diff --git a/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb b/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb index db40588..da49646 100644 --- a/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb +++ b/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb @@ -221,7 +221,9 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -329,19 +331,17 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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\n", 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", + "image/png": 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\n", 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