\n", + " [406032.]]\n", + "(1339, 1)\n" + ] + } + ], "source": [ "# Wczytwanie danych z pliku za pomocą numpy – regresja liniowa wielu zmiennych – notacja macierzowa\n", "\n", @@ -42053,13 +42091,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": { "slideshow": { "slide_type": "notes" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/latex": [ + "$\\displaystyle \\Large J(\\theta) = 85104141370.9717$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from IPython.display import display, Math, Latex\n", "\n", @@ -42099,13 +42150,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": { "slideshow": { "slide_type": "notes" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/latex": [ + "$\\displaystyle \\large \\theta = \\left[\\begin{array}{r}10.0000 \\\\ 90.0000 \\\\ -1.0000 \\\\ 2.5000 \\\\ \\end{array}\\right]\\quad\\large \\nabla J(\\theta) = \\left[\\begin{array}{r}-373492.7442 \\\\ -1075656.5086 \\\\ -989554.4921 \\\\ -23806475.6561 \\\\ \\end{array}\\right]$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from IPython.display import display, Math, Latex\n", "\n", @@ -42144,13 +42208,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": { "slideshow": { "slide_type": "notes" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/latex": [ + "$\\displaystyle \\large\\textrm{Wynik:}\\quad \\theta = \\left[\\begin{array}{r}17446.2104 \\\\ 86476.7968 \\\\ -1374.8949 \\\\ 2165.0689 \\\\ \\end{array}\\right] \\quad J(\\theta) = 10324864803.0591 \\quad \\textrm{po 374576 iteracjach}$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Implementacja algorytmu gradientu prostego za pomocą numpy i macierzy\n", "\n", @@ -42233,13 +42310,1069 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": { "slideshow": { "slide_type": "subslide" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Wczytwanie danych z pliku za pomocą numpy – wersja macierzowa\n", "data = np.loadtxt('data01_train.csv', delimiter=',')\n", @@ -42263,13 +43396,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": { "slideshow": { "slide_type": "subslide" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/latex": [ + "$\\displaystyle \\theta_{10^{-2}} = \\left[\\begin{array}{r}0.0531 \\\\ 0.8365 \\\\ \\end{array}\\right]\\quad\\theta_{10^{-6}} = \\left[\\begin{array}{r}-3.4895 \\\\ 1.1786 \\\\ \\end{array}\\right]$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "display(Math(r'\\theta_{10^{-2}} = ' + LatexMatrix(theta_e1) +\n", " r'\\quad\\theta_{10^{-6}} = ' + LatexMatrix(theta_e2)))" @@ -42288,7 +43434,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": { "slideshow": { "slide_type": "notes" @@ -42320,13 +43466,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": { "slideshow": { "slide_type": "subslide" } }, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "dbc4c41d8013401f9356ccf9985eaf8a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=0.02, description='$\\\\alpha$', max=0.03, min=0.01, step=0.001), Button…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "widgets.interact_manual(slide7, alpha=sliderAlpha1)" ] @@ -42366,13 +43537,123 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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priceroomssqrMetres
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" + ], + "text/plain": [ + " price rooms sqrMetres\n", + "0 476118.00 3 78\n", + "1 459531.00 3 62\n", + "2 411557.00 3 15\n", + "3 496416.00 4 14\n", + "4 406032.00 3 15\n", + "5 450026.00 3 80\n", + "6 571229.15 2 39\n", + "7 325000.00 3 54\n", + "8 268229.00 2 90\n", + "9 604836.00 4 40" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Wczytanie danych przy pomocy biblioteki pandas\n", "import pandas\n", @@ -42383,7 +43664,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": { "slideshow": { "slide_type": "notes" @@ -42403,7 +43684,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": { "slideshow": { "slide_type": "notes" @@ -42440,13 +43721,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/latex": [ + "$\\displaystyle 1.00 \\leq x_0 \\leq 1.00$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/latex": [ + "$\\displaystyle 2.00 \\leq x_1 \\leq 7.00$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/latex": [ + "$\\displaystyle 12.00 \\leq x_2 \\leq 196.00$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "show_mins_and_maxs(XMx2)" ] @@ -42465,7 +43783,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": { "slideshow": { "slide_type": "notes" @@ -42491,13 +43809,3597 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\r\n", + "\r\n", + "\r\n", + "\r\n", + " \r\n", + " \r\n", + 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "contour_plot(XMx2_norm, yMx2)" ] diff --git a/data02_train.tsv b/data02_train.tsv new file mode 100644 index 0000000..0819da9 --- /dev/null +++ b/data02_train.tsv @@ -0,0 +1,1340 @@ +price isNew rooms floor location sqrMetres +476118.0 False 3 1 Centrum 78 +459531.0 False 3 2 Sołacz 62 +411557.0 False 3 0 Sołacz 15 +496416.0 False 4 0 Sołacz 14 +406032.0 False 3 0 Sołacz 15 +450026.0 False 3 1 Naramowice 80 +571229.15 False 2 4 Wilda 39 +325000.0 False 3 1 Grunwald 54 +268229.0 False 2 1 Grunwald 90 +604836.0 False 4 5 Grunwald 40 +232050.0 False 3 0 Nowe 41 +399406.0 False 3 2 Wilda 89 +305739.0 False 2 2 Grunwald 53 +531976.68 False 4 1 Wilda 38 +288465.0 True 2 1 Starołęka 77 +305000.0 True 3 3 Winogrady 47 +410000.0 True 2 5 Rataje 30 +305000.0 True 3 3 Winogrady 48 +289000.0 True 2 2 Zawady 48 +419000.0 True 2 0 Rataje 56 +193000.0 True 2 5 Malta 37 +270000.0 True 3 4 Rataje 48 +360000.0 True 3 2 Rataje 20 +240000.0 True 2 10 Rataje 36 +299000.0 True 2 4 Nowe 47 +298000.0 True 2 4 Wilda 45 +289000.0 True 2 2 Komandoria 48 +300000.0 True 2 1 Podolany 45 +177000.0 True 2 2 Dębiec 25 +404000.0 True 3 2 Rataje 70 +335000.0 True 3 7 Rataje 63 +305000.0 True 3 3 Winogrady 60 +254900.0 True 2 14 Winogrady 80 +348000.0 True 3 9 Rataje 65 +320000.0 True 3 4 Winogrady 50 +284000.0 True 3 4 Rataje 48 +188000.0 True 2 2 Dębiec 61 +477000.0 True 4 3 Piątkowo 70 +390000.0 True 3 2 Podolany 68 +439000.0 True 3 3 Piątkowo 70 +263000.0 True 2 1 Rataje 44 +435000.0 True 2 0 Świerczewo 60 +610000.0 True 3 6 Centrum 77 +714000.0 True 3 2 Malta 84 +295000.0 True 2 2 Naramowice 58 +270000.0 True 3 10 Nowe 48 +259000.0 True 2 0 Rataje 38 +350000.0 True 3 0 Jeżyce 90 +295000.0 True 2 2 Grunwald 60 +338000.0 True 3 1 Jeżyce 37 +420000.0 True 4 3 Jeżyce 78 +565000.0 True 4 0 Sołacz 90 +355000.0 True 2 3 Nowe 90 +330000.0 True 2 4 Chwaliszewo 56 +299000.0 True 2 16 Rataje 49 +270000.0 True 2 2 Sołacz 49 +329000.0 True 3 3 Jeżyce 45 +405000.0 True 3 2 Rataje 70 +270000.0 True 2 2 Winogrady 49 +235000.0 True 2 6 Winogrady 38 +270000.0 True 2 2 Sołacz 49 +365000.0 True 3 2 Jeżyce 50 +325000.0 True 3 1 Nowe 90 +340000.0 True 3 16 Rataje 80 +329000.0 True 3 2 Rataje 59 +429000.0 True 3 4 Dębiec 60 +349000.0 True 3 3 Rataje 63 +329000.0 True 4 4 Nowe 20 +249000.0 True 2 2 Grunwald 46 +260000.0 True 2 0 Rataje 40 +275000.0 True 2 9 Rataje 38 +263000.0 True 2 1 Rataje 44 +269000.0 True 2 9 Rataje 49 +450000.0 True 3 11 Jeżyce 50 +299000.0 True 3 2 Łazarz 80 +330000.0 True 4 2 Rataje 62 +289000.0 True 3 3 Rataje 48 +750000.0 True 4 0 Naramowice 133 +635000.0 True 4 3 Grunwald 70 +279000.0 True 2 1 Naramowice 60 +399900.0 False 3 1 Grunwald 34 +255000.0 True 2 1 Winogrady 38 +239000.0 True 2 1 Grunwald 36 +229000.0 True 2 2 Wilda 50 +348000.0 True 3 9 Rataje 65 +384000.0 True 4 0 Grunwald 60 +232034.0 True 2 1 Starołęka 86 +270000.0 True 3 4 Rataje 48 +350000.0 False 5 1 Komorniki 97 +240000.0 True 2 16 Rataje 36 +619000.0 True 4 0 Jeżyce 99 +295000.0 True 3 4 Grunwald 45 +349000.0 True 3 1 Grunwald 57 +279000.0 True 3 0 Winogrady 48 +269000.0 True 3 3 Winogrady 48 +250000.0 True 2 6 Winogrady 42 +270000.0 True 2 4 Jeżyce 43 +285383.0 False 5 4 Winogrady 37 +348750.0 False 2 3 Stare 47 +240157.0 False 2 0 Winogrady 37 +285678.0 False 2 2 Winogrady 42 +272800.0 False 2 5 Winogrady 44 +267702.0 False 2 2 Grunwald 45 +327584.0 False 3 3 Grunwald 21 +235000.0 False 2 3 Winogrady 38 +286445.0 False 2 2 Winogrady 49 +156085.0 False 2 2 Starołęka 30 +282000.0 False 3 3 Winogrady 57 +365000.0 True 4 4 Grunwald 64 +519000.0 True 3 1 Rataje 50 +779000.0 True 3 2 Stare 113 +499000.0 True 4 2 Wilda 120 +255000.0 True 3 0 Grunwald 53 +270000.0 True 3 4 Rataje 48 +257000.0 True 2 5 Rataje 49 +499000.0 True 2 2 Stare 43 +399000.0 True 3 1 Nowe 62 +149000.0 True 3 5 Nowe 56 +435000.0 True 3 5 Wilda 70 +400000.0 False 4 0 Grunwald 81 +389000.0 True 3 3 Stare 49 +299000.0 True 3 6 Jeżyce 70 +325000.0 True 3 3 Łazarz 62 +399000.0 True 3 1 Grunwald 65 +279000.0 True 2 1 Naramowice 60 +334117.0 False 3 2 Grunwald 63 +364620.0 False 3 2 Grunwald 80 +529900.0 True 4 1 Podolany 103 +369000.0 True 4 3 Grunwald 74 +329000.0 True 2 2 Jeżyce 45 +320000.0 True 3 4 Winogrady 54 +275000.0 True 2 13 Rataje 80 +295120.0 False 2 1 Winogrady 60 +374000.0 True 3 4 Wilczak 30 +288000.0 True 3 4 Winogrady 30 +340000.0 True 3 1 Grunwald 70 +329000.0 True 3 3 Piątkowo 60 +290000.0 True 2 6 Sołacz 49 +229000.0 True 4 3 Wilda 54 +339000.0 True 3 1 Grunwald 65 +288000.0 True 3 4 Winogrady 30 +280000.0 True 3 1 Jeżyce 58 +295000.0 True 2 2 Naramowice 50 +264250.0 False 2 2 Jeżyce 29 +308039.0 False 2 0 Winogrady 21 +285200.0 False 2 1 Winogrady 46 +346624.0 False 3 1 Ogrody 54 +313566.0 False 3 1 Jeżyce 51 +290970.0 False 2 0 Winogrady 60 +304000.0 False 3 5 Winogrady 29 +225316.0 False 2 0 Starołęka 33 +186600.0 False 2 2 Starołęka 62 +336474.0 False 3 4 Winogrady 27 +299513.0 False 2 1 Starołęka 85 +257000.0 False 3 1 Winogrady 76 +244071.0 False 2 2 Starołęka 52 +291838.0 False 2 0 Starołęka 55 +322276.0 False 2 3 Winogrady 98 +280860.0 False 2 1 Winogrady 30 +297600.0 False 2 3 Winogrady 50 +349668.0 False 2 1 Garbary 44 +321656.0 False 2 1 Winogrady 88 +302176.0 False 2 2 Malta 45 +199000.0 True 2 1 Grunwald 33 +363000.0 True 3 2 Grunwald 77 +375000.0 True 3 4 Winogrady 65 +287000.0 True 2 10 Winogrady 47 +230000.0 True 2 1 Dębiec 37 +365000.0 True 3 2 Rataje 65 +389000.0 True 3 1 Naramowice 20 +325000.0 True 2 2 Grunwald 35 +391729.0 False 3 2 Winogrady 21 +479000.0 True 3 3 Grunwald 23 +249000.0 True 2 10 Grunwald 42 +286000.0 True 2 5 Centrum 49 +313000.0 True 2 4 Piątkowo 49 +409000.0 True 3 1 Rataje 62 +255000.0 True 2 1 Nowe 49 +270000.0 True 3 4 Jeżyce 50 +699000.0 True 2 1 Grunwald 68 +330000.0 True 2 3 Wilda 53 +335000.0 True 3 16 Rataje 80 +488000.0 True 3 3 Grunwald 70 +339000.0 True 3 1 Jeżyce 65 +410000.0 True 3 5 Grunwald 81 +269000.0 True 2 4 Naramowice 43 +710000.0 True 5 7 Grunwald 91 +359600.0 False 3 5 Grunwald 58 +249441.0 False 2 2 Jeżyce 50 +440000.0 True 4 1 Grunwald 95 +389000.0 True 3 2 Jeżyce 50 +590000.0 True 4 3 Rataje 90 +706655.0 False 3 2 Nowe 45 +269000.0 True 2 6 Rataje 70 +240000.0 True 2 16 Rataje 36 +310000.0 True 2 2 Centrum 53 +240000.0 False 3 0 Nowe 64 +230000.0 True 2 0 Grunwald 52 +770000.0 True 4 1 Centrum 142 +249000.0 True 2 4 Rataje 44 +350000.0 True 2 1 Rataje 54 +313000.0 True 2 4 Piątkowo 49 +310000.0 True 2 2 Śródka 72 +569000.0 True 4 0 Wilda 50 +460000.0 True 4 2 Bonin 87 +485000.0 True 2 2 Centrum 55 +286000.0 True 2 5 Centrum 80 +364000.0 True 3 1 Grunwald 62 +299000.0 True 3 3 Wilda 66 +365000.0 True 2 5 Wilda 30 +237000.0 True 2 10 Grunwald 38 +425000.0 True 4 6 Rataje 85 +332160.0 True 2 1 Grunwald 60 +230000.0 True 2 1 Dębiec 37 +249000.0 True 2 10 Grunwald 42 +270000.0 True 3 4 Rataje 48 +350000.0 True 2 4 Jeżyce 56 +309000.0 True 2 3 Grunwald 56 +283500.0 True 2 0 Stare 50 +177595.0 False 2 0 Nowe 29 +339000.0 True 2 2 Centrum 53 +399000.0 True 3 1 Grunwald 65 +329000.0 True 3 3 Piątkowo 60 +706655.0 False 3 2 Nowe 45 +289000.0 True 2 2 Jeżyce 42 +389000.0 True 3 0 Wilda 67 +375000.0 True 3 4 Wilda 40 +319000.0 True 3 2 Wilda 66 +310000.0 True 3 0 Grunwald 60 +252000.0 True 2 12 Winogrady 47 +249147.0 False 2 4 Zawady 71 +649000.0 True 4 0 Winogrady 80 +204000.0 True 2 0 Grunwald 37 +389000.0 True 3 4 Rataje 84 +369000.0 True 3 0 Grunwald 87 +300000.0 True 2 1 Naramowice 52 +470000.0 True 4 2 Sołacz 87 +326000.0 True 2 1 Winogrady 39 +655000.0 True 3 4 Stare 60 +348000.0 True 3 9 Rataje 65 +399000.0 True 3 1 Bonin 68 +390000.0 True 3 2 Podolany 68 +265000.0 True 2 0 Centrum 40 +279999.0 True 3 4 Winogrady 54 +280000.0 True 3 9 Jeżyce 49 +419000.0 True 2 0 Malta 56 +249000.0 True 2 4 Grunwald 38 +259000.0 True 2 3 Żegrze 49 +270000.0 True 2 0 Jeżyce 20 +349000.0 True 3 2 Grunwald 39 +349000.0 True 2 3 Piątkowo 60 +548000.0 True 3 1 Grunwald 84 +249000.0 True 2 10 Grunwald 43 +549000.0 True 3 2 Dąbrowskiego 106 +290000.0 True 2 6 Piątkowo 49 +442827.0 False 4 2 Starołęka 14 +530000.0 True 3 0 Grunwald 63 +279000.0 True 3 1 Plewiska 50 +410000.0 True 2 5 Rataje 50 +396000.0 True 3 1 Wilda 50 +279000.0 True 2 1 Stare 60 +399000.0 True 3 4 Piątkowo 16 +329000.0 True 2 2 Jeżyce 45 +270000.0 True 3 10 Grunwald 52 +360000.0 True 2 0 Centrum 57 +255000.0 True 3 2 Grunwald 20 +395000.0 True 3 1 Grunwald 100 +139000.0 True 2 0 Grunwald 49 +320000.0 True 3 4 Winogrady 50 +899000.0 True 4 0 Stare 100 +237000.0 True 2 2 Dębiec 44 +425000.0 True 3 1 Rataje 70 +315000.0 True 2 0 Winogrady 53 +485000.0 True 2 2 Centrum 55 +365000.0 True 3 1 Żegrze 88 +345000.0 True 3 1 Winogrady 17 +319000.0 True 3 3 Rataje 50 +265000.0 True 2 0 Dębiec 50 +978000.0 True 4 5 Centrum 106 +489000.0 True 2 5 Centrum 53 +382280.0 True 3 3 Centrum 80 +267900.0 True 2 6 Winogrady 30 +259000.0 True 2 3 Łazarz 47 +280000.0 True 2 4 Rataje 63 +250000.0 True 4 1 Wilda 31 +340000.0 True 2 2 Naramowice 16 +160000.0 True 2 0 Podolany 27 +390000.0 True 2 0 Centrum 60 +469000.0 True 2 1 Winogrady 30 +429000.0 True 3 4 Dębiec 50 +270000.0 True 2 2 Naramowice 52 +330000.0 True 3 0 Jeżyce 78 +279000.0 True 2 1 Stare 60 +289000.0 True 2 6 Jeżyce 49 +449000.0 True 4 1 Górczyn 90 +499000.0 True 4 4 Stare 85 +270000.0 True 2 16 Rataje 49 +295000.0 True 2 0 Stare 44 +210000.0 True 2 2 Dębiec 40 +519000.0 True 3 1 Rataje 50 +490000.0 True 4 0 Naramowice 40 +300000.0 True 2 1 Stare 23 +325000.0 True 3 4 Jeżyce 30 +238000.0 True 2 13 Rataje 49 +329000.0 True 3 1 Piątkowo 63 +270000.0 True 2 0 Piątkowo 43 +395000.0 True 3 0 Grunwald 70 +330000.0 True 2 1 Jeżyce 50 +439000.0 True 4 2 Grunwald 89 +259500.0 True 2 0 Grunwald 55 +355000.0 True 2 4 Jeżyce 56 +282000.0 True 2 1 Jeżyce 38 +335000.0 True 2 2 Górczyn 52 +375000.0 True 2 1 Grunwald 51 +399000.0 True 3 4 Stare 70 +474000.0 False 4 0 Plewiska 30 +309000.0 True 2 0 Grunwald 55 +379000.0 True 3 0 Rataje 57 +399000.0 True 3 1 Nowe 62 +570000.0 True 3 5 Grunwald 60 +105000.0 True 2 3 Nowe 50 +296000.0 True 3 6 Dębiec 63 +326000.0 True 2 1 Winiary 39 +1725000.0 True 3 0 Stare 136 +350550.0 True 3 4 Stare 50 +252000.0 True 2 12 Winogrady 47 +368000.0 True 2 2 Wilda 67 +549000.0 True 3 3 Grunwald 60 +409000.0 True 3 1 Rataje 90 +362000.0 True 2 1 Centrum 50 +250000.0 True 3 2 Nowe 80 +399900.0 True 4 2 Nowe 66 +429000.0 True 3 4 Wilda 60 +370000.0 True 2 0 Górczyn 65 +274000.0 True 2 1 Górczyn 13 +239000.0 True 2 3 Piątkowo 59 +259000.0 True 2 2 Rataje 90 +246330.0 True 2 0 Wilda 55 +289000.0 True 3 4 Winogrady 48 +100000.0 True 3 4 Stare 70 +270000.0 True 2 2 Sołacz 60 +430000.0 True 2 3 Grunwald 70 +355000.0 True 2 0 Podolany 93 +287000.0 True 2 11 Winogrady 47 +1200000.0 False 5 0 Starołęka 193 +305000.0 True 3 3 Winogrady 48 +329000.0 True 3 3 Piątkowo 60 +315000.0 True 3 0 Piątkowo 63 +267705.0 True 2 2 Grunwald 45 +247707.0 True 2 1 Jeżyce 50 +388750.0 True 4 5 Winogrady 65 +371931.0 True 4 4 Jeżyce 57 +232408.0 True 2 0 Stare 38 +247708.0 True 2 1 Jeżyce 50 +242731.0 True 2 0 Jeżyce 50 +247710.0 True 2 1 Jeżyce 50 +339200.0 True 3 1 Jeżyce 53 +349100.0 True 4 0 Rataje 85 +296277.0 True 3 1 Stare 49 +333694.0 True 3 1 Jeżyce 68 +250000.0 True 2 0 Naramowice 40 +200000.0 True 2 0 Rataje 30 +470000.0 True 4 2 Sołacz 87 +370000.0 True 4 4 Piątkowo 76 +315000.0 True 3 0 Piątkowo 60 +287000.0 True 2 10 Winogrady 80 +230000.0 True 2 3 Nowe 47 +900000.0 True 3 3 Centrum 120 +399000.0 True 3 4 Piątkowo 16 +250000.0 True 2 6 Sołacz 71 +318000.0 True 2 4 Piątkowo 20 +269000.0 True 2 9 Rataje 49 +239592.0 True 2 5 Grunwald 59 +307881.0 True 3 0 Grunwald 16 +319055.0 True 3 3 Grunwald 21 +267702.0 True 2 2 Grunwald 22 +299000.0 True 3 2 Dębiec 70 +435000.0 True 3 0 Stare 25 +690000.0 True 2 0 Grunwald 60 +204450.0 True 2 1 Nowe 33 +228144.0 True 3 2 Nowe 56 +285383.0 True 2 1 Winogrady 37 +391729.0 True 3 2 Winogrady 21 +330000.0 True 3 0 Jeżyce 78 +269984.0 True 3 4 Winogrady 76 +344141.0 True 2 8 Winogrady 47 +318384.0 True 3 6 Jeżyce 24 +249641.0 True 2 0 Jeżyce 54 +177000.0 True 2 2 Dębiec 33 +325000.0 True 2 2 Jeżyce 56 +429000.0 True 3 4 Rataje 70 +380000.0 True 3 3 Dolna 67 +448995.0 True 2 3 Jeżyce 66 +350000.0 True 2 3 Jeżyce 70 +269000.0 True 2 2 Dolna 38 +620000.0 True 3 1 Grunwald 96 +275000.0 True 2 0 Łazarz 52 +440000.0 True 2 0 Centrum 40 +505877.0 False 2 5 Centrum 22 +886860.0 False 3 5 Centrum 80 +502136.0 False 2 5 Centrum 77 +798966.0 False 2 5 Centrum 33 +561663.0 False 3 4 Centrum 69 +396248.0 False 2 4 Centrum 77 +368019.0 False 2 4 Centrum 18 +542141.0 False 3 4 Centrum 53 +698508.0 False 4 4 Centrum 59 +394787.0 False 2 4 Centrum 71 +597184.0 False 3 4 Centrum 61 +354177.0 False 2 3 Centrum 25 +353537.0 False 2 3 Centrum 17 +509468.0 False 3 3 Centrum 53 +652026.0 False 4 3 Centrum 89 +353457.0 False 2 3 Centrum 16 +356818.0 False 2 3 Centrum 58 +496573.0 False 3 2 Centrum 78 +349668.0 False 2 2 Centrum 15 +481903.0 False 3 2 Centrum 53 +309978.0 False 2 2 Centrum 16 +389528.0 False 2 2 Centrum 87 +341776.0 False 2 2 Centrum 14 +374216.0 False 2 2 Centrum 71 +534523.0 False 3 2 Centrum 62 +377418.0 False 2 1 Centrum 87 +330255.0 False 2 1 Centrum 14 +505032.0 False 3 1 Centrum 62 +375000.0 True 4 0 Grunwald 67 +375000.0 True 5 0 Grunwald 67 +363000.0 True 3 2 Grunwald 73 +495000.0 True 3 1 Grunwald 40 +270000.0 True 3 1 Starołęka 30 +365000.0 True 2 2 Grunwald 51 +450000.0 True 4 1 Grunwald 113 +190520.0 True 2 3 Nowe 30 +228492.0 True 2 1 Nowe 93 +169620.0 True 2 1 Nowe 55 +145000.0 True 2 1 Nowe 54 +270000.0 True 3 4 Rataje 48 +370000.0 True 4 4 Piątkowo 76 +289000.0 True 3 3 Grunwald 52 +585000.0 True 3 4 Jeżyce 59 +335000.0 True 3 7 Rataje 63 +329000.0 True 3 3 Piątkowo 60 +269000.0 True 2 0 Grunwald 46 +298000.0 True 2 4 Wilda 45 +398000.0 True 3 1 Grunwald 70 +395000.0 True 4 0 Grunwald 60 +389000.0 True 3 0 Wilda 96 +429000.0 True 3 4 Wilda 47 +715000.0 True 3 1 Wilda 95 +460000.0 True 2 2 Centrum 56 +555000.0 True 4 0 Stare 20 +655000.0 True 3 4 Stare 60 +188000.0 True 2 3 Stare 70 +390000.0 True 2 0 Nowe 61 +425000.0 True 2 9 Nowe 50 +359400.0 True 3 1 Stare 72 +497400.0 True 3 0 Wilda 48 +604395.0 True 5 1 Wilda 31 +330615.0 True 2 2 Stare 79 +290970.0 True 2 0 Stare 60 +283340.0 True 2 0 Stare 70 +282880.0 True 2 3 Stare 20 +339500.0 True 3 7 Nowe 80 +850000.0 True 2 7 Stare 69 +380000.0 True 4 6 Stare 90 +800000.0 True 4 3 Stare 103 +514000.0 True 4 1 Jeżyce 120 +290000.0 True 2 1 Stare 42 +640000.0 True 3 2 Stare 47 +1140000.0 True 6 0 Stare 40 +561000.0 True 2 4 Stare 50 +400000.0 True 2 1 Świerczewo 60 +220000.0 True 2 4 Grunwald 43 +490000.0 True 3 1 Jeżyce 115 +298000.0 True 2 4 Wilda 45 +449000.0 True 2 3 Jeżyce 60 +237000.0 True 2 2 Dębiec 44 +480000.0 True 2 2 Garbary 56 +298000.0 True 2 4 Wilda 37 +255000.0 True 2 3 Wilda 52 +480000.0 True 3 0 Stare 30 +451000.0 True 3 2 Wilda 30 +370000.0 True 3 4 Stare 84 +529000.0 True 3 3 Centrum 108 +360000.0 True 4 0 Grunwald 66 +419000.0 True 4 0 Kopernika 60 +350000.0 True 2 0 Stare 50 +348000.0 True 3 9 Rataje 65 +525000.0 True 4 3 Nowe 88 +450000.0 True 6 4 Wilda 90 +449000.0 True 4 2 Grunwald 90 +420000.0 True 3 0 Winogrady 58 +360000.0 True 3 3 Stare 63 +1000000.0 True 4 1 Centrum 103 +649400.0 False 3 4 Rataje 50 +311570.0 False 2 4 Rataje 51 +383928.0 False 3 3 Rataje 46 +309741.0 False 2 3 Rataje 89 +359000.0 True 2 0 Grunwald 46 +295734.0 False 2 3 Rataje 86 +384540.0 False 3 3 Rataje 55 +480000.0 True 3 1 Grunwald 40 +380091.0 False 3 2 Rataje 73 +293352.0 False 2 1 Rataje 14 +307156.0 False 2 1 Rataje 17 +293352.0 False 2 1 Rataje 14 +535000.0 True 2 3 Łazarz 59 +375606.0 False 3 1 Rataje 91 +293488.0 False 3 0 Rataje 94 +307428.0 False 2 0 Rataje 21 +293488.0 False 2 0 Rataje 16 +375408.0 False 3 0 Rataje 88 +299000.0 True 2 0 Piątkowo 47 +243828.0 False 2 4 Podolany 68 +348835.0 False 3 3 Podolany 63 +256171.0 False 2 3 Podolany 79 +298116.0 False 2 3 Podolany 96 +306247.0 False 2 3 Podolany 35 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3 Grunwald 16 +1000000.0 True 4 1 Stare 146 +350000.0 True 2 3 Rataje 50 +469000.0 True 4 2 Jeżyce 87 +253498.0 True 2 5 Jeżyce 38 +334752.0 True 3 3 Jeżyce 51 +374792.0 True 4 5 Jeżyce 57 +329000.0 True 3 4 Rataje 63 +349668.0 False 2 2 Stare 15 +297420.0 False 2 3 Grunwald 24 +297420.0 False 2 3 Grunwald 24 +220000.0 True 2 1 Jeżyce 60 +399000.0 True 3 1 Sołacz 66 +488000.0 True 3 3 Grunwald 70 +220000.0 True 2 4 Grunwald 43 +390000.0 True 3 2 Podolany 68 +299000.0 True 2 0 Wilda 52 +234000.0 True 2 0 Wilda 37 +375000.0 True 3 2 Wilda 90 +820000.0 True 4 0 Centrum 163 +320000.0 True 3 4 Winogrady 50 +420000.0 False 4 0 Grunwald 82 +495000.0 True 4 1 Stare 98 +279000.0 True 2 1 Stare 52 +620000.0 True 3 1 Stare 99 +329000.0 True 2 1 Stare 54 +699000.0 True 3 2 Stare 92 +487000.0 True 3 0 Stare 73 +375000.0 True 3 0 Naramowice 69 +269000.0 True 2 9 Rataje 49 +220000.0 True 2 4 Grunwald 43 +230000.0 True 2 1 Dębiec 38 +435000.0 True 2 0 Górczyn 60 +390000.0 True 3 2 Podolany 68 +446240.0 True 2 1 Grunwald 78 +390000.0 True 3 2 Podolany 68 +619000.0 True 3 2 Winogrady 100 +240000.0 True 2 3 Dębiec 50 +270000.0 True 3 4 Rataje 48 +244968.0 True 2 0 Stare 42 +285679.0 True 2 4 Winogrady 48 +260000.0 True 2 6 Winiary 70 +585000.0 True 4 1 Piątkowo 100 +329000.0 True 3 1 Piątkowo 63 +269000.0 True 2 0 Naramowice 46 +348000.0 True 3 9 Rataje 65 +270000.0 True 3 4 Rataje 48 +359605.0 True 3 5 Grunwald 58 +375529.0 False 2 3 Stare 71 +247705.0 False 2 1 Podolany 74 +247705.0 False 2 1 Piątkowo 74 +156085.0 False 2 4 Głuszyna 45 +411684.0 False 3 3 Winogrady 17 +349000.0 False 4 0 Szczepankowo 29 +277823.0 False 2 2 Podolany 70 +249733.0 False 2 0 Ogrody 54 +424377.0 False 4 2 Starołęka 14 +282944.0 False 2 0 Starołęka 59 +460499.0 False 3 1 Stare 51 +270000.0 True 3 0 Grunwald 48 +350000.0 True 4 1 Wilda 80 +350000.0 True 4 4 Winogrady 90 +323000.0 True 4 0 Winogrady 56 +649000.0 True 4 4 Centrum 109 +341704.0 True 3 8 Grunwald 56 +297421.0 True 2 3 Grunwald 50 +245832.0 True 2 2 Grunwald 40 +285384.0 True 2 4 Winogrady 48 +240000.0 True 2 1 Wilda 40 +345865.0 True 3 2 Jeżyce 21 +261000.0 True 2 2 Jeżyce 57 +400000.0 True 3 2 Jeżyce 74 +400000.0 True 2 2 Jeżyce 74 +348000.0 True 3 9 Rataje 65 +369000.0 True 2 2 Grunwald 51 +339000.0 True 3 0 Rataje 63 +250000.0 True 2 4 Rataje 23 +245000.0 True 2 4 Rataje 44 +240000.0 True 2 2 Dębiec 48 +262000.0 True 2 4 Grunwald 60 +395000.0 True 4 1 Smochowice 69 +313000.0 True 2 4 Piątkowo 50 +409000.0 True 3 1 Malta 90 +599000.0 True 3 3 Grunwald 83 +289000.0 True 2 2 Jeżyce 42 +390000.0 True 3 3 Naramowice 48 +313000.0 True 2 4 Piątkowo 49 +375000.0 True 4 2 Centrum 72 +350000.0 True 3 1 Naramowice 51 +304140.0 False 3 5 Winogrady 18 +353275.0 False 2 14 Grunwald 74 +244071.0 False 2 1 Nowe 93 +348000.0 True 3 9 Rataje 65 +320000.0 True 3 4 Winogrady 53 +348000.0 True 3 9 Rataje 65 +348000.0 True 3 9 Rataje 65 +230000.0 True 2 1 Dębiec 37 +238000.0 True 2 2 Grunwald 37 +392000.0 True 4 0 Piątkowo 74 +380000.0 True 4 2 Piątkowo 74 +329000.0 True 2 4 Górczyn 20 +347000.0 True 3 1 Naramowice 47 +259900.0 True 2 6 Winogrady 38 +590000.0 True 5 3 Piątkowo 125 +320000.0 True 2 1 Naramowice 53 +432000.0 True 2 5 Centrum 40 +435000.0 True 3 1 Piątkowo 84 +389000.0 True 2 1 Podolany 46 +799999.0 True 3 1 Sołacz 90 +310000.0 True 3 3 Piątkowo 60 +260000.0 True 3 0 Jeżyce 74 +266000.0 True 2 2 Piątkowo 49 +316498.0 True 2 2 Stare 77 +519000.0 True 3 1 Rataje 50 +442150.0 True 2 2 Stare 75 +395000.0 True 3 2 Centrum 74 +599000.0 True 2 1 Centrum 70 +459000.0 True 2 1 Centrum 48 +339000.0 True 3 1 Winogrady 51 +375000.0 True 3 2 Jeżyce 50 +289000.0 True 2 4 Ogrody 41 +230000.0 True 2 5 Winogrady 60 +440000.0 True 2 4 Centrum 55 +599000.0 True 3 2 Centrum 80 +343200.0 True 3 4 Winogrady 52 +385000.0 True 2 1 Centrum 60 +300000.0 True 3 3 Centrum 88 +529000.0 True 4 4 Centrum 85 +349000.0 True 3 3 Wilda 82 +405000.0 True 4 2 Nowe 71 +355000.0 True 2 4 Jeżyce 89 +235000.0 True 2 0 Górczyn 50 +495000.0 True 4 1 Grunwald 64 +285000.0 True 2 3 Wilda 60 +385000.0 True 3 4 Łazarz 82 +379999.0 True 3 3 Wilda 67 +370000.0 True 2 13 Rataje 67 +450000.0 True 3 0 Naramowice 71 +479000.0 True 3 3 Górczyn 70 +439000.0 True 4 2 Łazarz 40 +385000.0 True 3 0 Łazarz 80 +550000.0 True 4 1 Łazarz 50 +260000.0 True 3 4 Grunwald 47 +755000.0 True 4 2 Łazarz 90 +319000.0 True 2 0 Górczyn 54 +380000.0 True 3 1 Łazarz 30 +530000.0 True 3 1 Piątkowo 76 +900000.0 True 3 2 Grunwald 112 +375000.0 True 3 8 Piątkowo 75 +576500.0 True 2 5 Centrum 50 +576500.0 True 2 5 Chwaliszewo 50 +438503.0 True 3 2 Centrum 57 +354454.0 False 2 3 Grunwald 17 +489780.0 False 4 2 Górczyn 63 +491520.0 False 4 1 Górczyn 92 +273875.5 False 2 1 Grunwald 13 +267000.0 True 2 2 Dębiec 35 +260000.0 True 2 2 Piątkowo 90 +587000.0 True 4 3 Łazarz 38 +460000.0 True 3 1 Naramowice 110 +695000.0 True 4 1 Rataje 70 +506657.0 True 4 11 Grunwald 73 +298250.0 True 2 5 Grunwald 38 +297421.0 True 2 2 Grunwald 24 +275000.0 True 2 9 Nowe 38 +267000.0 True 2 4 Nowe 70 +447000.0 True 3 4 Grunwald 20 +349900.0 True 3 4 Wilda 42 +360000.0 True 4 0 Centrum 66 +525000.0 True 4 3 Jeżyce 70 +450000.0 True 3 2 Strzeszyn 70 +690000.0 True 4 5 Górczyn 25 +334000.0 True 2 4 Sołacz 50 +240000.0 True 2 3 Jeżyce 43 +307000.0 True 3 2 Rataje 48 +307000.0 True 2 2 Rataje 48 +345000.0 True 3 8 Nowe 63 +333694.0 False 3 1 Podolany 32 +333694.0 False 3 1 Piątkowo 38 +299000.0 True 3 0 Grunwald 53 +389000.0 True 3 3 Stare 49 +310000.0 True 2 2 Centrum 74 +220000.0 True 2 0 Grunwald 50 +332800.0 True 2 1 Grunwald 52 +240000.0 True 2 2 Stare 38 +323206.0 False 2 2 Naramowice 50 +558745.0 False 3 3 Stare 62 +290000.0 True 2 6 Jeżyce 49 +285000.0 True 2 3 Piątkowo 49 +365000.0 True 3 1 Rataje 67 +263000.0 True 2 1 Rataje 47 +289000.0 True 2 2 Jeżyce 42 +265000.0 True 3 4 Grunwald 48 +310000.0 True 2 1 Nowe 40 +300000.0 True 3 2 Winogrady 48 +565964.0 True 2 5 Centrum 49 +747000.0 True 3 7 Rataje 84 +275000.0 True 2 0 Naramowice 50 +405000.0 True 4 2 Rataje 71 +491520.0 True 4 1 Górczyn 92 +363258.0 True 2 1 Górczyn 59 +305739.0 True 2 2 Górczyn 53 +399000.0 True 3 4 Piątkowo 69 +280000.0 True 2 1 Sołacz 38 +299900.0 True 2 0 Dębiec 48 +420000.0 True 2 3 Naramowice 59 +650000.0 True 4 8 Rataje 100 +329000.0 True 3 3 Wilda 82 +355000.0 True 3 2 Piątkowo 66 +375000.0 True 3 2 Rataje 79 +200000.0 True 3 4 Nowe 44 +315000.0 True 2 2 Zawady 52 +259000.0 True 2 3 Rataje 49 +379000.0 True 3 2 Podolany 56 +354454.0 True 2 3 Górczyn 17 +237000.0 True 2 10 Górczyn 38 +315000.0 True 2 2 Zawady 52 +379999.0 True 3 2 Wilda 67 +279000.0 True 2 1 Naramowice 52 +250000.0 True 2 4 Rataje 44 +620000.0 True 3 2 Naramowice 98 +450000.0 True 3 5 Grunwald 60 +290000.0 True 2 2 Dębiec 40 +393599.0 True 2 6 Winogrady 49 +289000.0 True 2 2 Nowe 48 +240000.0 True 2 8 Dębiec 37 +420000.0 True 2 5 Rataje 63 +800000.0 True 3 3 Chwaliszewo 70 +285000.0 True 2 2 Łazarz 52 +495000.0 True 3 0 Centrum 63 +289575.0 True 2 0 Jeżyce 43 +259000.0 True 2 5 Grunwald 46 +265000.0 True 2 4 Grunwald 43 +495000.0 True 5 1 Naramowice 98 +275000.0 True 2 0 Naramowice 50 +320000.0 True 2 3 Chwaliszewo 56 +360000.0 True 2 5 Grunwald 41 +360000.0 True 2 0 Winogrady 48 +750000.0 True 4 0 Kobylepole 105 +260000.0 True 2 0 Rataje 46 +260000.0 True 3 4 Centrum 44 +1050000.0 True 5 2 Centrum 161 +379000.0 True 2 0 Nowe 56 +560000.0 True 2 8 Grunwald 55 +335400.0 True 2 1 Łazarz 51 +290000.0 True 2 5 Winogrady 42 +235000.0 True 2 3 Winogrady 38 +300000.0 True 2 4 Winogrady 53 +399000.0 True 3 1 Winiary 66 +830000.0 True 3 1 Grunwald 91 +385500.0 True 2 6 Dębiec 38 +199000.0 True 5 0 Sołacz 129 +295000.0 True 2 4 Stare 33 +370000.0 True 4 11 Rataje 74 +335000.0 True 3 1 Piątkowo 63 +350000.0 True 3 7 Piątkowo 63 +380000.0 True 3 1 Łazarz 98 +184000.0 True 2 0 Grunwald 34 +855000.0 True 4 5 Jeżyce 96 +215000.0 True 2 0 Wilda 36 +495000.0 True 4 1 Naramowice 98 +250000.0 True 2 5 Nowe 50 +275000.0 True 3 7 Wilda 53 +409000.0 True 3 1 Malta 61 +200000.0 True 2 0 Głuszyna 52 +299000.0 True 3 3 Wilda 66 +490000.0 True 4 3 Sołacz 83 +245000.0 True 2 0 Stare 44 +950000.0 True 3 4 Nowe 99 +355000.0 True 2 3 Nowe 50 +380000.0 True 3 3 Łazarz 95 +525000.0 True 4 3 Jeżyce 104 +400000.0 True 2 3 Naramowice 50 +248000.0 True 2 10 Grunwald 42 +380000.0 True 3 0 Centrum 55 +453600.0 True 2 3 Naramowice 56 +290000.0 True 2 3 Winogrady 37 +690000.0 True 4 5 Grunwald 107 +350000.0 True 3 6 Jeżyce 64 +340000.0 True 4 3 Winogrady 65 +345000.0 True 3 1 Rataje 78 +395000.0 True 3 10 Piątkowo 67 +495000.0 True 5 1 Naramowice 98 +269000.0 True 2 3 Grunwald 47 +257000.0 True 2 12 Winogrady 46 +516000.0 True 3 3 Naramowice 75 +285000.0 True 2 4 Naramowice 42 +354000.0 True 3 1 Naramowice 60 +345000.0 True 2 0 Centrum 42 +550000.0 True 2 1 Naramowice 57 +670000.0 True 4 3 Grunwald 81 +659000.0 True 5 0 Podolany 135 +925000.0 True 5 1 Stare 105 +510000.0 True 5 1 Naramowice 98 +350000.0 True 3 3 Jeżyce 70 +345000.0 True 3 1 Winogrady 50 +279000.0 True 2 0 Piątkowo 48 +535000.0 True 2 2 Stare 55 +350000.0 True 2 1 Rataje 54 +349000.0 True 3 3 Rataje 63 +250000.0 True 2 3 Wilda 39 +270000.0 True 2 10 Nowe 48 +285000.0 True 2 0 Łazarz 49 +999000.0 True 3 4 Nowe 99 +425000.0 True 3 1 Piątkowo 74 +479000.0 True 3 1 Naramowice 66 +360000.0 True 3 0 Wilda 112 +495000.0 True 3 1 Łazarz 64 +599000.0 True 3 3 Grunwald 60 +390000.0 True 3 2 Podolany 68 +450000.0 True 4 1 Grunwald 101 +313000.0 True 2 4 Piątkowo 49 +338000.0 True 3 3 Wilda 63 +285000.0 True 2 11 Winogrady 47 +270000.0 True 2 0 Grunwald 42 +360000.0 True 4 4 Jeżyce 60 +399000.0 True 2 3 Centrum 60 +619000.0 True 3 5 Jeżyce 69 +330000.0 True 2 1 Jeżyce 53 +1612000.0 True 7 5 Jeżyce 166 +399000.0 True 3 3 Centrum 50 +365000.0 True 2 1 Stare 50 +450000.0 True 3 0 Grunwald 75 +288000.0 True 3 4 Winogrady 47 +240000.0 True 2 16 Rataje 36 +326000.0 True 2 0 Jeżyce 55 +250000.0 True 2 4 Zawady 66 +288000.0 True 2 4 Naramowice 44 +289000.0 True 2 7 Winiary 49 +515000.0 True 3 0 Rataje 69 +428000.0 True 3 3 Centrum 43 +510000.0 True 5 1 Naramowice 98 +320000.0 True 2 2 Piątkowo 48 +659200.0 True 4 3 Łazarz 103 +499000.0 True 5 0 Grunwald 130 +240000.0 True 2 2 Dębiec 48 +495000.0 True 4 1 Naramowice 98 +320000.0 True 3 0 Rataje 56 +430000.0 True 3 2 Rataje 64 +409000.0 True 5 4 Winogrady 64 +415000.0 True 3 4 Łazarz 53 +359000.0 True 3 2 Rataje 65 +410000.0 True 2 5 Rataje 53 +479000.0 True 3 3 Nowe 83 +365000.0 True 4 3 Grunwald 68 +369000.0 True 2 3 Grunwald 64 +259000.0 True 2 2 Nowe 42 +250000.0 True 3 4 Dębiec 45 +299000.0 True 2 4 Nowe 47 +430000.0 True 2 1 Centrum 72 +275000.0 True 2 0 Dębiec 50 +950000.0 True 3 4 Nowe 99 +329000.0 True 3 7 Rataje 78 +380000.0 True 4 6 Piątkowo 73 +299000.0 True 2 5 Centrum 49 +265000.0 True 2 1 Wilda 44 +370000.0 True 2 13 Rataje 48 +370000.0 True 4 4 Piątkowo 76 +379000.0 True 3 1 Piątkowo 78 +299000.0 True 2 3 Grunwald 44 +379999.0 True 2 5 Jeżyce 61 +1000000.0 True 5 1 Jeżyce 128 +549000.0 True 3 2 Jeżyce 106 +335000.0 True 3 9 Nowe 65 +489000.0 True 3 0 Jeżyce 65 +379000.0 True 3 4 Rataje 63 +245000.0 True 3 0 Grunwald 45 +235000.0 True 2 0 Łazarz 52 +295555.0 True 2 1 Jeżyce 45 +224000.0 True 2 0 Górczyn 38 +315000.0 True 2 2 Winogrady 38 +429000.0 True 3 4 Nowe 79 +595000.0 True 3 0 Naramowice 94 +330000.0 True 3 0 Bonin 56 +275000.0 True 2 13 Rataje 49 +499000.0 True 4 2 Wilda 120 +287000.0 True 2 10 Winogrady 46 +280000.0 True 2 10 Piątkowo 46 +273875.0 True 2 1 Górczyn 13 +450000.0 True 3 0 Winogrady 70 +325000.0 True 3 4 Jeżyce 64 +299817.0 True 2 3 Górczyn 59 +295000.0 True 2 2 Naramowice 58 +380000.0 True 4 6 Piątkowo 73 +399000.0 True 3 4 Winogrady 65 +305000.0 True 3 3 Winogrady 48 +220000.0 True 2 3 Jeżyce 37 +285000.0 True 3 2 Antoninek 61 +238000.0 True 2 2 Grunwald 37 +200000.0 True 2 0 Rataje 30 +298000.0 True 2 5 Centrum 50 +391729.0 False 3 2 Winogrady 42 +347090.0 False 3 2 Winogrady 41 +285678.0 False 2 1 Winogrady 82 +321656.0 False 2 4 Winogrady 38 +312259.0 False 2 6 Winogrady 60 +347090.0 False 3 1 Winogrady 90 +355042.0 False 3 6 Jeżyce 96 +496573.0 False 3 2 Stare 78 +300680.0 False 2 2 Starołęka 54 +395000.0 True 4 4 Piątkowo 90 +771672.0 False 4 4 Górczyn 66 +399000.0 True 4 1 Szczepankowo 60 +340100.0 True 3 0 Szczepankowo 45 +225228.0 False 2 5 Rataje 91 +324387.0 False 2 9 Grunwald 49 +362459.0 False 3 0 Starołęka 80 +247705.0 False 2 1 Podolany 74 +339000.0 True 3 8 Nowe 78 +207000.0 True 2 2 Wilda 33 +295000.0 True 2 4 Grunwald 50 +324500.0 True 2 5 Wilda 65 +429000.0 True 3 4 Wilda 47 +399000.0 True 4 0 Szczepankowo 71 +411804.0 True 3 1 Winogrady 42 +282613.0 True 2 3 Winogrady 33 +235399.0 True 2 1 Winogrady 59 +265741.0 True 2 7 Winogrady 21 +323340.0 True 3 3 Winogrady 89 +293848.0 True 3 7 Winogrady 57 +337303.0 True 4 2 Winogrady 17 +470092.0 True 2 3 Centrum 21 +310000.0 True 2 0 Wilda 53 +365000.0 True 4 1 Nowe 54 +259000.0 True 2 6 Winogrady 38 +414225.0 True 3 3 Centrum 23 +489000.0 True 3 3 Grunwald 104 +350000.0 True 4 3 Grunwald 30 +325000.0 True 2 3 Rataje 20 +321845.0 False 3 1 Grunwald 55 +248000.0 True 2 14 Rataje 49 +286000.0 True 2 5 Centrum 64 +399000.0 True 3 4 Piątkowo 16 +289000.0 True 2 7 Winiary 80 +329000.0 True 3 11 Winogrady 50 +252723.0 False 2 1 Winogrady 43 +300680.0 False 2 2 Starołęka 54 +496573.0 False 3 2 Stare 78 +392181.0 False 3 4 Winogrady 42 +496573.0 False 3 2 Stare 78 +412438.0 False 3 2 Naramowice 17 +286000.0 True 2 5 Centrum 49 +269000.0 True 2 9 Rataje 49 +315000.0 True 2 1 Grunwald 61 +318390.0 True 3 3 Jeżyce 48 +242406.0 True 2 0 Jeżyce 36 +296278.0 True 3 2 Stare 49 +223747.0 True 2 0 Stare 37 +388755.0 True 4 5 Winogrady 65 +347095.0 True 3 1 Winogrady 57 +269000.0 True 2 1 Ogrody 50 +285000.0 True 2 9 Grunwald 50 +114642.0 True 2 0 Łazarz 46 +286000.0 True 2 5 Stare 64 +333693.0 True 3 1 Jeżyce 68 +435000.0 True 2 0 Świerczewo 60 +320000.0 True 4 1 Jeżyce 40 +395000.0 True 4 0 Grunwald 60 +353457.0 True 2 3 Stare 44 +267704.0 True 2 3 Grunwald 45 +245831.0 True 2 2 Grunwald 40 +391729.0 True 3 2 Winogrady 69 +240875.0 True 2 7 Stare 39 +424380.0 True 4 2 Nowe 74 +282996.0 True 2 0 Nowe 55 +285000.0 True 3 1 Rataje 48 +284618.0 False 2 3 Nowe 55 +512034.0 False 4 2 Winogrady 94 +284618.0 False 2 3 Nowe 55 +255404.0 False 2 6 Jeżyce 12 +315810.0 False 3 8 Winogrady 20 +282994.0 False 2 0 Starołęka 59 +637135.0 False 3 7 Grunwald 65 +754000.0 False 5 0 Morasko 42 +336000.0 True 3 0 Szczepankowo 85 +355000.0 True 2 3 Nowe 90 +475000.0 True 3 0 Rataje 73 +275000.0 True 3 4 Winogrady 60 +275000.0 True 3 4 Winogrady 70 +289000.0 True 2 7 Winogrady 80 +315000.0 True 3 0 Rataje 63 +260000.0 True 2 1 Łazarz 54 +370000.0 True 4 4 Piątkowo 76 +319990.0 True 2 3 Jeżyce 70 +156085.0 False 2 3 Głuszyna 45 +225228.0 False 2 5 Rataje 91 +308237.0 False 2 1 Nowe 85 +353275.0 False 2 14 Grunwald 74 +228144.0 False 3 2 Głuszyna 56 +156085.0 False 2 2 Głuszyna 45 +353275.0 False 2 14 Grunwald 74 +353275.0 False 2 14 Grunwald 74 +156085.0 False 2 3 Głuszyna 45 +156085.0 False 2 4 Nowe 54 +267702.0 False 2 3 Grunwald 22 +353275.0 False 2 14 Grunwald 74 +247705.0 False 2 1 Podolany 74 +315810.0 False 3 8 Winogrady 20 +370000.0 True 4 4 Stare 60 +265000.0 True 2 2 Stare 70 +304140.0 False 3 3 Winogrady 27 +394000.0 False 4 0 Szczepankowo 77 +287882.0 False 2 1 Starołęka 85 +729000.0 True 3 0 Rataje 20 +445000.0 True 4 3 Piątkowo 65 +339000.0 True 3 1 Wilda 90 +382000.0 True 4 0 Piątkowo 74 +335000.0 True 2 4 Jeżyce 35 +258000.0 True 2 0 Plewiska 40 +195000.0 True 2 1 Grunwald 31 +229000.0 True 2 1 Grunwald 16 +327000.0 True 3 1 Piątkowo 40 +279000.0 True 3 1 Nowe 54 +329000.0 True 3 1 Piątkowo 63 +220000.0 True 2 3 Jeżyce 37 +285000.0 True 3 2 Antoninek 61 +286000.0 True 2 5 Stare 49 +550000.0 True 3 1 Jeżyce 73 +366770.0 True 3 1 Stare 58 +392000.0 True 4 0 Piątkowo 74 +504326.0 True 4 4 Stare 26 +232408.0 True 2 1 Winogrady 37 +247000.0 True 2 2 Jeżyce 38 +318384.0 True 3 2 Jeżyce 48 +371930.0 True 4 2 Jeżyce 57 +347092.0 True 3 1 Winogrady 57 +286445.0 True 2 2 Winogrady 49 +254309.0 True 2 2 Stare 42 +238950.0 True 2 4 Stare 39 +442080.0 True 3 1 Nowe 68 +319998.0 True 3 1 Nowe 14 +404965.0 True 3 2 Nowe 63 +336840.0 True 3 3 Nowe 14 +380931.0 True 3 3 Nowe 83 +341311.0 True 3 8 Grunwald 53 +325000.0 True 2 0 Nowe 80 +388000.0 True 2 1 Grunwald 33 +219000.0 True 2 1 Grunwald 35 +1007500.0 False 4 1 Starołęka 94 +1203616.0 False 5 0 Starołęka 71 +298980.0 False 2 5 Winogrady 30 +281988.0 False 2 7 Naramowice 76 +300680.0 False 2 2 Starołęka 54 +288405.0 False 2 1 Górczyn 37 +392861.0 False 3 2 Winogrady 42 +298250.0 False 2 6 Grunwald 38 +411684.0 False 3 3 Winogrady 17 +349000.0 False 4 0 Szczepankowo 29 +277823.0 False 2 2 Podolany 70 +310020.0 False 3 4 Winogrady 67 +424377.0 False 4 2 Starołęka 14 +282944.0 False 2 0 Starołęka 59 +392861.0 False 3 3 Naramowice 42 +249733.0 False 2 0 Ogrody 54 +282944.0 False 2 0 Starołęka 59 +349668.0 False 2 2 Stare 15 +294840.0 False 2 4 Winogrady 50 +252723.0 False 2 1 Winogrady 43 +399000.0 False 3 2 Winogrady 98 +359600.0 False 3 5 Grunwald 58 +245876.0 True 2 1 Jeżyce 38 +329538.0 True 3 1 Jeżyce 50 +286268.0 True 2 5 Winogrady 49 +367000.0 True 3 1 Centrum 30 +350000.0 True 3 1 Nowe 63 +350000.0 True 2 1 Rataje 63 +399000.0 True 3 5 Grunwald 98 +429000.0 True 3 3 Centrum 102 +267703.0 True 2 3 Grunwald 45 +356251.0 True 3 14 Grunwald 57 +225290.0 True 2 7 Rataje 39 +333701.0 True 3 1 Jeżyce 68 +368568.0 True 3 4 Jeżyce 68 +285000.0 True 3 2 Antoninek 61 +300000.0 True 2 9 Strzeszyn 45 +299000.0 True 2 5 Centrum 50 +249000.0 True 2 2 Grunwald 46 +599000.0 True 4 5 Malta 84 +250000.0 True 2 4 Wilda 54 +341776.0 True 2 2 Stare 44 +238000.0 True 2 13 Rataje 49 +279000.0 True 3 1 Wilda 68 +430000.0 True 2 3 Jeżyce 58 +255000.0 True 2 1 Winogrady 38 +360000.0 True 3 1 Grunwald 49 +339000.0 True 2 1 Górczyn 45 +855000.0 True 3 3 Centrum 90 +1179000.0 True 3 2 Centrum 40 +2700000.0 True 3 2 Centrum 90 +1170000.0 True 3 3 Centrum 90 +368712.0 True 2 2 Centrum 90 +991380.0 True 4 1 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a/data_flats.tsv b/data_flats.tsv new file mode 100644 index 0000000..151a3c8 --- /dev/null +++ b/data_flats.tsv @@ -0,0 +1,1675 @@ +price isNew rooms floor location sqrMetres +476118.0 False 3 1 Centrum 78 +459531.0 False 3 2 Sołacz 62 +411557.0 False 3 0 Sołacz 15 +496416.0 False 4 0 Sołacz 14 +406032.0 False 3 0 Sołacz 15 +450026.0 False 3 1 Naramowice 80 +571229.15 False 2 4 Wilda 39 +325000.0 False 3 1 Grunwald 54 +268229.0 False 2 1 Grunwald 90 +604836.0 False 4 5 Grunwald 40 +232050.0 False 3 0 Nowe 41 +399406.0 False 3 2 Wilda 89 +305739.0 False 2 2 Grunwald 53 +531976.68 False 4 1 Wilda 38 +288465.0 True 2 1 Starołęka 77 +305000.0 True 3 3 Winogrady 47 +410000.0 True 2 5 Rataje 30 +305000.0 True 3 3 Winogrady 48 +289000.0 True 2 2 Zawady 48 +419000.0 True 2 0 Rataje 56 +193000.0 True 2 5 Malta 37 +270000.0 True 3 4 Rataje 48 +360000.0 True 3 2 Rataje 20 +240000.0 True 2 10 Rataje 36 +299000.0 True 2 4 Nowe 47 +298000.0 True 2 4 Wilda 45 +289000.0 True 2 2 Komandoria 48 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True 2 0 Stare 42 +285679.0 True 2 4 Winogrady 48 +260000.0 True 2 6 Winiary 70 +585000.0 True 4 1 Piątkowo 100 +329000.0 True 3 1 Piątkowo 63 +269000.0 True 2 0 Naramowice 46 +348000.0 True 3 9 Rataje 65 +270000.0 True 3 4 Rataje 48 +359605.0 True 3 5 Grunwald 58 +375529.0 False 2 3 Stare 71 +247705.0 False 2 1 Podolany 74 +247705.0 False 2 1 Piątkowo 74 +156085.0 False 2 4 Głuszyna 45 +411684.0 False 3 3 Winogrady 17 +349000.0 False 4 0 Szczepankowo 29 +277823.0 False 2 2 Podolany 70 +249733.0 False 2 0 Ogrody 54 +424377.0 False 4 2 Starołęka 14 +282944.0 False 2 0 Starołęka 59 +460499.0 False 3 1 Stare 51 +270000.0 True 3 0 Grunwald 48 +350000.0 True 4 1 Wilda 80 +350000.0 True 4 4 Winogrady 90 +323000.0 True 4 0 Winogrady 56 +649000.0 True 4 4 Centrum 109 +341704.0 True 3 8 Grunwald 56 +297421.0 True 2 3 Grunwald 50 +245832.0 True 2 2 Grunwald 40 +285384.0 True 2 4 Winogrady 48 +240000.0 True 2 1 Wilda 40 +345865.0 True 3 2 Jeżyce 21 +261000.0 True 2 2 Jeżyce 57 +400000.0 True 3 2 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True 2 1 Naramowice 53 +432000.0 True 2 5 Centrum 40 +435000.0 True 3 1 Piątkowo 84 +389000.0 True 2 1 Podolany 46 +799999.0 True 3 1 Sołacz 90 +310000.0 True 3 3 Piątkowo 60 +260000.0 True 3 0 Jeżyce 74 +266000.0 True 2 2 Piątkowo 49 +316498.0 True 2 2 Stare 77 +519000.0 True 3 1 Rataje 50 +442150.0 True 2 2 Stare 75 +395000.0 True 3 2 Centrum 74 +599000.0 True 2 1 Centrum 70 +459000.0 True 2 1 Centrum 48 +339000.0 True 3 1 Winogrady 51 +375000.0 True 3 2 Jeżyce 50 +289000.0 True 2 4 Ogrody 41 +230000.0 True 2 5 Winogrady 60 +440000.0 True 2 4 Centrum 55 +599000.0 True 3 2 Centrum 80 +343200.0 True 3 4 Winogrady 52 +385000.0 True 2 1 Centrum 60 +300000.0 True 3 3 Centrum 88 +529000.0 True 4 4 Centrum 85 +349000.0 True 3 3 Wilda 82 +405000.0 True 4 2 Nowe 71 +355000.0 True 2 4 Jeżyce 89 +235000.0 True 2 0 Górczyn 50 +495000.0 True 4 1 Grunwald 64 +285000.0 True 2 3 Wilda 60 +385000.0 True 3 4 Łazarz 82 +379999.0 True 3 3 Wilda 67 +370000.0 True 2 13 Rataje 67 +450000.0 True 3 0 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Grunwald 13 +312198.0 False 2 6 Grunwald 18 +333231.99 False 3 7 Grunwald 21 +514939.5 False 4 13 Grunwald 73 +317880.0 False 2 2 Grunwald 98 +267702.4 False 2 3 Grunwald 22 +519126.0 False 4 14 Grunwald 73 +510753.0 False 4 12 Grunwald 73 +347010.0 False 2 10 Grunwald 80 +324387.0 False 2 9 Grunwald 49 +311514.5 False 2 4 Grunwald 49 +298249.6 False 2 6 Grunwald 38 +333774.0 False 2 6 Grunwald 98 +495722.51 False 4 8 Grunwald 99 +331125.0 False 2 5 Grunwald 98 +336423.0 False 2 8 Grunwald 98 +325312.98 False 3 3 Grunwald 14 +298249.6 False 2 5 Grunwald 38 +495782.26 False 4 7 Grunwald 99 +341311.84 False 3 8 Grunwald 14 +328476.0 False 2 4 Grunwald 98 +316848.0 False 2 6 Grunwald 52 +328241.0 False 3 2 Winogrady 81 +332145.0 False 3 2 Winogrady 45 +348750.0 True 2 4 Centrum 50 +297600.0 True 2 3 Winogrady 50 +300160.0 True 2 3 Winogrady 90 +293760.0 True 2 3 Winogrady 90 +315819.0 False 2 5 Grunwald 13 +435784.0 False 3 5 Grunwald 44 +407208.0 False 3 2 Grunwald 44 +370640.0 False 3 2 Grunwald 60 +329422.5 False 3 4 Winogrady 45 +329422.5 False 3 7 Winogrady 45 +328241.0 False 3 4 Winogrady 81 +323340.0 False 3 1 Winogrady 89 +329422.5 False 3 5 Winogrady 45 +335000.0 True 3 1 Piątkowo 63 +391728.59 True 3 2 Winogrady 21 +285678.0 True 2 2 Winogrady 42 +287566.0 True 2 1 Winogrady 74 +421049.88 True 4 1 Grunwald 42 +332388.13 True 2 4 Grunwald 96 +330359.78 True 2 14 Grunwald 56 +301206.53 True 2 7 Grunwald 81 +307490.0 True 2 14 Grunwald 94 +307880.88 True 3 3 Grunwald 16 +319047.97 True 3 3 Grunwald 21 +495782.25 True 4 7 Grunwald 99 +413044.03 True 3 12 Grunwald 62 +380480.0 True 3 4 Grunwald 60 +426416.78 True 4 6 Grunwald 20 +324387.0 True 2 9 Grunwald 49 +333212.88 True 2 7 Grunwald 21 +579000.0 True 4 3 Naramowice 97 +215000.0 True 2 2 Grunwald 44 +267702.41 True 2 3 Grunwald 22 +245830.0 True 2 2 Grunwald 67 +410000.0 True 2 5 Rataje 53 +365000.0 True 4 2 Łazarz 62 +257000.0 True 2 12 Winogrady 47 +240000.0 True 2 16 Rataje 36 +319055.0 True 3 3 Grunwald 56 +267702.0 True 2 2 Grunwald 45 +245830.0 True 2 2 Grunwald 40 +253193.0 True 2 6 Jeżyce 38 +318384.0 True 3 6 Jeżyce 48 +245875.0 True 2 1 Jeżyce 38 +347090.0 True 3 1 Winogrady 57 +238948.0 True 2 4 Stare 39 +355000.0 True 3 3 Łazarz 62 +330255.0 False 2 1 Stare 14 +442080.0 False 3 1 Starołęka 68 +277823.0 False 2 2 Podolany 70 +308039.0 False 2 0 Naramowice 71 +321656.0 False 2 1 Naramowice 50 +304140.0 False 3 5 Winogrady 18 +771672.0 False 4 4 Górczyn 66 +322497.0 False 2 6 Naramowice 60 +333024.0 False 2 1 Stare 51 +290000.0 True 3 14 Nowe 20 +515000.0 True 3 0 Rataje 71 +372000.0 True 4 1 Nadolnik 125 +410000.0 True 2 5 Rataje 53 +259000.0 True 2 0 Grunwald 52 +298950.0 True 2 0 Piątkowo 70 +495000.0 True 4 3 Naramowice 104 +245000.0 True 2 7 Jeżyce 53 +319000.0 True 2 1 Centrum 52 +420000.0 True 2 1 Naramowice 50 +420000.0 True 2 3 Naramowice 50 +300000.0 True 3 2 Grunwald 49 +300000.0 True 3 2 Winogrady 48 +339000.0 True 2 2 Stare 53 +298000.0 True 3 1 Nowe 30 +250000.0 True 3 0 Stare 45 +475000.0 True 4 4 Naramowice 50 +329000.0 True 3 1 Jeżyce 112 +299000.0 True 2 0 Piątkowo 20 +259000.0 True 3 1 Grunwald 48 +370000.0 True 4 4 Piątkowo 60 +249641.0 False 2 0 Ogrody 54 +375000.0 True 3 1 Nowe 63 +390000.0 True 4 4 Piątkowo 74 +288000.0 True 3 4 Stare 30 +468000.0 True 2 3 Grunwald 60 +279000.0 True 3 1 Wilda 68 +250000.0 True 2 6 Winogrady 42 +350000.0 True 2 2 Jeżyce 46 +310000.0 True 2 1 Nowe 40 +289000.0 True 3 4 Winogrady 47 +405900.0 True 3 2 Stare 82 +359000.0 True 3 1 Wilda 20 +326000.0 True 2 1 Sołacz 39 +350000.0 True 2 2 Jeżyce 47 +239000.0 True 2 4 Grunwald 50 +224343.0 False 2 4 Starołęka 35 +362220.0 False 3 3 Starołęka 60 +287394.0 False 2 2 Starołęka 50 +320739.0 False 3 1 Starołęka 56 +460499.0 False 3 1 Stare 51 +242731.0 False 2 0 Podolany 74 +156085.0 False 2 4 Nowe 54 +285200.0 False 2 1 Winogrady 46 +211190.0 False 2 0 Podolany 78 +309000.0 True 3 3 Wilda 80 +313000.0 True 2 1 Górczyn 48 +313000.0 True 2 1 Dębiec 48 +643720.0 True 4 0 Stare 60 +415000.0 True 2 5 Nowe 53 +325000.0 True 2 3 Stare 60 +599000.0 True 4 3 Stare 97 +319000.0 True 2 0 Grunwald 20 +299000.0 True 3 6 Stare 63 +299000.0 True 2 0 Grunwald 51 +339000.0 True 2 2 Centrum 53 +320000.0 True 3 4 Stare 65 +364000.0 True 3 1 Nowe 67 +209000.0 True 3 3 Grunwald 50