From c8c63f3bc3209897da45f3ef7a95edd7f3d64322 Mon Sep 17 00:00:00 2001 From: msyamkumar <msyamkumar@wisc.edu> Date: Wed, 19 Oct 2022 15:43:11 -0500 Subject: [PATCH] Updating lecture 18 completed notebook file --- .../lec-18/lec18_dictionaries2.ipynb | 11064 +--------------- 1 file changed, 79 insertions(+), 10985 deletions(-) diff --git a/f22/meena_lec_notes/lec-18/lec18_dictionaries2.ipynb b/f22/meena_lec_notes/lec-18/lec18_dictionaries2.ipynb index 4e0ce2a..6e84b70 100644 --- a/f22/meena_lec_notes/lec-18/lec18_dictionaries2.ipynb +++ b/f22/meena_lec_notes/lec-18/lec18_dictionaries2.ipynb @@ -30,8 +30,8 @@ "outputs": [], "source": [ "# Keys can be what type? : Any type that is ____immutable____________\n", - "# Values can be what type? : any type (including other dictionaries)\n", - "# Indexing? .... yes/no No\n", + "# Values can be what type? : Any type (including other dictionaries & lists)\n", + "# Indexing? .... yes/no No (lookup is not the same as indexing)\n", "# Slicing? ..... yes/no No\n", "# Mutable?......yes/no Yes" ] @@ -315,13 +315,13 @@ "\n", "major_freq = {} # KEY: unique major; VALUE: count of unique major\n", "\n", - "for row in cs220_data:\n", - " major = row[cs220_header.index(\"Major\")]\n", - " if major in major_freq:\n", - " major_freq[major] += 1\n", - " else:\n", + "for row_idx in range(len(cs220_data)):\n", + " major = cell(cs220_data, cs220_header, row_idx, \"Major\")\n", + " if major not in major_freq:\n", " major_freq[major] = 1\n", - " \n", + " else:\n", + " major_freq[major] += 1\n", + " \n", "major_freq" ] }, @@ -394,7 +394,7 @@ "suffix.get(1)\n", "\n", "# TODO: what happens when you try to get a key that is not there? Try it.\n", - "print(suffix.get(10)) # Returns None\n", + "print(suffix.get(4))\n", "\n", "# TODO: what happens whey you try to pop a key that is not there? Try it.\n", "# suffix.pop(10) # KeyError" @@ -555,20 +555,20 @@ "outputs": [], "source": [ "# Let's bucketize the data\n", - "buckets = dict() # Key: unique bucketize column value; Value: list of lists (rows having that unique column value)\n", "\n", "def bucketize(bucket_column):\n", - " \"\"\"\n", - " generates and returns bucketized data based on bucket_column\n", - " \"\"\"\n", - " # Key: unique bucketize column value; Value: list of lists (rows having that unique column value)\n", - " buckets = dict()\n", + " buckets = dict() # Key: unique bucketize column value; \\\n", + " # Value: list of lists (rows having that unique column value)\n", + "\n", " for row_idx in range(len(cs220_data)):\n", - " col_value = cell(cs220_data, cs220_header, row_idx, bucket_column)\n", - " if col_value not in buckets:\n", - " buckets[col_value] = []\n", - " buckets[col_value].append(cs220_data[row_idx])\n", - " \n", + " row = cs220_data[row_idx]\n", + " col_val = cell(cs220_data, cs220_header, row_idx, bucket_column)\n", + " if col_val not in buckets:\n", + " # no existing bucket\n", + " buckets[col_val] = []\n", + " # must append row in both cases (new bucket and existing bucket)\n", + " buckets[col_val].append(row)\n", + "\n", " return buckets" ] }, @@ -576,10932 +576,20 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'LEC001': [['LEC001',\n", - " '22',\n", - " 'Engineering: Biomedical',\n", - " '53703',\n", - " '43.073051',\n", - " '-89.40123',\n", - " 'none (just cheese)',\n", - " 'neither',\n", - " 'No',\n", - " 'no preference',\n", - " 'Maybe'],\n", - " ['LEC001',\n", - " '',\n", - " 'Mathematics/AMEP',\n", - " '53706',\n", - " '31.230391',\n", - " '121.473701',\n", - " 'basil/spinach',\n", - " 'dog',\n", - " 'No',\n", - " 'no preference',\n", - " 'Maybe'],\n", - " ['LEC001',\n", - " '20',\n", - " 'Economics (Mathematical Emphasis)',\n", - " '53703',\n", - " '48.86',\n", - " '2.3522',\n", - " 'pepperoni',\n", - " 'dog',\n", - " 'No',\n", - " 'early bird',\n", - " 'Yes'],\n", - " ['LEC001',\n", - " '19',\n", - " 'Engineering: Mechanical',\n", - " '53703',\n", - " '24.7',\n", - " '46.7',\n", - " 'mushroom',\n", - " 'dog',\n", - " 'Yes',\n", - " 'early bird',\n", - " 'Maybe'],\n", - " ['LEC001',\n", - " '23',\n", - " 'Computer Science',\n", - " '53711',\n", - 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" '46.589146',\n", - " '-112.039108',\n", - " 'none (just cheese)',\n", - " 'cat',\n", - " 'No',\n", - " 'night owl',\n", - " 'Yes']]}" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "sec_buckets = bucketize(\"Lecture\")\n", - "sec_buckets" + "lec_buckets = bucketize(\"Lecture\")\n", + "# lec_buckets" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "major_buckets = bucketize(\"Major\")\n", + "# major_buckets" ] }, { @@ -11513,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -11522,7 +610,7 @@ "19.61" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -11539,18 +627,16 @@ " count = 0\n", " for row_idx in range(len(data)):\n", " col_data = cell(data, header, row_idx, col_name)\n", + " # handle bounds checking\n", " if col_data != None:\n", - " # handle bounds checking\n", - " if col_data < min_bound or col_data > max_bound:\n", - " continue\n", - " total += col_data\n", - " count += 1\n", + " if col_data > min_bound and col_data < max_bound:\n", + " total += col_data\n", + " count += 1\n", + " \n", + " if count == 0:\n", + " return 0 # or whatever is the expected return value\n", + " return round(total / count, 2) # implicit else\n", " \n", - " if count != 0:\n", - " return round(total / count, 2)\n", - " else:\n", - " return 0\n", - " \n", "min_age = 0\n", "max_age = 118\n", "col_avg(cs220_data, cs220_header, \"Age\", min_age, max_age)" @@ -11565,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -11573,10 +659,10 @@ " \"\"\"\n", " Computes and returns column average per bucket\n", " \"\"\"\n", - " averages = {} # Key: bucket column; Value: average for that bucket\n", + " averages = {} # Key: bucket name; Value: bucket average\n", " for bucket_name in buckets:\n", - " bucket_rows = buckets[bucket_name]\n", - " averages[bucket_name] = col_avg(bucket_rows, cs220_header, avg_col_name, min_age, max_age)\n", + " averages[bucket_name] = col_avg(buckets[bucket_name], \\\n", + " cs220_header, avg_col_name, min_age, max_age)\n", " return averages" ] }, @@ -11591,7 +677,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -11605,13 +691,13 @@ " 'LEC003': 19.14}" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "avg_per_bucket(sec_buckets, \"Age\")" + "avg_per_bucket(lec_buckets, \"Age\")" ] }, { @@ -11623,7 +709,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -11729,13 +815,12 @@ " 'Environmental Studies': 18.0}" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "major_buckets = bucketize(\"Major\")\n", "avg_per_bucket(major_buckets, \"Age\")" ] }, @@ -11768,7 +853,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -11787,7 +872,7 @@ " 'Procrastinator']" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -11799,7 +884,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -11807,18 +892,27 @@ " \"\"\"\n", " Transform data into a list of dictionaries\n", " \"\"\"\n", - " dict_list = [] #should be defined outside the for loop, because it stores the entire data\n", + " transformed_data = [] #should be defined outside the for loop, because it stores the entire data\n", + " for row in data:\n", + " #should be defined inside the for loop, because it represents one row as a dictionary\n", + " row_dict = {} # Key: header; Value: data\n", + " for idx in range(len(row)):\n", + " row_dict[header[idx]] = row[idx]\n", + " transformed_data.append(row_dict)\n", + " return transformed_data\n", " \n", - " for row in cs220_data:\n", - " new_row = {} #should be defined inside the for loop, because it represents one row as a dictionary\n", - " for i in range(len(cs220_header)):\n", - " new_row[cs220_header[i]] = row[i]\n", - " dict_list.append(new_row)\n", - " return dict_list\n", - " \n", "transformed_data = transform(cs220_header, cs220_data)" ] }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# transformed_data" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -11828,7 +922,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -11852,7 +946,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -11883,7 +977,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -11929,7 +1023,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -11938,7 +1032,7 @@ "'Tom Sawyer bamboozled the neighborhood boys into painting for him'" ] }, - "execution_count": 23, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -11956,7 +1050,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -11965,7 +1059,7 @@ "['bamboozle', 'gubbins']" ] }, - "execution_count": 24, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } -- GitLab