From 8536a494c4fb4e136cf43e2923c86381ad156860 Mon Sep 17 00:00:00 2001
From: "patricia.saez"
Date: Thu, 19 Oct 2023 22:38:25 +0200
Subject: [PATCH 1/2] first challenge-1 done
---
your-code/challenge-1.ipynb | 248 ++++++++++++++++++++++++++++++++++--
your-code/hello.png | Bin 0 -> 21234 bytes
your-code/monthly_steps.png | Bin 0 -> 21155 bytes
your-code/steps_w_wend.png | Bin 0 -> 26474 bytes
4 files changed, 238 insertions(+), 10 deletions(-)
create mode 100644 your-code/hello.png
create mode 100644 your-code/monthly_steps.png
create mode 100644 your-code/steps_w_wend.png
diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb
index 9df5e53..eefb7fe 100644
--- a/your-code/challenge-1.ipynb
+++ b/your-code/challenge-1.ipynb
@@ -36,10 +36,138 @@
{
"cell_type": "code",
"execution_count": 3,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['Date', 'Calorie burned', 'Steps', 'Distance', 'Floors',\n",
+ " 'Minutes Sedentary', 'Minutes Lightly Active', 'Minutes Fairly Active',\n",
+ " 'Minutes Very Active', 'Activity Calories', 'MinutesOfSleep',\n",
+ " 'MinutesOfBeingAwake', 'NumberOfAwakings', 'LengthOfRestInMinutes',\n",
+ " 'Distance_miles', 'Days', 'Days_encoded', 'Work_or_Weekend',\n",
+ " 'Hours Sleep', 'Sleep efficiency', 'Yesterday_sleep',\n",
+ " 'Yesterday_sleep_efficiency', 'Months', 'Months_encoded'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "fitbit = pd.read_csv(\"C:/PATRICIA/Ironhack/Laboratories/lab-matplotlib-seaborn/data/Fitbit2.csv\")\n",
+ "fitbit.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Calorie burned | \n",
+ " Steps | \n",
+ " Distance | \n",
+ " Floors | \n",
+ " Minutes Sedentary | \n",
+ " Minutes Lightly Active | \n",
+ " Minutes Fairly Active | \n",
+ " Minutes Very Active | \n",
+ " Activity Calories | \n",
+ " ... | \n",
+ " Distance_miles | \n",
+ " Days | \n",
+ " Days_encoded | \n",
+ " Work_or_Weekend | \n",
+ " Hours Sleep | \n",
+ " Sleep efficiency | \n",
+ " Yesterday_sleep | \n",
+ " Yesterday_sleep_efficiency | \n",
+ " Months | \n",
+ " Months_encoded | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 180 | \n",
+ " 2015-11-04 | \n",
+ " 2917 | \n",
+ " 852 | \n",
+ " 6.33 | \n",
+ " 14 | \n",
+ " 662.0 | \n",
+ " 191 | \n",
+ " 43 | \n",
+ " 24 | \n",
+ " 1294 | \n",
+ " ... | \n",
+ " 3.933278 | \n",
+ " Wednesday | \n",
+ " 2.0 | \n",
+ " 1 | \n",
+ " 2.583333 | \n",
+ " 95.092025 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " November | \n",
+ " 11 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1 rows × 24 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date Calorie burned Steps Distance Floors Minutes Sedentary \\\n",
+ "180 2015-11-04 2917 852 6.33 14 662.0 \n",
+ "\n",
+ " Minutes Lightly Active Minutes Fairly Active Minutes Very Active \\\n",
+ "180 191 43 24 \n",
+ "\n",
+ " Activity Calories ... Distance_miles Days Days_encoded \\\n",
+ "180 1294 ... 3.933278 Wednesday 2.0 \n",
+ "\n",
+ " Work_or_Weekend Hours Sleep Sleep efficiency Yesterday_sleep \\\n",
+ "180 1 2.583333 95.092025 0.0 \n",
+ "\n",
+ " Yesterday_sleep_efficiency Months Months_encoded \n",
+ "180 0.0 November 11 \n",
+ "\n",
+ "[1 rows x 24 columns]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# your code here\n"
+ "fitbit.sample()\n"
]
},
{
@@ -59,20 +187,48 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 15,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# your code here\n"
+ "monthly_steps = sns.barplot(x= 'Months_encoded', y = 'Steps', data = fitbit)\n",
+ "sns.set(rc={\"figure.figsize\": (12,4)})\n",
+ "plt.xticks(rotation=0.5)\n",
+ "plt.savefig(\"monthly_steps.png\")\n"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 21,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# your code here\n"
+ "steps_w_wend = sns.barplot(x= 'Months_encoded', y = 'Steps', hue='Work_or_Weekend', data = fitbit);\n",
+ "plt.savefig(\"steps_w_wend.png\")"
]
},
{
@@ -86,6 +242,78 @@
"* Minutes Sedentary vs Steps "
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['Date', 'Calorie burned', 'Steps', 'Distance', 'Floors',\n",
+ " 'Minutes Sedentary', 'Minutes Lightly Active', 'Minutes Fairly Active',\n",
+ " 'Minutes Very Active', 'Activity Calories', 'MinutesOfSleep',\n",
+ " 'MinutesOfBeingAwake', 'NumberOfAwakings', 'LengthOfRestInMinutes',\n",
+ " 'Distance_miles', 'Days', 'Days_encoded', 'Work_or_Weekend',\n",
+ " 'Hours Sleep', 'Sleep efficiency', 'Yesterday_sleep',\n",
+ " 'Yesterday_sleep_efficiency', 'Months', 'Months_encoded'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "fitbit.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "columns = ['Minutes Lightly Active','Minutes Sedentary', 'Minutes Very Active']\n",
+ "for i in range(len(columns)):\n",
+ " sns.set(rc={\"figure.figsize\": (8,3)})\n",
+ " plt.figure(i)\n",
+ " plot =sns.scatterplot(x=columns[i], y=\"Steps\", data=fitbit);\n",
+ " "
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -111,7 +339,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.12"
+ "version": "3.11.5"
},
"nbTranslate": {
"displayLangs": [
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